diff --git "a/ntu120_xset/b_2/20250623_102101.log" "b/ntu120_xset/b_2/20250623_102101.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/b_2/20250623_102101.log" @@ -0,0 +1,6326 @@ +2025-06-23 10:21:01,584 - 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+ +------------------------------------------------------------ + +2025-06-23 10:21:01,903 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/b_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='b', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/b_2', + interval_epoch=5, + weight_1=0.3, + 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=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-23 10:21:01,904 - pyskl - INFO - Set random seed to 777191217, deterministic: False +2025-06-23 10:21:15,699 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-23 10:21:25,905 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-23 10:21:25,950 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2 +2025-06-23 10:21:25,950 - 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 + -------------------- +2025-06-23 10:21:25,950 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-23 10:21:25,951 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2 by HardDiskBackend. +2025-06-23 10:22:36,009 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 3:22:00, time: 0.701, data_time: 0.230, memory: 13267, top1_acc: 0.0112, top5_acc: 0.0462, loss_cls: 13.0119, loss: 13.0119 +2025-06-23 10:23:22,380 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 10:33:16, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.0219, top5_acc: 0.0869, loss_cls: 11.6039, loss: 11.6039 +2025-06-23 10:24:08,919 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 5:01:18, time: 0.465, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.0938, loss_cls: 11.3879, loss: 11.3879 +2025-06-23 10:24:55,456 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 3 days, 2:14:52, time: 0.465, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.0919, loss_cls: 11.1683, loss: 11.1683 +2025-06-23 10:25:41,737 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 3 days, 0:30:21, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0194, top5_acc: 0.0906, loss_cls: 11.1381, loss: 11.1381 +2025-06-23 10:26:28,100 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 23:21:35, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.0300, top5_acc: 0.1156, loss_cls: 11.0188, loss: 11.0188 +2025-06-23 10:27:14,411 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 22:31:36, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0331, top5_acc: 0.1331, loss_cls: 10.8963, loss: 10.8963 +2025-06-23 10:28:00,793 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 21:54:41, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.0413, top5_acc: 0.1681, loss_cls: 10.7345, loss: 10.7345 +2025-06-23 10:28:47,140 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 21:25:27, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0519, top5_acc: 0.1862, loss_cls: 10.6125, loss: 10.6125 +2025-06-23 10:29:33,464 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 21:01:44, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0394, top5_acc: 0.2069, loss_cls: 10.4439, loss: 10.4439 +2025-06-23 10:30:19,722 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 20:41:40, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0550, top5_acc: 0.2313, loss_cls: 10.2711, loss: 10.2711 +2025-06-23 10:31:06,012 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 20:25:03, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0813, top5_acc: 0.3013, loss_cls: 9.9255, loss: 9.9255 +2025-06-23 10:31:52,283 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 20:10:45, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0737, top5_acc: 0.2825, loss_cls: 9.9355, loss: 9.9355 +2025-06-23 10:32:38,538 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 19:58:17, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.0856, top5_acc: 0.2950, loss_cls: 9.9150, loss: 9.9150 +2025-06-23 10:33:24,781 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 19:47:18, time: 0.462, data_time: 0.000, memory: 13267, top1_acc: 0.0869, top5_acc: 0.3281, loss_cls: 9.7113, loss: 9.7113 +2025-06-23 10:34:11,000 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 19:37:28, time: 0.462, data_time: 0.000, memory: 13267, top1_acc: 0.1056, top5_acc: 0.3319, loss_cls: 9.6138, loss: 9.6138 +2025-06-23 10:34:57,224 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 19:28:44, time: 0.462, data_time: 0.000, memory: 13267, top1_acc: 0.0963, top5_acc: 0.3625, loss_cls: 9.5602, loss: 9.5602 +2025-06-23 10:35:43,492 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 19:21:05, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1263, top5_acc: 0.3831, loss_cls: 9.3874, loss: 9.3874 +2025-06-23 10:36:29,794 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 19:14:19, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1231, top5_acc: 0.3844, loss_cls: 9.3840, loss: 9.3840 +2025-06-23 10:37:16,133 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 19:08:18, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1212, top5_acc: 0.4113, loss_cls: 9.1927, loss: 9.1927 +2025-06-23 10:38:02,532 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 19:03:02, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.1331, top5_acc: 0.4188, loss_cls: 9.3051, loss: 9.3051 +2025-06-23 10:38:48,861 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 18:57:54, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1237, top5_acc: 0.4263, loss_cls: 9.1787, loss: 9.1787 +2025-06-23 10:39:35,141 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 18:52:58, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1437, top5_acc: 0.4437, loss_cls: 9.0697, loss: 9.0697 +2025-06-23 10:40:21,376 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 18:48:13, time: 0.462, data_time: 0.000, memory: 13267, top1_acc: 0.1431, top5_acc: 0.4731, loss_cls: 8.8700, loss: 8.8700 +2025-06-23 10:41:07,671 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 18:44:00, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1719, top5_acc: 0.4875, loss_cls: 8.8876, loss: 8.8876 +2025-06-23 10:41:53,918 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 18:39:53, time: 0.462, data_time: 0.000, memory: 13267, top1_acc: 0.1456, top5_acc: 0.4794, loss_cls: 9.0274, loss: 9.0274 +2025-06-23 10:42:40,168 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 18:36:01, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1694, top5_acc: 0.5025, loss_cls: 8.8156, loss: 8.8156 +2025-06-23 10:43:26,541 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 18:32:45, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.1700, top5_acc: 0.5175, loss_cls: 8.8204, loss: 8.8204 +2025-06-23 10:44:12,893 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 18:29:36, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.1731, top5_acc: 0.5225, loss_cls: 8.7269, loss: 8.7269 +2025-06-23 10:44:59,191 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 18:26:27, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.2100, top5_acc: 0.5425, loss_cls: 8.6229, loss: 8.6229 +2025-06-23 10:45:45,538 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 18:23:35, time: 0.463, data_time: 0.000, memory: 13267, top1_acc: 0.1862, top5_acc: 0.5306, loss_cls: 8.6066, loss: 8.6066 +2025-06-23 10:46:31,919 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 18:20:57, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.1894, top5_acc: 0.5500, loss_cls: 8.6235, loss: 8.6235 +2025-06-23 10:47:18,329 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 18:18:30, time: 0.464, data_time: 0.000, memory: 13267, top1_acc: 0.2069, top5_acc: 0.5631, loss_cls: 8.5420, loss: 8.5420 +2025-06-23 10:48:04,842 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 18:16:24, time: 0.465, data_time: 0.000, memory: 13267, top1_acc: 0.2112, top5_acc: 0.5831, loss_cls: 8.4780, loss: 8.4780 +2025-06-23 10:48:07,506 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-23 10:52:22,452 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 10:52:23,073 - pyskl - INFO - +top1_acc 0.2196 +top5_acc 0.5733 +2025-06-23 10:52:24,129 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-23 10:52:24,130 - pyskl - INFO - Best top1_acc is 0.2196 at 1 epoch. +2025-06-23 10:52:24,153 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2196, top5_acc: 0.5733 +2025-06-23 10:53:33,306 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 19:03:16, time: 0.691, data_time: 0.229, memory: 13268, top1_acc: 0.2250, top5_acc: 0.5706, loss_cls: 8.5249, loss: 8.5249 +2025-06-23 10:54:19,544 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 18:59:18, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.2288, top5_acc: 0.5981, loss_cls: 8.4079, loss: 8.4079 +2025-06-23 10:55:05,622 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 18:55:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2231, top5_acc: 0.6181, loss_cls: 8.1830, loss: 8.1830 +2025-06-23 10:55:51,728 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 18:51:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2569, top5_acc: 0.6175, loss_cls: 8.2425, loss: 8.2425 +2025-06-23 10:56:37,980 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 18:47:47, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.2700, top5_acc: 0.6312, loss_cls: 8.1092, loss: 8.1092 +2025-06-23 10:57:24,173 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 18:44:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.2512, top5_acc: 0.6244, loss_cls: 8.2230, loss: 8.2230 +2025-06-23 10:58:10,247 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 18:40:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2913, top5_acc: 0.6538, loss_cls: 7.9915, loss: 7.9915 +2025-06-23 10:58:56,323 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 18:37:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2612, top5_acc: 0.6381, loss_cls: 8.1036, loss: 8.1036 +2025-06-23 10:59:42,304 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 18:33:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.2856, top5_acc: 0.6631, loss_cls: 7.9905, loss: 7.9905 +2025-06-23 11:00:28,054 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 18:30:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.2756, top5_acc: 0.6825, loss_cls: 7.9987, loss: 7.9987 +2025-06-23 11:01:13,930 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 18:26:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.2888, top5_acc: 0.6669, loss_cls: 7.9326, loss: 7.9326 +2025-06-23 11:01:59,845 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 18:23:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3200, top5_acc: 0.6963, loss_cls: 7.6807, loss: 7.6807 +2025-06-23 11:02:45,791 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 18:20:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3244, top5_acc: 0.7044, loss_cls: 7.6271, loss: 7.6271 +2025-06-23 11:03:31,747 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 18:17:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3231, top5_acc: 0.7094, loss_cls: 7.7013, loss: 7.7013 +2025-06-23 11:04:17,576 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 18:14:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.3300, top5_acc: 0.7381, loss_cls: 7.6196, loss: 7.6196 +2025-06-23 11:05:03,553 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 18:11:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3575, top5_acc: 0.7325, loss_cls: 7.4337, loss: 7.4337 +2025-06-23 11:05:49,496 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 18:08:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3319, top5_acc: 0.7212, loss_cls: 7.6154, loss: 7.6154 +2025-06-23 11:06:35,420 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 18:06:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3594, top5_acc: 0.7137, loss_cls: 7.4875, loss: 7.4875 +2025-06-23 11:07:21,315 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 18:03:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3475, top5_acc: 0.7156, loss_cls: 7.5944, loss: 7.5944 +2025-06-23 11:08:07,057 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 18:00:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3531, top5_acc: 0.7425, loss_cls: 7.4770, loss: 7.4770 +2025-06-23 11:08:52,778 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 17:57:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3762, top5_acc: 0.7300, loss_cls: 7.4056, loss: 7.4056 +2025-06-23 11:09:38,527 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 17:55:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.3775, top5_acc: 0.7312, loss_cls: 7.3926, loss: 7.3926 +2025-06-23 11:10:24,311 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 17:52:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.3862, top5_acc: 0.7406, loss_cls: 7.3252, loss: 7.3252 +2025-06-23 11:11:10,203 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 17:50:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3812, top5_acc: 0.7494, loss_cls: 7.3445, loss: 7.3445 +2025-06-23 11:11:56,020 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 17:48:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4156, top5_acc: 0.7775, loss_cls: 7.1982, loss: 7.1982 +2025-06-23 11:12:41,933 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 17:45:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3969, top5_acc: 0.7606, loss_cls: 7.2195, loss: 7.2195 +2025-06-23 11:13:27,835 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 17:43:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.4050, top5_acc: 0.7700, loss_cls: 7.0969, loss: 7.0969 +2025-06-23 11:14:13,668 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 17:41:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.4056, top5_acc: 0.7781, loss_cls: 7.1360, loss: 7.1360 +2025-06-23 11:14:59,582 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 17:39:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.4231, top5_acc: 0.7762, loss_cls: 7.0689, loss: 7.0689 +2025-06-23 11:15:45,469 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 17:37:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.4094, top5_acc: 0.8013, loss_cls: 7.1256, loss: 7.1256 +2025-06-23 11:16:31,445 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 17:35:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4344, top5_acc: 0.7969, loss_cls: 7.0593, loss: 7.0593 +2025-06-23 11:17:17,410 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 17:33:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4306, top5_acc: 0.8025, loss_cls: 6.9136, loss: 6.9136 +2025-06-23 11:18:03,801 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 17:32:14, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.4431, top5_acc: 0.7919, loss_cls: 6.8926, loss: 6.8926 +2025-06-23 11:18:49,952 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 17:30:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4419, top5_acc: 0.8087, loss_cls: 6.8681, loss: 6.8681 +2025-06-23 11:18:52,635 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-23 11:23:04,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:23:04,953 - pyskl - INFO - +top1_acc 0.4126 +top5_acc 0.7795 +2025-06-23 11:23:05,005 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_1.pth was removed +2025-06-23 11:23:06,065 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-23 11:23:06,067 - pyskl - INFO - Best top1_acc is 0.4126 at 2 epoch. +2025-06-23 11:23:06,086 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4126, top5_acc: 0.7795 +2025-06-23 11:24:14,803 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 17:53:37, time: 0.687, data_time: 0.226, memory: 13268, top1_acc: 0.4437, top5_acc: 0.8069, loss_cls: 6.8166, loss: 6.8166 +2025-06-23 11:25:00,952 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 17:51:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4481, top5_acc: 0.7906, loss_cls: 6.9197, loss: 6.9197 +2025-06-23 11:25:47,124 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 17:49:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.4612, top5_acc: 0.8131, loss_cls: 6.6967, loss: 6.6967 +2025-06-23 11:26:33,179 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 17:47:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4537, top5_acc: 0.8169, loss_cls: 6.7292, loss: 6.7292 +2025-06-23 11:27:19,220 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 17:45:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4725, top5_acc: 0.8231, loss_cls: 6.5941, loss: 6.5941 +2025-06-23 11:28:05,481 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 17:44:20, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.4813, top5_acc: 0.8156, loss_cls: 6.6795, loss: 6.6795 +2025-06-23 11:28:51,552 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 17:42:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4800, top5_acc: 0.8313, loss_cls: 6.5465, loss: 6.5465 +2025-06-23 11:29:37,582 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 17:40:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4756, top5_acc: 0.8387, loss_cls: 6.5446, loss: 6.5446 +2025-06-23 11:30:23,610 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 17:38:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4694, top5_acc: 0.8187, loss_cls: 6.7611, loss: 6.7611 +2025-06-23 11:31:09,629 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 17:36:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8269, loss_cls: 6.5585, loss: 6.5585 +2025-06-23 11:31:55,730 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 17:35:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8381, loss_cls: 6.3673, loss: 6.3673 +2025-06-23 11:32:41,765 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 17:33:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5056, top5_acc: 0.8500, loss_cls: 6.4367, loss: 6.4367 +2025-06-23 11:33:27,833 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 17:31:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4894, top5_acc: 0.8306, loss_cls: 6.5642, loss: 6.5642 +2025-06-23 11:34:13,858 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 17:30:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5106, top5_acc: 0.8325, loss_cls: 6.4185, loss: 6.4185 +2025-06-23 11:34:59,872 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 17:28:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5112, top5_acc: 0.8287, loss_cls: 6.3661, loss: 6.3661 +2025-06-23 11:35:45,893 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 17:26:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5175, top5_acc: 0.8556, loss_cls: 6.3488, loss: 6.3488 +2025-06-23 11:36:31,940 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 17:25:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5244, top5_acc: 0.8644, loss_cls: 6.3309, loss: 6.3309 +2025-06-23 11:37:17,962 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 17:23:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5219, top5_acc: 0.8444, loss_cls: 6.4499, loss: 6.4499 +2025-06-23 11:38:04,022 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 17:21:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5056, top5_acc: 0.8363, loss_cls: 6.4506, loss: 6.4506 +2025-06-23 11:38:50,075 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 17:20:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5337, top5_acc: 0.8606, loss_cls: 6.2366, loss: 6.2366 +2025-06-23 11:39:36,135 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 17:18:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5281, top5_acc: 0.8519, loss_cls: 6.2870, loss: 6.2870 +2025-06-23 11:40:22,185 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 17:17:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8431, loss_cls: 6.4112, loss: 6.4112 +2025-06-23 11:41:08,176 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 17:15:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8456, loss_cls: 6.3279, loss: 6.3279 +2025-06-23 11:41:54,190 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 17:14:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5300, top5_acc: 0.8481, loss_cls: 6.3834, loss: 6.3834 +2025-06-23 11:42:40,227 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 17:12:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8387, loss_cls: 6.2505, loss: 6.2505 +2025-06-23 11:43:26,249 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 17:11:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5219, top5_acc: 0.8469, loss_cls: 6.2768, loss: 6.2768 +2025-06-23 11:44:12,290 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 17:09:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5031, top5_acc: 0.8344, loss_cls: 6.3561, loss: 6.3561 +2025-06-23 11:44:58,285 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 17:08:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8625, loss_cls: 6.2175, loss: 6.2175 +2025-06-23 11:45:44,298 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 17:06:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8694, loss_cls: 5.9878, loss: 5.9878 +2025-06-23 11:46:30,411 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 17:05:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5469, top5_acc: 0.8738, loss_cls: 6.0802, loss: 6.0802 +2025-06-23 11:47:16,689 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 17:04:19, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.5244, top5_acc: 0.8569, loss_cls: 6.2723, loss: 6.2723 +2025-06-23 11:48:02,746 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 17:02:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5469, top5_acc: 0.8562, loss_cls: 6.0946, loss: 6.0946 +2025-06-23 11:48:48,800 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 17:01:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5587, top5_acc: 0.8644, loss_cls: 6.0801, loss: 6.0801 +2025-06-23 11:49:34,907 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 17:00:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5431, top5_acc: 0.8562, loss_cls: 6.0429, loss: 6.0429 +2025-06-23 11:49:37,546 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-23 11:53:49,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:53:50,044 - pyskl - INFO - +top1_acc 0.5254 +top5_acc 0.8611 +2025-06-23 11:53:50,103 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_2.pth was removed +2025-06-23 11:53:51,205 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-23 11:53:51,207 - pyskl - INFO - Best top1_acc is 0.5254 at 3 epoch. +2025-06-23 11:53:51,229 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5254, top5_acc: 0.8611 +2025-06-23 11:54:59,844 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 17:15:13, time: 0.686, data_time: 0.225, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8750, loss_cls: 5.8471, loss: 5.8471 +2025-06-23 11:55:45,892 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 17:13:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5294, top5_acc: 0.8438, loss_cls: 6.1121, loss: 6.1121 +2025-06-23 11:56:31,963 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 17:12:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8838, loss_cls: 5.7779, loss: 5.7779 +2025-06-23 11:57:17,958 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 17:10:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8675, loss_cls: 5.9546, loss: 5.9546 +2025-06-23 11:58:03,994 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 17:09:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8588, loss_cls: 5.9048, loss: 5.9048 +2025-06-23 11:58:49,938 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 17:07:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8906, loss_cls: 5.9140, loss: 5.9140 +2025-06-23 11:59:36,003 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 17:06:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8838, loss_cls: 5.7642, loss: 5.7642 +2025-06-23 12:00:22,050 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 17:04:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5694, top5_acc: 0.8856, loss_cls: 5.8835, loss: 5.8835 +2025-06-23 12:01:08,170 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 17:03:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5406, top5_acc: 0.8550, loss_cls: 6.0336, loss: 6.0336 +2025-06-23 12:01:54,239 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 17:02:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8662, loss_cls: 5.9264, loss: 5.9264 +2025-06-23 12:02:40,410 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 17:00:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8812, loss_cls: 5.8910, loss: 5.8910 +2025-06-23 12:03:26,353 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 16:59:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8856, loss_cls: 5.9160, loss: 5.9160 +2025-06-23 12:04:12,283 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 16:57:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5656, top5_acc: 0.8812, loss_cls: 5.7923, loss: 5.7923 +2025-06-23 12:04:58,223 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 16:56:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8656, loss_cls: 5.9460, loss: 5.9460 +2025-06-23 12:05:44,140 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 16:55:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8838, loss_cls: 5.8269, loss: 5.8269 +2025-06-23 12:06:30,073 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 16:53:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8694, loss_cls: 5.8431, loss: 5.8431 +2025-06-23 12:07:16,015 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 16:52:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8919, loss_cls: 5.7692, loss: 5.7692 +2025-06-23 12:08:01,909 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 16:50:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8881, loss_cls: 5.6678, loss: 5.6678 +2025-06-23 12:08:47,816 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 16:49:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8756, loss_cls: 5.7901, loss: 5.7901 +2025-06-23 12:09:33,717 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 16:48:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.9106, loss_cls: 5.6149, loss: 5.6149 +2025-06-23 12:10:19,623 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 16:46:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8800, loss_cls: 5.7168, loss: 5.7168 +2025-06-23 12:11:05,515 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 16:45:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8838, loss_cls: 5.7182, loss: 5.7182 +2025-06-23 12:11:51,414 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 16:43:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.9012, loss_cls: 5.6265, loss: 5.6265 +2025-06-23 12:12:37,319 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 16:42:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.8869, loss_cls: 5.7515, loss: 5.7515 +2025-06-23 12:13:23,242 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 16:41:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8862, loss_cls: 5.7617, loss: 5.7617 +2025-06-23 12:14:09,169 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 16:39:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8856, loss_cls: 5.7073, loss: 5.7073 +2025-06-23 12:14:55,076 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 16:38:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8744, loss_cls: 5.7709, loss: 5.7709 +2025-06-23 12:15:41,034 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 16:37:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.9031, loss_cls: 5.6777, loss: 5.6777 +2025-06-23 12:16:27,023 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 16:36:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8875, loss_cls: 5.6958, loss: 5.6958 +2025-06-23 12:17:12,909 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 16:34:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8900, loss_cls: 5.5568, loss: 5.5568 +2025-06-23 12:17:58,944 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 16:33:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8912, loss_cls: 5.6497, loss: 5.6497 +2025-06-23 12:18:44,986 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 16:32:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.9087, loss_cls: 5.6281, loss: 5.6281 +2025-06-23 12:19:31,006 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 16:31:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.9038, loss_cls: 5.4686, loss: 5.4686 +2025-06-23 12:20:17,216 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 16:30:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.9069, loss_cls: 5.5319, loss: 5.5319 +2025-06-23 12:20:19,866 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-23 12:24:31,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 12:24:32,108 - pyskl - INFO - +top1_acc 0.5656 +top5_acc 0.8791 +2025-06-23 12:24:32,162 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_3.pth was removed +2025-06-23 12:24:33,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-23 12:24:33,259 - pyskl - INFO - Best top1_acc is 0.5656 at 4 epoch. +2025-06-23 12:24:33,281 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5656, top5_acc: 0.8791 +2025-06-23 12:25:42,392 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 16:41:23, time: 0.691, data_time: 0.230, memory: 13268, top1_acc: 0.6238, top5_acc: 0.9062, loss_cls: 5.4485, loss: 5.4485 +2025-06-23 12:26:28,487 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 16:40:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8956, loss_cls: 5.5412, loss: 5.5412 +2025-06-23 12:27:14,638 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 16:38:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9012, loss_cls: 5.5203, loss: 5.5203 +2025-06-23 12:28:00,732 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 16:37:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8919, loss_cls: 5.5268, loss: 5.5268 +2025-06-23 12:28:46,774 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 16:36:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.8869, loss_cls: 5.4854, loss: 5.4854 +2025-06-23 12:29:32,788 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 16:35:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.9044, loss_cls: 5.3437, loss: 5.3437 +2025-06-23 12:30:18,811 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 16:33:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.9150, loss_cls: 5.4511, loss: 5.4511 +2025-06-23 12:31:04,908 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 16:32:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.9000, loss_cls: 5.5276, loss: 5.5276 +2025-06-23 12:31:50,955 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 16:31:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9119, loss_cls: 5.3218, loss: 5.3218 +2025-06-23 12:32:37,096 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 16:30:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.9000, loss_cls: 5.3474, loss: 5.3474 +2025-06-23 12:33:23,175 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 16:29:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8956, loss_cls: 5.6552, loss: 5.6552 +2025-06-23 12:34:09,193 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 16:28:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6044, top5_acc: 0.9087, loss_cls: 5.5226, loss: 5.5226 +2025-06-23 12:34:55,231 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 16:26:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.9056, loss_cls: 5.4331, loss: 5.4331 +2025-06-23 12:35:41,273 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 16:25:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9019, loss_cls: 5.3547, loss: 5.3547 +2025-06-23 12:36:27,411 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 16:24:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9056, loss_cls: 5.2780, loss: 5.2780 +2025-06-23 12:37:13,619 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 16:23:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.9006, loss_cls: 5.4210, loss: 5.4210 +2025-06-23 12:37:59,603 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 16:22:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9056, loss_cls: 5.3660, loss: 5.3660 +2025-06-23 12:38:45,567 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 16:20:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.9012, loss_cls: 5.5169, loss: 5.5169 +2025-06-23 12:39:31,723 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 16:19:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.9125, loss_cls: 5.3384, loss: 5.3384 +2025-06-23 12:40:17,734 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 16:18:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9044, loss_cls: 5.3521, loss: 5.3521 +2025-06-23 12:41:03,829 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 16:17:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.8938, loss_cls: 5.4994, loss: 5.4994 +2025-06-23 12:41:49,836 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 16:16:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9044, loss_cls: 5.3226, loss: 5.3226 +2025-06-23 12:42:35,859 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 16:15:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9137, loss_cls: 5.2880, loss: 5.2880 +2025-06-23 12:43:21,878 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 16:14:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.9025, loss_cls: 5.4233, loss: 5.4233 +2025-06-23 12:44:07,846 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 16:12:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9119, loss_cls: 5.2211, loss: 5.2211 +2025-06-23 12:44:53,801 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 16:11:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9056, loss_cls: 5.3857, loss: 5.3857 +2025-06-23 12:45:39,871 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 16:10:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9331, loss_cls: 5.2389, loss: 5.2389 +2025-06-23 12:46:25,809 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 16:09:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.9087, loss_cls: 5.2031, loss: 5.2031 +2025-06-23 12:47:11,693 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 16:08:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6244, top5_acc: 0.9019, loss_cls: 5.3545, loss: 5.3545 +2025-06-23 12:47:57,503 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 16:07:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9131, loss_cls: 5.2111, loss: 5.2111 +2025-06-23 12:48:43,351 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 16:05:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9119, loss_cls: 5.4583, loss: 5.4583 +2025-06-23 12:49:29,195 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 16:04:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.8994, loss_cls: 5.4478, loss: 5.4478 +2025-06-23 12:50:15,007 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 16:03:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9131, loss_cls: 5.1900, loss: 5.1900 +2025-06-23 12:51:00,871 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 16:02:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9169, loss_cls: 5.2152, loss: 5.2152 +2025-06-23 12:51:03,451 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-23 13:09:33,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:09:33,926 - pyskl - INFO - +top1_acc 0.6395 +top5_acc 0.9045 +2025-06-23 13:09:33,978 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_4.pth was removed +2025-06-23 13:09:35,020 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-23 13:09:35,022 - pyskl - INFO - Best top1_acc is 0.6395 at 5 epoch. +2025-06-23 13:09:35,044 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6395, top5_acc: 0.9045 +2025-06-23 13:10:43,284 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 16:10:37, time: 0.682, data_time: 0.221, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9169, loss_cls: 5.2516, loss: 5.2516 +2025-06-23 13:11:29,409 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 16:09:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9125, loss_cls: 5.3113, loss: 5.3113 +2025-06-23 13:12:15,484 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 16:08:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9275, loss_cls: 5.1251, loss: 5.1251 +2025-06-23 13:13:01,559 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 16:07:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9269, loss_cls: 5.0002, loss: 5.0002 +2025-06-23 13:13:47,605 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 16:06:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9294, loss_cls: 5.0114, loss: 5.0114 +2025-06-23 13:14:33,652 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 16:05:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9231, loss_cls: 5.1011, loss: 5.1011 +2025-06-23 13:15:19,747 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 16:03:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.9125, loss_cls: 5.2997, loss: 5.2997 +2025-06-23 13:16:05,820 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 16:02:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9087, loss_cls: 5.2621, loss: 5.2621 +2025-06-23 13:16:51,976 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 16:01:44, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9200, loss_cls: 5.0808, loss: 5.0808 +2025-06-23 13:17:38,109 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 16:00:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9156, loss_cls: 5.1680, loss: 5.1680 +2025-06-23 13:18:24,261 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 15:59:36, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9287, loss_cls: 5.0628, loss: 5.0628 +2025-06-23 13:19:10,344 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 15:58:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9144, loss_cls: 5.3051, loss: 5.3051 +2025-06-23 13:19:56,462 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 15:57:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9181, loss_cls: 5.0696, loss: 5.0696 +2025-06-23 13:20:42,424 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 15:56:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9081, loss_cls: 5.1896, loss: 5.1896 +2025-06-23 13:21:28,491 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 15:55:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9231, loss_cls: 5.0874, loss: 5.0874 +2025-06-23 13:22:14,603 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 15:54:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.8994, loss_cls: 5.2188, loss: 5.2188 +2025-06-23 13:23:00,791 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 15:53:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9206, loss_cls: 5.1249, loss: 5.1249 +2025-06-23 13:23:47,118 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 15:52:11, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9231, loss_cls: 5.0287, loss: 5.0287 +2025-06-23 13:24:33,318 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 15:51:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9181, loss_cls: 5.1332, loss: 5.1332 +2025-06-23 13:25:19,492 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 15:50:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9194, loss_cls: 5.1772, loss: 5.1772 +2025-06-23 13:26:05,719 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 15:49:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9263, loss_cls: 5.1912, loss: 5.1912 +2025-06-23 13:26:51,783 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 15:48:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9156, loss_cls: 5.1164, loss: 5.1164 +2025-06-23 13:27:37,892 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 15:47:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9275, loss_cls: 5.0426, loss: 5.0426 +2025-06-23 13:28:24,071 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 15:46:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9200, loss_cls: 5.0997, loss: 5.0997 +2025-06-23 13:29:10,244 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 15:45:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9194, loss_cls: 5.0800, loss: 5.0800 +2025-06-23 13:29:56,493 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 15:44:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9287, loss_cls: 4.9783, loss: 4.9783 +2025-06-23 13:30:42,588 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 15:43:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9194, loss_cls: 5.1643, loss: 5.1643 +2025-06-23 13:31:28,802 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 15:42:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9294, loss_cls: 5.0359, loss: 5.0359 +2025-06-23 13:32:15,237 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 15:41:08, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9150, loss_cls: 5.0117, loss: 5.0117 +2025-06-23 13:33:01,346 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 15:40:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9256, loss_cls: 5.0144, loss: 5.0144 +2025-06-23 13:33:47,771 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 15:39:13, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9094, loss_cls: 5.1531, loss: 5.1531 +2025-06-23 13:34:33,984 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 15:38:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9313, loss_cls: 4.9671, loss: 4.9671 +2025-06-23 13:35:20,180 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 15:37:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9213, loss_cls: 5.2028, loss: 5.2028 +2025-06-23 13:36:06,346 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 15:36:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9200, loss_cls: 5.1163, loss: 5.1163 +2025-06-23 13:36:08,986 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-23 13:40:20,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:40:21,422 - pyskl - INFO - +top1_acc 0.6166 +top5_acc 0.8906 +2025-06-23 13:40:21,442 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6166, top5_acc: 0.8906 +2025-06-23 13:41:29,994 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 15:43:13, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9275, loss_cls: 5.0063, loss: 5.0063 +2025-06-23 13:42:15,975 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 15:42:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9144, loss_cls: 5.1023, loss: 5.1023 +2025-06-23 13:43:01,946 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 15:41:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9356, loss_cls: 4.8499, loss: 4.8499 +2025-06-23 13:43:47,952 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 15:39:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9369, loss_cls: 5.0062, loss: 5.0062 +2025-06-23 13:44:33,948 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 15:38:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9263, loss_cls: 5.0736, loss: 5.0736 +2025-06-23 13:45:20,163 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 15:37:50, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9281, loss_cls: 4.9840, loss: 4.9840 +2025-06-23 13:46:06,132 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 15:36:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9363, loss_cls: 4.9601, loss: 4.9601 +2025-06-23 13:46:52,056 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 15:35:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9325, loss_cls: 4.9255, loss: 4.9255 +2025-06-23 13:47:38,100 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 15:34:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9213, loss_cls: 5.0288, loss: 5.0288 +2025-06-23 13:48:24,095 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 15:33:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9244, loss_cls: 4.9124, loss: 4.9124 +2025-06-23 13:49:10,131 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 15:32:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9319, loss_cls: 5.0116, loss: 5.0116 +2025-06-23 13:49:56,096 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 15:31:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9294, loss_cls: 4.8814, loss: 4.8814 +2025-06-23 13:50:42,201 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 15:30:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9300, loss_cls: 4.9370, loss: 4.9370 +2025-06-23 13:51:28,248 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 15:29:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9325, loss_cls: 4.8930, loss: 4.8930 +2025-06-23 13:52:14,204 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 15:28:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9275, loss_cls: 4.9500, loss: 4.9500 +2025-06-23 13:53:00,208 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 15:27:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 4.7935, loss: 4.7935 +2025-06-23 13:53:46,184 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 15:26:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9325, loss_cls: 4.9438, loss: 4.9438 +2025-06-23 13:54:32,309 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 15:25:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9344, loss_cls: 4.9091, loss: 4.9091 +2025-06-23 13:55:18,335 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 15:24:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9269, loss_cls: 4.9058, loss: 4.9058 +2025-06-23 13:56:04,464 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 15:23:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9456, loss_cls: 4.7573, loss: 4.7573 +2025-06-23 13:56:50,715 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 15:22:08, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9287, loss_cls: 4.9070, loss: 4.9070 +2025-06-23 13:57:36,772 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 15:21:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9294, loss_cls: 4.8848, loss: 4.8848 +2025-06-23 13:58:22,797 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 15:20:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9313, loss_cls: 5.0067, loss: 5.0067 +2025-06-23 13:59:08,877 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 15:19:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9206, loss_cls: 5.1007, loss: 5.1007 +2025-06-23 13:59:54,922 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 15:18:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9275, loss_cls: 4.9573, loss: 4.9573 +2025-06-23 14:00:41,042 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 15:17:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9244, loss_cls: 4.8766, loss: 4.8766 +2025-06-23 14:01:27,204 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 15:16:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9275, loss_cls: 4.8191, loss: 4.8191 +2025-06-23 14:02:13,296 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 15:15:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9313, loss_cls: 4.8598, loss: 4.8598 +2025-06-23 14:02:59,459 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 15:14:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9431, loss_cls: 4.9579, loss: 4.9579 +2025-06-23 14:03:45,528 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 15:13:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9306, loss_cls: 4.9163, loss: 4.9163 +2025-06-23 14:04:31,583 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 15:12:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9313, loss_cls: 4.7014, loss: 4.7014 +2025-06-23 14:05:17,528 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 15:11:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9256, loss_cls: 4.9242, loss: 4.9242 +2025-06-23 14:06:03,490 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 15:10:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9281, loss_cls: 4.8233, loss: 4.8233 +2025-06-23 14:06:49,612 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 15:09:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9256, loss_cls: 5.0326, loss: 5.0326 +2025-06-23 14:06:52,297 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-23 14:11:04,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:11:05,066 - pyskl - INFO - +top1_acc 0.6896 +top5_acc 0.9250 +2025-06-23 14:11:05,143 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_5.pth was removed +2025-06-23 14:11:06,235 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-23 14:11:06,237 - pyskl - INFO - Best top1_acc is 0.6896 at 7 epoch. +2025-06-23 14:11:06,272 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6896, top5_acc: 0.9250 +2025-06-23 14:12:15,546 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 15:15:09, time: 0.693, data_time: 0.231, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9387, loss_cls: 4.7639, loss: 4.7639 +2025-06-23 14:13:01,605 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 15:14:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9387, loss_cls: 4.7845, loss: 4.7845 +2025-06-23 14:13:47,667 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 15:13:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9400, loss_cls: 4.8136, loss: 4.8136 +2025-06-23 14:14:33,656 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 15:12:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9431, loss_cls: 4.8290, loss: 4.8290 +2025-06-23 14:15:19,690 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 15:11:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 4.7861, loss: 4.7861 +2025-06-23 14:16:05,669 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 15:10:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9400, loss_cls: 4.8427, loss: 4.8427 +2025-06-23 14:16:51,707 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 15:08:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9300, loss_cls: 4.8425, loss: 4.8425 +2025-06-23 14:17:37,740 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 15:07:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9344, loss_cls: 4.8243, loss: 4.8243 +2025-06-23 14:18:23,829 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 15:06:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9219, loss_cls: 4.9409, loss: 4.9409 +2025-06-23 14:19:09,974 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 15:06:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9337, loss_cls: 4.8551, loss: 4.8551 +2025-06-23 14:19:56,070 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 15:05:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9325, loss_cls: 4.8389, loss: 4.8389 +2025-06-23 14:20:42,454 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 15:04:06, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9425, loss_cls: 4.6085, loss: 4.6085 +2025-06-23 14:21:28,587 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 15:03:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 4.7753, loss: 4.7753 +2025-06-23 14:22:14,687 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 15:02:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9313, loss_cls: 4.9383, loss: 4.9383 +2025-06-23 14:23:00,638 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 15:01:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9387, loss_cls: 4.7599, loss: 4.7599 +2025-06-23 14:23:46,604 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 15:00:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9275, loss_cls: 4.9374, loss: 4.9374 +2025-06-23 14:24:32,619 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 14:59:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9325, loss_cls: 4.7966, loss: 4.7966 +2025-06-23 14:25:18,567 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 14:58:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9387, loss_cls: 4.8566, loss: 4.8566 +2025-06-23 14:26:04,516 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 14:57:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9481, loss_cls: 4.6528, loss: 4.6528 +2025-06-23 14:26:50,506 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 14:56:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9250, loss_cls: 4.8403, loss: 4.8403 +2025-06-23 14:27:36,698 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 14:55:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 4.7560, loss: 4.7560 +2025-06-23 14:28:22,828 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 14:54:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9363, loss_cls: 4.8182, loss: 4.8182 +2025-06-23 14:29:08,997 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 14:53:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9263, loss_cls: 4.8781, loss: 4.8781 +2025-06-23 14:29:55,126 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 14:52:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9244, loss_cls: 4.7562, loss: 4.7562 +2025-06-23 14:30:41,305 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 14:51:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9331, loss_cls: 4.7572, loss: 4.7572 +2025-06-23 14:31:27,283 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 14:50:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 4.6337, loss: 4.6337 +2025-06-23 14:32:13,463 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 14:49:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9394, loss_cls: 4.8258, loss: 4.8258 +2025-06-23 14:32:59,616 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 14:48:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9381, loss_cls: 4.7492, loss: 4.7492 +2025-06-23 14:33:45,737 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 14:47:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 4.6725, loss: 4.6725 +2025-06-23 14:34:31,727 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 14:46:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9325, loss_cls: 4.8384, loss: 4.8384 +2025-06-23 14:35:17,709 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 14:45:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9344, loss_cls: 4.8172, loss: 4.8172 +2025-06-23 14:36:03,668 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 14:44:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9394, loss_cls: 4.7180, loss: 4.7180 +2025-06-23 14:36:49,573 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 14:43:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9294, loss_cls: 4.7129, loss: 4.7129 +2025-06-23 14:37:35,579 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 14:42:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9287, loss_cls: 4.7597, loss: 4.7597 +2025-06-23 14:37:38,285 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-23 14:41:53,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:41:54,375 - pyskl - INFO - +top1_acc 0.6959 +top5_acc 0.9241 +2025-06-23 14:41:54,425 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_7.pth was removed +2025-06-23 14:41:55,457 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-23 14:41:55,459 - pyskl - INFO - Best top1_acc is 0.6959 at 8 epoch. +2025-06-23 14:41:55,478 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6959, top5_acc: 0.9241 +2025-06-23 14:43:03,583 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 14:47:15, time: 0.681, data_time: 0.222, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9287, loss_cls: 4.7413, loss: 4.7413 +2025-06-23 14:43:49,604 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 14:46:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.6366, loss: 4.6366 +2025-06-23 14:44:35,876 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 14:45:20, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9406, loss_cls: 4.7691, loss: 4.7691 +2025-06-23 14:45:21,821 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 14:44:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9456, loss_cls: 4.8081, loss: 4.8081 +2025-06-23 14:46:07,774 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 14:43:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9319, loss_cls: 4.7688, loss: 4.7688 +2025-06-23 14:46:53,910 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 14:42:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9450, loss_cls: 4.7933, loss: 4.7933 +2025-06-23 14:47:39,860 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 14:41:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9244, loss_cls: 4.9238, loss: 4.9238 +2025-06-23 14:48:25,786 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 14:40:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 4.7082, loss: 4.7082 +2025-06-23 14:49:11,727 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 14:39:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9269, loss_cls: 4.7608, loss: 4.7608 +2025-06-23 14:49:57,715 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 14:38:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9356, loss_cls: 4.7628, loss: 4.7628 +2025-06-23 14:50:43,686 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 14:37:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9419, loss_cls: 4.6919, loss: 4.6919 +2025-06-23 14:51:29,672 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 14:36:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9306, loss_cls: 4.8866, loss: 4.8866 +2025-06-23 14:52:15,676 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 14:35:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9356, loss_cls: 4.6301, loss: 4.6301 +2025-06-23 14:53:01,651 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 14:34:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 4.7584, loss: 4.7584 +2025-06-23 14:53:47,580 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 14:33:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9381, loss_cls: 4.6679, loss: 4.6679 +2025-06-23 14:54:33,505 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 14:32:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 4.6900, loss: 4.6900 +2025-06-23 14:55:19,460 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 14:31:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 4.7335, loss: 4.7335 +2025-06-23 14:56:05,379 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 14:30:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 4.4635, loss: 4.4635 +2025-06-23 14:56:51,348 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 14:29:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9363, loss_cls: 4.7587, loss: 4.7587 +2025-06-23 14:57:37,325 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 14:28:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9344, loss_cls: 4.7713, loss: 4.7713 +2025-06-23 14:58:23,408 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 14:27:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9494, loss_cls: 4.4768, loss: 4.4768 +2025-06-23 14:59:09,669 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 14:26:34, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 4.6383, loss: 4.6383 +2025-06-23 14:59:56,125 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 14:25:43, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9300, loss_cls: 4.8002, loss: 4.8002 +2025-06-23 15:00:42,004 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 14:24:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9500, loss_cls: 4.6654, loss: 4.6654 +2025-06-23 15:01:27,832 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 14:23:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 4.7192, loss: 4.7192 +2025-06-23 15:02:13,837 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 14:22:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 4.6768, loss: 4.6768 +2025-06-23 15:02:59,825 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 14:21:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9475, loss_cls: 4.6339, loss: 4.6339 +2025-06-23 15:03:45,922 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 14:20:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 4.6387, loss: 4.6387 +2025-06-23 15:04:31,668 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 14:19:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9406, loss_cls: 4.6460, loss: 4.6460 +2025-06-23 15:05:17,413 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 14:18:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9287, loss_cls: 4.7614, loss: 4.7614 +2025-06-23 15:06:03,150 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 14:17:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 4.6966, loss: 4.6966 +2025-06-23 15:06:48,857 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 14:16:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9344, loss_cls: 4.7839, loss: 4.7839 +2025-06-23 15:07:34,789 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 14:15:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 4.6762, loss: 4.6762 +2025-06-23 15:08:20,493 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 14:14:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9369, loss_cls: 4.6489, loss: 4.6489 +2025-06-23 15:08:23,227 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-23 15:12:36,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:12:37,629 - pyskl - INFO - +top1_acc 0.6873 +top5_acc 0.9188 +2025-06-23 15:12:37,653 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6873, top5_acc: 0.9188 +2025-06-23 15:13:48,372 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 14:19:32, time: 0.707, data_time: 0.243, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9350, loss_cls: 4.7886, loss: 4.7886 +2025-06-23 15:14:34,491 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 14:18:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 4.5173, loss: 4.5173 +2025-06-23 15:15:20,556 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 14:17:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9544, loss_cls: 4.5354, loss: 4.5354 +2025-06-23 15:16:06,617 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 14:16:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 4.5942, loss: 4.5942 +2025-06-23 15:16:52,653 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 14:15:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9325, loss_cls: 4.7087, loss: 4.7087 +2025-06-23 15:17:38,659 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 14:14:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 4.6277, loss: 4.6277 +2025-06-23 15:18:24,761 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 14:13:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9350, loss_cls: 4.6845, loss: 4.6845 +2025-06-23 15:19:10,840 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 14:12:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 4.6298, loss: 4.6298 +2025-06-23 15:19:56,882 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 14:11:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9450, loss_cls: 4.7136, loss: 4.7136 +2025-06-23 15:20:42,953 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 14:10:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 4.5796, loss: 4.5796 +2025-06-23 15:21:29,072 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 14:10:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9419, loss_cls: 4.6518, loss: 4.6518 +2025-06-23 15:22:15,181 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 14:09:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9369, loss_cls: 4.7859, loss: 4.7859 +2025-06-23 15:23:01,299 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 14:08:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 4.5895, loss: 4.5895 +2025-06-23 15:23:47,457 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 14:07:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 4.6029, loss: 4.6029 +2025-06-23 15:24:33,521 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 14:06:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.5153, loss: 4.5153 +2025-06-23 15:25:19,623 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 14:05:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 4.6160, loss: 4.6160 +2025-06-23 15:26:05,644 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 14:04:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9463, loss_cls: 4.4969, loss: 4.4969 +2025-06-23 15:26:51,678 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 14:03:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9337, loss_cls: 4.7626, loss: 4.7626 +2025-06-23 15:27:37,749 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 14:02:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 4.6362, loss: 4.6362 +2025-06-23 15:28:23,707 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 14:01:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 4.4938, loss: 4.4938 +2025-06-23 15:29:09,923 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 14:00:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 4.5109, loss: 4.5109 +2025-06-23 15:29:56,044 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 13:59:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 4.7422, loss: 4.7422 +2025-06-23 15:30:42,034 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 13:58:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 4.5979, loss: 4.5979 +2025-06-23 15:31:27,895 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 13:57:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 4.5750, loss: 4.5750 +2025-06-23 15:32:13,698 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 13:56:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9469, loss_cls: 4.7121, loss: 4.7121 +2025-06-23 15:32:59,661 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 13:55:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.6321, loss: 4.6321 +2025-06-23 15:33:45,456 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 13:54:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 4.6757, loss: 4.6757 +2025-06-23 15:34:31,275 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 13:53:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 4.6923, loss: 4.6923 +2025-06-23 15:35:17,096 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 13:52:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 4.6984, loss: 4.6984 +2025-06-23 15:36:02,979 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 13:51:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 4.5222, loss: 4.5222 +2025-06-23 15:36:48,767 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 13:51:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9413, loss_cls: 4.5536, loss: 4.5536 +2025-06-23 15:37:34,728 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 13:50:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9356, loss_cls: 4.6698, loss: 4.6698 +2025-06-23 15:38:20,787 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 13:49:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 4.4346, loss: 4.4346 +2025-06-23 15:39:06,646 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 13:48:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 4.4654, loss: 4.4654 +2025-06-23 15:39:09,246 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-23 15:59:03,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:59:03,952 - pyskl - INFO - +top1_acc 0.6768 +top5_acc 0.9037 +2025-06-23 15:59:03,975 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6768, top5_acc: 0.9037 +2025-06-23 16:00:13,094 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 13:52:01, time: 0.691, data_time: 0.230, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 4.4477, loss: 4.4477 +2025-06-23 16:00:59,204 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 13:51:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.5252, loss: 4.5252 +2025-06-23 16:01:45,315 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 13:50:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 4.4828, loss: 4.4828 +2025-06-23 16:02:31,711 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 13:49:19, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 4.4959, loss: 4.4959 +2025-06-23 16:03:17,819 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 13:48:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 4.4796, loss: 4.4796 +2025-06-23 16:04:03,868 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 13:47:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 4.5063, loss: 4.5063 +2025-06-23 16:04:49,837 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 13:46:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 4.5767, loss: 4.5767 +2025-06-23 16:05:35,853 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 13:45:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 4.5566, loss: 4.5566 +2025-06-23 16:06:21,769 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 13:44:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9456, loss_cls: 4.5713, loss: 4.5713 +2025-06-23 16:07:07,844 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 13:43:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 4.6136, loss: 4.6136 +2025-06-23 16:07:53,951 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 13:42:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9425, loss_cls: 4.5894, loss: 4.5894 +2025-06-23 16:08:39,968 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 13:41:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 4.7165, loss: 4.7165 +2025-06-23 16:09:25,930 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 13:40:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9456, loss_cls: 4.4467, loss: 4.4467 +2025-06-23 16:10:11,967 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 13:39:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 4.5990, loss: 4.5990 +2025-06-23 16:10:58,149 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 13:39:04, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 4.4833, loss: 4.4833 +2025-06-23 16:11:44,194 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 13:38:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 4.4330, loss: 4.4330 +2025-06-23 16:12:30,232 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 13:37:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9394, loss_cls: 4.6650, loss: 4.6650 +2025-06-23 16:13:16,210 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 13:36:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9581, loss_cls: 4.4444, loss: 4.4444 +2025-06-23 16:14:02,507 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 13:35:25, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9413, loss_cls: 4.5018, loss: 4.5018 +2025-06-23 16:14:48,648 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 13:34:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 4.4868, loss: 4.4868 +2025-06-23 16:15:34,637 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 13:33:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 4.5709, loss: 4.5709 +2025-06-23 16:16:20,619 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 13:32:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 4.6533, loss: 4.6533 +2025-06-23 16:17:06,529 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 13:31:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 4.4642, loss: 4.4642 +2025-06-23 16:17:52,496 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 13:30:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9556, loss_cls: 4.5226, loss: 4.5226 +2025-06-23 16:18:38,532 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 13:29:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 4.5251, loss: 4.5251 +2025-06-23 16:19:24,570 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 13:28:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 4.5476, loss: 4.5476 +2025-06-23 16:20:10,539 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 13:27:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9463, loss_cls: 4.4995, loss: 4.4995 +2025-06-23 16:20:56,556 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 13:27:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.3447, loss: 4.3447 +2025-06-23 16:21:42,598 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 13:26:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 4.4129, loss: 4.4129 +2025-06-23 16:22:28,803 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 13:25:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9506, loss_cls: 4.5787, loss: 4.5787 +2025-06-23 16:23:14,832 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 13:24:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 4.5044, loss: 4.5044 +2025-06-23 16:24:00,785 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 13:23:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9331, loss_cls: 4.7063, loss: 4.7063 +2025-06-23 16:24:46,702 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 13:22:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 4.5133, loss: 4.5133 +2025-06-23 16:25:32,677 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 13:21:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 4.6487, loss: 4.6487 +2025-06-23 16:25:35,324 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-23 16:29:45,706 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:29:46,242 - pyskl - INFO - +top1_acc 0.7017 +top5_acc 0.9327 +2025-06-23 16:29:46,295 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_8.pth was removed +2025-06-23 16:29:47,341 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-23 16:29:47,343 - pyskl - INFO - Best top1_acc is 0.7017 at 11 epoch. +2025-06-23 16:29:47,363 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.7017, top5_acc: 0.9327 +2025-06-23 16:30:55,635 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 13:24:48, time: 0.683, data_time: 0.224, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 4.4701, loss: 4.4701 +2025-06-23 16:31:41,520 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 13:23:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 4.4355, loss: 4.4355 +2025-06-23 16:32:27,336 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 13:22:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.4424, loss: 4.4424 +2025-06-23 16:33:13,187 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 13:21:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.3837, loss: 4.3837 +2025-06-23 16:33:59,015 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 13:20:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 4.4458, loss: 4.4458 +2025-06-23 16:34:44,827 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 13:19:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9369, loss_cls: 4.5427, loss: 4.5427 +2025-06-23 16:35:30,737 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 13:19:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 4.5350, loss: 4.5350 +2025-06-23 16:36:16,620 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 13:18:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.4514, loss: 4.4514 +2025-06-23 16:37:02,444 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 13:17:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 4.4432, loss: 4.4432 +2025-06-23 16:37:48,230 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 13:16:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9475, loss_cls: 4.5873, loss: 4.5873 +2025-06-23 16:38:34,081 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 13:15:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.4181, loss: 4.4181 +2025-06-23 16:39:19,949 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 13:14:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9537, loss_cls: 4.4996, loss: 4.4996 +2025-06-23 16:40:05,783 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 13:13:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 4.5004, loss: 4.5004 +2025-06-23 16:40:51,571 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 13:12:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 4.4514, loss: 4.4514 +2025-06-23 16:41:37,423 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 13:11:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 4.4339, loss: 4.4339 +2025-06-23 16:42:23,282 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 13:10:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9494, loss_cls: 4.4667, loss: 4.4667 +2025-06-23 16:43:09,159 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 13:09:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 4.3891, loss: 4.3891 +2025-06-23 16:43:55,104 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 13:08:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9587, loss_cls: 4.4604, loss: 4.4604 +2025-06-23 16:44:41,027 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 13:07:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 4.4028, loss: 4.4028 +2025-06-23 16:45:26,938 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 13:06:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 4.5936, loss: 4.5936 +2025-06-23 16:46:12,840 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 13:05:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9606, loss_cls: 4.4222, loss: 4.4222 +2025-06-23 16:46:58,755 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 13:04:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9494, loss_cls: 4.4892, loss: 4.4892 +2025-06-23 16:47:44,678 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 13:03:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 4.6066, loss: 4.6066 +2025-06-23 16:48:30,508 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 13:03:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.4803, loss: 4.4803 +2025-06-23 16:49:16,367 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 13:02:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.4766, loss: 4.4766 +2025-06-23 16:50:02,124 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 13:01:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.4293, loss: 4.4293 +2025-06-23 16:50:47,936 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 13:00:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9487, loss_cls: 4.4736, loss: 4.4736 +2025-06-23 16:51:33,748 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 12:59:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 4.5623, loss: 4.5623 +2025-06-23 16:52:19,565 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 12:58:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.4261, loss: 4.4261 +2025-06-23 16:53:05,362 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 12:57:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 4.4016, loss: 4.4016 +2025-06-23 16:53:51,107 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 12:56:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.4602, loss: 4.4602 +2025-06-23 16:54:37,015 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 12:55:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.4014, loss: 4.4014 +2025-06-23 16:55:22,812 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 12:54:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 4.5125, loss: 4.5125 +2025-06-23 16:56:08,693 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 12:53:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.4809, loss: 4.4809 +2025-06-23 16:56:11,341 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-23 17:00:21,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:00:22,185 - pyskl - INFO - +top1_acc 0.7183 +top5_acc 0.9392 +2025-06-23 17:00:22,239 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_11.pth was removed +2025-06-23 17:00:23,263 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-23 17:00:23,265 - pyskl - INFO - Best top1_acc is 0.7183 at 12 epoch. +2025-06-23 17:00:23,284 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.7183, top5_acc: 0.9392 +2025-06-23 17:01:31,757 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 12:56:29, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9531, loss_cls: 4.4404, loss: 4.4404 +2025-06-23 17:02:17,679 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 12:55:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 4.3774, loss: 4.3774 +2025-06-23 17:03:03,595 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 12:54:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 4.3574, loss: 4.3574 +2025-06-23 17:03:49,472 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 12:53:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 4.2335, loss: 4.2335 +2025-06-23 17:04:35,487 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 12:52:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 4.5226, loss: 4.5226 +2025-06-23 17:05:21,461 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 12:51:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 4.2294, loss: 4.2294 +2025-06-23 17:06:07,268 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 12:50:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9519, loss_cls: 4.4815, loss: 4.4815 +2025-06-23 17:06:53,082 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 12:49:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 4.3540, loss: 4.3540 +2025-06-23 17:07:38,877 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 12:49:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 4.3967, loss: 4.3967 +2025-06-23 17:08:24,714 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 12:48:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 4.4128, loss: 4.4128 +2025-06-23 17:09:10,678 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 12:47:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.4217, loss: 4.4217 +2025-06-23 17:09:56,652 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 12:46:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 4.4349, loss: 4.4349 +2025-06-23 17:10:42,404 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 12:45:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 4.4305, loss: 4.4305 +2025-06-23 17:11:28,494 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 12:44:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 4.3044, loss: 4.3044 +2025-06-23 17:12:14,526 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 12:43:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9556, loss_cls: 4.3670, loss: 4.3670 +2025-06-23 17:13:00,576 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 12:42:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9531, loss_cls: 4.3688, loss: 4.3688 +2025-06-23 17:13:46,628 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 12:41:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 4.5250, loss: 4.5250 +2025-06-23 17:14:32,655 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 12:40:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 4.3923, loss: 4.3923 +2025-06-23 17:15:18,856 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 12:40:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9487, loss_cls: 4.6108, loss: 4.6108 +2025-06-23 17:16:04,824 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 12:39:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 4.3518, loss: 4.3518 +2025-06-23 17:16:50,827 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 12:38:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9556, loss_cls: 4.5114, loss: 4.5114 +2025-06-23 17:17:36,997 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 12:37:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9594, loss_cls: 4.3511, loss: 4.3511 +2025-06-23 17:18:23,139 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 12:36:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.4892, loss: 4.4892 +2025-06-23 17:19:09,235 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 12:35:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 4.5733, loss: 4.5733 +2025-06-23 17:19:55,151 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 12:34:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 4.2690, loss: 4.2690 +2025-06-23 17:20:41,106 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 12:33:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 4.4279, loss: 4.4279 +2025-06-23 17:21:27,083 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 12:32:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 4.5134, loss: 4.5134 +2025-06-23 17:22:12,997 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 12:31:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9481, loss_cls: 4.4239, loss: 4.4239 +2025-06-23 17:22:58,895 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 12:31:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9437, loss_cls: 4.5816, loss: 4.5816 +2025-06-23 17:23:44,787 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 12:30:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 4.4795, loss: 4.4795 +2025-06-23 17:24:30,665 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 12:29:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 4.4635, loss: 4.4635 +2025-06-23 17:25:16,588 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 12:28:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 4.3634, loss: 4.3634 +2025-06-23 17:26:02,500 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 12:27:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 4.2312, loss: 4.2312 +2025-06-23 17:26:48,331 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 12:26:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 4.4359, loss: 4.4359 +2025-06-23 17:26:50,919 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-23 17:31:01,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:31:01,737 - pyskl - INFO - +top1_acc 0.7142 +top5_acc 0.9330 +2025-06-23 17:31:01,757 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.7142, top5_acc: 0.9330 +2025-06-23 17:32:10,367 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 12:29:07, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 4.3478, loss: 4.3478 +2025-06-23 17:32:56,280 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 12:28:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 4.2846, loss: 4.2846 +2025-06-23 17:33:42,178 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 12:27:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.3812, loss: 4.3812 +2025-06-23 17:34:28,125 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 12:26:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 4.3490, loss: 4.3490 +2025-06-23 17:35:14,043 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 12:25:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9381, loss_cls: 4.5979, loss: 4.5979 +2025-06-23 17:35:59,948 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 12:24:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 4.4087, loss: 4.4087 +2025-06-23 17:36:45,844 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 12:23:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 4.3120, loss: 4.3120 +2025-06-23 17:37:31,990 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 12:22:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.3869, loss: 4.3869 +2025-06-23 17:38:17,932 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 12:21:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.3839, loss: 4.3839 +2025-06-23 17:39:03,782 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 12:20:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 4.3208, loss: 4.3208 +2025-06-23 17:39:49,627 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 12:20:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 4.3501, loss: 4.3501 +2025-06-23 17:40:35,547 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 12:19:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 4.4027, loss: 4.4027 +2025-06-23 17:41:21,458 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 12:18:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 4.2367, loss: 4.2367 +2025-06-23 17:42:07,419 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 12:17:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 4.4501, loss: 4.4501 +2025-06-23 17:42:53,586 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 12:16:27, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 4.3424, loss: 4.3424 +2025-06-23 17:43:39,860 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 12:15:37, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 4.3105, loss: 4.3105 +2025-06-23 17:44:26,054 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 12:14:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9425, loss_cls: 4.3665, loss: 4.3665 +2025-06-23 17:45:12,177 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 12:13:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.3168, loss: 4.3168 +2025-06-23 17:45:58,194 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 12:13:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 4.4517, loss: 4.4517 +2025-06-23 17:46:44,140 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 12:12:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 4.3370, loss: 4.3370 +2025-06-23 17:47:30,062 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 12:11:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.4030, loss: 4.4030 +2025-06-23 17:48:15,964 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 12:10:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 4.2972, loss: 4.2972 +2025-06-23 17:49:01,978 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 12:09:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 4.4117, loss: 4.4117 +2025-06-23 17:49:48,019 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 12:08:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9587, loss_cls: 4.4377, loss: 4.4377 +2025-06-23 17:50:34,004 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 12:07:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 4.4659, loss: 4.4659 +2025-06-23 17:51:20,007 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 12:06:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9531, loss_cls: 4.3731, loss: 4.3731 +2025-06-23 17:52:05,950 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 12:05:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 4.3174, loss: 4.3174 +2025-06-23 17:52:52,008 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 12:04:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 4.3025, loss: 4.3025 +2025-06-23 17:53:37,895 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 12:04:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 4.3807, loss: 4.3807 +2025-06-23 17:54:23,810 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 12:03:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.5848, loss: 4.5848 +2025-06-23 17:55:09,726 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 12:02:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 4.2098, loss: 4.2098 +2025-06-23 17:55:55,631 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 12:01:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 4.2319, loss: 4.2319 +2025-06-23 17:56:41,520 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 12:00:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 4.3166, loss: 4.3166 +2025-06-23 17:57:27,523 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 11:59:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 4.2995, loss: 4.2995 +2025-06-23 17:57:30,156 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-23 18:01:43,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 18:01:44,019 - pyskl - INFO - +top1_acc 0.7143 +top5_acc 0.9288 +2025-06-23 18:01:44,040 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.7143, top5_acc: 0.9288 +2025-06-23 18:02:52,384 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 12:01:56, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 4.2362, loss: 4.2362 +2025-06-23 18:03:38,266 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 12:01:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 4.2755, loss: 4.2755 +2025-06-23 18:04:24,234 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 12:00:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 4.2133, loss: 4.2133 +2025-06-23 18:05:10,226 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 11:59:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 4.2904, loss: 4.2904 +2025-06-23 18:05:56,127 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 11:58:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.3155, loss: 4.3155 +2025-06-23 18:06:42,030 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 11:57:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9656, loss_cls: 4.2851, loss: 4.2851 +2025-06-23 18:07:27,983 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 11:56:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.2515, loss: 4.2515 +2025-06-23 18:08:13,971 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 11:55:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 4.3124, loss: 4.3124 +2025-06-23 18:08:59,901 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 11:54:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 4.2698, loss: 4.2698 +2025-06-23 18:09:45,961 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 11:53:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.3611, loss: 4.3611 +2025-06-23 18:10:31,887 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 11:53:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 4.2550, loss: 4.2550 +2025-06-23 18:11:17,879 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 11:52:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9637, loss_cls: 4.3520, loss: 4.3520 +2025-06-23 18:12:03,748 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 11:51:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 4.4318, loss: 4.4318 +2025-06-23 18:12:49,596 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 11:50:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9675, loss_cls: 4.1924, loss: 4.1924 +2025-06-23 18:13:35,408 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 11:49:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 4.3948, loss: 4.3948 +2025-06-23 18:14:21,317 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 11:48:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 4.3900, loss: 4.3900 +2025-06-23 18:15:07,105 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 11:47:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 4.4263, loss: 4.4263 +2025-06-23 18:15:52,911 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 11:46:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.4062, loss: 4.4062 +2025-06-23 18:16:38,765 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 11:45:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 4.4935, loss: 4.4935 +2025-06-23 18:17:24,549 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 11:44:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 4.3030, loss: 4.3030 +2025-06-23 18:18:10,321 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 11:43:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 4.3171, loss: 4.3171 +2025-06-23 18:18:56,106 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 11:43:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 4.3193, loss: 4.3193 +2025-06-23 18:19:41,863 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 11:42:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 4.3623, loss: 4.3623 +2025-06-23 18:20:27,651 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 11:41:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.2479, loss: 4.2479 +2025-06-23 18:21:13,391 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 11:40:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 4.3798, loss: 4.3798 +2025-06-23 18:21:59,199 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 11:39:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 4.3459, loss: 4.3459 +2025-06-23 18:22:45,065 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 11:38:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.2596, loss: 4.2596 +2025-06-23 18:23:30,919 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 11:37:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 4.2917, loss: 4.2917 +2025-06-23 18:24:16,796 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 11:36:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 4.3207, loss: 4.3207 +2025-06-23 18:25:02,711 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 11:35:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.3338, loss: 4.3338 +2025-06-23 18:25:48,583 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 11:34:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 4.1560, loss: 4.1560 +2025-06-23 18:26:34,469 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 11:34:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 4.3476, loss: 4.3476 +2025-06-23 18:27:20,354 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 11:33:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 4.4515, loss: 4.4515 +2025-06-23 18:28:06,505 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 11:32:18, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 4.3324, loss: 4.3324 +2025-06-23 18:28:09,125 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-23 18:46:39,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 18:46:40,258 - pyskl - INFO - +top1_acc 0.7370 +top5_acc 0.9359 +2025-06-23 18:46:40,308 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_12.pth was removed +2025-06-23 18:46:41,296 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-06-23 18:46:41,298 - pyskl - INFO - Best top1_acc is 0.7370 at 15 epoch. +2025-06-23 18:46:41,318 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.7370, top5_acc: 0.9359 +2025-06-23 18:47:49,411 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 11:34:21, time: 0.681, data_time: 0.221, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 4.2521, loss: 4.2521 +2025-06-23 18:48:35,371 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 11:33:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 4.3345, loss: 4.3345 +2025-06-23 18:49:21,303 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 11:32:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 4.0730, loss: 4.0730 +2025-06-23 18:50:07,218 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 11:31:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 4.2474, loss: 4.2474 +2025-06-23 18:50:53,200 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 11:30:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.3050, loss: 4.3050 +2025-06-23 18:51:39,175 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 11:29:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 4.3693, loss: 4.3693 +2025-06-23 18:52:25,095 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 11:29:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 4.1705, loss: 4.1705 +2025-06-23 18:53:11,045 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 11:28:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 4.1508, loss: 4.1508 +2025-06-23 18:53:57,182 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 11:27:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9431, loss_cls: 4.4540, loss: 4.4540 +2025-06-23 18:54:43,331 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 11:26:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 4.3383, loss: 4.3383 +2025-06-23 18:55:29,298 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 11:25:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 4.2826, loss: 4.2826 +2025-06-23 18:56:15,424 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 11:24:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.2283, loss: 4.2283 +2025-06-23 18:57:01,509 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 11:23:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 4.3000, loss: 4.3000 +2025-06-23 18:57:47,535 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 11:23:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 4.0874, loss: 4.0874 +2025-06-23 18:58:33,689 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 11:22:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9650, loss_cls: 4.3148, loss: 4.3148 +2025-06-23 18:59:19,729 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 11:21:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.3393, loss: 4.3393 +2025-06-23 19:00:05,771 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 11:20:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 4.3021, loss: 4.3021 +2025-06-23 19:00:51,821 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 11:19:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 4.3737, loss: 4.3737 +2025-06-23 19:01:37,755 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 11:18:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 4.1740, loss: 4.1740 +2025-06-23 19:02:23,729 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 11:17:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 4.3281, loss: 4.3281 +2025-06-23 19:03:09,787 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 11:16:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 4.2576, loss: 4.2576 +2025-06-23 19:03:55,880 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 11:16:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.4494, loss: 4.4494 +2025-06-23 19:04:41,942 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 11:15:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.2706, loss: 4.2706 +2025-06-23 19:05:27,956 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 11:14:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 4.4489, loss: 4.4489 +2025-06-23 19:06:13,870 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 11:13:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 4.3794, loss: 4.3794 +2025-06-23 19:06:59,726 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 11:12:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.1966, loss: 4.1966 +2025-06-23 19:07:45,633 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 11:11:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 4.2947, loss: 4.2947 +2025-06-23 19:08:31,504 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 11:10:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.3012, loss: 4.3012 +2025-06-23 19:09:17,421 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 11:09:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.3126, loss: 4.3126 +2025-06-23 19:10:03,435 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 11:09:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.3175, loss: 4.3175 +2025-06-23 19:10:49,524 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 11:08:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.3298, loss: 4.3298 +2025-06-23 19:11:35,419 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 11:07:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.3031, loss: 4.3031 +2025-06-23 19:12:21,358 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 11:06:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.3128, loss: 4.3128 +2025-06-23 19:13:07,303 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 11:05:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9563, loss_cls: 4.4104, loss: 4.4104 +2025-06-23 19:13:09,903 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-23 19:17:21,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:17:21,814 - pyskl - INFO - +top1_acc 0.7043 +top5_acc 0.9292 +2025-06-23 19:17:21,834 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7043, top5_acc: 0.9292 +2025-06-23 19:18:30,098 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 11:07:29, time: 0.683, data_time: 0.224, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9444, loss_cls: 4.2303, loss: 4.2303 +2025-06-23 19:19:15,976 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 11:06:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.3113, loss: 4.3113 +2025-06-23 19:20:01,914 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 11:05:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 4.2088, loss: 4.2088 +2025-06-23 19:20:47,864 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 11:04:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 4.2097, loss: 4.2097 +2025-06-23 19:21:33,822 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 11:03:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.2952, loss: 4.2952 +2025-06-23 19:22:19,841 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 11:03:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 4.2510, loss: 4.2510 +2025-06-23 19:23:06,048 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 11:02:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 4.1769, loss: 4.1769 +2025-06-23 19:23:52,236 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 11:01:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 4.1159, loss: 4.1159 +2025-06-23 19:24:38,323 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 11:00:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 4.1822, loss: 4.1822 +2025-06-23 19:25:24,497 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 10:59:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9450, loss_cls: 4.2114, loss: 4.2114 +2025-06-23 19:26:10,784 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 10:58:54, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 4.1594, loss: 4.1594 +2025-06-23 19:26:56,858 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 10:58:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 4.2981, loss: 4.2981 +2025-06-23 19:27:42,824 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 10:57:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.2142, loss: 4.2142 +2025-06-23 19:28:28,746 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 10:56:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.3439, loss: 4.3439 +2025-06-23 19:29:14,689 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 10:55:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 4.1689, loss: 4.1689 +2025-06-23 19:30:00,654 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 10:54:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 4.4193, loss: 4.4193 +2025-06-23 19:30:46,625 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 10:53:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 4.3792, loss: 4.3792 +2025-06-23 19:31:32,646 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 10:52:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 4.2179, loss: 4.2179 +2025-06-23 19:32:18,680 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 10:51:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 4.1959, loss: 4.1959 +2025-06-23 19:33:04,663 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 10:51:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9487, loss_cls: 4.1928, loss: 4.1928 +2025-06-23 19:33:50,688 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 10:50:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 4.2558, loss: 4.2558 +2025-06-23 19:34:36,707 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 10:49:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 4.3085, loss: 4.3085 +2025-06-23 19:35:22,735 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 10:48:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 4.2897, loss: 4.2897 +2025-06-23 19:36:08,701 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 10:47:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 4.1967, loss: 4.1967 +2025-06-23 19:36:54,637 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 10:46:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 4.3161, loss: 4.3161 +2025-06-23 19:37:40,668 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 10:45:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 4.2067, loss: 4.2067 +2025-06-23 19:38:26,702 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 10:45:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 4.2357, loss: 4.2357 +2025-06-23 19:39:12,697 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 10:44:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9631, loss_cls: 4.3249, loss: 4.3249 +2025-06-23 19:39:58,699 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 10:43:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9681, loss_cls: 4.2733, loss: 4.2733 +2025-06-23 19:40:44,751 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 10:42:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 4.3458, loss: 4.3458 +2025-06-23 19:41:30,872 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 10:41:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 4.2430, loss: 4.2430 +2025-06-23 19:42:17,068 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 10:40:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 4.3171, loss: 4.3171 +2025-06-23 19:43:03,085 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 10:39:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 4.1230, loss: 4.1230 +2025-06-23 19:43:49,241 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 10:39:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 4.1330, loss: 4.1330 +2025-06-23 19:43:51,915 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-23 19:48:05,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:48:06,139 - pyskl - INFO - +top1_acc 0.7330 +top5_acc 0.9459 +2025-06-23 19:48:06,160 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7330, top5_acc: 0.9459 +2025-06-23 19:49:14,436 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 10:40:49, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 4.2393, loss: 4.2393 +2025-06-23 19:50:00,436 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 10:39:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 4.0409, loss: 4.0409 +2025-06-23 19:50:46,452 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 10:39:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 4.3003, loss: 4.3003 +2025-06-23 19:51:32,457 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 10:38:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 4.1700, loss: 4.1700 +2025-06-23 19:52:18,634 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 10:37:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 4.0558, loss: 4.0558 +2025-06-23 19:53:04,902 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 10:36:34, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9537, loss_cls: 4.0992, loss: 4.0992 +2025-06-23 19:53:51,011 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 10:35:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.1578, loss: 4.1578 +2025-06-23 19:54:37,063 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 10:34:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 4.2625, loss: 4.2625 +2025-06-23 19:55:23,239 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 10:34:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 4.2428, loss: 4.2428 +2025-06-23 19:56:09,366 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 10:33:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9594, loss_cls: 4.2247, loss: 4.2247 +2025-06-23 19:56:55,349 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 10:32:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 4.1546, loss: 4.1546 +2025-06-23 19:57:41,320 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 10:31:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 4.1329, loss: 4.1329 +2025-06-23 19:58:27,336 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 10:30:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 4.2077, loss: 4.2077 +2025-06-23 19:59:13,332 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 10:29:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 4.0661, loss: 4.0661 +2025-06-23 19:59:59,339 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 10:28:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.2981, loss: 4.2981 +2025-06-23 20:00:45,298 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 10:28:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 4.2636, loss: 4.2636 +2025-06-23 20:01:31,386 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 10:27:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.3545, loss: 4.3545 +2025-06-23 20:02:17,500 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 10:26:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 4.2046, loss: 4.2046 +2025-06-23 20:03:03,634 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 10:25:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 4.1874, loss: 4.1874 +2025-06-23 20:03:49,681 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 10:24:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.2079, loss: 4.2079 +2025-06-23 20:04:35,824 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 10:23:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 4.1880, loss: 4.1880 +2025-06-23 20:05:21,898 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 10:22:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 4.1569, loss: 4.1569 +2025-06-23 20:06:07,923 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 10:22:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.1312, loss: 4.1312 +2025-06-23 20:06:53,956 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 10:21:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 4.2276, loss: 4.2276 +2025-06-23 20:07:40,002 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 10:20:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 4.2591, loss: 4.2591 +2025-06-23 20:08:26,192 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 10:19:33, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.1064, loss: 4.1064 +2025-06-23 20:09:12,233 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 10:18:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 4.2336, loss: 4.2336 +2025-06-23 20:09:58,285 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 10:17:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9469, loss_cls: 4.2375, loss: 4.2375 +2025-06-23 20:10:44,275 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 10:17:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 4.2594, loss: 4.2594 +2025-06-23 20:11:30,313 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 10:16:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 4.1805, loss: 4.1805 +2025-06-23 20:12:16,413 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 10:15:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 4.1986, loss: 4.1986 +2025-06-23 20:13:02,544 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 10:14:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 4.1387, loss: 4.1387 +2025-06-23 20:13:48,565 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 10:13:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 4.2899, loss: 4.2899 +2025-06-23 20:14:34,500 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 10:12:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 4.3395, loss: 4.3395 +2025-06-23 20:14:37,116 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-23 20:18:51,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:18:51,581 - pyskl - INFO - +top1_acc 0.7287 +top5_acc 0.9404 +2025-06-23 20:18:51,602 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.7287, top5_acc: 0.9404 +2025-06-23 20:20:00,043 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 10:14:19, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 4.2301, loss: 4.2301 +2025-06-23 20:20:45,959 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 10:13:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 4.0803, loss: 4.0803 +2025-06-23 20:21:32,151 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 10:12:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 4.1929, loss: 4.1929 +2025-06-23 20:22:18,227 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 10:11:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 4.2614, loss: 4.2614 +2025-06-23 20:23:04,149 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 10:10:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 4.3551, loss: 4.3551 +2025-06-23 20:23:50,089 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 10:10:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 4.1756, loss: 4.1756 +2025-06-23 20:24:36,101 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 10:09:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9569, loss_cls: 4.2586, loss: 4.2586 +2025-06-23 20:25:22,449 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 10:08:22, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 4.1669, loss: 4.1669 +2025-06-23 20:26:08,491 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 10:07:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 4.1422, loss: 4.1422 +2025-06-23 20:26:54,524 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 10:06:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 4.1890, loss: 4.1890 +2025-06-23 20:27:40,563 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 10:05:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 4.2319, loss: 4.2319 +2025-06-23 20:28:26,650 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 10:04:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 4.1209, loss: 4.1209 +2025-06-23 20:29:12,665 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 10:04:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.1190, loss: 4.1190 +2025-06-23 20:29:58,588 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 10:03:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 4.1934, loss: 4.1934 +2025-06-23 20:30:44,619 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 10:02:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.2612, loss: 4.2612 +2025-06-23 20:31:30,788 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 10:01:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9575, loss_cls: 4.1651, loss: 4.1651 +2025-06-23 20:32:16,857 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 10:00:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.3187, loss: 4.3187 +2025-06-23 20:33:02,865 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 9:59:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 4.2226, loss: 4.2226 +2025-06-23 20:33:48,941 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 9:59:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9631, loss_cls: 4.1870, loss: 4.1870 +2025-06-23 20:34:34,971 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 9:58:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 4.2856, loss: 4.2856 +2025-06-23 20:35:20,975 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 9:57:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 4.1331, loss: 4.1331 +2025-06-23 20:36:06,971 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 9:56:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9400, loss_cls: 4.4568, loss: 4.4568 +2025-06-23 20:36:53,065 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 9:55:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 4.1708, loss: 4.1708 +2025-06-23 20:37:39,097 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 9:54:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.1395, loss: 4.1395 +2025-06-23 20:38:25,402 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 9:53:58, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 4.2247, loss: 4.2247 +2025-06-23 20:39:11,552 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 9:53:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 4.2949, loss: 4.2949 +2025-06-23 20:39:57,855 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 9:52:19, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9631, loss_cls: 4.2977, loss: 4.2977 +2025-06-23 20:40:44,020 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 9:51:29, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 4.0783, loss: 4.0783 +2025-06-23 20:41:30,113 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 9:50:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 4.0968, loss: 4.0968 +2025-06-23 20:42:16,093 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 9:49:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.1318, loss: 4.1318 +2025-06-23 20:43:02,112 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 9:48:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 4.2805, loss: 4.2805 +2025-06-23 20:43:48,093 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 9:48:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.2094, loss: 4.2094 +2025-06-23 20:44:34,130 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 9:47:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 4.2772, loss: 4.2772 +2025-06-23 20:45:20,244 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 9:46:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 4.2561, loss: 4.2561 +2025-06-23 20:45:22,853 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-23 20:49:34,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:49:34,766 - pyskl - INFO - +top1_acc 0.6966 +top5_acc 0.9292 +2025-06-23 20:49:34,785 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6966, top5_acc: 0.9292 +2025-06-23 20:50:43,198 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 9:47:50, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 4.2249, loss: 4.2249 +2025-06-23 20:51:29,167 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 9:46:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 4.1351, loss: 4.1351 +2025-06-23 20:52:15,024 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 9:46:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 4.2057, loss: 4.2057 +2025-06-23 20:53:00,891 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 9:45:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 4.0202, loss: 4.0202 +2025-06-23 20:53:46,779 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 9:44:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.2534, loss: 4.2534 +2025-06-23 20:54:32,748 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 9:43:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9481, loss_cls: 4.1969, loss: 4.1969 +2025-06-23 20:55:18,660 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 9:42:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 4.1427, loss: 4.1427 +2025-06-23 20:56:04,478 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 9:41:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 4.1403, loss: 4.1403 +2025-06-23 20:56:50,241 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 9:40:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 4.2747, loss: 4.2747 +2025-06-23 20:57:36,013 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 9:40:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 4.0869, loss: 4.0869 +2025-06-23 20:58:21,779 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 9:39:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.3121, loss: 4.3121 +2025-06-23 20:59:07,520 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 9:38:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.9982, loss: 3.9982 +2025-06-23 20:59:53,272 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 9:37:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 4.1667, loss: 4.1667 +2025-06-23 21:00:38,990 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 9:36:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.9730, loss: 3.9730 +2025-06-23 21:01:24,767 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 9:35:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 4.1985, loss: 4.1985 +2025-06-23 21:02:10,599 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 9:34:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 4.1651, loss: 4.1651 +2025-06-23 21:02:56,368 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 9:33:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 4.1092, loss: 4.1092 +2025-06-23 21:03:42,197 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 9:33:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 4.0673, loss: 4.0673 +2025-06-23 21:04:28,035 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 9:32:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 4.2519, loss: 4.2519 +2025-06-23 21:05:13,815 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 9:31:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.3038, loss: 4.3038 +2025-06-23 21:05:59,704 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 9:30:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9519, loss_cls: 4.3028, loss: 4.3028 +2025-06-23 21:06:45,511 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 9:29:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 4.2168, loss: 4.2168 +2025-06-23 21:07:31,447 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 9:28:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 4.1856, loss: 4.1856 +2025-06-23 21:08:17,451 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 9:27:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 4.0505, loss: 4.0505 +2025-06-23 21:09:03,342 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 9:27:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.1780, loss: 4.1780 +2025-06-23 21:09:49,243 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 9:26:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 4.1739, loss: 4.1739 +2025-06-23 21:10:35,150 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 9:25:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 4.1600, loss: 4.1600 +2025-06-23 21:11:21,088 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 9:24:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 4.0348, loss: 4.0348 +2025-06-23 21:12:06,955 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 9:23:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9494, loss_cls: 4.1890, loss: 4.1890 +2025-06-23 21:12:53,132 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 9:22:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 4.1346, loss: 4.1346 +2025-06-23 21:13:39,170 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 9:21:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 4.2143, loss: 4.2143 +2025-06-23 21:14:25,004 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 9:21:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 4.2119, loss: 4.2119 +2025-06-23 21:15:10,839 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 9:20:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 4.2175, loss: 4.2175 +2025-06-23 21:15:56,833 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 9:19:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 4.2475, loss: 4.2475 +2025-06-23 21:15:59,611 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-23 21:35:11,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:35:11,710 - pyskl - INFO - +top1_acc 0.7159 +top5_acc 0.9363 +2025-06-23 21:35:11,735 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7159, top5_acc: 0.9363 +2025-06-23 21:36:19,970 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 9:20:37, time: 0.682, data_time: 0.222, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9700, loss_cls: 4.1044, loss: 4.1044 +2025-06-23 21:37:06,009 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 9:19:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 4.3057, loss: 4.3057 +2025-06-23 21:37:52,197 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 9:18:56, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 4.1786, loss: 4.1786 +2025-06-23 21:38:38,566 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 9:18:08, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 4.0757, loss: 4.0757 +2025-06-23 21:39:24,791 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 9:17:19, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 4.1511, loss: 4.1511 +2025-06-23 21:40:11,077 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 9:16:30, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 4.1474, loss: 4.1474 +2025-06-23 21:40:57,300 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 9:15:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 4.0773, loss: 4.0773 +2025-06-23 21:41:43,418 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 9:14:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 4.2702, loss: 4.2702 +2025-06-23 21:42:29,484 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 9:14:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 4.1501, loss: 4.1501 +2025-06-23 21:43:15,653 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 9:13:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.1468, loss: 4.1468 +2025-06-23 21:44:01,786 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 9:12:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 4.2414, loss: 4.2414 +2025-06-23 21:44:47,963 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 9:11:31, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 4.1210, loss: 4.1210 +2025-06-23 21:45:34,104 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 9:10:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 4.0701, loss: 4.0701 +2025-06-23 21:46:20,282 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 9:09:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 4.1702, loss: 4.1702 +2025-06-23 21:47:06,639 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 9:09:03, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 4.0586, loss: 4.0586 +2025-06-23 21:47:52,786 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 9:08:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.9458, loss: 3.9458 +2025-06-23 21:48:38,965 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 9:07:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 4.1320, loss: 4.1320 +2025-06-23 21:49:25,036 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 9:06:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9463, loss_cls: 4.2416, loss: 4.2416 +2025-06-23 21:50:11,173 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 9:05:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 4.0500, loss: 4.0500 +2025-06-23 21:50:57,248 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 9:04:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 4.0682, loss: 4.0682 +2025-06-23 21:51:43,339 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 9:04:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 4.2350, loss: 4.2350 +2025-06-23 21:52:29,450 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 9:03:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 4.0851, loss: 4.0851 +2025-06-23 21:53:15,467 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 9:02:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 4.1800, loss: 4.1800 +2025-06-23 21:54:01,583 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 9:01:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 4.0479, loss: 4.0479 +2025-06-23 21:54:47,619 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 9:00:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 4.0953, loss: 4.0953 +2025-06-23 21:55:33,690 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 8:59:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 4.1523, loss: 4.1523 +2025-06-23 21:56:19,760 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 8:59:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 4.0332, loss: 4.0332 +2025-06-23 21:57:05,807 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 8:58:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 4.1243, loss: 4.1243 +2025-06-23 21:57:51,810 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 8:57:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 4.0732, loss: 4.0732 +2025-06-23 21:58:37,860 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 8:56:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 4.0981, loss: 4.0981 +2025-06-23 21:59:23,978 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 8:55:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 4.0541, loss: 4.0541 +2025-06-23 22:00:10,089 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 8:54:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 4.1195, loss: 4.1195 +2025-06-23 22:00:56,198 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 8:54:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 4.0573, loss: 4.0573 +2025-06-23 22:01:42,295 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 8:53:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 4.2409, loss: 4.2409 +2025-06-23 22:01:44,916 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-23 22:05:58,837 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:05:59,384 - pyskl - INFO - +top1_acc 0.7252 +top5_acc 0.9361 +2025-06-23 22:05:59,407 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7252, top5_acc: 0.9361 +2025-06-23 22:07:07,925 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 8:54:24, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 4.0347, loss: 4.0347 +2025-06-23 22:07:54,201 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 8:53:35, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 4.1802, loss: 4.1802 +2025-06-23 22:08:40,274 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 8:52:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 4.0077, loss: 4.0077 +2025-06-23 22:09:26,386 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 8:51:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 4.0926, loss: 4.0926 +2025-06-23 22:10:12,561 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 8:51:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 4.1290, loss: 4.1290 +2025-06-23 22:10:58,733 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 8:50:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 4.0246, loss: 4.0246 +2025-06-23 22:11:44,917 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 8:49:26, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9656, loss_cls: 4.1868, loss: 4.1868 +2025-06-23 22:12:31,207 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 8:48:37, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 4.1992, loss: 4.1992 +2025-06-23 22:13:17,376 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 8:47:48, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 4.0481, loss: 4.0481 +2025-06-23 22:14:03,483 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 8:46:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 4.1402, loss: 4.1402 +2025-06-23 22:14:49,550 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 8:46:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 4.3125, loss: 4.3125 +2025-06-23 22:15:35,641 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 8:45:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 4.0069, loss: 4.0069 +2025-06-23 22:16:21,691 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 8:44:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 4.1916, loss: 4.1916 +2025-06-23 22:17:07,748 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 8:43:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 4.1369, loss: 4.1369 +2025-06-23 22:17:53,775 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 8:42:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.2700, loss: 4.2700 +2025-06-23 22:18:39,887 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 8:41:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 4.1160, loss: 4.1160 +2025-06-23 22:19:25,990 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 8:41:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 4.3586, loss: 4.3586 +2025-06-23 22:20:12,106 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 8:40:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 4.2053, loss: 4.2053 +2025-06-23 22:20:58,217 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 8:39:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 4.0562, loss: 4.0562 +2025-06-23 22:21:44,282 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 8:38:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 4.1554, loss: 4.1554 +2025-06-23 22:22:30,249 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 8:37:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 4.1622, loss: 4.1622 +2025-06-23 22:23:16,062 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 8:36:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 4.1554, loss: 4.1554 +2025-06-23 22:24:02,096 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 8:36:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 4.1700, loss: 4.1700 +2025-06-23 22:24:48,163 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 8:35:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 4.1464, loss: 4.1464 +2025-06-23 22:25:34,240 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 8:34:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.9704, loss: 3.9704 +2025-06-23 22:26:20,318 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 8:33:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.9865, loss: 3.9865 +2025-06-23 22:27:06,428 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 8:32:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 4.0054, loss: 4.0054 +2025-06-23 22:27:52,505 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 8:31:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.1491, loss: 4.1491 +2025-06-23 22:28:38,551 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 8:31:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 4.1568, loss: 4.1568 +2025-06-23 22:29:24,682 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 8:30:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 4.0465, loss: 4.0465 +2025-06-23 22:30:10,819 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 8:29:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.1063, loss: 4.1063 +2025-06-23 22:30:56,852 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 8:28:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 4.1006, loss: 4.1006 +2025-06-23 22:31:42,883 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 8:27:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 4.2297, loss: 4.2297 +2025-06-23 22:32:29,005 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 8:26:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 4.1233, loss: 4.1233 +2025-06-23 22:32:31,635 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-23 22:36:43,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:36:43,696 - pyskl - INFO - +top1_acc 0.7535 +top5_acc 0.9465 +2025-06-23 22:36:43,749 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_15.pth was removed +2025-06-23 22:36:44,828 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-06-23 22:36:44,830 - pyskl - INFO - Best top1_acc is 0.7535 at 22 epoch. +2025-06-23 22:36:44,851 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7535, top5_acc: 0.9465 +2025-06-23 22:37:53,680 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 8:28:03, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.9877, loss: 3.9877 +2025-06-23 22:38:39,712 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 8:27:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 4.1384, loss: 4.1384 +2025-06-23 22:39:25,961 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 8:26:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 4.0670, loss: 4.0670 +2025-06-23 22:40:12,067 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 8:25:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 4.0648, loss: 4.0648 +2025-06-23 22:40:58,116 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 8:24:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 4.0053, loss: 4.0053 +2025-06-23 22:41:44,120 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 8:23:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 4.0976, loss: 4.0976 +2025-06-23 22:42:30,146 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 8:23:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 4.2503, loss: 4.2503 +2025-06-23 22:43:16,141 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 8:22:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9650, loss_cls: 4.2295, loss: 4.2295 +2025-06-23 22:44:02,143 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 8:21:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 4.2989, loss: 4.2989 +2025-06-23 22:44:48,272 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 8:20:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 4.0277, loss: 4.0277 +2025-06-23 22:45:34,304 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 8:19:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 4.1136, loss: 4.1136 +2025-06-23 22:46:20,357 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 8:18:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 4.2024, loss: 4.2024 +2025-06-23 22:47:06,411 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 8:18:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 4.0646, loss: 4.0646 +2025-06-23 22:47:52,419 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 8:17:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 4.1892, loss: 4.1892 +2025-06-23 22:48:38,542 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 8:16:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.9772, loss: 3.9772 +2025-06-23 22:49:24,607 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 8:15:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 3.9770, loss: 3.9770 +2025-06-23 22:50:10,640 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 8:14:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 4.1053, loss: 4.1053 +2025-06-23 22:50:56,679 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 8:13:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 4.0994, loss: 4.0994 +2025-06-23 22:51:42,651 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 8:13:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 4.0989, loss: 4.0989 +2025-06-23 22:52:28,718 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 8:12:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 4.0776, loss: 4.0776 +2025-06-23 22:53:14,745 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 8:11:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.1869, loss: 4.1869 +2025-06-23 22:54:00,798 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 8:10:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.9975, loss: 3.9975 +2025-06-23 22:54:46,865 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 8:09:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 4.0771, loss: 4.0771 +2025-06-23 22:55:32,888 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 8:08:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9613, loss_cls: 4.0450, loss: 4.0450 +2025-06-23 22:56:18,850 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 8:08:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.0660, loss: 4.0660 +2025-06-23 22:57:04,903 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 8:07:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 4.0759, loss: 4.0759 +2025-06-23 22:57:50,852 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 8:06:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 4.0420, loss: 4.0420 +2025-06-23 22:58:36,793 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 8:05:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 4.0274, loss: 4.0274 +2025-06-23 22:59:22,682 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 8:04:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 4.2111, loss: 4.2111 +2025-06-23 23:00:08,561 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 8:03:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 4.1647, loss: 4.1647 +2025-06-23 23:00:54,474 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 8:03:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.9232, loss: 3.9232 +2025-06-23 23:01:40,353 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 8:02:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 4.1343, loss: 4.1343 +2025-06-23 23:02:26,352 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 8:01:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 4.1510, loss: 4.1510 +2025-06-23 23:03:12,323 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 8:00:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 4.0819, loss: 4.0819 +2025-06-23 23:03:14,903 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-23 23:07:26,630 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:07:27,250 - pyskl - INFO - +top1_acc 0.7490 +top5_acc 0.9454 +2025-06-23 23:07:27,270 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7490, top5_acc: 0.9454 +2025-06-23 23:08:35,934 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 8:01:28, time: 0.687, data_time: 0.225, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 4.0828, loss: 4.0828 +2025-06-23 23:09:21,869 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 8:00:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 4.1085, loss: 4.1085 +2025-06-23 23:10:08,098 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 7:59:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 3.9930, loss: 3.9930 +2025-06-23 23:10:54,395 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 7:59:00, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.9265, loss: 3.9265 +2025-06-23 23:11:40,672 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 7:58:11, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 4.0145, loss: 4.0145 +2025-06-23 23:12:26,807 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 7:57:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 4.0792, loss: 4.0792 +2025-06-23 23:13:12,823 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 7:56:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 4.0152, loss: 4.0152 +2025-06-23 23:13:58,879 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 7:55:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.8647, loss: 3.8647 +2025-06-23 23:14:44,822 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 7:54:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 4.1265, loss: 4.1265 +2025-06-23 23:15:30,765 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 7:54:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9750, loss_cls: 3.9655, loss: 3.9655 +2025-06-23 23:16:16,753 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 7:53:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 4.1672, loss: 4.1672 +2025-06-23 23:17:02,716 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 7:52:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 4.0185, loss: 4.0185 +2025-06-23 23:17:48,711 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 7:51:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 4.0641, loss: 4.0641 +2025-06-23 23:18:34,712 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 7:50:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 4.1639, loss: 4.1639 +2025-06-23 23:19:20,690 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 7:49:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.2127, loss: 4.2127 +2025-06-23 23:20:06,649 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 7:48:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 4.1323, loss: 4.1323 +2025-06-23 23:20:52,624 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 7:48:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 4.0761, loss: 4.0761 +2025-06-23 23:21:38,611 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 7:47:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 4.0039, loss: 4.0039 +2025-06-23 23:22:24,601 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 7:46:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.2325, loss: 4.2325 +2025-06-23 23:23:10,554 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 7:45:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 4.0819, loss: 4.0819 +2025-06-23 23:23:56,519 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 7:44:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 4.0548, loss: 4.0548 +2025-06-23 23:24:42,588 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 7:43:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 4.1767, loss: 4.1767 +2025-06-23 23:25:28,730 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 7:43:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 4.1158, loss: 4.1158 +2025-06-23 23:26:14,864 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 7:42:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 4.2021, loss: 4.2021 +2025-06-23 23:27:00,914 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 7:41:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 4.1655, loss: 4.1655 +2025-06-23 23:27:46,961 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 7:40:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.9411, loss: 3.9411 +2025-06-23 23:28:33,108 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 7:39:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.9680, loss: 3.9680 +2025-06-23 23:29:19,515 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 7:39:04, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9644, loss_cls: 4.1638, loss: 4.1638 +2025-06-23 23:30:05,603 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 7:38:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9525, loss_cls: 4.0894, loss: 4.0894 +2025-06-23 23:30:51,867 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 7:37:26, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 4.0449, loss: 4.0449 +2025-06-23 23:31:38,189 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 7:36:37, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 4.0012, loss: 4.0012 +2025-06-23 23:32:24,300 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 7:35:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 4.1181, loss: 4.1181 +2025-06-23 23:33:10,402 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 7:34:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.9863, loss: 3.9863 +2025-06-23 23:33:56,677 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 7:34:10, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 4.2391, loss: 4.2391 +2025-06-23 23:33:59,269 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-23 23:38:10,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:38:11,109 - pyskl - INFO - +top1_acc 0.7260 +top5_acc 0.9419 +2025-06-23 23:38:11,129 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7260, top5_acc: 0.9419 +2025-06-23 23:39:20,031 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 7:35:06, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.8752, loss: 3.8752 +2025-06-23 23:40:05,930 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 7:34:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.1468, loss: 4.1468 +2025-06-23 23:40:51,790 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 7:33:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 4.1240, loss: 4.1240 +2025-06-23 23:41:37,623 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 7:32:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.8642, loss: 3.8642 +2025-06-23 23:42:23,441 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 7:31:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.9572, loss: 3.9572 +2025-06-23 23:43:09,268 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 7:30:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.9140, loss: 3.9140 +2025-06-23 23:43:55,286 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 7:30:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 4.1023, loss: 4.1023 +2025-06-23 23:44:41,158 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 7:29:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 4.1103, loss: 4.1103 +2025-06-23 23:45:27,020 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 7:28:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 4.0006, loss: 4.0006 +2025-06-23 23:46:12,878 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 7:27:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.9599, loss: 3.9599 +2025-06-23 23:46:58,810 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 7:26:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.9989, loss: 3.9989 +2025-06-23 23:47:44,778 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 7:25:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.9174, loss: 3.9174 +2025-06-23 23:48:30,865 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 7:24:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 4.0648, loss: 4.0648 +2025-06-23 23:49:16,864 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 7:24:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 4.0745, loss: 4.0745 +2025-06-23 23:50:02,870 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 7:23:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 3.8928, loss: 3.8928 +2025-06-23 23:50:48,940 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 7:22:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 4.0618, loss: 4.0618 +2025-06-23 23:51:34,941 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 7:21:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 4.1692, loss: 4.1692 +2025-06-23 23:52:21,030 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 7:20:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 4.1269, loss: 4.1269 +2025-06-23 23:53:07,164 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 7:20:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 4.1132, loss: 4.1132 +2025-06-23 23:53:53,207 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 7:19:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 4.0127, loss: 4.0127 +2025-06-23 23:54:39,253 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 7:18:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 4.1462, loss: 4.1462 +2025-06-23 23:55:25,173 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 7:17:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.1993, loss: 4.1993 +2025-06-23 23:56:11,087 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 7:16:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 4.0704, loss: 4.0704 +2025-06-23 23:56:56,963 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 7:15:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 4.0615, loss: 4.0615 +2025-06-23 23:57:42,806 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 7:15:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 3.9867, loss: 3.9867 +2025-06-23 23:58:28,708 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 7:14:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 4.1679, loss: 4.1679 +2025-06-23 23:59:14,596 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 7:13:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 4.0428, loss: 4.0428 +2025-06-24 00:00:00,579 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 7:12:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 4.0456, loss: 4.0456 +2025-06-24 00:00:46,574 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 7:11:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.9594, loss: 3.9594 +2025-06-24 00:01:32,544 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 7:10:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 4.1492, loss: 4.1492 +2025-06-24 00:02:18,710 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 7:10:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.2318, loss: 4.2318 +2025-06-24 00:03:04,695 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 7:09:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.1507, loss: 4.1507 +2025-06-24 00:03:50,778 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 7:08:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 4.0729, loss: 4.0729 +2025-06-24 00:04:36,988 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 7:07:33, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 4.1567, loss: 4.1567 +2025-06-24 00:04:39,681 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-24 00:24:38,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:24:38,830 - pyskl - INFO - +top1_acc 0.7457 +top5_acc 0.9464 +2025-06-24 00:24:38,852 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7457, top5_acc: 0.9464 +2025-06-24 00:25:47,283 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 7:08:21, time: 0.684, data_time: 0.224, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 4.1263, loss: 4.1263 +2025-06-24 00:26:33,301 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 7:07:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 4.0540, loss: 4.0540 +2025-06-24 00:27:19,316 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 7:06:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.9642, loss: 3.9642 +2025-06-24 00:28:05,260 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 7:05:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 4.0134, loss: 4.0134 +2025-06-24 00:28:51,232 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 7:05:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 3.9884, loss: 3.9884 +2025-06-24 00:29:37,142 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 7:04:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.8646, loss: 3.8646 +2025-06-24 00:30:23,070 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 7:03:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9550, loss_cls: 3.9969, loss: 3.9969 +2025-06-24 00:31:09,338 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 7:02:33, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.9323, loss: 3.9323 +2025-06-24 00:31:55,425 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 7:01:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9688, loss_cls: 4.1561, loss: 4.1561 +2025-06-24 00:32:41,378 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 7:00:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 4.1208, loss: 4.1208 +2025-06-24 00:33:27,337 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 7:00:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 4.0216, loss: 4.0216 +2025-06-24 00:34:13,289 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 6:59:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 4.0346, loss: 4.0346 +2025-06-24 00:34:59,224 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 6:58:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 4.1275, loss: 4.1275 +2025-06-24 00:35:45,106 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 6:57:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 4.0475, loss: 4.0475 +2025-06-24 00:36:31,168 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 6:56:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.9630, loss: 3.9630 +2025-06-24 00:37:17,143 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 6:55:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 4.0320, loss: 4.0320 +2025-06-24 00:38:03,100 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 6:55:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.9545, loss: 3.9545 +2025-06-24 00:38:49,083 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 6:54:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.9037, loss: 3.9037 +2025-06-24 00:39:35,103 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 6:53:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.9905, loss: 3.9905 +2025-06-24 00:40:21,411 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 6:52:36, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.9904, loss: 3.9904 +2025-06-24 00:41:07,374 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 6:51:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 4.1073, loss: 4.1073 +2025-06-24 00:41:53,489 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 6:50:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 4.0752, loss: 4.0752 +2025-06-24 00:42:39,576 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 6:50:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.0650, loss: 4.0650 +2025-06-24 00:43:25,626 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 6:49:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 4.0378, loss: 4.0378 +2025-06-24 00:44:11,767 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 6:48:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 4.1052, loss: 4.1052 +2025-06-24 00:44:57,958 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 6:47:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9500, loss_cls: 4.1370, loss: 4.1370 +2025-06-24 00:45:44,210 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 6:46:52, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 4.0711, loss: 4.0711 +2025-06-24 00:46:30,294 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 6:46:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.9740, loss: 3.9740 +2025-06-24 00:47:16,346 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 6:45:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.9852, loss: 3.9852 +2025-06-24 00:48:02,367 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 6:44:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.9967, loss: 3.9967 +2025-06-24 00:48:48,432 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 6:43:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 3.9352, loss: 3.9352 +2025-06-24 00:49:34,564 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 6:42:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 4.1241, loss: 4.1241 +2025-06-24 00:50:20,800 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 6:41:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 4.0949, loss: 4.0949 +2025-06-24 00:51:06,979 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 6:41:08, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 4.0225, loss: 4.0225 +2025-06-24 00:51:09,618 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-24 00:55:25,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:55:25,557 - pyskl - INFO - +top1_acc 0.7117 +top5_acc 0.9377 +2025-06-24 00:55:25,577 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7117, top5_acc: 0.9377 +2025-06-24 00:56:33,986 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 6:41:52, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 3.9501, loss: 3.9501 +2025-06-24 00:57:19,955 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 6:41:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.9483, loss: 3.9483 +2025-06-24 00:58:05,971 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 6:40:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 3.9483, loss: 3.9483 +2025-06-24 00:58:51,966 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 6:39:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 4.0782, loss: 4.0782 +2025-06-24 00:59:37,957 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 6:38:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9738, loss_cls: 3.9032, loss: 3.9032 +2025-06-24 01:00:23,958 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 6:37:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.9907, loss: 3.9907 +2025-06-24 01:01:10,048 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 6:36:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 4.0700, loss: 4.0700 +2025-06-24 01:01:56,087 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 6:36:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.9915, loss: 3.9915 +2025-06-24 01:02:42,077 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 6:35:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 4.0511, loss: 4.0511 +2025-06-24 01:03:27,980 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 6:34:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 3.9535, loss: 3.9535 +2025-06-24 01:04:13,825 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 6:33:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.9856, loss: 3.9856 +2025-06-24 01:04:59,771 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 6:32:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.9133, loss: 3.9133 +2025-06-24 01:05:46,056 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 6:31:56, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 4.1247, loss: 4.1247 +2025-06-24 01:06:32,422 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 6:31:08, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 4.0890, loss: 4.0890 +2025-06-24 01:07:18,725 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 6:30:20, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 4.0315, loss: 4.0315 +2025-06-24 01:08:05,149 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 6:29:32, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 4.0474, loss: 4.0474 +2025-06-24 01:08:51,622 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 6:28:44, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9544, loss_cls: 3.9481, loss: 3.9481 +2025-06-24 01:09:37,928 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 6:27:56, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 4.0398, loss: 4.0398 +2025-06-24 01:10:24,356 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 6:27:09, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 4.0087, loss: 4.0087 +2025-06-24 01:11:10,698 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 6:26:21, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 4.0531, loss: 4.0531 +2025-06-24 01:11:56,846 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 6:25:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 4.0951, loss: 4.0951 +2025-06-24 01:12:43,164 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 6:24:44, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.9852, loss: 3.9852 +2025-06-24 01:13:29,487 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 6:23:56, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 4.0292, loss: 4.0292 +2025-06-24 01:14:15,846 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 6:23:08, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 4.1112, loss: 4.1112 +2025-06-24 01:15:02,109 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 6:22:19, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 3.8330, loss: 3.8330 +2025-06-24 01:15:48,126 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 6:21:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 4.0842, loss: 4.0842 +2025-06-24 01:16:34,256 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 6:20:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9637, loss_cls: 4.0512, loss: 4.0512 +2025-06-24 01:17:20,352 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 6:19:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 3.9912, loss: 3.9912 +2025-06-24 01:18:06,472 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 6:19:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 4.0730, loss: 4.0730 +2025-06-24 01:18:52,601 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 6:18:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 4.0291, loss: 4.0291 +2025-06-24 01:19:39,055 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 6:17:26, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.1032, loss: 4.1032 +2025-06-24 01:20:25,372 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 6:16:38, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 4.0777, loss: 4.0777 +2025-06-24 01:21:11,445 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 6:15:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 4.1545, loss: 4.1545 +2025-06-24 01:21:57,527 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 6:15:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 4.1840, loss: 4.1840 +2025-06-24 01:22:00,169 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-24 01:26:13,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:26:14,423 - pyskl - INFO - +top1_acc 0.7608 +top5_acc 0.9510 +2025-06-24 01:26:14,478 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_22.pth was removed +2025-06-24 01:26:15,561 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2025-06-24 01:26:15,563 - pyskl - INFO - Best top1_acc is 0.7608 at 27 epoch. +2025-06-24 01:26:15,586 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7608, top5_acc: 0.9510 +2025-06-24 01:27:24,185 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 6:15:40, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.8813, loss: 3.8813 +2025-06-24 01:28:10,155 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 6:14:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 4.0385, loss: 4.0385 +2025-06-24 01:28:56,107 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 6:14:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.7439, loss: 3.7439 +2025-06-24 01:29:42,077 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 6:13:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.9789, loss: 3.9789 +2025-06-24 01:30:28,195 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 6:12:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 4.0336, loss: 4.0336 +2025-06-24 01:31:14,455 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 6:11:33, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 3.9064, loss: 3.9064 +2025-06-24 01:32:00,697 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 6:10:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9675, loss_cls: 4.0685, loss: 4.0685 +2025-06-24 01:32:47,015 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 6:09:57, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.9554, loss: 3.9554 +2025-06-24 01:33:33,236 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 6:09:08, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.8320, loss: 3.8320 +2025-06-24 01:34:19,323 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 6:08:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.9318, loss: 3.9318 +2025-06-24 01:35:05,348 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 6:07:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.8938, loss: 3.8938 +2025-06-24 01:35:51,315 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 6:06:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 4.0376, loss: 4.0376 +2025-06-24 01:36:37,291 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 6:05:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 4.1273, loss: 4.1273 +2025-06-24 01:37:23,246 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 6:05:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.9271, loss: 3.9271 +2025-06-24 01:38:09,211 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 6:04:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 4.1101, loss: 4.1101 +2025-06-24 01:38:55,226 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 6:03:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 4.0739, loss: 4.0739 +2025-06-24 01:39:41,255 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 6:02:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9688, loss_cls: 4.0502, loss: 4.0502 +2025-06-24 01:40:27,267 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 6:01:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.8511, loss: 3.8511 +2025-06-24 01:41:13,387 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 6:00:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 4.0353, loss: 4.0353 +2025-06-24 01:41:59,470 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 6:00:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.9451, loss: 3.9451 +2025-06-24 01:42:45,625 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 5:59:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.9167, loss: 3.9167 +2025-06-24 01:43:31,689 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 5:58:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9506, loss_cls: 4.0923, loss: 4.0923 +2025-06-24 01:44:17,711 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 5:57:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 3.9690, loss: 3.9690 +2025-06-24 01:45:03,841 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 5:56:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.8544, loss: 3.8544 +2025-06-24 01:45:49,899 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 5:55:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.9805, loss: 3.9805 +2025-06-24 01:46:35,886 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 5:55:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 4.1289, loss: 4.1289 +2025-06-24 01:47:21,982 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 5:54:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 4.0909, loss: 4.0909 +2025-06-24 01:48:08,195 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 5:53:32, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.9842, loss: 3.9842 +2025-06-24 01:48:54,298 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 5:52:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 4.0912, loss: 4.0912 +2025-06-24 01:49:40,353 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 5:51:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 4.0786, loss: 4.0786 +2025-06-24 01:50:26,350 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 5:51:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 4.0386, loss: 4.0386 +2025-06-24 01:51:12,375 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 5:50:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 3.9515, loss: 3.9515 +2025-06-24 01:51:58,375 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 5:49:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 4.0079, loss: 4.0079 +2025-06-24 01:52:44,378 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 5:48:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 4.0333, loss: 4.0333 +2025-06-24 01:52:47,023 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-24 01:57:02,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:57:02,724 - pyskl - INFO - +top1_acc 0.7615 +top5_acc 0.9534 +2025-06-24 01:57:02,777 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_27.pth was removed +2025-06-24 01:57:03,828 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2025-06-24 01:57:03,830 - pyskl - INFO - Best top1_acc is 0.7615 at 28 epoch. +2025-06-24 01:57:03,850 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7615, top5_acc: 0.9534 +2025-06-24 01:58:12,900 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 5:49:15, time: 0.690, data_time: 0.230, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.9408, loss: 3.9408 +2025-06-24 01:58:58,874 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 5:48:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.9310, loss: 3.9310 +2025-06-24 01:59:44,854 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 5:47:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 3.8907, loss: 3.8907 +2025-06-24 02:00:30,853 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 5:46:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 4.0163, loss: 4.0163 +2025-06-24 02:01:16,863 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 5:45:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.8966, loss: 3.8966 +2025-06-24 02:02:02,845 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 5:45:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.9219, loss: 3.9219 +2025-06-24 02:02:48,783 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 5:44:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9550, loss_cls: 3.9051, loss: 3.9051 +2025-06-24 02:03:34,828 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 5:43:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 3.9397, loss: 3.9397 +2025-06-24 02:04:20,836 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 5:42:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.8511, loss: 3.8511 +2025-06-24 02:05:06,920 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 5:41:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 4.0459, loss: 4.0459 +2025-06-24 02:05:52,958 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 5:41:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.8346, loss: 3.8346 +2025-06-24 02:06:39,088 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 5:40:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 4.0198, loss: 4.0198 +2025-06-24 02:07:25,191 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 5:39:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.9618, loss: 3.9618 +2025-06-24 02:08:11,197 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 5:38:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 4.0507, loss: 4.0507 +2025-06-24 02:08:57,185 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 5:37:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 4.0286, loss: 4.0286 +2025-06-24 02:09:43,204 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 5:36:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.9123, loss: 3.9123 +2025-06-24 02:10:29,239 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 5:36:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 4.0094, loss: 4.0094 +2025-06-24 02:11:15,316 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 5:35:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 4.1058, loss: 4.1058 +2025-06-24 02:12:01,431 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 5:34:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 4.1076, loss: 4.1076 +2025-06-24 02:12:47,499 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 5:33:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 3.9663, loss: 3.9663 +2025-06-24 02:13:33,481 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 5:32:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 4.0096, loss: 4.0096 +2025-06-24 02:14:19,479 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 5:31:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.9633, loss: 3.9633 +2025-06-24 02:15:05,500 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 5:31:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8918, loss: 3.8918 +2025-06-24 02:15:51,455 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 5:30:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 4.2349, loss: 4.2349 +2025-06-24 02:16:37,487 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 5:29:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 4.0283, loss: 4.0283 +2025-06-24 02:17:23,490 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 5:28:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 4.0496, loss: 4.0496 +2025-06-24 02:18:09,420 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 5:27:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 3.9625, loss: 3.9625 +2025-06-24 02:18:55,324 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 5:27:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.9577, loss: 3.9577 +2025-06-24 02:19:41,228 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 5:26:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 4.0674, loss: 4.0674 +2025-06-24 02:20:27,149 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 5:25:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.8567, loss: 3.8567 +2025-06-24 02:21:13,020 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 5:24:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.0102, loss: 4.0102 +2025-06-24 02:21:58,866 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 5:23:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 4.0148, loss: 4.0148 +2025-06-24 02:22:44,792 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 5:22:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 3.9248, loss: 3.9248 +2025-06-24 02:23:30,715 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 5:22:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 4.1079, loss: 4.1079 +2025-06-24 02:23:33,310 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-24 02:27:44,157 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:27:44,687 - pyskl - INFO - +top1_acc 0.6676 +top5_acc 0.9150 +2025-06-24 02:27:44,707 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.6676, top5_acc: 0.9150 +2025-06-24 02:28:52,636 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 5:22:35, time: 0.679, data_time: 0.221, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.7484, loss: 3.7484 +2025-06-24 02:29:38,827 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 5:21:46, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.8573, loss: 3.8573 +2025-06-24 02:30:24,925 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 5:20:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.9035, loss: 3.9035 +2025-06-24 02:31:10,904 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 5:20:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9681, loss_cls: 3.9000, loss: 3.9000 +2025-06-24 02:31:56,884 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 5:19:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 4.0558, loss: 4.0558 +2025-06-24 02:32:42,887 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 5:18:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 4.0189, loss: 4.0189 +2025-06-24 02:33:28,998 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 5:17:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.8319, loss: 3.8319 +2025-06-24 02:34:15,009 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 5:16:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.9603, loss: 3.9603 +2025-06-24 02:35:01,043 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 5:16:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 4.0108, loss: 4.0108 +2025-06-24 02:35:47,051 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 5:15:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9712, loss_cls: 4.0121, loss: 4.0121 +2025-06-24 02:36:33,241 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 5:14:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.9758, loss: 3.9758 +2025-06-24 02:37:19,267 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 5:13:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.9110, loss: 3.9110 +2025-06-24 02:38:05,265 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 5:12:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.9411, loss: 3.9411 +2025-06-24 02:38:51,284 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 5:11:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.9814, loss: 3.9814 +2025-06-24 02:39:37,142 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 5:11:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 3.9435, loss: 3.9435 +2025-06-24 02:40:23,100 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 5:10:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.8983, loss: 3.8983 +2025-06-24 02:41:09,053 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 5:09:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 4.0718, loss: 4.0718 +2025-06-24 02:41:54,878 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 5:08:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 3.8600, loss: 3.8600 +2025-06-24 02:42:41,065 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 5:07:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 4.0107, loss: 4.0107 +2025-06-24 02:43:27,036 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 5:06:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 3.9883, loss: 3.9883 +2025-06-24 02:44:12,878 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 5:06:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 4.0086, loss: 4.0086 +2025-06-24 02:44:58,926 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 5:05:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.9729, loss: 3.9729 +2025-06-24 02:45:44,823 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 5:04:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 3.8777, loss: 3.8777 +2025-06-24 02:46:30,724 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 5:03:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 4.0559, loss: 4.0559 +2025-06-24 02:47:16,628 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 5:02:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 4.0556, loss: 4.0556 +2025-06-24 02:48:02,487 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 5:02:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.9569, loss: 3.9569 +2025-06-24 02:48:48,401 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 5:01:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 4.0057, loss: 4.0057 +2025-06-24 02:49:34,299 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 5:00:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 4.0501, loss: 4.0501 +2025-06-24 02:50:20,213 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 4:59:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 3.9850, loss: 3.9850 +2025-06-24 02:51:06,129 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 4:58:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.9462, loss: 3.9462 +2025-06-24 02:51:51,994 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 4:57:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 4.0294, loss: 4.0294 +2025-06-24 02:52:37,892 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 4:57:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 3.9477, loss: 3.9477 +2025-06-24 02:53:23,795 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 4:56:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 3.9857, loss: 3.9857 +2025-06-24 02:54:09,677 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 4:55:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 3.8576, loss: 3.8576 +2025-06-24 02:54:12,294 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-24 03:12:59,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:13:00,394 - pyskl - INFO - +top1_acc 0.7233 +top5_acc 0.9368 +2025-06-24 03:13:00,417 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7233, top5_acc: 0.9368 +2025-06-24 03:14:09,104 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 4:55:55, time: 0.687, data_time: 0.226, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 4.0775, loss: 4.0775 +2025-06-24 03:14:55,001 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 4:55:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.9341, loss: 3.9341 +2025-06-24 03:15:40,883 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 4:54:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.9889, loss: 3.9889 +2025-06-24 03:16:26,756 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 4:53:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 3.9705, loss: 3.9705 +2025-06-24 03:17:12,585 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 4:52:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 3.9264, loss: 3.9264 +2025-06-24 03:17:58,466 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 4:51:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.9790, loss: 3.9790 +2025-06-24 03:18:44,386 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 4:50:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9581, loss_cls: 3.9257, loss: 3.9257 +2025-06-24 03:19:30,266 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 4:50:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.9091, loss: 3.9091 +2025-06-24 03:20:16,169 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 4:49:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.9135, loss: 3.9135 +2025-06-24 03:21:02,092 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 4:48:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.9091, loss: 3.9091 +2025-06-24 03:21:47,998 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 4:47:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 4.0084, loss: 4.0084 +2025-06-24 03:22:33,848 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 4:46:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 4.0734, loss: 4.0734 +2025-06-24 03:23:19,745 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 4:45:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.9544, loss: 3.9544 +2025-06-24 03:24:05,601 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 4:45:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.9327, loss: 3.9327 +2025-06-24 03:24:51,500 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 4:44:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.8981, loss: 3.8981 +2025-06-24 03:25:37,396 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 4:43:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.9279, loss: 3.9279 +2025-06-24 03:26:23,262 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 4:42:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 3.7983, loss: 3.7983 +2025-06-24 03:27:09,143 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 4:41:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 4.0111, loss: 4.0111 +2025-06-24 03:27:55,012 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 4:41:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 4.0200, loss: 4.0200 +2025-06-24 03:28:40,971 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 4:40:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.8963, loss: 3.8963 +2025-06-24 03:29:26,850 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 4:39:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 3.9435, loss: 3.9435 +2025-06-24 03:30:12,761 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 4:38:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.9267, loss: 3.9267 +2025-06-24 03:30:58,772 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 4:37:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 4.0548, loss: 4.0548 +2025-06-24 03:31:44,712 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 4:36:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 3.9751, loss: 3.9751 +2025-06-24 03:32:30,758 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 4:36:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 4.0105, loss: 4.0105 +2025-06-24 03:33:16,726 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 4:35:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9712, loss_cls: 3.9592, loss: 3.9592 +2025-06-24 03:34:02,649 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 4:34:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.9203, loss: 3.9203 +2025-06-24 03:34:48,811 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 4:33:39, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 4.0559, loss: 4.0559 +2025-06-24 03:35:34,784 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 4:32:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.9098, loss: 3.9098 +2025-06-24 03:36:20,746 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 4:32:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 3.9960, loss: 3.9960 +2025-06-24 03:37:06,698 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 4:31:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.9935, loss: 3.9935 +2025-06-24 03:37:52,642 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 4:30:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9525, loss_cls: 3.9831, loss: 3.9831 +2025-06-24 03:38:38,667 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 4:29:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 4.0299, loss: 4.0299 +2025-06-24 03:39:24,626 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 4:28:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 4.0280, loss: 4.0280 +2025-06-24 03:39:27,270 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-24 03:43:38,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:43:38,918 - pyskl - INFO - +top1_acc 0.7692 +top5_acc 0.9473 +2025-06-24 03:43:38,973 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_28.pth was removed +2025-06-24 03:43:40,053 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2025-06-24 03:43:40,055 - pyskl - INFO - Best top1_acc is 0.7692 at 31 epoch. +2025-06-24 03:43:40,078 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7692, top5_acc: 0.9473 +2025-06-24 03:44:48,628 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 4:29:10, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 3.8426, loss: 3.8426 +2025-06-24 03:45:34,499 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 4:28:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9587, loss_cls: 3.8049, loss: 3.8049 +2025-06-24 03:46:20,423 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 4:27:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.9183, loss: 3.9183 +2025-06-24 03:47:06,286 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 4:26:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 3.7945, loss: 3.7945 +2025-06-24 03:47:52,198 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 4:25:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.9846, loss: 3.9846 +2025-06-24 03:48:38,080 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 4:25:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.8288, loss: 3.8288 +2025-06-24 03:49:23,997 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 4:24:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.9531, loss: 3.9531 +2025-06-24 03:50:09,863 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 4:23:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 3.9085, loss: 3.9085 +2025-06-24 03:50:55,902 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 4:22:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 3.8995, loss: 3.8995 +2025-06-24 03:51:41,837 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 4:21:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 4.0162, loss: 4.0162 +2025-06-24 03:52:27,766 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 4:20:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 4.0011, loss: 4.0011 +2025-06-24 03:53:13,687 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 4:20:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 3.9525, loss: 3.9525 +2025-06-24 03:53:59,595 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 4:19:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.9757, loss: 3.9757 +2025-06-24 03:54:45,502 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 4:18:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.9379, loss: 3.9379 +2025-06-24 03:55:31,419 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 4:17:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.9716, loss: 3.9716 +2025-06-24 03:56:17,346 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 4:16:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.9931, loss: 3.9931 +2025-06-24 03:57:03,268 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 4:16:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.8089, loss: 3.8089 +2025-06-24 03:57:49,376 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 4:15:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 3.9993, loss: 3.9993 +2025-06-24 03:58:35,392 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 4:14:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 4.0628, loss: 4.0628 +2025-06-24 03:59:21,301 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 4:13:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 4.0676, loss: 4.0676 +2025-06-24 04:00:07,323 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 4:12:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.9198, loss: 3.9198 +2025-06-24 04:00:53,337 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 4:11:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 4.0257, loss: 4.0257 +2025-06-24 04:01:39,575 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 4:11:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.8499, loss: 3.8499 +2025-06-24 04:02:25,690 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 4:10:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 4.1336, loss: 4.1336 +2025-06-24 04:03:11,594 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 4:09:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 4.1386, loss: 4.1386 +2025-06-24 04:03:57,575 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 4:08:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 4.0225, loss: 4.0225 +2025-06-24 04:04:43,614 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 4:07:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 4.0576, loss: 4.0576 +2025-06-24 04:05:29,610 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 4:07:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9700, loss_cls: 3.9626, loss: 3.9626 +2025-06-24 04:06:15,683 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 4:06:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.8777, loss: 3.8777 +2025-06-24 04:07:01,812 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 4:05:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.9148, loss: 3.9148 +2025-06-24 04:07:47,827 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 4:04:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.1172, loss: 4.1172 +2025-06-24 04:08:33,966 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 4:03:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.8143, loss: 3.8143 +2025-06-24 04:09:20,152 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 4:03:00, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.9433, loss: 3.9433 +2025-06-24 04:10:06,269 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 4:02:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 4.0066, loss: 4.0066 +2025-06-24 04:10:08,953 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-24 04:14:20,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:14:20,987 - pyskl - INFO - +top1_acc 0.7573 +top5_acc 0.9507 +2025-06-24 04:14:21,010 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7573, top5_acc: 0.9507 +2025-06-24 04:15:29,588 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 4:02:35, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.8343, loss: 3.8343 +2025-06-24 04:16:15,678 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 4:01:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 3.9422, loss: 3.9422 +2025-06-24 04:17:01,793 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 4:00:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 3.9991, loss: 3.9991 +2025-06-24 04:17:47,832 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 4:00:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 4.0224, loss: 4.0224 +2025-06-24 04:18:33,875 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 3:59:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.8751, loss: 3.8751 +2025-06-24 04:19:19,928 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 3:58:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.9125, loss: 3.9125 +2025-06-24 04:20:05,968 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 3:57:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.8587, loss: 3.8587 +2025-06-24 04:20:51,960 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 3:56:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.9454, loss: 3.9454 +2025-06-24 04:21:37,924 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 3:56:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.9722, loss: 3.9722 +2025-06-24 04:22:23,962 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 3:55:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 3.9173, loss: 3.9173 +2025-06-24 04:23:09,899 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 3:54:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.9564, loss: 3.9564 +2025-06-24 04:23:55,786 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 3:53:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.9750, loss: 3.9750 +2025-06-24 04:24:41,725 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 3:52:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 3.9330, loss: 3.9330 +2025-06-24 04:25:27,679 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 3:51:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.8821, loss: 3.8821 +2025-06-24 04:26:13,606 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 3:51:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.9094, loss: 3.9094 +2025-06-24 04:26:59,726 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 3:50:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.9483, loss: 3.9483 +2025-06-24 04:27:45,779 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 3:49:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 3.9612, loss: 3.9612 +2025-06-24 04:28:31,787 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 3:48:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.9365, loss: 3.9365 +2025-06-24 04:29:17,851 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 3:47:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.9326, loss: 3.9326 +2025-06-24 04:30:04,106 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 3:47:06, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 4.0355, loss: 4.0355 +2025-06-24 04:30:50,212 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 3:46:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 4.1290, loss: 4.1290 +2025-06-24 04:31:36,311 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 3:45:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 3.9737, loss: 3.9737 +2025-06-24 04:32:22,291 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 3:44:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 4.0175, loss: 4.0175 +2025-06-24 04:33:08,303 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 3:43:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.7939, loss: 3.7939 +2025-06-24 04:33:54,466 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 3:43:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.9967, loss: 3.9967 +2025-06-24 04:34:40,720 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 3:42:15, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 4.0409, loss: 4.0409 +2025-06-24 04:35:26,852 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 3:41:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.8966, loss: 3.8966 +2025-06-24 04:36:12,866 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 3:40:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.8479, loss: 3.8479 +2025-06-24 04:36:58,867 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 3:39:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 3.9993, loss: 3.9993 +2025-06-24 04:37:45,087 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 3:39:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 4.0535, loss: 4.0535 +2025-06-24 04:38:31,037 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 3:38:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.9698, loss: 3.9698 +2025-06-24 04:39:17,272 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 3:37:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 3.8614, loss: 3.8614 +2025-06-24 04:40:03,399 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 3:36:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 4.0207, loss: 4.0207 +2025-06-24 04:40:49,454 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 3:35:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.9432, loss: 3.9432 +2025-06-24 04:40:52,099 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-24 04:45:02,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:45:02,941 - pyskl - INFO - +top1_acc 0.7454 +top5_acc 0.9404 +2025-06-24 04:45:02,961 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7454, top5_acc: 0.9404 +2025-06-24 04:46:11,268 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 3:36:07, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.8716, loss: 3.8716 +2025-06-24 04:46:57,066 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 3:35:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 3.9164, loss: 3.9164 +2025-06-24 04:47:42,971 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 3:34:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.8330, loss: 3.8330 +2025-06-24 04:48:28,816 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 3:33:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.8576, loss: 3.8576 +2025-06-24 04:49:14,623 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 3:32:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 3.9978, loss: 3.9978 +2025-06-24 04:50:00,441 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 3:31:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.7452, loss: 3.7452 +2025-06-24 04:50:46,304 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 3:31:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.8828, loss: 3.8828 +2025-06-24 04:51:32,121 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 3:30:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.9279, loss: 3.9279 +2025-06-24 04:52:17,917 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 3:29:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 3.9672, loss: 3.9672 +2025-06-24 04:53:03,796 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 3:28:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9587, loss_cls: 3.9039, loss: 3.9039 +2025-06-24 04:53:49,627 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 3:27:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.8505, loss: 3.8505 +2025-06-24 04:54:35,534 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 3:27:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.8363, loss: 3.8363 +2025-06-24 04:55:21,400 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 3:26:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 3.9675, loss: 3.9675 +2025-06-24 04:56:07,236 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 3:25:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.9029, loss: 3.9029 +2025-06-24 04:56:53,099 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 3:24:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.9261, loss: 3.9261 +2025-06-24 04:57:38,943 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 3:23:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.9537, loss: 3.9537 +2025-06-24 04:58:24,750 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 3:22:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 3.8491, loss: 3.8491 +2025-06-24 04:59:10,539 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 3:22:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.9221, loss: 3.9221 +2025-06-24 04:59:56,323 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 3:21:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.8781, loss: 3.8781 +2025-06-24 05:00:42,102 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 3:20:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.8161, loss: 3.8161 +2025-06-24 05:01:27,841 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 3:19:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 3.9665, loss: 3.9665 +2025-06-24 05:02:13,521 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 3:18:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.9291, loss: 3.9291 +2025-06-24 05:02:59,178 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 3:17:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.0646, loss: 4.0646 +2025-06-24 05:03:44,899 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 3:17:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 4.0863, loss: 4.0863 +2025-06-24 05:04:30,692 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 3:16:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.9376, loss: 3.9376 +2025-06-24 05:05:16,430 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 3:15:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.9359, loss: 3.9359 +2025-06-24 05:06:02,151 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 3:14:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.9501, loss: 3.9501 +2025-06-24 05:06:47,874 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 3:13:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 4.0425, loss: 4.0425 +2025-06-24 05:07:33,694 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 3:13:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.9340, loss: 3.9340 +2025-06-24 05:08:19,420 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 3:12:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 3.9644, loss: 3.9644 +2025-06-24 05:09:05,161 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 3:11:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9537, loss_cls: 3.9705, loss: 3.9705 +2025-06-24 05:09:50,873 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 3:10:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 3.9812, loss: 3.9812 +2025-06-24 05:10:36,575 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 3:09:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 4.0042, loss: 4.0042 +2025-06-24 05:11:22,394 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 3:08:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.7852, loss: 3.7852 +2025-06-24 05:11:25,053 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-24 05:15:35,919 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:15:36,495 - pyskl - INFO - +top1_acc 0.7577 +top5_acc 0.9506 +2025-06-24 05:15:36,518 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7577, top5_acc: 0.9506 +2025-06-24 05:16:45,647 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 3:09:11, time: 0.691, data_time: 0.230, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.9782, loss: 3.9782 +2025-06-24 05:17:31,656 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 3:08:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 3.8037, loss: 3.8037 +2025-06-24 05:18:17,742 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 3:07:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 3.7889, loss: 3.7889 +2025-06-24 05:19:03,753 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 3:06:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.8259, loss: 3.8259 +2025-06-24 05:19:49,774 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 3:05:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.9547, loss: 3.9547 +2025-06-24 05:20:35,711 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 3:05:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.7900, loss: 3.7900 +2025-06-24 05:21:21,665 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 3:04:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 3.8849, loss: 3.8849 +2025-06-24 05:22:07,550 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 3:03:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.9626, loss: 3.9626 +2025-06-24 05:22:53,461 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 3:02:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.8671, loss: 3.8671 +2025-06-24 05:23:39,373 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 3:01:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.8023, loss: 3.8023 +2025-06-24 05:24:25,341 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 3:01:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.8256, loss: 3.8256 +2025-06-24 05:25:11,270 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 3:00:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 3.8755, loss: 3.8755 +2025-06-24 05:25:57,228 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 2:59:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.9764, loss: 3.9764 +2025-06-24 05:26:43,171 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 2:58:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 3.9899, loss: 3.9899 +2025-06-24 05:27:29,174 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 2:57:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.9421, loss: 3.9421 +2025-06-24 05:28:15,267 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 2:56:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.8865, loss: 3.8865 +2025-06-24 05:29:01,287 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 2:56:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.7963, loss: 3.7963 +2025-06-24 05:29:47,318 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 2:55:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 3.9729, loss: 3.9729 +2025-06-24 05:30:33,389 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 2:54:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.9889, loss: 3.9889 +2025-06-24 05:31:19,442 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 2:53:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.8740, loss: 3.8740 +2025-06-24 05:32:05,420 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 2:52:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.8052, loss: 3.8052 +2025-06-24 05:32:51,449 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 2:52:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.8245, loss: 3.8245 +2025-06-24 05:33:37,540 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 2:51:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 4.0916, loss: 4.0916 +2025-06-24 05:34:23,535 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 2:50:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 3.9634, loss: 3.9634 +2025-06-24 05:35:09,579 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 2:49:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9525, loss_cls: 3.9577, loss: 3.9577 +2025-06-24 05:35:55,557 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 2:48:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9537, loss_cls: 3.9620, loss: 3.9620 +2025-06-24 05:36:41,513 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 2:48:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.8916, loss: 3.8916 +2025-06-24 05:37:27,480 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 2:47:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 3.9233, loss: 3.9233 +2025-06-24 05:38:13,763 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 2:46:27, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 3.9230, loss: 3.9230 +2025-06-24 05:38:59,806 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 2:45:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.8536, loss: 3.8536 +2025-06-24 05:39:45,773 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 2:44:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.9224, loss: 3.9224 +2025-06-24 05:40:32,106 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 2:44:02, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.7685, loss: 3.7685 +2025-06-24 05:41:18,361 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 2:43:15, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.7504, loss: 3.7504 +2025-06-24 05:42:04,692 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 2:42:27, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.9629, loss: 3.9629 +2025-06-24 05:42:07,402 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-24 06:01:26,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:01:26,840 - pyskl - INFO - +top1_acc 0.7330 +top5_acc 0.9446 +2025-06-24 06:01:26,862 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7330, top5_acc: 0.9446 +2025-06-24 06:02:35,173 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 2:42:42, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.8915, loss: 3.8915 +2025-06-24 06:03:21,015 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 2:41:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.8537, loss: 3.8537 +2025-06-24 06:04:06,899 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 2:41:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.8466, loss: 3.8466 +2025-06-24 06:04:52,774 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 2:40:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.7278, loss: 3.7278 +2025-06-24 06:05:38,631 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 2:39:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.7888, loss: 3.7888 +2025-06-24 06:06:24,476 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 2:38:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.9612, loss: 3.9612 +2025-06-24 06:07:10,363 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 2:37:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 3.8683, loss: 3.8683 +2025-06-24 06:07:56,313 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 2:36:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 4.0015, loss: 4.0015 +2025-06-24 06:08:42,206 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 2:36:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.7423, loss: 3.7423 +2025-06-24 06:09:28,152 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 2:35:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.7799, loss: 3.7799 +2025-06-24 06:10:14,144 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 2:34:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 3.9775, loss: 3.9775 +2025-06-24 06:11:00,055 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 2:33:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.9026, loss: 3.9026 +2025-06-24 06:11:45,987 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 2:32:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.8177, loss: 3.8177 +2025-06-24 06:12:31,826 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 2:32:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.9335, loss: 3.9335 +2025-06-24 06:13:17,860 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 2:31:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 3.8257, loss: 3.8257 +2025-06-24 06:14:03,863 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 2:30:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 3.8493, loss: 3.8493 +2025-06-24 06:14:49,816 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 2:29:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.8218, loss: 3.8218 +2025-06-24 06:15:35,752 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 2:28:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 4.0690, loss: 4.0690 +2025-06-24 06:16:21,666 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 2:28:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 3.8198, loss: 3.8198 +2025-06-24 06:17:07,711 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 2:27:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.9590, loss: 3.9590 +2025-06-24 06:17:53,708 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 2:26:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 3.8628, loss: 3.8628 +2025-06-24 06:18:39,656 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 2:25:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.9350, loss: 3.9350 +2025-06-24 06:19:25,628 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 2:24:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.8509, loss: 3.8509 +2025-06-24 06:20:11,595 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 2:23:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.8693, loss: 3.8693 +2025-06-24 06:20:57,499 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 2:23:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.8851, loss: 3.8851 +2025-06-24 06:21:43,425 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 2:22:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.8286, loss: 3.8286 +2025-06-24 06:22:29,334 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 2:21:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.7876, loss: 3.7876 +2025-06-24 06:23:15,247 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 2:20:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.8424, loss: 3.8424 +2025-06-24 06:24:01,119 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 2:19:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.9714, loss: 3.9714 +2025-06-24 06:24:46,960 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 2:19:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.7845, loss: 3.7845 +2025-06-24 06:25:32,819 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 2:18:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.9430, loss: 3.9430 +2025-06-24 06:26:18,655 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 2:17:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 3.8777, loss: 3.8777 +2025-06-24 06:27:04,595 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 2:16:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.9365, loss: 3.9365 +2025-06-24 06:27:50,428 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 2:15:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.9526, loss: 3.9526 +2025-06-24 06:27:53,109 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-24 06:32:07,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:32:07,973 - pyskl - INFO - +top1_acc 0.7448 +top5_acc 0.9422 +2025-06-24 06:32:07,993 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7448, top5_acc: 0.9422 +2025-06-24 06:33:16,767 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 2:16:01, time: 0.688, data_time: 0.227, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9731, loss_cls: 3.8726, loss: 3.8726 +2025-06-24 06:34:02,720 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 2:15:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.7061, loss: 3.7061 +2025-06-24 06:34:48,668 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 2:14:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.6446, loss: 3.6446 +2025-06-24 06:35:34,611 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 2:13:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.7819, loss: 3.7819 +2025-06-24 06:36:20,531 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 2:12:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.7238, loss: 3.7238 +2025-06-24 06:37:06,499 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 2:11:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.9241, loss: 3.9241 +2025-06-24 06:37:52,526 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 2:11:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.8830, loss: 3.8830 +2025-06-24 06:38:38,392 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 2:10:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.9413, loss: 3.9413 +2025-06-24 06:39:24,221 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 2:09:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.7563, loss: 3.7563 +2025-06-24 06:40:10,133 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 2:08:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.7892, loss: 3.7892 +2025-06-24 06:40:55,924 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 2:07:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.9771, loss: 3.9771 +2025-06-24 06:41:41,770 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 2:07:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.9507, loss: 3.9507 +2025-06-24 06:42:27,660 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 2:06:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.7562, loss: 3.7562 +2025-06-24 06:43:13,755 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 2:05:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 3.9459, loss: 3.9459 +2025-06-24 06:43:59,695 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 2:04:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9706, loss_cls: 3.9127, loss: 3.9127 +2025-06-24 06:44:45,611 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 2:03:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 4.0392, loss: 4.0392 +2025-06-24 06:45:31,567 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 2:03:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 3.8267, loss: 3.8267 +2025-06-24 06:46:17,641 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 2:02:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.9831, loss: 3.9831 +2025-06-24 06:47:03,620 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 2:01:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 3.8903, loss: 3.8903 +2025-06-24 06:47:49,491 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 2:00:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 3.8161, loss: 3.8161 +2025-06-24 06:48:35,360 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 1:59:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.8202, loss: 3.8202 +2025-06-24 06:49:21,169 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 1:58:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.9078, loss: 3.9078 +2025-06-24 06:50:06,993 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 1:58:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.9241, loss: 3.9241 +2025-06-24 06:50:52,919 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 1:57:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.9122, loss: 3.9122 +2025-06-24 06:51:39,055 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 1:56:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.8727, loss: 3.8727 +2025-06-24 06:52:25,083 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 1:55:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.8638, loss: 3.8638 +2025-06-24 06:53:11,110 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 1:54:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.9572, loss: 3.9572 +2025-06-24 06:53:57,210 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 1:54:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.7895, loss: 3.7895 +2025-06-24 06:54:43,122 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 1:53:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.7453, loss: 3.7453 +2025-06-24 06:55:28,928 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 1:52:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.8523, loss: 3.8523 +2025-06-24 06:56:14,692 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 1:51:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.9942, loss: 3.9942 +2025-06-24 06:57:00,648 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 1:50:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.7809, loss: 3.7809 +2025-06-24 06:57:46,603 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 1:50:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 3.7417, loss: 3.7417 +2025-06-24 06:58:32,718 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 1:49:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.9206, loss: 3.9206 +2025-06-24 06:58:35,344 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-24 07:02:48,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 07:02:49,197 - pyskl - INFO - +top1_acc 0.7730 +top5_acc 0.9561 +2025-06-24 07:02:49,251 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_31.pth was removed +2025-06-24 07:02:50,303 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2025-06-24 07:02:50,304 - pyskl - INFO - Best top1_acc is 0.7730 at 37 epoch. +2025-06-24 07:02:50,324 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7730, top5_acc: 0.9561 +2025-06-24 07:03:59,172 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 1:49:24, time: 0.688, data_time: 0.227, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.7321, loss: 3.7321 +2025-06-24 07:04:45,037 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 1:48:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.8343, loss: 3.8343 +2025-06-24 07:05:30,885 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 1:47:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.7614, loss: 3.7614 +2025-06-24 07:06:16,723 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 1:46:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 3.7694, loss: 3.7694 +2025-06-24 07:07:02,634 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 1:46:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.8063, loss: 3.8063 +2025-06-24 07:07:48,526 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 1:45:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.8175, loss: 3.8175 +2025-06-24 07:08:34,384 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 1:44:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.8430, loss: 3.8430 +2025-06-24 07:09:20,320 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 1:43:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.6656, loss: 3.6656 +2025-06-24 07:10:06,314 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 1:42:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.8466, loss: 3.8466 +2025-06-24 07:10:52,205 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 1:42:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.8873, loss: 3.8873 +2025-06-24 07:11:38,173 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 1:41:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.8654, loss: 3.8654 +2025-06-24 07:12:24,227 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 1:40:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 3.7552, loss: 3.7552 +2025-06-24 07:13:10,206 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 1:39:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.9233, loss: 3.9233 +2025-06-24 07:13:56,042 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 1:38:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9719, loss_cls: 3.9347, loss: 3.9347 +2025-06-24 07:14:41,887 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 1:38:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.7940, loss: 3.7940 +2025-06-24 07:15:27,805 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 1:37:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 3.7989, loss: 3.7989 +2025-06-24 07:16:13,735 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 1:36:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.8524, loss: 3.8524 +2025-06-24 07:16:59,535 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 1:35:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 4.0015, loss: 4.0015 +2025-06-24 07:17:45,373 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 1:34:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.8683, loss: 3.8683 +2025-06-24 07:18:31,234 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 1:33:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.8215, loss: 3.8215 +2025-06-24 07:19:17,136 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 1:33:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 3.7565, loss: 3.7565 +2025-06-24 07:20:02,982 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 1:32:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.6495, loss: 3.6495 +2025-06-24 07:20:48,823 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 1:31:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.8090, loss: 3.8090 +2025-06-24 07:21:34,694 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 1:30:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 3.8768, loss: 3.8768 +2025-06-24 07:22:20,614 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 1:29:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.8803, loss: 3.8803 +2025-06-24 07:23:06,436 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 1:29:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.8274, loss: 3.8274 +2025-06-24 07:23:52,229 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 1:28:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.8487, loss: 3.8487 +2025-06-24 07:24:37,995 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 2 days, 1:27:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 3.7532, loss: 3.7532 +2025-06-24 07:25:23,745 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 2 days, 1:26:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.8130, loss: 3.8130 +2025-06-24 07:26:09,535 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 2 days, 1:25:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 4.0679, loss: 4.0679 +2025-06-24 07:26:55,347 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 2 days, 1:24:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9738, loss_cls: 3.7682, loss: 3.7682 +2025-06-24 07:27:41,155 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 2 days, 1:24:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9569, loss_cls: 3.8917, loss: 3.8917 +2025-06-24 07:28:26,934 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 2 days, 1:23:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.8742, loss: 3.8742 +2025-06-24 07:29:12,696 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 2 days, 1:22:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.8863, loss: 3.8863 +2025-06-24 07:29:15,352 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-24 07:33:25,365 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 07:33:25,905 - pyskl - INFO - +top1_acc 0.7605 +top5_acc 0.9478 +2025-06-24 07:33:25,926 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7605, top5_acc: 0.9478 +2025-06-24 07:34:34,561 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 2 days, 1:22:40, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 3.8229, loss: 3.8229 +2025-06-24 07:35:20,435 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 2 days, 1:21:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.6598, loss: 3.6598 +2025-06-24 07:36:06,240 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 2 days, 1:21:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.7289, loss: 3.7289 +2025-06-24 07:36:52,300 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 2 days, 1:20:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.6316, loss: 3.6316 +2025-06-24 07:37:38,267 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 2 days, 1:19:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.8225, loss: 3.8225 +2025-06-24 07:38:24,056 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 2 days, 1:18:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.8431, loss: 3.8431 +2025-06-24 07:39:09,888 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 2 days, 1:17:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.7762, loss: 3.7762 +2025-06-24 07:39:55,665 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 2 days, 1:16:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.8447, loss: 3.8447 +2025-06-24 07:40:41,453 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 2 days, 1:16:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.8002, loss: 3.8002 +2025-06-24 07:41:27,324 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 2 days, 1:15:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.8506, loss: 3.8506 +2025-06-24 07:42:13,133 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 2 days, 1:14:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.8253, loss: 3.8253 +2025-06-24 07:42:58,939 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 2 days, 1:13:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 3.7956, loss: 3.7956 +2025-06-24 07:43:44,667 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 2 days, 1:12:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 3.9047, loss: 3.9047 +2025-06-24 07:44:30,395 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 2 days, 1:12:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.8565, loss: 3.8565 +2025-06-24 07:45:16,127 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 2 days, 1:11:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.8971, loss: 3.8971 +2025-06-24 07:46:01,888 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 2 days, 1:10:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.7619, loss: 3.7619 +2025-06-24 07:46:47,662 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 2 days, 1:09:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.0366, loss: 4.0366 +2025-06-24 07:47:33,372 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 2 days, 1:08:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.8298, loss: 3.8298 +2025-06-24 07:48:19,059 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 2 days, 1:07:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.8088, loss: 3.8088 +2025-06-24 07:49:04,760 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 2 days, 1:07:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.7349, loss: 3.7349 +2025-06-24 07:49:50,488 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 2 days, 1:06:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 4.0273, loss: 4.0273 +2025-06-24 07:50:36,167 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 2 days, 1:05:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.7884, loss: 3.7884 +2025-06-24 07:51:21,843 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 2 days, 1:04:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.7317, loss: 3.7317 +2025-06-24 07:52:07,992 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 2 days, 1:03:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.8486, loss: 3.8486 +2025-06-24 07:52:53,915 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 2 days, 1:03:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.7833, loss: 3.7833 +2025-06-24 07:53:39,677 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 2 days, 1:02:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.9329, loss: 3.9329 +2025-06-24 07:54:25,483 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 2 days, 1:01:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.8856, loss: 3.8856 +2025-06-24 07:55:11,309 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 2 days, 1:00:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.8931, loss: 3.8931 +2025-06-24 07:55:57,212 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 2 days, 0:59:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.9384, loss: 3.9384 +2025-06-24 07:56:43,257 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 2 days, 0:59:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9775, loss_cls: 3.8117, loss: 3.8117 +2025-06-24 07:57:29,211 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 2 days, 0:58:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.8800, loss: 3.8800 +2025-06-24 07:58:15,143 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 2 days, 0:57:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.8087, loss: 3.8087 +2025-06-24 07:59:01,392 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 2 days, 0:56:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.9621, loss: 3.9621 +2025-06-24 07:59:47,394 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 2 days, 0:55:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.8976, loss: 3.8976 +2025-06-24 07:59:50,030 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-24 08:04:00,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:04:01,571 - pyskl - INFO - +top1_acc 0.7672 +top5_acc 0.9541 +2025-06-24 08:04:01,600 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7672, top5_acc: 0.9541 +2025-06-24 08:05:12,299 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 2 days, 0:56:01, time: 0.707, data_time: 0.243, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.6855, loss: 3.6855 +2025-06-24 08:05:58,809 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 2 days, 0:55:14, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.7715, loss: 3.7715 +2025-06-24 08:06:45,066 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 2 days, 0:54:26, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.7284, loss: 3.7284 +2025-06-24 08:07:31,343 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 2 days, 0:53:39, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.7924, loss: 3.7924 +2025-06-24 08:08:17,517 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 2 days, 0:52:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.6757, loss: 3.6757 +2025-06-24 08:09:03,597 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 2 days, 0:52:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.7248, loss: 3.7248 +2025-06-24 08:09:49,651 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 2 days, 0:51:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.7324, loss: 3.7324 +2025-06-24 08:10:35,660 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 2 days, 0:50:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.6418, loss: 3.6418 +2025-06-24 08:11:21,680 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 2 days, 0:49:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.8164, loss: 3.8164 +2025-06-24 08:12:07,758 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 2 days, 0:48:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.7835, loss: 3.7835 +2025-06-24 08:12:53,707 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 2 days, 0:48:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.7411, loss: 3.7411 +2025-06-24 08:13:39,673 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 2 days, 0:47:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.8067, loss: 3.8067 +2025-06-24 08:14:25,612 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 2 days, 0:46:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.8461, loss: 3.8461 +2025-06-24 08:15:11,631 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 2 days, 0:45:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.8032, loss: 3.8032 +2025-06-24 08:15:57,598 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 2 days, 0:44:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.8131, loss: 3.8131 +2025-06-24 08:16:43,616 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 2 days, 0:43:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.8485, loss: 3.8485 +2025-06-24 08:17:29,597 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 2 days, 0:43:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.8501, loss: 3.8501 +2025-06-24 08:18:15,604 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 2 days, 0:42:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.7512, loss: 3.7512 +2025-06-24 08:19:01,570 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 2 days, 0:41:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8788, loss: 3.8788 +2025-06-24 08:19:47,537 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 2 days, 0:40:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.8707, loss: 3.8707 +2025-06-24 08:20:33,499 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 2 days, 0:39:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7581, loss: 3.7581 +2025-06-24 08:21:19,458 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 2 days, 0:39:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.8802, loss: 3.8802 +2025-06-24 08:22:05,401 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 2 days, 0:38:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.7926, loss: 3.7926 +2025-06-24 08:22:51,416 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 2 days, 0:37:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.8297, loss: 3.8297 +2025-06-24 08:23:37,470 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 2 days, 0:36:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.7215, loss: 3.7215 +2025-06-24 08:24:23,290 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 2 days, 0:35:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.8763, loss: 3.8763 +2025-06-24 08:25:09,179 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 2 days, 0:35:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.9084, loss: 3.9084 +2025-06-24 08:25:55,288 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 2 days, 0:34:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.7769, loss: 3.7769 +2025-06-24 08:26:41,598 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 2 days, 0:33:31, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.8196, loss: 3.8196 +2025-06-24 08:27:27,634 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 2 days, 0:32:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.8676, loss: 3.8676 +2025-06-24 08:28:13,548 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 2 days, 0:31:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.8521, loss: 3.8521 +2025-06-24 08:28:59,561 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 2 days, 0:31:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.6937, loss: 3.6937 +2025-06-24 08:29:45,435 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 2 days, 0:30:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9544, loss_cls: 3.8620, loss: 3.8620 +2025-06-24 08:30:31,267 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 2 days, 0:29:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.8487, loss: 3.8487 +2025-06-24 08:30:33,868 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-24 08:48:58,623 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:48:59,206 - pyskl - INFO - +top1_acc 0.7694 +top5_acc 0.9540 +2025-06-24 08:48:59,230 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7694, top5_acc: 0.9540 +2025-06-24 08:50:08,130 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 2 days, 0:29:35, time: 0.689, data_time: 0.230, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.6749, loss: 3.6749 +2025-06-24 08:50:54,031 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 2 days, 0:28:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.7148, loss: 3.7148 +2025-06-24 08:51:39,977 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 2 days, 0:27:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.7322, loss: 3.7322 +2025-06-24 08:52:25,982 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 2 days, 0:27:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.9163, loss: 3.9163 +2025-06-24 08:53:12,201 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 2 days, 0:26:22, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.7890, loss: 3.7890 +2025-06-24 08:53:58,632 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 2 days, 0:25:34, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.7232, loss: 3.7232 +2025-06-24 08:54:44,747 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 2 days, 0:24:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.7749, loss: 3.7749 +2025-06-24 08:55:30,753 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 2 days, 0:23:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.7542, loss: 3.7542 +2025-06-24 08:56:16,779 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 2 days, 0:23:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.8129, loss: 3.8129 +2025-06-24 08:57:02,780 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 2 days, 0:22:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.6844, loss: 3.6844 +2025-06-24 08:57:48,750 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 2 days, 0:21:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.8179, loss: 3.8179 +2025-06-24 08:58:34,743 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 2 days, 0:20:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.6391, loss: 3.6391 +2025-06-24 08:59:20,603 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 2 days, 0:19:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.9160, loss: 3.9160 +2025-06-24 09:00:06,431 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 2 days, 0:19:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.8229, loss: 3.8229 +2025-06-24 09:00:52,267 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 2 days, 0:18:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 3.8225, loss: 3.8225 +2025-06-24 09:01:38,266 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 2 days, 0:17:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.7675, loss: 3.7675 +2025-06-24 09:02:24,240 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 2 days, 0:16:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9028, loss: 3.9028 +2025-06-24 09:03:10,121 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 2 days, 0:15:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.8538, loss: 3.8538 +2025-06-24 09:03:56,064 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 2 days, 0:15:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.8585, loss: 3.8585 +2025-06-24 09:04:41,954 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 2 days, 0:14:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.9006, loss: 3.9006 +2025-06-24 09:05:27,892 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 2 days, 0:13:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 3.8507, loss: 3.8507 +2025-06-24 09:06:13,789 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 2 days, 0:12:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.7230, loss: 3.7230 +2025-06-24 09:06:59,704 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 2 days, 0:11:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.8071, loss: 3.8071 +2025-06-24 09:07:45,648 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 2 days, 0:11:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.6902, loss: 3.6902 +2025-06-24 09:08:31,518 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 2 days, 0:10:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 3.7496, loss: 3.7496 +2025-06-24 09:09:17,450 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 2 days, 0:09:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 3.9223, loss: 3.9223 +2025-06-24 09:10:03,474 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 2 days, 0:08:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.9329, loss: 3.9329 +2025-06-24 09:10:49,408 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 2 days, 0:07:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.9144, loss: 3.9144 +2025-06-24 09:11:35,301 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 2 days, 0:07:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.8805, loss: 3.8805 +2025-06-24 09:12:21,209 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 2 days, 0:06:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.8485, loss: 3.8485 +2025-06-24 09:13:07,204 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 2 days, 0:05:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9725, loss_cls: 3.8171, loss: 3.8171 +2025-06-24 09:13:53,154 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 2 days, 0:04:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.8731, loss: 3.8731 +2025-06-24 09:14:39,112 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 2 days, 0:03:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.7287, loss: 3.7287 +2025-06-24 09:15:25,066 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 2 days, 0:02:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9744, loss_cls: 3.7633, loss: 3.7633 +2025-06-24 09:15:27,690 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-24 09:19:42,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:19:42,931 - pyskl - INFO - +top1_acc 0.7593 +top5_acc 0.9436 +2025-06-24 09:19:42,951 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7593, top5_acc: 0.9436 +2025-06-24 09:20:51,635 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 2 days, 0:03:02, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.8174, loss: 3.8174 +2025-06-24 09:21:37,530 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 2 days, 0:02:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.6664, loss: 3.6664 +2025-06-24 09:22:23,534 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 2 days, 0:01:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7903, loss: 3.7903 +2025-06-24 09:23:09,468 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 2 days, 0:00:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.7923, loss: 3.7923 +2025-06-24 09:23:55,460 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 23:59:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.5650, loss: 3.5650 +2025-06-24 09:24:41,600 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 23:59:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.7355, loss: 3.7355 +2025-06-24 09:25:27,770 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 23:58:13, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.8839, loss: 3.8839 +2025-06-24 09:26:13,795 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 23:57:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.7747, loss: 3.7747 +2025-06-24 09:26:59,671 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 23:56:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.7395, loss: 3.7395 +2025-06-24 09:27:45,593 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 23:55:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.6466, loss: 3.6466 +2025-06-24 09:28:31,545 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 23:54:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.8475, loss: 3.8475 +2025-06-24 09:29:17,462 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 23:54:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.7955, loss: 3.7955 +2025-06-24 09:30:03,475 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 23:53:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 3.5725, loss: 3.5725 +2025-06-24 09:30:49,358 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 23:52:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.7378, loss: 3.7378 +2025-06-24 09:31:35,291 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 23:51:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.8260, loss: 3.8260 +2025-06-24 09:32:21,240 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 23:50:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 3.9515, loss: 3.9515 +2025-06-24 09:33:07,191 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 23:50:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.7230, loss: 3.7230 +2025-06-24 09:33:53,074 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 23:49:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.7453, loss: 3.7453 +2025-06-24 09:34:38,934 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 23:48:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.8278, loss: 3.8278 +2025-06-24 09:35:24,855 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 23:47:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.8140, loss: 3.8140 +2025-06-24 09:36:10,805 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 23:46:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.7490, loss: 3.7490 +2025-06-24 09:36:56,665 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 23:46:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.7484, loss: 3.7484 +2025-06-24 09:37:42,537 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 23:45:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.9160, loss: 3.9160 +2025-06-24 09:38:28,364 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 23:44:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.8303, loss: 3.8303 +2025-06-24 09:39:14,270 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 23:43:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.6740, loss: 3.6740 +2025-06-24 09:40:00,359 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 23:42:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.8097, loss: 3.8097 +2025-06-24 09:40:46,615 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 23:42:06, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.7509, loss: 3.7509 +2025-06-24 09:41:32,576 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 23:41:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.7366, loss: 3.7366 +2025-06-24 09:42:18,631 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 23:40:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.8023, loss: 3.8023 +2025-06-24 09:43:04,684 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 23:39:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 3.7358, loss: 3.7358 +2025-06-24 09:43:50,866 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 23:38:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 3.8115, loss: 3.8115 +2025-06-24 09:44:37,167 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 23:38:06, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.9400, loss: 3.9400 +2025-06-24 09:45:23,413 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 23:37:19, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.8314, loss: 3.8314 +2025-06-24 09:46:09,456 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 23:36:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 3.8437, loss: 3.8437 +2025-06-24 09:46:12,114 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-24 09:50:22,717 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:50:23,328 - pyskl - INFO - +top1_acc 0.7790 +top5_acc 0.9529 +2025-06-24 09:50:23,382 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_37.pth was removed +2025-06-24 09:50:24,474 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-06-24 09:50:24,475 - pyskl - INFO - Best top1_acc is 0.7790 at 42 epoch. +2025-06-24 09:50:24,499 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7790, top5_acc: 0.9529 +2025-06-24 09:51:33,851 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 23:36:34, time: 0.693, data_time: 0.232, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.5868, loss: 3.5868 +2025-06-24 09:52:19,973 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 23:35:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.8710, loss: 3.8710 +2025-06-24 09:53:06,104 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 23:34:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.6299, loss: 3.6299 +2025-06-24 09:53:52,283 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 23:34:11, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.8228, loss: 3.8228 +2025-06-24 09:54:38,259 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 23:33:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.6627, loss: 3.6627 +2025-06-24 09:55:24,263 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 23:32:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.7908, loss: 3.7908 +2025-06-24 09:56:10,253 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 23:31:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.7343, loss: 3.7343 +2025-06-24 09:56:56,213 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 23:30:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7431, loss: 3.7431 +2025-06-24 09:57:42,226 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 23:30:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.6971, loss: 3.6971 +2025-06-24 09:58:28,334 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 23:29:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9600, loss_cls: 3.7394, loss: 3.7394 +2025-06-24 09:59:14,502 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 23:28:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.7402, loss: 3.7402 +2025-06-24 10:00:00,656 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 23:27:46, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.8412, loss: 3.8412 +2025-06-24 10:00:46,880 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 23:26:58, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.8685, loss: 3.8685 +2025-06-24 10:01:32,886 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 23:26:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.8123, loss: 3.8123 +2025-06-24 10:02:18,891 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 23:25:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.7374, loss: 3.7374 +2025-06-24 10:03:05,014 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 23:24:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.8103, loss: 3.8103 +2025-06-24 10:03:51,148 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 23:23:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.7381, loss: 3.7381 +2025-06-24 10:04:37,325 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 23:22:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.8615, loss: 3.8615 +2025-06-24 10:05:23,271 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 23:22:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.8360, loss: 3.8360 +2025-06-24 10:06:09,340 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 23:21:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.6712, loss: 3.6712 +2025-06-24 10:06:55,359 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 23:20:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 3.8407, loss: 3.8407 +2025-06-24 10:07:41,345 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 23:19:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.7443, loss: 3.7443 +2025-06-24 10:08:27,395 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 23:18:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.8740, loss: 3.8740 +2025-06-24 10:09:13,356 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 23:18:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.7015, loss: 3.7015 +2025-06-24 10:09:59,347 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 23:17:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.8075, loss: 3.8075 +2025-06-24 10:10:45,508 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 23:16:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.8056, loss: 3.8056 +2025-06-24 10:11:31,720 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 23:15:46, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.7558, loss: 3.7558 +2025-06-24 10:12:18,013 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 23:14:59, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.7242, loss: 3.7242 +2025-06-24 10:13:04,268 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 23:14:11, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.7758, loss: 3.7758 +2025-06-24 10:13:50,294 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 23:13:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.6664, loss: 3.6664 +2025-06-24 10:14:36,251 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 23:12:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 3.6123, loss: 3.6123 +2025-06-24 10:15:22,260 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 23:11:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.6983, loss: 3.6983 +2025-06-24 10:16:08,260 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 23:10:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.7412, loss: 3.7412 +2025-06-24 10:16:54,199 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 23:10:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.8562, loss: 3.8562 +2025-06-24 10:16:56,896 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-24 10:21:10,222 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:21:10,759 - pyskl - INFO - +top1_acc 0.7688 +top5_acc 0.9483 +2025-06-24 10:21:10,779 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7688, top5_acc: 0.9483 +2025-06-24 10:22:19,241 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 23:10:10, time: 0.685, data_time: 0.223, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.6378, loss: 3.6378 +2025-06-24 10:23:05,321 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 23:09:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.8429, loss: 3.8429 +2025-06-24 10:23:51,291 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 23:08:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.7430, loss: 3.7430 +2025-06-24 10:24:37,124 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 23:07:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.6677, loss: 3.6677 +2025-06-24 10:25:22,936 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 23:06:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.6890, loss: 3.6890 +2025-06-24 10:26:08,617 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 23:06:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.6296, loss: 3.6296 +2025-06-24 10:26:54,359 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 23:05:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.6183, loss: 3.6183 +2025-06-24 10:27:40,129 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 23:04:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.7723, loss: 3.7723 +2025-06-24 10:28:26,021 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 23:03:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.7750, loss: 3.7750 +2025-06-24 10:29:11,955 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 23:02:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.8203, loss: 3.8203 +2025-06-24 10:29:57,720 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 23:02:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.7273, loss: 3.7273 +2025-06-24 10:30:43,643 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 23:01:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 3.7470, loss: 3.7470 +2025-06-24 10:31:29,444 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 23:00:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.8254, loss: 3.8254 +2025-06-24 10:32:15,238 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 22:59:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.7447, loss: 3.7447 +2025-06-24 10:33:01,017 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 22:58:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 3.7677, loss: 3.7677 +2025-06-24 10:33:46,861 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 22:58:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.7062, loss: 3.7062 +2025-06-24 10:34:32,613 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 22:57:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.6905, loss: 3.6905 +2025-06-24 10:35:18,415 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 22:56:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8454, loss: 3.8454 +2025-06-24 10:36:04,399 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 22:55:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.7051, loss: 3.7051 +2025-06-24 10:36:50,382 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 22:54:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.7403, loss: 3.7403 +2025-06-24 10:37:36,368 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 22:54:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.7528, loss: 3.7528 +2025-06-24 10:38:22,523 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 22:53:13, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.7286, loss: 3.7286 +2025-06-24 10:39:08,800 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 22:52:25, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.5831, loss: 3.5831 +2025-06-24 10:39:55,372 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 22:51:38, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.7113, loss: 3.7113 +2025-06-24 10:40:41,451 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 22:50:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.7287, loss: 3.7287 +2025-06-24 10:41:27,402 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 22:50:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.7408, loss: 3.7408 +2025-06-24 10:42:13,473 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 22:49:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.9304, loss: 3.9304 +2025-06-24 10:42:59,378 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 22:48:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.8904, loss: 3.8904 +2025-06-24 10:43:45,466 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 22:47:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.7127, loss: 3.7127 +2025-06-24 10:44:31,392 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 22:46:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.6157, loss: 3.6157 +2025-06-24 10:45:17,231 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 22:46:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.7628, loss: 3.7628 +2025-06-24 10:46:03,169 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 22:45:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.8198, loss: 3.8198 +2025-06-24 10:46:49,101 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 22:44:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.6657, loss: 3.6657 +2025-06-24 10:47:34,919 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 22:43:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7860, loss: 3.7860 +2025-06-24 10:47:37,552 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-24 10:51:48,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:51:48,711 - pyskl - INFO - +top1_acc 0.7600 +top5_acc 0.9487 +2025-06-24 10:51:48,731 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7600, top5_acc: 0.9487 +2025-06-24 10:52:57,183 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 22:43:35, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.7327, loss: 3.7327 +2025-06-24 10:53:42,983 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 22:42:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.6783, loss: 3.6783 +2025-06-24 10:54:28,872 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 22:41:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.8183, loss: 3.8183 +2025-06-24 10:55:14,803 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 22:41:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.7363, loss: 3.7363 +2025-06-24 10:56:00,761 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 22:40:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.6696, loss: 3.6696 +2025-06-24 10:56:46,665 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 22:39:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.7025, loss: 3.7025 +2025-06-24 10:57:32,573 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 22:38:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.7556, loss: 3.7556 +2025-06-24 10:58:18,543 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 22:37:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.6888, loss: 3.6888 +2025-06-24 10:59:04,459 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 22:37:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.6995, loss: 3.6995 +2025-06-24 10:59:50,374 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 22:36:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.6865, loss: 3.6865 +2025-06-24 11:00:36,296 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 22:35:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.7877, loss: 3.7877 +2025-06-24 11:01:22,229 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 22:34:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.6888, loss: 3.6888 +2025-06-24 11:02:08,059 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 22:33:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.6096, loss: 3.6096 +2025-06-24 11:02:53,866 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 22:33:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.6576, loss: 3.6576 +2025-06-24 11:03:39,756 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 22:32:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 3.6438, loss: 3.6438 +2025-06-24 11:04:25,901 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 22:31:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.6947, loss: 3.6947 +2025-06-24 11:05:11,875 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 22:30:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.7979, loss: 3.7979 +2025-06-24 11:05:57,736 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 22:29:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.8099, loss: 3.8099 +2025-06-24 11:06:43,678 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 22:29:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.8859, loss: 3.8859 +2025-06-24 11:07:29,470 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 22:28:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.6518, loss: 3.6518 +2025-06-24 11:08:15,639 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 22:27:29, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7813, loss: 3.7813 +2025-06-24 11:09:01,571 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 22:26:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.8192, loss: 3.8192 +2025-06-24 11:09:47,483 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 22:25:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.7359, loss: 3.7359 +2025-06-24 11:10:33,388 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 22:25:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.6266, loss: 3.6266 +2025-06-24 11:11:19,333 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 22:24:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.7363, loss: 3.7363 +2025-06-24 11:12:05,316 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 22:23:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.7683, loss: 3.7683 +2025-06-24 11:12:51,247 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 22:22:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 3.7553, loss: 3.7553 +2025-06-24 11:13:37,170 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 22:21:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.7007, loss: 3.7007 +2025-06-24 11:14:23,089 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 22:21:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.6383, loss: 3.6383 +2025-06-24 11:15:08,995 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 22:20:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 3.9495, loss: 3.9495 +2025-06-24 11:15:54,937 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 22:19:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.6876, loss: 3.6876 +2025-06-24 11:16:40,838 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 22:18:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.8059, loss: 3.8059 +2025-06-24 11:17:26,790 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 22:17:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.6839, loss: 3.6839 +2025-06-24 11:18:12,788 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 22:17:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 3.8627, loss: 3.8627 +2025-06-24 11:18:15,449 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-24 11:37:02,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:37:03,488 - pyskl - INFO - +top1_acc 0.7796 +top5_acc 0.9519 +2025-06-24 11:37:03,547 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_42.pth was removed +2025-06-24 11:37:04,626 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2025-06-24 11:37:04,628 - pyskl - INFO - Best top1_acc is 0.7796 at 45 epoch. +2025-06-24 11:37:04,648 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7796, top5_acc: 0.9519 +2025-06-24 11:38:13,566 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 22:17:01, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.6640, loss: 3.6640 +2025-06-24 11:38:59,517 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 22:16:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 3.6271, loss: 3.6271 +2025-06-24 11:39:45,637 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 22:15:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9788, loss_cls: 3.6889, loss: 3.6889 +2025-06-24 11:40:31,755 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 22:14:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 3.5573, loss: 3.5573 +2025-06-24 11:41:17,851 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 22:13:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.5756, loss: 3.5756 +2025-06-24 11:42:04,039 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 22:13:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9838, loss_cls: 3.6918, loss: 3.6918 +2025-06-24 11:42:50,015 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 22:12:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.8445, loss: 3.8445 +2025-06-24 11:43:36,175 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 22:11:26, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.8487, loss: 3.8487 +2025-06-24 11:44:22,188 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 22:10:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.6734, loss: 3.6734 +2025-06-24 11:45:08,125 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 22:09:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.6071, loss: 3.6071 +2025-06-24 11:45:54,150 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 22:09:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.7053, loss: 3.7053 +2025-06-24 11:46:40,337 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 22:08:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.7113, loss: 3.7113 +2025-06-24 11:47:26,256 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 22:07:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.7624, loss: 3.7624 +2025-06-24 11:48:12,137 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 22:06:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 3.9751, loss: 3.9751 +2025-06-24 11:48:58,069 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 22:05:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.7560, loss: 3.7560 +2025-06-24 11:49:44,021 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 22:05:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.6506, loss: 3.6506 +2025-06-24 11:50:29,964 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 22:04:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.8449, loss: 3.8449 +2025-06-24 11:51:15,974 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 22:03:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.6370, loss: 3.6370 +2025-06-24 11:52:01,959 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 22:02:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.9085, loss: 3.9085 +2025-06-24 11:52:47,928 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 22:01:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 3.7576, loss: 3.7576 +2025-06-24 11:53:33,931 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 22:01:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.8029, loss: 3.8029 +2025-06-24 11:54:19,982 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 22:00:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.8820, loss: 3.8820 +2025-06-24 11:55:06,045 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 21:59:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 3.6436, loss: 3.6436 +2025-06-24 11:55:52,077 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 21:58:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.8286, loss: 3.8286 +2025-06-24 11:56:38,065 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 21:57:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.7275, loss: 3.7275 +2025-06-24 11:57:24,054 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 21:57:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.7754, loss: 3.7754 +2025-06-24 11:58:10,008 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 21:56:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.7510, loss: 3.7510 +2025-06-24 11:58:55,977 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 21:55:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.6999, loss: 3.6999 +2025-06-24 11:59:41,973 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 21:54:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.9192, loss: 3.9192 +2025-06-24 12:00:27,906 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 21:53:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.7463, loss: 3.7463 +2025-06-24 12:01:13,903 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 21:53:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.7311, loss: 3.7311 +2025-06-24 12:01:59,893 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 21:52:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.7540, loss: 3.7540 +2025-06-24 12:02:45,813 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 21:51:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.5733, loss: 3.5733 +2025-06-24 12:03:32,013 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 21:50:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 3.6625, loss: 3.6625 +2025-06-24 12:03:34,661 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-24 12:07:48,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:07:49,023 - pyskl - INFO - +top1_acc 0.7765 +top5_acc 0.9572 +2025-06-24 12:07:49,042 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7765, top5_acc: 0.9572 +2025-06-24 12:08:57,935 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 21:50:33, time: 0.689, data_time: 0.228, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.6804, loss: 3.6804 +2025-06-24 12:09:43,873 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 21:49:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.5468, loss: 3.5468 +2025-06-24 12:10:29,804 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 21:48:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.6630, loss: 3.6630 +2025-06-24 12:11:15,764 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 21:48:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.6257, loss: 3.6257 +2025-06-24 12:12:01,668 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 21:47:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.7754, loss: 3.7754 +2025-06-24 12:12:47,627 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 21:46:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.7171, loss: 3.7171 +2025-06-24 12:13:33,577 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 21:45:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.8724, loss: 3.8724 +2025-06-24 12:14:19,526 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 21:44:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.5994, loss: 3.5994 +2025-06-24 12:15:05,475 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 21:44:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.6048, loss: 3.6048 +2025-06-24 12:15:51,346 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 21:43:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.6243, loss: 3.6243 +2025-06-24 12:16:37,252 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 21:42:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.6735, loss: 3.6735 +2025-06-24 12:17:23,172 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 21:41:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.6991, loss: 3.6991 +2025-06-24 12:18:09,021 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 21:40:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9637, loss_cls: 3.6791, loss: 3.6791 +2025-06-24 12:18:54,957 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 21:40:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.6499, loss: 3.6499 +2025-06-24 12:19:40,859 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 21:39:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.7932, loss: 3.7932 +2025-06-24 12:20:26,734 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 21:38:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.7321, loss: 3.7321 +2025-06-24 12:21:12,618 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 21:37:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.6758, loss: 3.6758 +2025-06-24 12:21:58,482 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 21:36:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.6714, loss: 3.6714 +2025-06-24 12:22:44,331 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 21:36:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.8674, loss: 3.8674 +2025-06-24 12:23:30,315 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 21:35:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9831, loss_cls: 3.5678, loss: 3.5678 +2025-06-24 12:24:16,241 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 21:34:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.6756, loss: 3.6756 +2025-06-24 12:25:02,098 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 21:33:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.7583, loss: 3.7583 +2025-06-24 12:25:48,054 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 21:32:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 3.6317, loss: 3.6317 +2025-06-24 12:26:33,948 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 21:32:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.5701, loss: 3.5701 +2025-06-24 12:27:19,801 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 21:31:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.7611, loss: 3.7611 +2025-06-24 12:28:05,679 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 21:30:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.7631, loss: 3.7631 +2025-06-24 12:28:51,560 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 21:29:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5691, loss: 3.5691 +2025-06-24 12:29:37,452 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 21:28:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.8158, loss: 3.8158 +2025-06-24 12:30:23,364 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 21:28:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.8015, loss: 3.8015 +2025-06-24 12:31:09,321 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 21:27:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.6798, loss: 3.6798 +2025-06-24 12:31:55,300 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 21:26:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.6663, loss: 3.6663 +2025-06-24 12:32:41,282 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 21:25:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.6999, loss: 3.6999 +2025-06-24 12:33:27,407 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 21:24:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.7515, loss: 3.7515 +2025-06-24 12:34:13,371 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 21:24:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 3.7159, loss: 3.7159 +2025-06-24 12:34:16,008 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-24 12:38:29,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:38:29,843 - pyskl - INFO - +top1_acc 0.7580 +top5_acc 0.9513 +2025-06-24 12:38:29,862 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7580, top5_acc: 0.9513 +2025-06-24 12:39:38,339 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 21:23:58, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.5574, loss: 3.5574 +2025-06-24 12:40:24,418 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 21:23:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.7326, loss: 3.7326 +2025-06-24 12:41:10,619 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 21:22:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.7045, loss: 3.7045 +2025-06-24 12:41:56,588 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 21:21:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.6261, loss: 3.6261 +2025-06-24 12:42:42,785 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 21:20:48, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9800, loss_cls: 3.6245, loss: 3.6245 +2025-06-24 12:43:28,797 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 21:20:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.6172, loss: 3.6172 +2025-06-24 12:44:14,795 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 21:19:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.7551, loss: 3.7551 +2025-06-24 12:45:00,783 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 21:18:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.6591, loss: 3.6591 +2025-06-24 12:45:46,901 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 21:17:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.7716, loss: 3.7716 +2025-06-24 12:46:32,798 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 21:16:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.7349, loss: 3.7349 +2025-06-24 12:47:18,661 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 21:16:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9762, loss_cls: 3.6372, loss: 3.6372 +2025-06-24 12:48:04,506 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 21:15:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.7456, loss: 3.7456 +2025-06-24 12:48:50,329 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 21:14:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.6755, loss: 3.6755 +2025-06-24 12:49:36,227 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 21:13:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.6880, loss: 3.6880 +2025-06-24 12:50:22,340 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 21:12:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.7293, loss: 3.7293 +2025-06-24 12:51:08,639 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 21:12:00, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 3.5163, loss: 3.5163 +2025-06-24 12:51:54,597 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 21:11:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.6728, loss: 3.6728 +2025-06-24 12:52:40,732 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 21:10:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.7250, loss: 3.7250 +2025-06-24 12:53:26,772 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 21:09:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.6488, loss: 3.6488 +2025-06-24 12:54:12,874 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 21:08:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 3.5730, loss: 3.5730 +2025-06-24 12:54:58,614 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 21:08:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.6416, loss: 3.6416 +2025-06-24 12:55:44,468 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 21:07:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.6409, loss: 3.6409 +2025-06-24 12:56:30,288 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 21:06:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 3.6063, loss: 3.6063 +2025-06-24 12:57:16,098 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 21:05:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.6268, loss: 3.6268 +2025-06-24 12:58:01,882 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 21:04:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.7429, loss: 3.7429 +2025-06-24 12:58:47,758 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 21:03:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.7505, loss: 3.7505 +2025-06-24 12:59:33,588 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 21:03:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9750, loss_cls: 3.7688, loss: 3.7688 +2025-06-24 13:00:19,348 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 21:02:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.7448, loss: 3.7448 +2025-06-24 13:01:05,054 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 21:01:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.6326, loss: 3.6326 +2025-06-24 13:01:50,768 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 21:00:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.6194, loss: 3.6194 +2025-06-24 13:02:36,611 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 20:59:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.7402, loss: 3.7402 +2025-06-24 13:03:22,484 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 20:59:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.5776, loss: 3.5776 +2025-06-24 13:04:08,636 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 20:58:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.6919, loss: 3.6919 +2025-06-24 13:04:54,627 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 20:57:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 3.7480, loss: 3.7480 +2025-06-24 13:04:57,242 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-24 13:09:10,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 13:09:11,583 - pyskl - INFO - +top1_acc 0.7973 +top5_acc 0.9604 +2025-06-24 13:09:11,634 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_45.pth was removed +2025-06-24 13:09:12,647 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-06-24 13:09:12,648 - pyskl - INFO - Best top1_acc is 0.7973 at 48 epoch. +2025-06-24 13:09:12,669 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7973, top5_acc: 0.9604 +2025-06-24 13:10:20,967 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 20:57:26, time: 0.683, data_time: 0.226, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.5611, loss: 3.5611 +2025-06-24 13:11:06,669 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 20:56:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.6128, loss: 3.6128 +2025-06-24 13:11:52,461 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 20:55:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.6935, loss: 3.6935 +2025-06-24 13:12:38,230 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 20:55:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.6775, loss: 3.6775 +2025-06-24 13:13:23,971 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 20:54:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.7058, loss: 3.7058 +2025-06-24 13:14:09,723 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 20:53:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.8442, loss: 3.8442 +2025-06-24 13:14:55,525 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 20:52:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.6386, loss: 3.6386 +2025-06-24 13:15:41,220 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 20:51:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.8057, loss: 3.8057 +2025-06-24 13:16:26,985 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 20:50:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.6645, loss: 3.6645 +2025-06-24 13:17:12,805 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 20:50:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.5905, loss: 3.5905 +2025-06-24 13:17:58,624 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 20:49:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.6331, loss: 3.6331 +2025-06-24 13:18:44,352 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 20:48:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.8163, loss: 3.8163 +2025-06-24 13:19:30,164 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 20:47:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.6528, loss: 3.6528 +2025-06-24 13:20:16,062 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 20:46:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.5971, loss: 3.5971 +2025-06-24 13:21:01,975 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 20:46:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.5235, loss: 3.5235 +2025-06-24 13:21:47,972 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 20:45:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.7140, loss: 3.7140 +2025-06-24 13:22:33,907 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 20:44:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.5258, loss: 3.5258 +2025-06-24 13:23:19,801 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 20:43:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.6916, loss: 3.6916 +2025-06-24 13:24:05,698 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 20:42:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.6309, loss: 3.6309 +2025-06-24 13:24:51,564 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 20:42:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.7983, loss: 3.7983 +2025-06-24 13:25:37,522 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 20:41:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.6002, loss: 3.6002 +2025-06-24 13:26:23,435 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 20:40:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 3.7688, loss: 3.7688 +2025-06-24 13:27:09,362 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 20:39:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.7716, loss: 3.7716 +2025-06-24 13:27:55,291 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 20:38:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.7401, loss: 3.7401 +2025-06-24 13:28:41,138 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 20:38:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.6308, loss: 3.6308 +2025-06-24 13:29:27,073 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 20:37:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.6666, loss: 3.6666 +2025-06-24 13:30:12,926 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 20:36:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.6511, loss: 3.6511 +2025-06-24 13:30:58,992 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 20:35:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.6337, loss: 3.6337 +2025-06-24 13:31:44,966 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 20:34:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.6536, loss: 3.6536 +2025-06-24 13:32:30,808 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 20:34:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.5884, loss: 3.5884 +2025-06-24 13:33:16,664 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 20:33:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.5990, loss: 3.5990 +2025-06-24 13:34:02,636 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 20:32:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.7672, loss: 3.7672 +2025-06-24 13:34:48,626 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 20:31:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.7005, loss: 3.7005 +2025-06-24 13:35:34,641 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 20:30:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.6865, loss: 3.6865 +2025-06-24 13:35:37,326 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-24 13:39:48,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 13:39:49,369 - pyskl - INFO - +top1_acc 0.7789 +top5_acc 0.9558 +2025-06-24 13:39:49,390 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7789, top5_acc: 0.9558 +2025-06-24 13:40:57,595 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 20:30:47, time: 0.682, data_time: 0.223, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.5681, loss: 3.5681 +2025-06-24 13:41:43,499 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 20:29:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.5393, loss: 3.5393 +2025-06-24 13:42:29,365 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 20:29:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.5955, loss: 3.5955 +2025-06-24 13:43:15,195 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 20:28:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9650, loss_cls: 3.5937, loss: 3.5937 +2025-06-24 13:44:01,044 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 20:27:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.6640, loss: 3.6640 +2025-06-24 13:44:46,886 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 20:26:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.4871, loss: 3.4871 +2025-06-24 13:45:32,981 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 20:25:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5217, loss: 3.5217 +2025-06-24 13:46:19,066 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 20:25:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.5878, loss: 3.5878 +2025-06-24 13:47:04,979 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 20:24:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.7290, loss: 3.7290 +2025-06-24 13:47:50,894 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 20:23:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.6779, loss: 3.6779 +2025-06-24 13:48:36,843 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 20:22:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.6784, loss: 3.6784 +2025-06-24 13:49:22,812 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 20:21:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.6844, loss: 3.6844 +2025-06-24 13:50:08,686 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 20:21:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.7026, loss: 3.7026 +2025-06-24 13:50:54,610 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 20:20:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.6127, loss: 3.6127 +2025-06-24 13:51:40,479 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 20:19:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7825, loss: 3.7825 +2025-06-24 13:52:26,340 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 20:18:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 3.6488, loss: 3.6488 +2025-06-24 13:53:12,263 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 20:17:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.8040, loss: 3.8040 +2025-06-24 13:53:58,148 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 20:17:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.5379, loss: 3.5379 +2025-06-24 13:54:44,088 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 20:16:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.6022, loss: 3.6022 +2025-06-24 13:55:30,061 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 20:15:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.6524, loss: 3.6524 +2025-06-24 13:56:15,876 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 20:14:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 3.6915, loss: 3.6915 +2025-06-24 13:57:01,723 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 20:13:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.6293, loss: 3.6293 +2025-06-24 13:57:47,642 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 20:13:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.6970, loss: 3.6970 +2025-06-24 13:58:33,468 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 20:12:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.6776, loss: 3.6776 +2025-06-24 13:59:19,332 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 20:11:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5901, loss: 3.5901 +2025-06-24 14:00:05,160 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 20:10:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 3.5878, loss: 3.5878 +2025-06-24 14:00:51,032 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 20:09:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.7286, loss: 3.7286 +2025-06-24 14:01:36,952 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 20:09:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.5070, loss: 3.5070 +2025-06-24 14:02:22,923 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 20:08:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.6120, loss: 3.6120 +2025-06-24 14:03:08,908 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 20:07:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 3.6105, loss: 3.6105 +2025-06-24 14:03:54,893 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 20:06:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.6481, loss: 3.6481 +2025-06-24 14:04:40,856 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 20:05:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.5982, loss: 3.5982 +2025-06-24 14:05:26,785 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 20:05:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.6700, loss: 3.6700 +2025-06-24 14:06:12,799 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 20:04:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.6487, loss: 3.6487 +2025-06-24 14:06:15,467 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-24 14:26:10,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:26:11,229 - pyskl - INFO - +top1_acc 0.7761 +top5_acc 0.9545 +2025-06-24 14:26:11,251 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7761, top5_acc: 0.9545 +2025-06-24 14:27:19,583 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 20:04:13, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.5914, loss: 3.5914 +2025-06-24 14:28:05,393 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 20:03:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.6509, loss: 3.6509 +2025-06-24 14:28:51,219 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 20:02:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.6747, loss: 3.6747 +2025-06-24 14:29:37,031 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 20:01:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.6685, loss: 3.6685 +2025-06-24 14:30:23,055 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 20:01:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9850, loss_cls: 3.4485, loss: 3.4485 +2025-06-24 14:31:08,878 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 20:00:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.5286, loss: 3.5286 +2025-06-24 14:31:54,694 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 19:59:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.5761, loss: 3.5761 +2025-06-24 14:32:40,533 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 19:58:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9819, loss_cls: 3.5206, loss: 3.5206 +2025-06-24 14:33:26,346 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 19:57:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.7213, loss: 3.7213 +2025-06-24 14:34:12,163 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 19:57:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.6515, loss: 3.6515 +2025-06-24 14:34:58,005 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 19:56:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.7320, loss: 3.7320 +2025-06-24 14:35:43,792 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 19:55:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.6004, loss: 3.6004 +2025-06-24 14:36:29,743 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 19:54:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.6578, loss: 3.6578 +2025-06-24 14:37:15,608 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 19:53:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.6463, loss: 3.6463 +2025-06-24 14:38:01,528 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 19:53:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.6466, loss: 3.6466 +2025-06-24 14:38:47,424 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 19:52:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.5447, loss: 3.5447 +2025-06-24 14:39:33,380 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 19:51:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.7258, loss: 3.7258 +2025-06-24 14:40:19,323 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 19:50:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.7367, loss: 3.7367 +2025-06-24 14:41:05,179 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 19:49:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.4202, loss: 3.4202 +2025-06-24 14:41:51,054 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 19:49:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.4816, loss: 3.4816 +2025-06-24 14:42:36,938 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 19:48:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.7090, loss: 3.7090 +2025-06-24 14:43:22,788 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 19:47:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 3.5814, loss: 3.5814 +2025-06-24 14:44:08,719 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 19:46:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.6122, loss: 3.6122 +2025-06-24 14:44:54,578 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 19:45:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.6246, loss: 3.6246 +2025-06-24 14:45:40,548 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 19:45:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.4798, loss: 3.4798 +2025-06-24 14:46:26,396 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 19:44:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.6970, loss: 3.6970 +2025-06-24 14:47:12,295 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 19:43:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.7227, loss: 3.7227 +2025-06-24 14:47:58,215 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 19:42:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9619, loss_cls: 3.6542, loss: 3.6542 +2025-06-24 14:48:44,083 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 19:41:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.7432, loss: 3.7432 +2025-06-24 14:49:29,881 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 19:41:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.4825, loss: 3.4825 +2025-06-24 14:50:15,756 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 19:40:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.6688, loss: 3.6688 +2025-06-24 14:51:01,660 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 19:39:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.5988, loss: 3.5988 +2025-06-24 14:51:47,481 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 19:38:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.7197, loss: 3.7197 +2025-06-24 14:52:33,297 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 19:37:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.6570, loss: 3.6570 +2025-06-24 14:52:35,916 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-24 14:56:48,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:56:49,528 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9559 +2025-06-24 14:56:49,548 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7807, top5_acc: 0.9559 +2025-06-24 14:57:57,875 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 19:37:37, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.6009, loss: 3.6009 +2025-06-24 14:58:43,671 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 19:36:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.5717, loss: 3.5717 +2025-06-24 14:59:29,427 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 19:36:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.6298, loss: 3.6298 +2025-06-24 15:00:15,263 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 19:35:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.5391, loss: 3.5391 +2025-06-24 15:01:01,027 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 19:34:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.5011, loss: 3.5011 +2025-06-24 15:01:46,756 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 19:33:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.7013, loss: 3.7013 +2025-06-24 15:02:32,515 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 19:32:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.6544, loss: 3.6544 +2025-06-24 15:03:18,272 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 19:31:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.5691, loss: 3.5691 +2025-06-24 15:04:04,131 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 19:31:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.6354, loss: 3.6354 +2025-06-24 15:04:50,047 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 19:30:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.5686, loss: 3.5686 +2025-06-24 15:05:35,994 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 19:29:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5996, loss: 3.5996 +2025-06-24 15:06:21,902 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 19:28:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.6823, loss: 3.6823 +2025-06-24 15:07:07,783 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 19:27:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.6159, loss: 3.6159 +2025-06-24 15:07:53,770 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 19:27:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.5990, loss: 3.5990 +2025-06-24 15:08:39,692 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 19:26:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.6055, loss: 3.6055 +2025-06-24 15:09:25,738 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 19:25:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.6244, loss: 3.6244 +2025-06-24 15:10:11,672 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 19:24:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.5986, loss: 3.5986 +2025-06-24 15:10:57,528 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 19:24:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.6049, loss: 3.6049 +2025-06-24 15:11:43,419 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 19:23:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.5530, loss: 3.5530 +2025-06-24 15:12:29,344 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 19:22:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.5756, loss: 3.5756 +2025-06-24 15:13:15,171 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 19:21:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.6002, loss: 3.6002 +2025-06-24 15:14:01,137 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 19:20:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.4648, loss: 3.4648 +2025-06-24 15:14:46,988 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 19:20:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.7969, loss: 3.7969 +2025-06-24 15:15:32,879 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 19:19:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.5682, loss: 3.5682 +2025-06-24 15:16:18,761 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 19:18:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.6505, loss: 3.6505 +2025-06-24 15:17:04,606 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 19:17:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.5424, loss: 3.5424 +2025-06-24 15:17:50,542 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 19:16:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.6218, loss: 3.6218 +2025-06-24 15:18:36,460 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 19:16:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.5344, loss: 3.5344 +2025-06-24 15:19:22,488 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 19:15:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.8627, loss: 3.8627 +2025-06-24 15:20:08,441 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 19:14:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.5943, loss: 3.5943 +2025-06-24 15:20:54,295 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 19:13:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.6942, loss: 3.6942 +2025-06-24 15:21:40,218 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 19:12:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 3.5786, loss: 3.5786 +2025-06-24 15:22:26,089 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 19:12:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.5367, loss: 3.5367 +2025-06-24 15:23:11,967 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 19:11:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 3.8148, loss: 3.8148 +2025-06-24 15:23:14,586 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-24 15:27:24,471 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:27:25,016 - pyskl - INFO - +top1_acc 0.7885 +top5_acc 0.9586 +2025-06-24 15:27:25,039 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7885, top5_acc: 0.9586 +2025-06-24 15:28:33,430 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 19:11:01, time: 0.684, data_time: 0.224, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.4977, loss: 3.4977 +2025-06-24 15:29:19,389 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 19:10:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.5563, loss: 3.5563 +2025-06-24 15:30:05,213 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 19:09:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.5304, loss: 3.5304 +2025-06-24 15:30:51,167 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 19:08:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 3.6046, loss: 3.6046 +2025-06-24 15:31:37,252 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 19:07:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.4768, loss: 3.4768 +2025-06-24 15:32:23,037 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 19:07:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9844, loss_cls: 3.4954, loss: 3.4954 +2025-06-24 15:33:08,798 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 19:06:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.5736, loss: 3.5736 +2025-06-24 15:33:54,707 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 19:05:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.6074, loss: 3.6074 +2025-06-24 15:34:40,670 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 19:04:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.5663, loss: 3.5663 +2025-06-24 15:35:26,529 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 19:03:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.6429, loss: 3.6429 +2025-06-24 15:36:12,340 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 19:03:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.6154, loss: 3.6154 +2025-06-24 15:36:58,299 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 19:02:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 3.5180, loss: 3.5180 +2025-06-24 15:37:44,283 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 19:01:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 3.6004, loss: 3.6004 +2025-06-24 15:38:30,097 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 19:00:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.5871, loss: 3.5871 +2025-06-24 15:39:16,069 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 18:59:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.7229, loss: 3.7229 +2025-06-24 15:40:02,103 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 18:59:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5970, loss: 3.5970 +2025-06-24 15:40:48,154 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 18:58:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.6041, loss: 3.6041 +2025-06-24 15:41:33,966 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 18:57:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.5301, loss: 3.5301 +2025-06-24 15:42:19,931 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 18:56:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.5407, loss: 3.5407 +2025-06-24 15:43:05,933 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 18:55:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.6912, loss: 3.6912 +2025-06-24 15:43:51,874 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 18:55:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.6950, loss: 3.6950 +2025-06-24 15:44:37,823 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 18:54:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.6433, loss: 3.6433 +2025-06-24 15:45:23,895 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 18:53:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.5035, loss: 3.5035 +2025-06-24 15:46:09,803 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 18:52:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.7465, loss: 3.7465 +2025-06-24 15:46:55,541 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 18:51:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.6598, loss: 3.6598 +2025-06-24 15:47:41,322 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 18:51:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.6391, loss: 3.6391 +2025-06-24 15:48:27,074 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 18:50:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.5320, loss: 3.5320 +2025-06-24 15:49:13,003 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 18:49:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.6260, loss: 3.6260 +2025-06-24 15:49:58,845 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 18:48:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.7111, loss: 3.7111 +2025-06-24 15:50:44,633 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 18:47:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.5904, loss: 3.5904 +2025-06-24 15:51:30,391 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 18:47:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.6240, loss: 3.6240 +2025-06-24 15:52:16,104 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 18:46:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.5023, loss: 3.5023 +2025-06-24 15:53:01,815 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 18:45:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.7169, loss: 3.7169 +2025-06-24 15:53:47,540 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 18:44:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6281, loss: 3.6281 +2025-06-24 15:53:50,136 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-24 15:58:03,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:58:04,054 - pyskl - INFO - +top1_acc 0.7607 +top5_acc 0.9500 +2025-06-24 15:58:04,074 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7607, top5_acc: 0.9500 +2025-06-24 15:59:12,301 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 18:44:26, time: 0.682, data_time: 0.223, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.3713, loss: 3.3713 +2025-06-24 15:59:58,401 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 18:43:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.4259, loss: 3.4259 +2025-06-24 16:00:44,611 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 18:42:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.3709, loss: 3.3709 +2025-06-24 16:01:30,748 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 18:42:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.5428, loss: 3.5428 +2025-06-24 16:02:16,934 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 18:41:17, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 3.6133, loss: 3.6133 +2025-06-24 16:03:03,021 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 18:40:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.5291, loss: 3.5291 +2025-06-24 16:03:49,047 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 18:39:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.5692, loss: 3.5692 +2025-06-24 16:04:35,097 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 18:38:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.6155, loss: 3.6155 +2025-06-24 16:05:21,156 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 18:38:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.5704, loss: 3.5704 +2025-06-24 16:06:07,152 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 18:37:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9650, loss_cls: 3.6013, loss: 3.6013 +2025-06-24 16:06:53,099 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 18:36:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.5178, loss: 3.5178 +2025-06-24 16:07:39,031 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 18:35:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.6344, loss: 3.6344 +2025-06-24 16:08:25,044 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 18:34:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.5231, loss: 3.5231 +2025-06-24 16:09:10,988 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 18:34:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.6119, loss: 3.6119 +2025-06-24 16:09:56,945 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 18:33:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.6330, loss: 3.6330 +2025-06-24 16:10:42,820 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 18:32:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.5845, loss: 3.5845 +2025-06-24 16:11:28,731 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 18:31:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.5552, loss: 3.5552 +2025-06-24 16:12:14,671 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 18:30:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.6628, loss: 3.6628 +2025-06-24 16:13:00,603 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 18:30:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.6460, loss: 3.6460 +2025-06-24 16:13:46,535 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 18:29:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.7293, loss: 3.7293 +2025-06-24 16:14:32,450 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 18:28:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.5830, loss: 3.5830 +2025-06-24 16:15:18,382 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 18:27:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6342, loss: 3.6342 +2025-06-24 16:16:04,261 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 18:26:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.6702, loss: 3.6702 +2025-06-24 16:16:50,116 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 18:26:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.4617, loss: 3.4617 +2025-06-24 16:17:35,954 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 18:25:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.5611, loss: 3.5611 +2025-06-24 16:18:21,867 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 18:24:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.7132, loss: 3.7132 +2025-06-24 16:19:07,755 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 18:23:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.5836, loss: 3.5836 +2025-06-24 16:19:53,686 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 18:22:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.5759, loss: 3.5759 +2025-06-24 16:20:39,606 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 18:22:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.5732, loss: 3.5732 +2025-06-24 16:21:25,561 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 18:21:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.5108, loss: 3.5108 +2025-06-24 16:22:11,475 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 18:20:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.4236, loss: 3.4236 +2025-06-24 16:22:57,324 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 18:19:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.5561, loss: 3.5561 +2025-06-24 16:23:43,137 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 18:18:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 3.7562, loss: 3.7562 +2025-06-24 16:24:28,989 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 18:18:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.6693, loss: 3.6693 +2025-06-24 16:24:31,668 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-24 16:28:42,263 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 16:28:42,797 - pyskl - INFO - +top1_acc 0.7935 +top5_acc 0.9556 +2025-06-24 16:28:42,817 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7935, top5_acc: 0.9556 +2025-06-24 16:29:51,373 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 18:17:57, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.5252, loss: 3.5252 +2025-06-24 16:30:37,244 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 18:17:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.5810, loss: 3.5810 +2025-06-24 16:31:23,122 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 18:16:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.5319, loss: 3.5319 +2025-06-24 16:32:09,032 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 18:15:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.5406, loss: 3.5406 +2025-06-24 16:32:54,861 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 18:14:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 3.5443, loss: 3.5443 +2025-06-24 16:33:40,831 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 18:13:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.6236, loss: 3.6236 +2025-06-24 16:34:26,707 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 18:13:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.5756, loss: 3.5756 +2025-06-24 16:35:12,652 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 18:12:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 3.4401, loss: 3.4401 +2025-06-24 16:35:58,535 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 18:11:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.4775, loss: 3.4775 +2025-06-24 16:36:44,421 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 18:10:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.5647, loss: 3.5647 +2025-06-24 16:37:30,261 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 18:09:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.4106, loss: 3.4106 +2025-06-24 16:38:16,092 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 18:09:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.8364, loss: 3.8364 +2025-06-24 16:39:01,962 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 18:08:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.5622, loss: 3.5622 +2025-06-24 16:39:47,784 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 18:07:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.7269, loss: 3.7269 +2025-06-24 16:40:33,600 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 18:06:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.5641, loss: 3.5641 +2025-06-24 16:41:19,453 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 18:05:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.4629, loss: 3.4629 +2025-06-24 16:42:05,288 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 18:05:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.4457, loss: 3.4457 +2025-06-24 16:42:51,121 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 18:04:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.5487, loss: 3.5487 +2025-06-24 16:43:36,974 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 18:03:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.6363, loss: 3.6363 +2025-06-24 16:44:22,813 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 18:02:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.5639, loss: 3.5639 +2025-06-24 16:45:08,791 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 18:01:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.6349, loss: 3.6349 +2025-06-24 16:45:54,866 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 18:01:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.4775, loss: 3.4775 +2025-06-24 16:46:40,587 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 18:00:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.3720, loss: 3.3720 +2025-06-24 16:47:26,407 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 17:59:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.6111, loss: 3.6111 +2025-06-24 16:48:12,374 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 17:58:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.5592, loss: 3.5592 +2025-06-24 16:48:58,174 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 17:58:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.7409, loss: 3.7409 +2025-06-24 16:49:44,021 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 17:57:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.5164, loss: 3.5164 +2025-06-24 16:50:30,099 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 17:56:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.4725, loss: 3.4725 +2025-06-24 16:51:16,258 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 17:55:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 3.6807, loss: 3.6807 +2025-06-24 16:52:02,184 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 17:54:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.4954, loss: 3.4954 +2025-06-24 16:52:48,002 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 17:54:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 3.7042, loss: 3.7042 +2025-06-24 16:53:33,803 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 17:53:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.4878, loss: 3.4878 +2025-06-24 16:54:19,609 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 17:52:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9744, loss_cls: 3.6216, loss: 3.6216 +2025-06-24 16:55:05,429 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 17:51:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.4125, loss: 3.4125 +2025-06-24 16:55:08,061 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-24 17:13:53,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:13:54,061 - pyskl - INFO - +top1_acc 0.7603 +top5_acc 0.9529 +2025-06-24 17:13:54,082 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7603, top5_acc: 0.9529 +2025-06-24 17:15:02,159 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 17:51:22, time: 0.681, data_time: 0.223, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9812, loss_cls: 3.5770, loss: 3.5770 +2025-06-24 17:15:47,987 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 17:50:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.4877, loss: 3.4877 +2025-06-24 17:16:33,812 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 17:49:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.4759, loss: 3.4759 +2025-06-24 17:17:19,672 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 17:48:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.4176, loss: 3.4176 +2025-06-24 17:18:05,562 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 17:48:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.4923, loss: 3.4923 +2025-06-24 17:18:51,390 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 17:47:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.4233, loss: 3.4233 +2025-06-24 17:19:37,241 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 17:46:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.7124, loss: 3.7124 +2025-06-24 17:20:23,116 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 17:45:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.5545, loss: 3.5545 +2025-06-24 17:21:08,988 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 17:44:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.5281, loss: 3.5281 +2025-06-24 17:21:54,872 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 17:44:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.5382, loss: 3.5382 +2025-06-24 17:22:40,699 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 17:43:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.6382, loss: 3.6382 +2025-06-24 17:23:26,575 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 17:42:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.5149, loss: 3.5149 +2025-06-24 17:24:12,365 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 17:41:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.4795, loss: 3.4795 +2025-06-24 17:24:58,226 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 17:41:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.6532, loss: 3.6532 +2025-06-24 17:25:44,060 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 17:40:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.6383, loss: 3.6383 +2025-06-24 17:26:30,011 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 17:39:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9644, loss_cls: 3.5801, loss: 3.5801 +2025-06-24 17:27:15,895 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 17:38:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 3.6408, loss: 3.6408 +2025-06-24 17:28:01,844 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 17:37:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.4962, loss: 3.4962 +2025-06-24 17:28:48,097 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 17:37:02, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.6064, loss: 3.6064 +2025-06-24 17:29:34,332 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 17:36:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.6465, loss: 3.6465 +2025-06-24 17:30:20,320 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 17:35:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.5280, loss: 3.5280 +2025-06-24 17:31:06,237 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 17:34:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.4640, loss: 3.4640 +2025-06-24 17:31:51,995 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 17:33:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.5361, loss: 3.5361 +2025-06-24 17:32:37,904 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 17:33:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.5088, loss: 3.5088 +2025-06-24 17:33:23,781 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 17:32:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.6472, loss: 3.6472 +2025-06-24 17:34:09,688 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 17:31:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.6730, loss: 3.6730 +2025-06-24 17:34:55,539 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 17:30:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.5029, loss: 3.5029 +2025-06-24 17:35:41,543 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 17:29:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9812, loss_cls: 3.4244, loss: 3.4244 +2025-06-24 17:36:27,524 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 17:29:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.5639, loss: 3.5639 +2025-06-24 17:37:13,645 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 17:28:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.3844, loss: 3.3844 +2025-06-24 17:37:59,657 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 17:27:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.5554, loss: 3.5554 +2025-06-24 17:38:45,620 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 17:26:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9594, loss_cls: 3.6058, loss: 3.6058 +2025-06-24 17:39:31,628 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 17:25:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.5370, loss: 3.5370 +2025-06-24 17:40:17,502 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 17:25:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.4924, loss: 3.4924 +2025-06-24 17:40:20,097 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-24 17:44:30,099 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:44:30,642 - pyskl - INFO - +top1_acc 0.7887 +top5_acc 0.9586 +2025-06-24 17:44:30,665 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7887, top5_acc: 0.9586 +2025-06-24 17:45:38,921 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 17:24:50, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.6042, loss: 3.6042 +2025-06-24 17:46:24,889 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 17:24:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.3718, loss: 3.3718 +2025-06-24 17:47:10,845 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 17:23:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.4629, loss: 3.4629 +2025-06-24 17:47:56,773 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 17:22:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.5264, loss: 3.5264 +2025-06-24 17:48:42,726 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 17:21:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.5310, loss: 3.5310 +2025-06-24 17:49:28,646 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 17:20:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.4584, loss: 3.4584 +2025-06-24 17:50:14,574 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 17:20:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.3819, loss: 3.3819 +2025-06-24 17:51:00,541 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 17:19:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.4507, loss: 3.4507 +2025-06-24 17:51:46,422 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 17:18:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.5551, loss: 3.5551 +2025-06-24 17:52:32,366 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 17:17:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.5182, loss: 3.5182 +2025-06-24 17:53:18,320 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 17:16:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.6234, loss: 3.6234 +2025-06-24 17:54:04,258 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 17:16:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.4422, loss: 3.4422 +2025-06-24 17:54:50,198 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 17:15:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.5688, loss: 3.5688 +2025-06-24 17:55:36,166 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 17:14:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.5093, loss: 3.5093 +2025-06-24 17:56:22,304 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 17:13:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.4192, loss: 3.4192 +2025-06-24 17:57:08,322 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 17:12:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.5750, loss: 3.5750 +2025-06-24 17:57:54,318 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 17:12:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.5375, loss: 3.5375 +2025-06-24 17:58:40,558 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 17:11:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.4218, loss: 3.4218 +2025-06-24 17:59:26,576 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 17:10:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.5636, loss: 3.5636 +2025-06-24 18:00:12,663 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 17:09:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.7143, loss: 3.7143 +2025-06-24 18:00:58,711 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 17:08:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.4984, loss: 3.4984 +2025-06-24 18:01:44,710 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 17:08:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5660, loss: 3.5660 +2025-06-24 18:02:30,818 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 17:07:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.6087, loss: 3.6087 +2025-06-24 18:03:16,832 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 17:06:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.4894, loss: 3.4894 +2025-06-24 18:04:02,757 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 17:05:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.5007, loss: 3.5007 +2025-06-24 18:04:48,710 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 17:05:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.4582, loss: 3.4582 +2025-06-24 18:05:34,687 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 17:04:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.5188, loss: 3.5188 +2025-06-24 18:06:20,693 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 17:03:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.6888, loss: 3.6888 +2025-06-24 18:07:06,643 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 17:02:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.5985, loss: 3.5985 +2025-06-24 18:07:52,646 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 17:01:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.5350, loss: 3.5350 +2025-06-24 18:08:38,753 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 17:01:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.5481, loss: 3.5481 +2025-06-24 18:09:24,911 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 17:00:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.4350, loss: 3.4350 +2025-06-24 18:10:10,955 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 16:59:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.5049, loss: 3.5049 +2025-06-24 18:10:57,188 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 16:58:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.5050, loss: 3.5050 +2025-06-24 18:10:59,787 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-24 18:15:12,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:15:13,497 - pyskl - INFO - +top1_acc 0.7721 +top5_acc 0.9551 +2025-06-24 18:15:13,518 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7721, top5_acc: 0.9551 +2025-06-24 18:16:21,610 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 16:58:23, time: 0.681, data_time: 0.221, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.4024, loss: 3.4024 +2025-06-24 18:17:07,647 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 16:57:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.4183, loss: 3.4183 +2025-06-24 18:17:53,650 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 16:56:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.4790, loss: 3.4790 +2025-06-24 18:18:39,692 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 16:56:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.4672, loss: 3.4672 +2025-06-24 18:19:25,782 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 16:55:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.4586, loss: 3.4586 +2025-06-24 18:20:11,753 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 16:54:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.3194, loss: 3.3194 +2025-06-24 18:20:57,795 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 16:53:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.5525, loss: 3.5525 +2025-06-24 18:21:43,809 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 16:52:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.5376, loss: 3.5376 +2025-06-24 18:22:29,847 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 16:52:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.5388, loss: 3.5388 +2025-06-24 18:23:15,878 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 16:51:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.6191, loss: 3.6191 +2025-06-24 18:24:01,883 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 16:50:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.5384, loss: 3.5384 +2025-06-24 18:24:47,859 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 16:49:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.4500, loss: 3.4500 +2025-06-24 18:25:34,033 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 16:48:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.5815, loss: 3.5815 +2025-06-24 18:26:20,196 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 16:48:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.4974, loss: 3.4974 +2025-06-24 18:27:06,322 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 16:47:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.6039, loss: 3.6039 +2025-06-24 18:27:52,377 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 16:46:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.4584, loss: 3.4584 +2025-06-24 18:28:38,396 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 16:45:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.3510, loss: 3.3510 +2025-06-24 18:29:24,426 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 16:44:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.6301, loss: 3.6301 +2025-06-24 18:30:10,423 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 16:44:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9669, loss_cls: 3.4910, loss: 3.4910 +2025-06-24 18:30:56,315 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 16:43:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 3.5077, loss: 3.5077 +2025-06-24 18:31:42,290 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 16:42:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 3.5406, loss: 3.5406 +2025-06-24 18:32:28,185 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 16:41:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.5059, loss: 3.5059 +2025-06-24 18:33:14,087 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 16:40:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 3.4403, loss: 3.4403 +2025-06-24 18:33:59,932 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 16:40:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.5486, loss: 3.5486 +2025-06-24 18:34:45,751 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 16:39:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.5572, loss: 3.5572 +2025-06-24 18:35:31,628 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 16:38:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3486, loss: 3.3486 +2025-06-24 18:36:17,465 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 16:37:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.4776, loss: 3.4776 +2025-06-24 18:37:03,295 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 16:36:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.6712, loss: 3.6712 +2025-06-24 18:37:49,103 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 16:36:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.4270, loss: 3.4270 +2025-06-24 18:38:34,940 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 16:35:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.6518, loss: 3.6518 +2025-06-24 18:39:20,780 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 16:34:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.5165, loss: 3.5165 +2025-06-24 18:40:06,635 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 16:33:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.4928, loss: 3.4928 +2025-06-24 18:40:52,637 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 16:33:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 3.5930, loss: 3.5930 +2025-06-24 18:41:38,651 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 16:32:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.4168, loss: 3.4168 +2025-06-24 18:41:41,251 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-24 18:45:51,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:45:52,493 - pyskl - INFO - +top1_acc 0.7709 +top5_acc 0.9495 +2025-06-24 18:45:52,515 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7709, top5_acc: 0.9495 +2025-06-24 18:47:01,232 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 16:31:56, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.4313, loss: 3.4313 +2025-06-24 18:47:47,136 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 16:31:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9881, loss_cls: 3.3263, loss: 3.3263 +2025-06-24 18:48:32,905 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 16:30:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 3.4593, loss: 3.4593 +2025-06-24 18:49:18,691 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 16:29:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.4467, loss: 3.4467 +2025-06-24 18:50:04,455 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 16:28:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.6345, loss: 3.6345 +2025-06-24 18:50:50,246 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 16:27:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.5218, loss: 3.5218 +2025-06-24 18:51:36,115 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 16:27:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.4437, loss: 3.4437 +2025-06-24 18:52:21,913 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 16:26:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.4872, loss: 3.4872 +2025-06-24 18:53:07,704 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 16:25:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.4520, loss: 3.4520 +2025-06-24 18:53:53,599 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 16:24:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.4156, loss: 3.4156 +2025-06-24 18:54:39,477 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 16:23:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.5203, loss: 3.5203 +2025-06-24 18:55:25,388 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 16:23:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.3871, loss: 3.3871 +2025-06-24 18:56:11,316 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 16:22:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.6274, loss: 3.6274 +2025-06-24 18:56:57,195 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 16:21:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.5356, loss: 3.5356 +2025-06-24 18:57:43,090 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 16:20:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.3653, loss: 3.3653 +2025-06-24 18:58:28,893 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 16:19:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.6512, loss: 3.6512 +2025-06-24 18:59:14,764 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 16:19:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.4096, loss: 3.4096 +2025-06-24 19:00:00,585 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 16:18:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9775, loss_cls: 3.5827, loss: 3.5827 +2025-06-24 19:00:46,464 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 16:17:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.6024, loss: 3.6024 +2025-06-24 19:01:32,344 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 16:16:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.5083, loss: 3.5083 +2025-06-24 19:02:18,311 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 16:16:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.4400, loss: 3.4400 +2025-06-24 19:03:04,280 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 16:15:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.5101, loss: 3.5101 +2025-06-24 19:03:50,143 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 16:14:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.5182, loss: 3.5182 +2025-06-24 19:04:36,064 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 16:13:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 3.3636, loss: 3.3636 +2025-06-24 19:05:21,932 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 16:12:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.5620, loss: 3.5620 +2025-06-24 19:06:07,902 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 16:12:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.6567, loss: 3.6567 +2025-06-24 19:06:54,086 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 16:11:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 3.6150, loss: 3.6150 +2025-06-24 19:07:39,936 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 16:10:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.5611, loss: 3.5611 +2025-06-24 19:08:25,824 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 16:09:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.3651, loss: 3.3651 +2025-06-24 19:09:11,771 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 16:08:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.4864, loss: 3.4864 +2025-06-24 19:09:57,553 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 16:08:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.4124, loss: 3.4124 +2025-06-24 19:10:43,451 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 16:07:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.5899, loss: 3.5899 +2025-06-24 19:11:29,318 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 16:06:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.4717, loss: 3.4717 +2025-06-24 19:12:15,203 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 16:05:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.6413, loss: 3.6413 +2025-06-24 19:12:17,830 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-24 19:16:28,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 19:16:29,495 - pyskl - INFO - +top1_acc 0.7750 +top5_acc 0.9538 +2025-06-24 19:16:29,514 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7750, top5_acc: 0.9538 +2025-06-24 19:17:38,098 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 16:05:23, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.4477, loss: 3.4477 +2025-06-24 19:18:23,875 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 16:04:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.4263, loss: 3.4263 +2025-06-24 19:19:09,632 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 16:03:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.5917, loss: 3.5917 +2025-06-24 19:19:55,391 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 16:02:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.3164, loss: 3.3164 +2025-06-24 19:20:41,126 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 16:02:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.3993, loss: 3.3993 +2025-06-24 19:21:26,945 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 16:01:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.4163, loss: 3.4163 +2025-06-24 19:22:12,711 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 16:00:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.4080, loss: 3.4080 +2025-06-24 19:22:58,565 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 15:59:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.4865, loss: 3.4865 +2025-06-24 19:23:44,339 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 15:59:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9656, loss_cls: 3.5236, loss: 3.5236 +2025-06-24 19:24:30,089 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 15:58:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.5057, loss: 3.5057 +2025-06-24 19:25:15,898 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 15:57:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.4825, loss: 3.4825 +2025-06-24 19:26:01,764 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 15:56:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.5261, loss: 3.5261 +2025-06-24 19:26:47,539 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 15:55:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 3.4285, loss: 3.4285 +2025-06-24 19:27:33,312 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 15:55:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 3.3848, loss: 3.3848 +2025-06-24 19:28:19,073 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 15:54:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.4212, loss: 3.4212 +2025-06-24 19:29:04,936 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 15:53:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 3.4184, loss: 3.4184 +2025-06-24 19:29:50,847 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 15:52:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.5493, loss: 3.5493 +2025-06-24 19:30:36,901 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 15:51:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.5267, loss: 3.5267 +2025-06-24 19:31:22,871 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 15:51:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.5412, loss: 3.5412 +2025-06-24 19:32:08,753 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 15:50:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.3854, loss: 3.3854 +2025-06-24 19:32:54,599 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 15:49:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.5002, loss: 3.5002 +2025-06-24 19:33:40,652 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 15:48:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.3721, loss: 3.3721 +2025-06-24 19:34:26,777 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 15:47:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.4321, loss: 3.4321 +2025-06-24 19:35:12,807 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 15:47:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.3921, loss: 3.3921 +2025-06-24 19:35:58,872 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 15:46:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.5442, loss: 3.5442 +2025-06-24 19:36:44,770 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 15:45:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.4774, loss: 3.4774 +2025-06-24 19:37:30,569 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 15:44:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.4668, loss: 3.4668 +2025-06-24 19:38:16,235 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 15:43:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.5625, loss: 3.5625 +2025-06-24 19:39:02,038 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 15:43:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 3.4529, loss: 3.4529 +2025-06-24 19:39:47,960 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 15:42:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.4372, loss: 3.4372 +2025-06-24 19:40:34,002 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 15:41:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4745, loss: 3.4745 +2025-06-24 19:41:19,888 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 15:40:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.4819, loss: 3.4819 +2025-06-24 19:42:05,765 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 15:39:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9663, loss_cls: 3.5061, loss: 3.5061 +2025-06-24 19:42:51,640 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 15:39:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.6584, loss: 3.6584 +2025-06-24 19:42:54,280 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-24 20:02:11,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:02:12,075 - pyskl - INFO - +top1_acc 0.7868 +top5_acc 0.9552 +2025-06-24 20:02:12,098 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7868, top5_acc: 0.9552 +2025-06-24 20:03:20,896 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 15:38:50, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.4693, loss: 3.4693 +2025-06-24 20:04:06,841 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 15:38:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.3607, loss: 3.3607 +2025-06-24 20:04:52,809 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 15:37:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.3780, loss: 3.3780 +2025-06-24 20:05:38,744 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 15:36:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.4066, loss: 3.4066 +2025-06-24 20:06:24,766 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 15:35:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.2941, loss: 3.2941 +2025-06-24 20:07:10,791 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 15:34:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 3.4117, loss: 3.4117 +2025-06-24 20:07:56,746 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 15:34:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.3742, loss: 3.3742 +2025-06-24 20:08:42,682 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 15:33:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.3956, loss: 3.3956 +2025-06-24 20:09:28,627 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 15:32:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.4574, loss: 3.4574 +2025-06-24 20:10:14,608 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 15:31:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.3824, loss: 3.3824 +2025-06-24 20:11:00,646 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 15:30:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.4881, loss: 3.4881 +2025-06-24 20:11:46,630 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 15:30:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.3074, loss: 3.3074 +2025-06-24 20:12:32,950 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 15:29:21, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.5220, loss: 3.5220 +2025-06-24 20:13:19,233 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 15:28:34, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4986, loss: 3.4986 +2025-06-24 20:14:05,280 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 15:27:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 3.4112, loss: 3.4112 +2025-06-24 20:14:51,195 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 15:26:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.3258, loss: 3.3258 +2025-06-24 20:15:37,109 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 15:26:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.5728, loss: 3.5728 +2025-06-24 20:16:23,023 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 15:25:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.2961, loss: 3.2961 +2025-06-24 20:17:08,960 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 15:24:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.3484, loss: 3.3484 +2025-06-24 20:17:54,938 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 15:23:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.5223, loss: 3.5223 +2025-06-24 20:18:40,923 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 15:23:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.4474, loss: 3.4474 +2025-06-24 20:19:26,846 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 15:22:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9831, loss_cls: 3.4712, loss: 3.4712 +2025-06-24 20:20:12,753 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 15:21:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.4432, loss: 3.4432 +2025-06-24 20:20:58,628 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 15:20:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.5834, loss: 3.5834 +2025-06-24 20:21:44,563 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 15:19:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.5698, loss: 3.5698 +2025-06-24 20:22:30,468 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 15:19:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.4799, loss: 3.4799 +2025-06-24 20:23:16,395 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 15:18:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.3601, loss: 3.3601 +2025-06-24 20:24:02,431 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 15:17:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.5107, loss: 3.5107 +2025-06-24 20:24:48,496 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 15:16:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.5487, loss: 3.5487 +2025-06-24 20:25:34,529 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 15:15:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3925, loss: 3.3925 +2025-06-24 20:26:20,576 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 15:15:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.3731, loss: 3.3731 +2025-06-24 20:27:06,682 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 15:14:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 3.4886, loss: 3.4886 +2025-06-24 20:27:52,697 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 15:13:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.5316, loss: 3.5316 +2025-06-24 20:28:38,712 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 15:12:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.5971, loss: 3.5971 +2025-06-24 20:28:41,365 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-24 20:32:56,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:32:57,042 - pyskl - INFO - +top1_acc 0.8093 +top5_acc 0.9614 +2025-06-24 20:32:57,096 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_48.pth was removed +2025-06-24 20:32:58,139 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-06-24 20:32:58,141 - pyskl - INFO - Best top1_acc is 0.8093 at 61 epoch. +2025-06-24 20:32:58,160 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.8093, top5_acc: 0.9614 +2025-06-24 20:34:06,361 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 15:12:23, time: 0.682, data_time: 0.222, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9869, loss_cls: 3.3845, loss: 3.3845 +2025-06-24 20:34:52,591 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 15:11:36, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 3.3541, loss: 3.3541 +2025-06-24 20:35:38,753 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 15:10:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 3.2669, loss: 3.2669 +2025-06-24 20:36:24,881 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 15:10:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.4370, loss: 3.4370 +2025-06-24 20:37:11,040 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 15:09:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.5710, loss: 3.5710 +2025-06-24 20:37:57,152 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 15:08:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.4003, loss: 3.4003 +2025-06-24 20:38:43,558 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 15:07:40, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.2971, loss: 3.2971 +2025-06-24 20:39:29,876 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 15:06:53, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.4568, loss: 3.4568 +2025-06-24 20:40:16,110 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 15:06:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.4080, loss: 3.4080 +2025-06-24 20:41:02,267 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 15:05:19, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 3.3752, loss: 3.3752 +2025-06-24 20:41:48,378 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 15:04:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.3413, loss: 3.3413 +2025-06-24 20:42:34,611 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 15:03:44, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.4587, loss: 3.4587 +2025-06-24 20:43:20,783 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 15:02:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.5214, loss: 3.5214 +2025-06-24 20:44:06,974 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 15:02:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.6045, loss: 3.6045 +2025-06-24 20:44:53,159 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 15:01:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.3842, loss: 3.3842 +2025-06-24 20:45:39,317 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 15:00:36, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.4385, loss: 3.4385 +2025-06-24 20:46:25,423 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 14:59:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.6073, loss: 3.6073 +2025-06-24 20:47:11,538 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 14:59:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.5359, loss: 3.5359 +2025-06-24 20:47:57,600 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 14:58:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.4330, loss: 3.4330 +2025-06-24 20:48:43,592 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 14:57:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.3555, loss: 3.3555 +2025-06-24 20:49:29,600 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 14:56:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3885, loss: 3.3885 +2025-06-24 20:50:15,617 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 14:55:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.3799, loss: 3.3799 +2025-06-24 20:51:01,644 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 14:55:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 3.3365, loss: 3.3365 +2025-06-24 20:51:47,602 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 14:54:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.5516, loss: 3.5516 +2025-06-24 20:52:33,598 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 14:53:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.4983, loss: 3.4983 +2025-06-24 20:53:19,591 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 14:52:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.3291, loss: 3.3291 +2025-06-24 20:54:05,614 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 14:51:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.4978, loss: 3.4978 +2025-06-24 20:54:51,656 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 14:51:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.3061, loss: 3.3061 +2025-06-24 20:55:37,701 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 14:50:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.4262, loss: 3.4262 +2025-06-24 20:56:23,738 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 14:49:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 3.4338, loss: 3.4338 +2025-06-24 20:57:09,815 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 14:48:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.4611, loss: 3.4611 +2025-06-24 20:57:55,874 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 14:47:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.3005, loss: 3.3005 +2025-06-24 20:58:41,917 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 14:47:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.4589, loss: 3.4589 +2025-06-24 20:59:28,017 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 14:46:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.4644, loss: 3.4644 +2025-06-24 20:59:30,670 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-24 21:03:41,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:03:42,391 - pyskl - INFO - +top1_acc 0.7950 +top5_acc 0.9574 +2025-06-24 21:03:42,412 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7950, top5_acc: 0.9574 +2025-06-24 21:04:50,896 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 14:46:02, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.5186, loss: 3.5186 +2025-06-24 21:05:36,873 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 14:45:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.3528, loss: 3.3528 +2025-06-24 21:06:22,819 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 14:44:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 3.3372, loss: 3.3372 +2025-06-24 21:07:08,820 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 14:43:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.3046, loss: 3.3046 +2025-06-24 21:07:54,869 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 14:42:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.3882, loss: 3.3882 +2025-06-24 21:08:40,825 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 14:42:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.2974, loss: 3.2974 +2025-06-24 21:09:26,741 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 14:41:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.4410, loss: 3.4410 +2025-06-24 21:10:12,634 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 14:40:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.2753, loss: 3.2753 +2025-06-24 21:10:58,531 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 14:39:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.4657, loss: 3.4657 +2025-06-24 21:11:44,452 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 14:38:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 3.3720, loss: 3.3720 +2025-06-24 21:12:30,368 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 14:38:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.4453, loss: 3.4453 +2025-06-24 21:13:16,376 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 14:37:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.3477, loss: 3.3477 +2025-06-24 21:14:02,303 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 14:36:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.4187, loss: 3.4187 +2025-06-24 21:14:48,131 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 14:35:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.4023, loss: 3.4023 +2025-06-24 21:15:33,948 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 14:34:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.4510, loss: 3.4510 +2025-06-24 21:16:19,693 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 14:34:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 3.5243, loss: 3.5243 +2025-06-24 21:17:05,487 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 14:33:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.5092, loss: 3.5092 +2025-06-24 21:17:51,291 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 14:32:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.4688, loss: 3.4688 +2025-06-24 21:18:37,301 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 14:31:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.4642, loss: 3.4642 +2025-06-24 21:19:23,214 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 14:30:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 3.4762, loss: 3.4762 +2025-06-24 21:20:09,331 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 14:30:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9850, loss_cls: 3.3152, loss: 3.3152 +2025-06-24 21:20:55,460 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 14:29:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 3.3952, loss: 3.3952 +2025-06-24 21:21:41,328 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 14:28:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.3067, loss: 3.3067 +2025-06-24 21:22:27,228 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 14:27:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.3759, loss: 3.3759 +2025-06-24 21:23:12,994 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 14:27:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 3.4338, loss: 3.4338 +2025-06-24 21:23:58,992 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 14:26:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.5042, loss: 3.5042 +2025-06-24 21:24:45,098 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 14:25:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.5421, loss: 3.5421 +2025-06-24 21:25:30,929 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 14:24:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.3427, loss: 3.3427 +2025-06-24 21:26:16,641 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 14:23:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.5716, loss: 3.5716 +2025-06-24 21:27:02,299 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 14:23:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.3445, loss: 3.3445 +2025-06-24 21:27:47,889 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 14:22:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.3784, loss: 3.3784 +2025-06-24 21:28:33,656 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 14:21:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 3.5263, loss: 3.5263 +2025-06-24 21:29:19,486 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 14:20:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.4212, loss: 3.4212 +2025-06-24 21:30:05,314 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 14:19:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 3.2739, loss: 3.2739 +2025-06-24 21:30:07,945 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-24 21:34:19,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:34:19,905 - pyskl - INFO - +top1_acc 0.7847 +top5_acc 0.9522 +2025-06-24 21:34:19,926 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7847, top5_acc: 0.9522 +2025-06-24 21:35:28,497 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 14:19:31, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.3828, loss: 3.3828 +2025-06-24 21:36:14,436 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 14:18:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9856, loss_cls: 3.3157, loss: 3.3157 +2025-06-24 21:37:00,365 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 14:17:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.3343, loss: 3.3343 +2025-06-24 21:37:46,260 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 14:17:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.5168, loss: 3.5168 +2025-06-24 21:38:32,107 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 14:16:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.3808, loss: 3.3808 +2025-06-24 21:39:18,034 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 14:15:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.3742, loss: 3.3742 +2025-06-24 21:40:03,875 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 14:14:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.3486, loss: 3.3486 +2025-06-24 21:40:49,645 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 14:13:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4273, loss: 3.4273 +2025-06-24 21:41:35,600 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 14:13:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.3662, loss: 3.3662 +2025-06-24 21:42:21,575 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 14:12:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.3644, loss: 3.3644 +2025-06-24 21:43:07,667 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 14:11:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.4292, loss: 3.4292 +2025-06-24 21:43:53,974 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 14:10:49, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9825, loss_cls: 3.4896, loss: 3.4896 +2025-06-24 21:44:40,267 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 14:10:02, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.5934, loss: 3.5934 +2025-06-24 21:45:26,231 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 14:09:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.5174, loss: 3.5174 +2025-06-24 21:46:12,167 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 14:08:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.4680, loss: 3.4680 +2025-06-24 21:46:57,992 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 14:07:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.4568, loss: 3.4568 +2025-06-24 21:47:43,841 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 14:06:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 3.4527, loss: 3.4527 +2025-06-24 21:48:29,702 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 14:06:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 3.5069, loss: 3.5069 +2025-06-24 21:49:15,612 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 14:05:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.3704, loss: 3.3704 +2025-06-24 21:50:01,447 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 14:04:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.3739, loss: 3.3739 +2025-06-24 21:50:47,248 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 14:03:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.4036, loss: 3.4036 +2025-06-24 21:51:33,136 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 14:02:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.3493, loss: 3.3493 +2025-06-24 21:52:19,090 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 14:02:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.4469, loss: 3.4469 +2025-06-24 21:53:05,166 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 14:01:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.5242, loss: 3.5242 +2025-06-24 21:53:51,022 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 14:00:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.3516, loss: 3.3516 +2025-06-24 21:54:37,067 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 13:59:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9731, loss_cls: 3.3692, loss: 3.3692 +2025-06-24 21:55:22,988 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 13:58:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 3.4269, loss: 3.4269 +2025-06-24 21:56:09,034 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 13:58:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.4053, loss: 3.4053 +2025-06-24 21:56:55,094 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 13:57:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.3907, loss: 3.3907 +2025-06-24 21:57:41,098 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 13:56:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.3538, loss: 3.3538 +2025-06-24 21:58:27,142 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 13:55:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.4707, loss: 3.4707 +2025-06-24 21:59:13,064 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 13:55:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.5346, loss: 3.5346 +2025-06-24 21:59:58,963 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 13:54:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.4107, loss: 3.4107 +2025-06-24 22:00:44,873 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 13:53:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.3890, loss: 3.3890 +2025-06-24 22:00:47,521 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-24 22:04:58,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:04:58,948 - pyskl - INFO - +top1_acc 0.7847 +top5_acc 0.9570 +2025-06-24 22:04:58,969 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7847, top5_acc: 0.9570 +2025-06-24 22:06:07,525 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 13:53:02, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.3685, loss: 3.3685 +2025-06-24 22:06:53,309 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 13:52:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.3333, loss: 3.3333 +2025-06-24 22:07:39,081 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 13:51:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 3.2918, loss: 3.2918 +2025-06-24 22:08:24,919 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 13:50:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.3039, loss: 3.3039 +2025-06-24 22:09:10,763 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 13:49:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.3127, loss: 3.3127 +2025-06-24 22:09:56,557 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 13:49:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.5771, loss: 3.5771 +2025-06-24 22:10:42,355 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 13:48:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.3686, loss: 3.3686 +2025-06-24 22:11:28,268 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 13:47:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.4016, loss: 3.4016 +2025-06-24 22:12:14,199 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 13:46:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.3962, loss: 3.3962 +2025-06-24 22:13:00,069 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 13:45:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.3883, loss: 3.3883 +2025-06-24 22:13:46,022 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 13:45:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 3.2326, loss: 3.2326 +2025-06-24 22:14:31,967 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 13:44:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4875, loss: 3.4875 +2025-06-24 22:15:17,953 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 13:43:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.4182, loss: 3.4182 +2025-06-24 22:16:03,804 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 13:42:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3838, loss: 3.3838 +2025-06-24 22:16:49,638 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 13:41:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.3267, loss: 3.3267 +2025-06-24 22:17:35,336 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 13:41:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 3.3653, loss: 3.3653 +2025-06-24 22:18:21,203 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 13:40:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.3598, loss: 3.3598 +2025-06-24 22:19:07,010 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 13:39:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.5232, loss: 3.5232 +2025-06-24 22:19:52,756 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 13:38:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.5457, loss: 3.5457 +2025-06-24 22:20:38,556 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 13:37:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.5220, loss: 3.5220 +2025-06-24 22:21:24,386 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 13:37:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.4187, loss: 3.4187 +2025-06-24 22:22:10,445 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 13:36:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.4869, loss: 3.4869 +2025-06-24 22:22:56,505 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 13:35:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.4031, loss: 3.4031 +2025-06-24 22:23:42,521 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 13:34:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.3786, loss: 3.3786 +2025-06-24 22:24:28,497 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 13:34:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4535, loss: 3.4535 +2025-06-24 22:25:14,416 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 13:33:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.3541, loss: 3.3541 +2025-06-24 22:26:00,426 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 13:32:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.4719, loss: 3.4719 +2025-06-24 22:26:46,376 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 13:31:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3805, loss: 3.3805 +2025-06-24 22:27:32,319 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 13:30:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.4450, loss: 3.4450 +2025-06-24 22:28:18,230 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 13:30:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3091, loss: 3.3091 +2025-06-24 22:29:04,130 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 13:29:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.3550, loss: 3.3550 +2025-06-24 22:29:50,260 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 13:28:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.3589, loss: 3.3589 +2025-06-24 22:30:36,281 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 13:27:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.3310, loss: 3.3310 +2025-06-24 22:31:22,231 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 13:26:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.2848, loss: 3.2848 +2025-06-24 22:31:24,836 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-24 22:49:53,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:49:53,989 - pyskl - INFO - +top1_acc 0.7748 +top5_acc 0.9523 +2025-06-24 22:49:54,012 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7748, top5_acc: 0.9523 +2025-06-24 22:51:02,490 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 13:26:32, time: 0.685, data_time: 0.223, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 3.3057, loss: 3.3057 +2025-06-24 22:51:48,424 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 13:25:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2722, loss: 3.2722 +2025-06-24 22:52:34,365 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 13:24:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.2856, loss: 3.2856 +2025-06-24 22:53:20,226 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 13:24:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 3.3076, loss: 3.3076 +2025-06-24 22:54:06,090 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 13:23:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 3.2601, loss: 3.2601 +2025-06-24 22:54:51,951 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 13:22:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.3637, loss: 3.3637 +2025-06-24 22:55:37,925 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 13:21:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.4025, loss: 3.4025 +2025-06-24 22:56:23,838 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 13:20:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 3.5078, loss: 3.5078 +2025-06-24 22:57:09,806 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 13:20:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.3572, loss: 3.3572 +2025-06-24 22:57:55,630 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 13:19:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.3306, loss: 3.3306 +2025-06-24 22:58:41,468 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 13:18:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 3.5359, loss: 3.5359 +2025-06-24 22:59:27,283 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 13:17:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.3202, loss: 3.3202 +2025-06-24 23:00:13,080 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 13:17:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.4391, loss: 3.4391 +2025-06-24 23:00:58,888 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 13:16:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.3300, loss: 3.3300 +2025-06-24 23:01:44,693 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 13:15:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.3602, loss: 3.3602 +2025-06-24 23:02:30,667 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 13:14:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.3933, loss: 3.3933 +2025-06-24 23:03:16,612 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 13:13:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.2239, loss: 3.2239 +2025-06-24 23:04:02,527 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 13:13:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.3991, loss: 3.3991 +2025-06-24 23:04:48,340 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 13:12:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.3786, loss: 3.3786 +2025-06-24 23:05:34,285 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 13:11:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.4059, loss: 3.4059 +2025-06-24 23:06:20,086 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 13:10:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 3.4474, loss: 3.4474 +2025-06-24 23:07:05,880 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 13:09:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.3504, loss: 3.3504 +2025-06-24 23:07:51,618 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 13:09:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.3234, loss: 3.3234 +2025-06-24 23:08:37,361 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 13:08:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 3.3833, loss: 3.3833 +2025-06-24 23:09:23,126 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 13:07:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.3993, loss: 3.3993 +2025-06-24 23:10:08,904 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 13:06:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.4386, loss: 3.4386 +2025-06-24 23:10:54,704 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 13:05:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 3.3653, loss: 3.3653 +2025-06-24 23:11:40,477 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 13:05:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.4544, loss: 3.4544 +2025-06-24 23:12:26,267 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 13:04:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.2885, loss: 3.2885 +2025-06-24 23:13:12,039 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 13:03:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3707, loss: 3.3707 +2025-06-24 23:13:57,848 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 13:02:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5786, loss: 3.5786 +2025-06-24 23:14:43,730 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 13:01:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9719, loss_cls: 3.4184, loss: 3.4184 +2025-06-24 23:15:29,612 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 13:01:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.2483, loss: 3.2483 +2025-06-24 23:16:15,589 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 13:00:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4734, loss: 3.4734 +2025-06-24 23:16:18,248 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-24 23:20:28,335 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:20:28,871 - pyskl - INFO - +top1_acc 0.7666 +top5_acc 0.9458 +2025-06-24 23:20:28,892 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7666, top5_acc: 0.9458 +2025-06-24 23:21:37,542 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 12:59:59, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.3905, loss: 3.3905 +2025-06-24 23:22:23,452 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 12:59:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3340, loss: 3.3340 +2025-06-24 23:23:09,419 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 12:58:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.2937, loss: 3.2937 +2025-06-24 23:23:55,359 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 12:57:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9881, loss_cls: 3.3468, loss: 3.3468 +2025-06-24 23:24:41,384 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 12:56:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.3201, loss: 3.3201 +2025-06-24 23:25:28,069 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 12:56:03, time: 0.467, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.3974, loss: 3.3974 +2025-06-24 23:26:13,979 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 12:55:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.2783, loss: 3.2783 +2025-06-24 23:26:59,958 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 12:54:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.5124, loss: 3.5124 +2025-06-24 23:27:45,895 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 12:53:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.3236, loss: 3.3236 +2025-06-24 23:28:32,021 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 12:52:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.2437, loss: 3.2437 +2025-06-24 23:29:17,974 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 12:52:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.1987, loss: 3.1987 +2025-06-24 23:30:03,912 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 12:51:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.2972, loss: 3.2972 +2025-06-24 23:30:49,810 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 12:50:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 3.2847, loss: 3.2847 +2025-06-24 23:31:35,653 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 12:49:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.2911, loss: 3.2911 +2025-06-24 23:32:21,483 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 12:48:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.2998, loss: 3.2998 +2025-06-24 23:33:07,336 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 12:48:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.2198, loss: 3.2198 +2025-06-24 23:33:53,182 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 12:47:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.2965, loss: 3.2965 +2025-06-24 23:34:39,034 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 12:46:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.4651, loss: 3.4651 +2025-06-24 23:35:25,168 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 12:45:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.3524, loss: 3.3524 +2025-06-24 23:36:11,051 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 12:45:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.3614, loss: 3.3614 +2025-06-24 23:36:57,048 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 12:44:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.3825, loss: 3.3825 +2025-06-24 23:37:42,903 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 12:43:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9663, loss_cls: 3.4802, loss: 3.4802 +2025-06-24 23:38:28,688 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 12:42:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.3407, loss: 3.3407 +2025-06-24 23:39:14,435 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 12:41:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.3751, loss: 3.3751 +2025-06-24 23:40:00,310 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 12:41:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.3669, loss: 3.3669 +2025-06-24 23:40:46,214 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 12:40:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.3550, loss: 3.3550 +2025-06-24 23:41:32,138 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 12:39:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.2538, loss: 3.2538 +2025-06-24 23:42:18,004 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 12:38:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.2838, loss: 3.2838 +2025-06-24 23:43:03,875 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 12:37:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.5495, loss: 3.5495 +2025-06-24 23:43:49,719 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 12:37:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.3539, loss: 3.3539 +2025-06-24 23:44:35,615 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 12:36:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.3243, loss: 3.3243 +2025-06-24 23:45:21,465 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 12:35:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.3668, loss: 3.3668 +2025-06-24 23:46:07,278 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 12:34:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2429, loss: 3.2429 +2025-06-24 23:46:53,073 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 12:33:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3474, loss: 3.3474 +2025-06-24 23:46:55,724 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-24 23:51:05,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:51:06,150 - pyskl - INFO - +top1_acc 0.8022 +top5_acc 0.9647 +2025-06-24 23:51:06,172 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.8022, top5_acc: 0.9647 +2025-06-24 23:52:14,664 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 12:33:30, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.2564, loss: 3.2564 +2025-06-24 23:53:00,456 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 12:32:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2671, loss: 3.2671 +2025-06-24 23:53:46,241 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 12:31:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.3879, loss: 3.3879 +2025-06-24 23:54:32,038 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 12:31:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.2409, loss: 3.2409 +2025-06-24 23:55:17,835 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 12:30:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.4324, loss: 3.4324 +2025-06-24 23:56:03,660 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 12:29:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 3.2248, loss: 3.2248 +2025-06-24 23:56:49,463 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 12:28:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 3.3279, loss: 3.3279 +2025-06-24 23:57:35,288 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 12:27:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.2939, loss: 3.2939 +2025-06-24 23:58:21,047 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 12:27:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.2628, loss: 3.2628 +2025-06-24 23:59:06,886 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 12:26:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3856, loss: 3.3856 +2025-06-24 23:59:52,671 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 12:25:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 3.2814, loss: 3.2814 +2025-06-25 00:00:38,434 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 12:24:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.3833, loss: 3.3833 +2025-06-25 00:01:24,213 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 12:24:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.2783, loss: 3.2783 +2025-06-25 00:02:09,995 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 12:23:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.4309, loss: 3.4309 +2025-06-25 00:02:55,817 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 12:22:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.2985, loss: 3.2985 +2025-06-25 00:03:41,602 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 12:21:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.3460, loss: 3.3460 +2025-06-25 00:04:27,310 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 12:20:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.2682, loss: 3.2682 +2025-06-25 00:05:13,006 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 12:20:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.3535, loss: 3.3535 +2025-06-25 00:05:58,679 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 12:19:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.2943, loss: 3.2943 +2025-06-25 00:06:44,455 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 12:18:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 3.2204, loss: 3.2204 +2025-06-25 00:07:30,317 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 12:17:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.2645, loss: 3.2645 +2025-06-25 00:08:16,368 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 12:16:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 3.3036, loss: 3.3036 +2025-06-25 00:09:02,291 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 12:16:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9806, loss_cls: 3.4055, loss: 3.4055 +2025-06-25 00:09:48,250 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 12:15:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.3764, loss: 3.3764 +2025-06-25 00:10:34,062 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 12:14:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.4001, loss: 3.4001 +2025-06-25 00:11:19,903 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 12:13:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.3431, loss: 3.3431 +2025-06-25 00:12:05,751 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 12:12:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.3509, loss: 3.3509 +2025-06-25 00:12:51,624 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 12:12:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.2539, loss: 3.2539 +2025-06-25 00:13:37,538 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 12:11:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.4022, loss: 3.4022 +2025-06-25 00:14:23,427 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 12:10:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.2957, loss: 3.2957 +2025-06-25 00:15:09,342 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 12:09:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.5119, loss: 3.5119 +2025-06-25 00:15:55,190 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 12:08:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.4740, loss: 3.4740 +2025-06-25 00:16:41,032 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 12:08:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.4434, loss: 3.4434 +2025-06-25 00:17:26,821 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 12:07:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.3283, loss: 3.3283 +2025-06-25 00:17:29,485 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-25 00:21:42,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:21:43,146 - pyskl - INFO - +top1_acc 0.7950 +top5_acc 0.9606 +2025-06-25 00:21:43,166 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7950, top5_acc: 0.9606 +2025-06-25 00:22:51,596 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 12:06:57, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.2500, loss: 3.2500 +2025-06-25 00:23:37,466 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 12:06:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 3.1529, loss: 3.1529 +2025-06-25 00:24:23,362 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 12:05:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.3610, loss: 3.3610 +2025-06-25 00:25:09,317 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 12:04:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.2362, loss: 3.2362 +2025-06-25 00:25:55,351 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 12:03:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.3528, loss: 3.3528 +2025-06-25 00:26:41,392 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 12:03:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.3035, loss: 3.3035 +2025-06-25 00:27:27,479 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 12:02:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.3588, loss: 3.3588 +2025-06-25 00:28:13,519 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 12:01:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.1830, loss: 3.1830 +2025-06-25 00:28:59,616 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 12:00:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.4364, loss: 3.4364 +2025-06-25 00:29:45,733 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 11:59:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1676, loss: 3.1676 +2025-06-25 00:30:31,856 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 11:59:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.3978, loss: 3.3978 +2025-06-25 00:31:17,831 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 11:58:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 3.2294, loss: 3.2294 +2025-06-25 00:32:03,914 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 11:57:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.2885, loss: 3.2885 +2025-06-25 00:32:49,907 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 11:56:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.3480, loss: 3.3480 +2025-06-25 00:33:35,922 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 11:55:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.1973, loss: 3.1973 +2025-06-25 00:34:21,857 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 11:55:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.3685, loss: 3.3685 +2025-06-25 00:35:07,748 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 11:54:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.3236, loss: 3.3236 +2025-06-25 00:35:53,827 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 11:53:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.3288, loss: 3.3288 +2025-06-25 00:36:39,802 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 11:52:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.3260, loss: 3.3260 +2025-06-25 00:37:25,896 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 11:51:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 3.2799, loss: 3.2799 +2025-06-25 00:38:12,066 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 11:51:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.2800, loss: 3.2800 +2025-06-25 00:38:58,016 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 11:50:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.2803, loss: 3.2803 +2025-06-25 00:39:44,076 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 11:49:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.3991, loss: 3.3991 +2025-06-25 00:40:30,227 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 11:48:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.1474, loss: 3.1474 +2025-06-25 00:41:16,327 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 11:48:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 3.2455, loss: 3.2455 +2025-06-25 00:42:02,246 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 11:47:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.3587, loss: 3.3587 +2025-06-25 00:42:48,194 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 11:46:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.5537, loss: 3.5537 +2025-06-25 00:43:34,468 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 11:45:42, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.3618, loss: 3.3618 +2025-06-25 00:44:20,604 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 11:44:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.3050, loss: 3.3050 +2025-06-25 00:45:06,487 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 11:44:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.3512, loss: 3.3512 +2025-06-25 00:45:52,396 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 11:43:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.2812, loss: 3.2812 +2025-06-25 00:46:38,337 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 11:42:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.3955, loss: 3.3955 +2025-06-25 00:47:24,365 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 11:41:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.3071, loss: 3.3071 +2025-06-25 00:48:10,303 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 11:40:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 3.1237, loss: 3.1237 +2025-06-25 00:48:12,925 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-25 00:52:22,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:52:23,437 - pyskl - INFO - +top1_acc 0.7943 +top5_acc 0.9600 +2025-06-25 00:52:23,458 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7943, top5_acc: 0.9600 +2025-06-25 00:53:31,822 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 11:40:32, time: 0.684, data_time: 0.223, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 3.2483, loss: 3.2483 +2025-06-25 00:54:17,868 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 11:39:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.3272, loss: 3.3272 +2025-06-25 00:55:03,890 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 11:38:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.1830, loss: 3.1830 +2025-06-25 00:55:49,815 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 11:38:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.3069, loss: 3.3069 +2025-06-25 00:56:36,110 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 11:37:23, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 3.2603, loss: 3.2603 +2025-06-25 00:57:22,279 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 11:36:36, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.2276, loss: 3.2276 +2025-06-25 00:58:08,502 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 11:35:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.2715, loss: 3.2715 +2025-06-25 00:58:54,587 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 11:35:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.3364, loss: 3.3364 +2025-06-25 00:59:40,718 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 11:34:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.2281, loss: 3.2281 +2025-06-25 01:00:26,817 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 11:33:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 3.3098, loss: 3.3098 +2025-06-25 01:01:12,809 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 11:32:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.2752, loss: 3.2752 +2025-06-25 01:01:58,821 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 11:31:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.2993, loss: 3.2993 +2025-06-25 01:02:44,917 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 11:31:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9712, loss_cls: 3.2656, loss: 3.2656 +2025-06-25 01:03:31,008 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 11:30:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.3444, loss: 3.3444 +2025-06-25 01:04:17,055 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 11:29:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.4133, loss: 3.4133 +2025-06-25 01:05:03,206 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 11:28:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3845, loss: 3.3845 +2025-06-25 01:05:49,201 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 11:27:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.3370, loss: 3.3370 +2025-06-25 01:06:35,165 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 11:27:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.3710, loss: 3.3710 +2025-06-25 01:07:21,131 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 11:26:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.4273, loss: 3.4273 +2025-06-25 01:08:07,092 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 11:25:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.3921, loss: 3.3921 +2025-06-25 01:08:53,323 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 11:24:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.2498, loss: 3.2498 +2025-06-25 01:09:39,546 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 11:24:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.3216, loss: 3.3216 +2025-06-25 01:10:25,759 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 11:23:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.2792, loss: 3.2792 +2025-06-25 01:11:11,738 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 11:22:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3789, loss: 3.3789 +2025-06-25 01:11:57,770 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 11:21:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.3136, loss: 3.3136 +2025-06-25 01:12:43,851 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 11:20:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.2834, loss: 3.2834 +2025-06-25 01:13:29,849 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 11:20:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.2890, loss: 3.2890 +2025-06-25 01:14:15,816 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 11:19:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.3372, loss: 3.3372 +2025-06-25 01:15:01,664 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 11:18:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 3.2616, loss: 3.2616 +2025-06-25 01:15:47,547 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 11:17:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.3602, loss: 3.3602 +2025-06-25 01:16:33,556 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 11:16:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.3564, loss: 3.3564 +2025-06-25 01:17:19,438 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 11:16:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.4433, loss: 3.4433 +2025-06-25 01:18:05,258 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 11:15:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 3.2710, loss: 3.2710 +2025-06-25 01:18:51,008 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 11:14:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.3386, loss: 3.3386 +2025-06-25 01:18:53,631 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-25 01:39:05,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 01:39:06,504 - pyskl - INFO - +top1_acc 0.8104 +top5_acc 0.9641 +2025-06-25 01:39:06,559 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_61.pth was removed +2025-06-25 01:39:07,631 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2025-06-25 01:39:07,633 - pyskl - INFO - Best top1_acc is 0.8104 at 70 epoch. +2025-06-25 01:39:07,656 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.8104, top5_acc: 0.9641 +2025-06-25 01:40:15,993 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 11:14:08, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.1610, loss: 3.1610 +2025-06-25 01:41:01,823 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 11:13:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.1098, loss: 3.1098 +2025-06-25 01:41:47,685 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 11:12:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2044, loss: 3.2044 +2025-06-25 01:42:33,540 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 11:11:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.3122, loss: 3.3122 +2025-06-25 01:43:19,439 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 11:10:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.1597, loss: 3.1597 +2025-06-25 01:44:05,254 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 11:10:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.1573, loss: 3.1573 +2025-06-25 01:44:51,089 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 11:09:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.3383, loss: 3.3383 +2025-06-25 01:45:37,020 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 11:08:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 3.2136, loss: 3.2136 +2025-06-25 01:46:22,946 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 11:07:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.2281, loss: 3.2281 +2025-06-25 01:47:08,899 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 11:07:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 3.3044, loss: 3.3044 +2025-06-25 01:47:54,789 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 11:06:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 3.2459, loss: 3.2459 +2025-06-25 01:48:40,716 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 11:05:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.3097, loss: 3.3097 +2025-06-25 01:49:26,567 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 11:04:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.2356, loss: 3.2356 +2025-06-25 01:50:12,567 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 11:03:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.3619, loss: 3.3619 +2025-06-25 01:50:58,475 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 11:03:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.2232, loss: 3.2232 +2025-06-25 01:51:44,406 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 11:02:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.2103, loss: 3.2103 +2025-06-25 01:52:30,213 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 11:01:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3445, loss: 3.3445 +2025-06-25 01:53:16,136 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 11:00:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.2462, loss: 3.2462 +2025-06-25 01:54:01,964 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 10:59:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.2681, loss: 3.2681 +2025-06-25 01:54:47,793 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 10:59:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 3.3309, loss: 3.3309 +2025-06-25 01:55:33,632 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 10:58:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.1670, loss: 3.1670 +2025-06-25 01:56:19,512 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 10:57:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.1699, loss: 3.1699 +2025-06-25 01:57:05,415 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 10:56:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.3033, loss: 3.3033 +2025-06-25 01:57:51,290 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 10:55:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.2645, loss: 3.2645 +2025-06-25 01:58:37,198 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 10:55:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.3303, loss: 3.3303 +2025-06-25 01:59:23,104 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 10:54:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.1852, loss: 3.1852 +2025-06-25 02:00:09,005 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 10:53:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.3339, loss: 3.3339 +2025-06-25 02:00:55,002 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 10:52:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.4124, loss: 3.4124 +2025-06-25 02:01:40,969 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 10:52:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.2630, loss: 3.2630 +2025-06-25 02:02:26,875 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 10:51:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.2313, loss: 3.2313 +2025-06-25 02:03:12,744 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 10:50:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.2900, loss: 3.2900 +2025-06-25 02:03:58,733 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 10:49:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 3.4004, loss: 3.4004 +2025-06-25 02:04:45,058 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 10:48:53, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.1077, loss: 3.1077 +2025-06-25 02:05:31,232 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 10:48:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 3.2125, loss: 3.2125 +2025-06-25 02:05:33,878 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-25 02:09:45,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:09:45,876 - pyskl - INFO - +top1_acc 0.8000 +top5_acc 0.9600 +2025-06-25 02:09:45,899 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.8000, top5_acc: 0.9600 +2025-06-25 02:10:54,285 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 10:47:39, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 3.2516, loss: 3.2516 +2025-06-25 02:11:40,239 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 10:46:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 3.2176, loss: 3.2176 +2025-06-25 02:12:26,205 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 10:46:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.3163, loss: 3.3163 +2025-06-25 02:13:12,128 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 10:45:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.3516, loss: 3.3516 +2025-06-25 02:13:58,000 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 10:44:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.1492, loss: 3.1492 +2025-06-25 02:14:43,823 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 10:43:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.2383, loss: 3.2383 +2025-06-25 02:15:29,675 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 10:42:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.1746, loss: 3.1746 +2025-06-25 02:16:15,543 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 10:42:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.2956, loss: 3.2956 +2025-06-25 02:17:01,419 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 10:41:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.2468, loss: 3.2468 +2025-06-25 02:17:47,291 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 10:40:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 3.1606, loss: 3.1606 +2025-06-25 02:18:33,277 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 10:39:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 3.1723, loss: 3.1723 +2025-06-25 02:19:19,162 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 10:38:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 3.0364, loss: 3.0364 +2025-06-25 02:20:05,154 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 10:38:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 3.2595, loss: 3.2595 +2025-06-25 02:20:51,142 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 10:37:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 3.2532, loss: 3.2532 +2025-06-25 02:21:37,231 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 10:36:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 3.1802, loss: 3.1802 +2025-06-25 02:22:23,400 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 10:35:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 3.2181, loss: 3.2181 +2025-06-25 02:23:09,779 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 10:35:02, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.2904, loss: 3.2904 +2025-06-25 02:23:55,892 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 10:34:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.3427, loss: 3.3427 +2025-06-25 02:24:41,802 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 10:33:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.2873, loss: 3.2873 +2025-06-25 02:25:27,679 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 10:32:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.2508, loss: 3.2508 +2025-06-25 02:26:13,630 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 10:31:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.2196, loss: 3.2196 +2025-06-25 02:26:59,476 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 10:31:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.3191, loss: 3.3191 +2025-06-25 02:27:45,452 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 10:30:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.2477, loss: 3.2477 +2025-06-25 02:28:31,402 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 10:29:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.2266, loss: 3.2266 +2025-06-25 02:29:17,434 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 10:28:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.2059, loss: 3.2059 +2025-06-25 02:30:03,441 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 10:27:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.2145, loss: 3.2145 +2025-06-25 02:30:49,421 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 10:27:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.3020, loss: 3.3020 +2025-06-25 02:31:35,406 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 10:26:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.2849, loss: 3.2849 +2025-06-25 02:32:21,423 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 10:25:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.2235, loss: 3.2235 +2025-06-25 02:33:07,664 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 10:24:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 3.2034, loss: 3.2034 +2025-06-25 02:33:53,680 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 10:24:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.3221, loss: 3.3221 +2025-06-25 02:34:39,852 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 10:23:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.3467, loss: 3.3467 +2025-06-25 02:35:25,939 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 10:22:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.2526, loss: 3.2526 +2025-06-25 02:36:11,925 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 10:21:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.3722, loss: 3.3722 +2025-06-25 02:36:14,526 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-25 02:40:25,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:40:26,127 - pyskl - INFO - +top1_acc 0.8248 +top5_acc 0.9664 +2025-06-25 02:40:26,180 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_70.pth was removed +2025-06-25 02:40:27,209 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2025-06-25 02:40:27,210 - pyskl - INFO - Best top1_acc is 0.8248 at 72 epoch. +2025-06-25 02:40:27,230 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.8248, top5_acc: 0.9664 +2025-06-25 02:41:35,770 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 10:21:12, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 3.1592, loss: 3.1592 +2025-06-25 02:42:21,570 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 10:20:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 3.2158, loss: 3.2158 +2025-06-25 02:43:07,324 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 10:19:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 3.1606, loss: 3.1606 +2025-06-25 02:43:53,165 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 10:18:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 3.1201, loss: 3.1201 +2025-06-25 02:44:39,018 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 10:18:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.2206, loss: 3.2206 +2025-06-25 02:45:24,826 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 10:17:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1878, loss: 3.1878 +2025-06-25 02:46:10,661 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 10:16:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.2747, loss: 3.2747 +2025-06-25 02:46:56,474 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 10:15:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.2513, loss: 3.2513 +2025-06-25 02:47:42,397 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 10:14:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.2231, loss: 3.2231 +2025-06-25 02:48:28,181 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 10:14:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 3.1586, loss: 3.1586 +2025-06-25 02:49:14,045 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 10:13:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1660, loss: 3.1660 +2025-06-25 02:50:00,035 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 10:12:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.1863, loss: 3.1863 +2025-06-25 02:50:45,941 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 10:11:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.3062, loss: 3.3062 +2025-06-25 02:51:31,839 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 10:10:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 3.3190, loss: 3.3190 +2025-06-25 02:52:17,646 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 10:10:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.2300, loss: 3.2300 +2025-06-25 02:53:03,622 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 10:09:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.1527, loss: 3.1527 +2025-06-25 02:53:49,596 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 10:08:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 3.1715, loss: 3.1715 +2025-06-25 02:54:35,563 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 10:07:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.2924, loss: 3.2924 +2025-06-25 02:55:21,780 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 10:07:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.3582, loss: 3.3582 +2025-06-25 02:56:07,785 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 10:06:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.3160, loss: 3.3160 +2025-06-25 02:56:54,027 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 10:05:26, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.2191, loss: 3.2191 +2025-06-25 02:57:40,268 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 10:04:39, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.2324, loss: 3.2324 +2025-06-25 02:58:26,321 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 10:03:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 3.2834, loss: 3.2834 +2025-06-25 02:59:12,321 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 10:03:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 3.2052, loss: 3.2052 +2025-06-25 02:59:58,298 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 10:02:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 3.1901, loss: 3.1901 +2025-06-25 03:00:44,172 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 10:01:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 3.1951, loss: 3.1951 +2025-06-25 03:01:29,979 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 10:00:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.3672, loss: 3.3672 +2025-06-25 03:02:15,868 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:59:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.1634, loss: 3.1634 +2025-06-25 03:03:01,803 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:59:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.2018, loss: 3.2018 +2025-06-25 03:03:47,778 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 9:58:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.3359, loss: 3.3359 +2025-06-25 03:04:33,816 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 9:57:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.1566, loss: 3.1566 +2025-06-25 03:05:19,727 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 9:56:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.2879, loss: 3.2879 +2025-06-25 03:06:05,571 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 9:56:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 3.1706, loss: 3.1706 +2025-06-25 03:06:51,532 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 9:55:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 3.1689, loss: 3.1689 +2025-06-25 03:06:54,145 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-25 03:11:08,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:11:09,274 - pyskl - INFO - +top1_acc 0.8059 +top5_acc 0.9621 +2025-06-25 03:11:09,295 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.8059, top5_acc: 0.9621 +2025-06-25 03:12:17,996 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 9:54:44, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0969, loss: 3.0969 +2025-06-25 03:13:04,088 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 9:53:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.1527, loss: 3.1527 +2025-06-25 03:13:50,075 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 9:53:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.0637, loss: 3.0637 +2025-06-25 03:14:35,937 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 9:52:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 3.0826, loss: 3.0826 +2025-06-25 03:15:21,836 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 9:51:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1932, loss: 3.1932 +2025-06-25 03:16:07,715 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 9:50:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.2625, loss: 3.2625 +2025-06-25 03:16:53,591 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 9:50:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.3983, loss: 3.3983 +2025-06-25 03:17:39,689 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 9:49:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.2245, loss: 3.2245 +2025-06-25 03:18:25,779 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 9:48:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.2356, loss: 3.2356 +2025-06-25 03:19:11,835 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 9:47:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.2026, loss: 3.2026 +2025-06-25 03:19:57,862 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 9:46:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.2225, loss: 3.2225 +2025-06-25 03:20:43,810 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 9:46:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.1493, loss: 3.1493 +2025-06-25 03:21:29,671 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 9:45:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.2127, loss: 3.2127 +2025-06-25 03:22:15,559 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 9:44:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 3.2618, loss: 3.2618 +2025-06-25 03:23:01,526 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 9:43:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.1564, loss: 3.1564 +2025-06-25 03:23:47,523 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 9:42:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1020, loss: 3.1020 +2025-06-25 03:24:33,544 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 9:42:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.2160, loss: 3.2160 +2025-06-25 03:25:19,451 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 9:41:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 3.1463, loss: 3.1463 +2025-06-25 03:26:05,284 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 9:40:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.2120, loss: 3.2120 +2025-06-25 03:26:51,239 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 9:39:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 3.2035, loss: 3.2035 +2025-06-25 03:27:37,161 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 9:39:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.1265, loss: 3.1265 +2025-06-25 03:28:23,044 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 9:38:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.1785, loss: 3.1785 +2025-06-25 03:29:08,955 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 9:37:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.3071, loss: 3.3071 +2025-06-25 03:29:54,820 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 9:36:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.3383, loss: 3.3383 +2025-06-25 03:30:40,715 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 9:35:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.3532, loss: 3.3532 +2025-06-25 03:31:26,667 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 9:35:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 3.0661, loss: 3.0661 +2025-06-25 03:32:12,611 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 9:34:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.2704, loss: 3.2704 +2025-06-25 03:32:58,508 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 9:33:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 3.1926, loss: 3.1926 +2025-06-25 03:33:44,462 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 9:32:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.2465, loss: 3.2465 +2025-06-25 03:34:30,333 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 9:31:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.3928, loss: 3.3928 +2025-06-25 03:35:16,197 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 9:31:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.2906, loss: 3.2906 +2025-06-25 03:36:02,076 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 9:30:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.1681, loss: 3.1681 +2025-06-25 03:36:47,995 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 9:29:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.2037, loss: 3.2037 +2025-06-25 03:37:33,877 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 9:28:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 3.1659, loss: 3.1659 +2025-06-25 03:37:36,527 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-25 03:41:46,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:41:47,136 - pyskl - INFO - +top1_acc 0.8156 +top5_acc 0.9652 +2025-06-25 03:41:47,157 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.8156, top5_acc: 0.9652 +2025-06-25 03:42:55,684 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 9:28:17, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 3.1506, loss: 3.1506 +2025-06-25 03:43:41,661 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 9:27:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 3.0818, loss: 3.0818 +2025-06-25 03:44:27,592 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 9:26:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 3.0078, loss: 3.0078 +2025-06-25 03:45:13,497 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 9:25:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.2021, loss: 3.2021 +2025-06-25 03:45:59,531 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 9:25:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1290, loss: 3.1290 +2025-06-25 03:46:45,544 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 9:24:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.3040, loss: 3.3040 +2025-06-25 03:47:31,508 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 9:23:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 3.1420, loss: 3.1420 +2025-06-25 03:48:17,456 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 9:22:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 3.1841, loss: 3.1841 +2025-06-25 03:49:03,319 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 9:21:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 3.2307, loss: 3.2307 +2025-06-25 03:49:49,206 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 9:21:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 3.1504, loss: 3.1504 +2025-06-25 03:50:35,190 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 9:20:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.2492, loss: 3.2492 +2025-06-25 03:51:21,150 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 9:19:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.2766, loss: 3.2766 +2025-06-25 03:52:07,090 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 9:18:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 3.1997, loss: 3.1997 +2025-06-25 03:52:53,130 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 9:18:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.0957, loss: 3.0957 +2025-06-25 03:53:39,063 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 9:17:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 3.1259, loss: 3.1259 +2025-06-25 03:54:25,010 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 9:16:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 3.2077, loss: 3.2077 +2025-06-25 03:55:10,912 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 9:15:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9844, loss_cls: 3.2748, loss: 3.2748 +2025-06-25 03:55:56,888 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 9:14:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.2561, loss: 3.2561 +2025-06-25 03:56:42,772 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 9:14:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.2453, loss: 3.2453 +2025-06-25 03:57:28,548 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 9:13:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.2246, loss: 3.2246 +2025-06-25 03:58:14,417 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 9:12:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.1882, loss: 3.1882 +2025-06-25 03:59:00,311 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 9:11:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 3.0116, loss: 3.0116 +2025-06-25 03:59:46,248 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 9:10:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.2022, loss: 3.2022 +2025-06-25 04:00:32,122 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 9:10:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.1526, loss: 3.1526 +2025-06-25 04:01:18,033 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 9:09:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.3162, loss: 3.3162 +2025-06-25 04:02:03,917 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 9:08:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.2048, loss: 3.2048 +2025-06-25 04:02:49,815 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 9:07:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.3117, loss: 3.3117 +2025-06-25 04:03:35,704 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 9:07:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 3.2026, loss: 3.2026 +2025-06-25 04:04:21,633 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 9:06:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.2089, loss: 3.2089 +2025-06-25 04:05:07,488 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 9:05:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.1169, loss: 3.1169 +2025-06-25 04:05:53,367 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 9:04:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 3.1861, loss: 3.1861 +2025-06-25 04:06:39,261 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 9:03:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9731, loss_cls: 3.1786, loss: 3.1786 +2025-06-25 04:07:25,096 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 9:03:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.2158, loss: 3.2158 +2025-06-25 04:08:10,925 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 9:02:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.2455, loss: 3.2455 +2025-06-25 04:08:13,567 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-25 04:26:59,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:27:00,149 - pyskl - INFO - +top1_acc 0.8194 +top5_acc 0.9650 +2025-06-25 04:27:00,169 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.8194, top5_acc: 0.9650 +2025-06-25 04:28:08,168 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 9:01:48, time: 0.680, data_time: 0.220, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 3.0464, loss: 3.0464 +2025-06-25 04:28:54,238 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 9:01:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 3.1036, loss: 3.1036 +2025-06-25 04:29:40,324 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 9:00:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 3.0116, loss: 3.0116 +2025-06-25 04:30:26,367 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:59:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.1619, loss: 3.1619 +2025-06-25 04:31:12,642 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:58:39, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 3.0271, loss: 3.0271 +2025-06-25 04:31:58,805 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:57:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.1097, loss: 3.1097 +2025-06-25 04:32:44,902 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 8:57:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 3.1370, loss: 3.1370 +2025-06-25 04:33:31,016 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 8:56:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.1703, loss: 3.1703 +2025-06-25 04:34:17,176 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 8:55:31, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 3.0870, loss: 3.0870 +2025-06-25 04:35:03,289 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 8:54:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 3.0185, loss: 3.0185 +2025-06-25 04:35:49,406 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 8:53:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.2767, loss: 3.2767 +2025-06-25 04:36:35,523 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 8:53:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 3.1394, loss: 3.1394 +2025-06-25 04:37:21,570 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 8:52:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 3.1339, loss: 3.1339 +2025-06-25 04:38:07,588 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 8:51:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.2282, loss: 3.2282 +2025-06-25 04:38:53,754 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 8:50:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2173, loss: 3.2173 +2025-06-25 04:39:39,892 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 8:50:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.2734, loss: 3.2734 +2025-06-25 04:40:26,012 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 8:49:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 3.1420, loss: 3.1420 +2025-06-25 04:41:12,059 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 8:48:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.2076, loss: 3.2076 +2025-06-25 04:41:58,070 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 8:47:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 3.0993, loss: 3.0993 +2025-06-25 04:42:44,270 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 8:46:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.1095, loss: 3.1095 +2025-06-25 04:43:30,402 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 8:46:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.1696, loss: 3.1696 +2025-06-25 04:44:16,530 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 8:45:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.1362, loss: 3.1362 +2025-06-25 04:45:02,667 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 8:44:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 3.0785, loss: 3.0785 +2025-06-25 04:45:48,760 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 8:43:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.2337, loss: 3.2337 +2025-06-25 04:46:34,826 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 8:42:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.1819, loss: 3.1819 +2025-06-25 04:47:20,931 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 8:42:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.1886, loss: 3.1886 +2025-06-25 04:48:07,005 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 8:41:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 3.2124, loss: 3.2124 +2025-06-25 04:48:53,152 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 8:40:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.2551, loss: 3.2551 +2025-06-25 04:49:39,358 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 8:39:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.2012, loss: 3.2012 +2025-06-25 04:50:25,550 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 8:39:04, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 3.2071, loss: 3.2071 +2025-06-25 04:51:11,534 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 8:38:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 3.1645, loss: 3.1645 +2025-06-25 04:51:57,559 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 8:37:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9750, loss_cls: 3.2002, loss: 3.2002 +2025-06-25 04:52:43,621 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 8:36:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2315, loss: 3.2315 +2025-06-25 04:53:29,649 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 8:35:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.1630, loss: 3.1630 +2025-06-25 04:53:32,273 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-25 04:57:46,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:57:46,908 - pyskl - INFO - +top1_acc 0.8226 +top5_acc 0.9655 +2025-06-25 04:57:46,929 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.8226, top5_acc: 0.9655 +2025-06-25 04:58:55,617 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 8:35:25, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 3.0591, loss: 3.0591 +2025-06-25 04:59:41,573 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 8:34:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.9493, loss: 2.9493 +2025-06-25 05:00:27,430 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 8:33:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 3.0128, loss: 3.0128 +2025-06-25 05:01:13,342 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 8:33:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.2023, loss: 3.2023 +2025-06-25 05:01:59,441 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 8:32:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 3.0898, loss: 3.0898 +2025-06-25 05:02:45,432 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 8:31:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.0956, loss: 3.0956 +2025-06-25 05:03:31,457 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 8:30:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.1473, loss: 3.1473 +2025-06-25 05:04:17,495 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 8:29:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.0680, loss: 3.0680 +2025-06-25 05:05:03,435 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 8:29:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 3.0284, loss: 3.0284 +2025-06-25 05:05:49,475 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 8:28:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.1596, loss: 3.1596 +2025-06-25 05:06:35,411 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 8:27:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.1968, loss: 3.1968 +2025-06-25 05:07:21,428 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 8:26:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 3.1146, loss: 3.1146 +2025-06-25 05:08:07,326 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 8:25:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 3.1151, loss: 3.1151 +2025-06-25 05:08:53,315 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 8:25:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1940, loss: 3.1940 +2025-06-25 05:09:39,303 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 8:24:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9738, loss_cls: 3.1581, loss: 3.1581 +2025-06-25 05:10:25,229 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 8:23:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 3.2335, loss: 3.2335 +2025-06-25 05:11:11,046 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 8:22:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.1059, loss: 3.1059 +2025-06-25 05:11:56,815 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 8:22:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 3.0004, loss: 3.0004 +2025-06-25 05:12:42,639 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 8:21:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0983, loss: 3.0983 +2025-06-25 05:13:28,561 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 8:20:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.2180, loss: 3.2180 +2025-06-25 05:14:14,633 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 8:19:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.1950, loss: 3.1950 +2025-06-25 05:15:00,564 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 8:18:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1479, loss: 3.1479 +2025-06-25 05:15:46,454 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 8:18:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 3.1356, loss: 3.1356 +2025-06-25 05:16:32,489 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 8:17:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 3.2143, loss: 3.2143 +2025-06-25 05:17:18,382 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 8:16:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1636, loss: 3.1636 +2025-06-25 05:18:04,295 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 8:15:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.2090, loss: 3.2090 +2025-06-25 05:18:50,295 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 8:14:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.3538, loss: 3.3538 +2025-06-25 05:19:36,151 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 8:14:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.1810, loss: 3.1810 +2025-06-25 05:20:21,942 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 8:13:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.2118, loss: 3.2118 +2025-06-25 05:21:07,854 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 8:12:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.2742, loss: 3.2742 +2025-06-25 05:21:53,726 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 8:11:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.2316, loss: 3.2316 +2025-06-25 05:22:39,522 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 8:11:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.1315, loss: 3.1315 +2025-06-25 05:23:25,276 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 8:10:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1897, loss: 3.1897 +2025-06-25 05:24:11,087 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 8:09:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.2674, loss: 3.2674 +2025-06-25 05:24:13,794 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-25 05:28:23,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:28:24,132 - pyskl - INFO - +top1_acc 0.8096 +top5_acc 0.9626 +2025-06-25 05:28:24,151 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.8096, top5_acc: 0.9626 +2025-06-25 05:29:32,058 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 8:08:57, time: 0.679, data_time: 0.221, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 3.0723, loss: 3.0723 +2025-06-25 05:30:17,962 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 8:08:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 3.1019, loss: 3.1019 +2025-06-25 05:31:03,902 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 8:07:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.9218, loss: 2.9218 +2025-06-25 05:31:49,713 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 8:06:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 3.0194, loss: 3.0194 +2025-06-25 05:32:35,488 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 8:05:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 3.1118, loss: 3.1118 +2025-06-25 05:33:21,410 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 8:05:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.0189, loss: 3.0189 +2025-06-25 05:34:07,367 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 8:04:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 3.0150, loss: 3.0150 +2025-06-25 05:34:53,385 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 8:03:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 3.0945, loss: 3.0945 +2025-06-25 05:35:39,355 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 8:02:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 3.1008, loss: 3.1008 +2025-06-25 05:36:25,192 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 8:01:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.1801, loss: 3.1801 +2025-06-25 05:37:11,039 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 8:01:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.1832, loss: 3.1832 +2025-06-25 05:37:57,032 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 8:00:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 3.0080, loss: 3.0080 +2025-06-25 05:38:43,064 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:59:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.1207, loss: 3.1207 +2025-06-25 05:39:29,056 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:58:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 3.2020, loss: 3.2020 +2025-06-25 05:40:15,011 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:57:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.1076, loss: 3.1076 +2025-06-25 05:41:01,123 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:57:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 3.1866, loss: 3.1866 +2025-06-25 05:41:47,049 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:56:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 3.1353, loss: 3.1353 +2025-06-25 05:42:32,988 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:55:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 3.2469, loss: 3.2469 +2025-06-25 05:43:18,878 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 7:54:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.2411, loss: 3.2411 +2025-06-25 05:44:04,760 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 7:54:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.0041, loss: 3.0041 +2025-06-25 05:44:50,691 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 7:53:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.1652, loss: 3.1652 +2025-06-25 05:45:36,688 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 7:52:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.2158, loss: 3.2158 +2025-06-25 05:46:22,631 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 7:51:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 3.1690, loss: 3.1690 +2025-06-25 05:47:08,643 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 7:50:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.0497, loss: 3.0497 +2025-06-25 05:47:54,572 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 7:50:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.2274, loss: 3.2274 +2025-06-25 05:48:40,441 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 7:49:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.1552, loss: 3.1552 +2025-06-25 05:49:26,343 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 7:48:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 3.1158, loss: 3.1158 +2025-06-25 05:50:12,260 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 7:47:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.2478, loss: 3.2478 +2025-06-25 05:50:58,182 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 7:46:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.0988, loss: 3.0988 +2025-06-25 05:51:44,094 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 7:46:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.1687, loss: 3.1687 +2025-06-25 05:52:30,083 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 7:45:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.1177, loss: 3.1177 +2025-06-25 05:53:16,156 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 7:44:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9723, loss: 2.9723 +2025-06-25 05:54:02,250 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 7:43:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.1244, loss: 3.1244 +2025-06-25 05:54:48,377 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 7:43:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.1696, loss: 3.1696 +2025-06-25 05:54:50,999 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-25 05:59:04,738 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:59:05,275 - pyskl - INFO - +top1_acc 0.8091 +top5_acc 0.9639 +2025-06-25 05:59:05,295 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.8091, top5_acc: 0.9639 +2025-06-25 06:00:14,039 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 7:42:30, time: 0.687, data_time: 0.226, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9856, loss_cls: 3.2388, loss: 3.2388 +2025-06-25 06:01:00,048 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 7:41:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 3.0370, loss: 3.0370 +2025-06-25 06:01:46,081 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 7:40:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 3.0294, loss: 3.0294 +2025-06-25 06:02:32,135 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 7:40:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.0362, loss: 3.0362 +2025-06-25 06:03:18,071 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 7:39:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.1453, loss: 3.1453 +2025-06-25 06:04:03,985 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 7:38:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 3.0098, loss: 3.0098 +2025-06-25 06:04:49,911 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 7:37:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 3.1171, loss: 3.1171 +2025-06-25 06:05:35,805 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 7:37:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 3.0611, loss: 3.0611 +2025-06-25 06:06:21,832 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 7:36:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.1664, loss: 3.1664 +2025-06-25 06:07:07,874 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 7:35:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 3.0465, loss: 3.0465 +2025-06-25 06:07:53,975 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 7:34:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 3.1508, loss: 3.1508 +2025-06-25 06:08:40,049 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 7:33:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 3.1123, loss: 3.1123 +2025-06-25 06:09:26,025 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 7:33:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 3.1024, loss: 3.1024 +2025-06-25 06:10:12,018 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 7:32:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 3.1183, loss: 3.1183 +2025-06-25 06:10:58,024 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 7:31:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0558, loss: 3.0558 +2025-06-25 06:11:44,018 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 7:30:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9949, loss: 2.9949 +2025-06-25 06:12:29,925 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 7:29:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.1395, loss: 3.1395 +2025-06-25 06:13:15,856 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 7:29:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 3.0348, loss: 3.0348 +2025-06-25 06:14:01,806 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 7:28:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.0274, loss: 3.0274 +2025-06-25 06:14:47,796 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 7:27:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 3.0634, loss: 3.0634 +2025-06-25 06:15:33,704 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 7:26:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.0935, loss: 3.0935 +2025-06-25 06:16:19,661 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 7:26:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 3.0691, loss: 3.0691 +2025-06-25 06:17:05,681 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 7:25:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.2588, loss: 3.2588 +2025-06-25 06:17:51,601 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 7:24:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.1260, loss: 3.1260 +2025-06-25 06:18:37,511 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 7:23:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.1536, loss: 3.1536 +2025-06-25 06:19:23,545 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 7:22:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.9660, loss: 2.9660 +2025-06-25 06:20:09,527 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 7:22:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 3.0179, loss: 3.0179 +2025-06-25 06:20:55,424 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 7:21:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.1059, loss: 3.1059 +2025-06-25 06:21:41,331 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 7:20:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.1399, loss: 3.1399 +2025-06-25 06:22:27,326 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 7:19:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 2.9872, loss: 2.9872 +2025-06-25 06:23:13,294 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 7:18:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.2399, loss: 3.2399 +2025-06-25 06:23:59,214 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 7:18:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.2238, loss: 3.2238 +2025-06-25 06:24:45,135 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 7:17:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.2814, loss: 3.2814 +2025-06-25 06:25:30,988 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 7:16:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.1409, loss: 3.1409 +2025-06-25 06:25:33,636 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-25 06:29:44,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:29:44,710 - pyskl - INFO - +top1_acc 0.8157 +top5_acc 0.9655 +2025-06-25 06:29:44,732 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.8157, top5_acc: 0.9655 +2025-06-25 06:30:53,312 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 7:16:03, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 3.0469, loss: 3.0469 +2025-06-25 06:31:39,295 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 7:15:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 3.0047, loss: 3.0047 +2025-06-25 06:32:25,623 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 7:14:29, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.9707, loss: 2.9707 +2025-06-25 06:33:11,928 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 7:13:42, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 3.0160, loss: 3.0160 +2025-06-25 06:33:57,881 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 7:12:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.1696, loss: 3.1696 +2025-06-25 06:34:43,771 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 7:12:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 3.0330, loss: 3.0330 +2025-06-25 06:35:29,655 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 7:11:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.9501, loss: 2.9501 +2025-06-25 06:36:15,612 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 7:10:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 3.0496, loss: 3.0496 +2025-06-25 06:37:01,406 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 7:09:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.1296, loss: 3.1296 +2025-06-25 06:37:47,251 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 7:08:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 3.0295, loss: 3.0295 +2025-06-25 06:38:33,020 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 7:08:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 3.1018, loss: 3.1018 +2025-06-25 06:39:18,860 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 7:07:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1630, loss: 3.1630 +2025-06-25 06:40:04,795 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 7:06:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 3.0465, loss: 3.0465 +2025-06-25 06:40:50,652 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 7:05:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 3.0498, loss: 3.0498 +2025-06-25 06:41:36,535 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 7:05:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.9792, loss: 2.9792 +2025-06-25 06:42:22,370 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 7:04:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.9788, loss: 2.9788 +2025-06-25 06:43:08,192 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 7:03:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.9700, loss: 2.9700 +2025-06-25 06:43:54,079 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 7:02:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 3.0532, loss: 3.0532 +2025-06-25 06:44:39,989 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 7:01:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 3.0021, loss: 3.0021 +2025-06-25 06:45:25,826 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 7:01:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9738, loss_cls: 3.2218, loss: 3.2218 +2025-06-25 06:46:11,678 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 7:00:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 3.1246, loss: 3.1246 +2025-06-25 06:46:57,541 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:59:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.0890, loss: 3.0890 +2025-06-25 06:47:43,379 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:58:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.1947, loss: 3.1947 +2025-06-25 06:48:29,110 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:57:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 3.1933, loss: 3.1933 +2025-06-25 06:49:14,804 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:57:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.1182, loss: 3.1182 +2025-06-25 06:50:00,575 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:56:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.9598, loss: 2.9598 +2025-06-25 06:50:46,815 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:55:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.0920, loss: 3.0920 +2025-06-25 06:51:32,633 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:54:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 3.1839, loss: 3.1839 +2025-06-25 06:52:18,372 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:54:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 3.0882, loss: 3.0882 +2025-06-25 06:53:04,108 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 6:53:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.9926, loss: 2.9926 +2025-06-25 06:53:49,719 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 6:52:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.1431, loss: 3.1431 +2025-06-25 06:54:35,494 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 6:51:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 3.1104, loss: 3.1104 +2025-06-25 06:55:21,264 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 6:50:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 3.0558, loss: 3.0558 +2025-06-25 06:56:06,992 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 6:50:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.0987, loss: 3.0987 +2025-06-25 06:56:09,620 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-25 07:14:50,303 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:14:50,840 - pyskl - INFO - +top1_acc 0.8237 +top5_acc 0.9663 +2025-06-25 07:14:50,860 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.8237, top5_acc: 0.9663 +2025-06-25 07:15:58,973 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 6:49:33, time: 0.681, data_time: 0.223, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.0063, loss: 3.0063 +2025-06-25 07:16:44,866 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 6:48:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0822, loss: 3.0822 +2025-06-25 07:17:30,741 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 6:47:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.0185, loss: 3.0185 +2025-06-25 07:18:16,703 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 6:47:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.0393, loss: 3.0393 +2025-06-25 07:19:02,594 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 6:46:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 3.0287, loss: 3.0287 +2025-06-25 07:19:48,520 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 6:45:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9500, loss: 2.9500 +2025-06-25 07:20:34,494 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 6:44:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 3.0174, loss: 3.0174 +2025-06-25 07:21:20,404 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 6:44:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 3.0913, loss: 3.0913 +2025-06-25 07:22:06,363 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 6:43:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 3.1116, loss: 3.1116 +2025-06-25 07:22:52,224 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 6:42:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.0899, loss: 3.0899 +2025-06-25 07:23:38,098 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 6:41:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.0346, loss: 3.0346 +2025-06-25 07:24:23,926 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 6:40:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.9378, loss: 2.9378 +2025-06-25 07:25:09,713 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 6:40:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 3.0949, loss: 3.0949 +2025-06-25 07:25:55,559 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 6:39:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.1704, loss: 3.1704 +2025-06-25 07:26:41,384 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 6:38:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.9177, loss: 2.9177 +2025-06-25 07:27:27,336 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 6:37:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.0782, loss: 3.0782 +2025-06-25 07:28:13,289 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 6:36:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 3.1511, loss: 3.1511 +2025-06-25 07:28:59,279 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 6:36:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 3.0862, loss: 3.0862 +2025-06-25 07:29:45,248 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 6:35:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.1244, loss: 3.1244 +2025-06-25 07:30:31,286 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 6:34:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.0804, loss: 3.0804 +2025-06-25 07:31:17,217 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 6:33:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 3.0037, loss: 3.0037 +2025-06-25 07:32:03,087 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 6:33:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.0879, loss: 3.0879 +2025-06-25 07:32:49,051 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 6:32:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.9225, loss: 2.9225 +2025-06-25 07:33:35,026 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 6:31:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 3.0870, loss: 3.0870 +2025-06-25 07:34:21,118 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 6:30:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.1085, loss: 3.1085 +2025-06-25 07:35:07,714 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 6:29:55, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.1295, loss: 3.1295 +2025-06-25 07:35:54,304 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 6:29:09, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 3.1210, loss: 3.1210 +2025-06-25 07:36:40,760 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 6:28:22, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.1757, loss: 3.1757 +2025-06-25 07:37:27,178 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 6:27:35, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.9924, loss: 2.9924 +2025-06-25 07:38:13,624 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 6:26:49, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.0630, loss: 3.0630 +2025-06-25 07:39:00,078 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 6:26:02, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.1256, loss: 3.1256 +2025-06-25 07:39:46,408 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 6:25:15, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.9995, loss: 2.9995 +2025-06-25 07:40:32,831 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 6:24:29, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.0827, loss: 3.0827 +2025-06-25 07:41:19,261 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 6:23:42, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.0708, loss: 3.0708 +2025-06-25 07:41:21,893 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-25 07:45:32,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:45:33,293 - pyskl - INFO - +top1_acc 0.8098 +top5_acc 0.9611 +2025-06-25 07:45:33,315 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8098, top5_acc: 0.9611 +2025-06-25 07:46:41,543 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 6:23:09, time: 0.682, data_time: 0.223, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.9674, loss: 2.9674 +2025-06-25 07:47:27,364 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 6:22:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 3.0036, loss: 3.0036 +2025-06-25 07:48:13,230 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 6:21:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 3.0265, loss: 3.0265 +2025-06-25 07:48:59,068 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 6:20:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.8443, loss: 2.8443 +2025-06-25 07:49:44,926 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 6:20:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.9137, loss: 2.9137 +2025-06-25 07:50:30,783 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 6:19:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 3.0540, loss: 3.0540 +2025-06-25 07:51:16,610 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 6:18:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.1407, loss: 3.1407 +2025-06-25 07:52:02,439 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 6:17:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 3.0214, loss: 3.0214 +2025-06-25 07:52:48,298 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 6:16:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.0299, loss: 3.0299 +2025-06-25 07:53:34,230 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 6:16:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 3.0389, loss: 3.0389 +2025-06-25 07:54:20,095 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 6:15:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 3.1433, loss: 3.1433 +2025-06-25 07:55:05,953 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 6:14:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 3.0843, loss: 3.0843 +2025-06-25 07:55:51,777 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 6:13:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.0639, loss: 3.0639 +2025-06-25 07:56:37,852 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 6:12:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 2.9786, loss: 2.9786 +2025-06-25 07:57:23,808 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 6:12:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 3.0893, loss: 3.0893 +2025-06-25 07:58:09,804 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 6:11:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.0946, loss: 3.0946 +2025-06-25 07:58:55,737 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 6:10:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 3.0711, loss: 3.0711 +2025-06-25 07:59:41,612 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 6:09:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 3.1388, loss: 3.1388 +2025-06-25 08:00:27,495 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 6:09:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 3.0963, loss: 3.0963 +2025-06-25 08:01:13,425 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 6:08:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.2487, loss: 3.2487 +2025-06-25 08:01:59,375 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 6:07:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 3.1375, loss: 3.1375 +2025-06-25 08:02:45,346 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 6:06:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 3.0584, loss: 3.0584 +2025-06-25 08:03:31,331 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 6:05:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 3.0464, loss: 3.0464 +2025-06-25 08:04:17,304 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 6:05:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.0624, loss: 3.0624 +2025-06-25 08:05:03,195 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 6:04:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 3.0278, loss: 3.0278 +2025-06-25 08:05:49,049 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 6:03:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.1112, loss: 3.1112 +2025-06-25 08:06:34,826 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 6:02:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.1955, loss: 3.1955 +2025-06-25 08:07:20,645 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 6:01:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 3.0596, loss: 3.0596 +2025-06-25 08:08:06,439 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 6:01:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.9495, loss: 2.9495 +2025-06-25 08:08:52,291 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 6:00:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 3.0400, loss: 3.0400 +2025-06-25 08:09:38,162 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:59:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9750, loss_cls: 3.0599, loss: 3.0599 +2025-06-25 08:10:24,008 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:58:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.1901, loss: 3.1901 +2025-06-25 08:11:09,869 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:58:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0564, loss: 3.0564 +2025-06-25 08:11:55,708 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:57:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.0957, loss: 3.0957 +2025-06-25 08:11:58,316 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-25 08:16:09,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:16:09,652 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9679 +2025-06-25 08:16:09,673 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8207, top5_acc: 0.9679 +2025-06-25 08:17:18,104 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:56:41, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.9372, loss: 2.9372 +2025-06-25 08:18:03,915 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:55:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.0051, loss: 3.0051 +2025-06-25 08:18:49,782 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:55:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 3.0422, loss: 3.0422 +2025-06-25 08:19:35,623 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:54:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 3.0168, loss: 3.0168 +2025-06-25 08:20:21,506 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:53:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.8733, loss: 2.8733 +2025-06-25 08:21:07,408 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:52:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.8983, loss: 2.8983 +2025-06-25 08:21:53,365 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:51:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 3.0011, loss: 3.0011 +2025-06-25 08:22:39,363 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 5:51:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.9450, loss: 2.9450 +2025-06-25 08:23:25,331 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 5:50:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.9445, loss: 2.9445 +2025-06-25 08:24:11,322 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 5:49:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 3.0186, loss: 3.0186 +2025-06-25 08:24:57,266 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 5:48:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.9195, loss: 2.9195 +2025-06-25 08:25:43,203 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 5:48:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 3.0615, loss: 3.0615 +2025-06-25 08:26:29,128 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 5:47:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 3.0287, loss: 3.0287 +2025-06-25 08:27:15,191 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 5:46:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 3.0666, loss: 3.0666 +2025-06-25 08:28:01,214 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 5:45:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 3.0359, loss: 3.0359 +2025-06-25 08:28:47,204 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 5:44:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.8936, loss: 2.8936 +2025-06-25 08:29:33,154 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 5:44:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.0135, loss: 3.0135 +2025-06-25 08:30:19,224 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 5:43:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.0616, loss: 3.0616 +2025-06-25 08:31:05,278 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 5:42:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 2.9816, loss: 2.9816 +2025-06-25 08:31:51,273 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 5:41:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.3493, loss: 3.3493 +2025-06-25 08:32:37,427 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 5:40:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9846, loss: 2.9846 +2025-06-25 08:33:23,569 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 5:40:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 3.1273, loss: 3.1273 +2025-06-25 08:34:09,743 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 5:39:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.1166, loss: 3.1166 +2025-06-25 08:34:55,927 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 5:38:38, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.9584, loss: 2.9584 +2025-06-25 08:35:42,004 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 5:37:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.9718, loss: 2.9718 +2025-06-25 08:36:28,015 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 5:37:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.1724, loss: 3.1724 +2025-06-25 08:37:14,020 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 5:36:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.9060, loss: 2.9060 +2025-06-25 08:38:00,250 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 5:35:30, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.9797, loss: 2.9797 +2025-06-25 08:38:46,254 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 5:34:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 3.0842, loss: 3.0842 +2025-06-25 08:39:32,281 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 5:33:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.0807, loss: 3.0807 +2025-06-25 08:40:18,281 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 5:33:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 3.0856, loss: 3.0856 +2025-06-25 08:41:04,340 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 5:32:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.9722, loss: 2.9722 +2025-06-25 08:41:50,367 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 5:31:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.9851, loss: 2.9851 +2025-06-25 08:42:36,391 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 5:30:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 3.0580, loss: 3.0580 +2025-06-25 08:42:39,068 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-25 08:46:53,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:46:54,063 - pyskl - INFO - +top1_acc 0.8325 +top5_acc 0.9684 +2025-06-25 08:46:54,115 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_72.pth was removed +2025-06-25 08:46:55,134 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-25 08:46:55,136 - pyskl - INFO - Best top1_acc is 0.8325 at 83 epoch. +2025-06-25 08:46:55,157 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8325, top5_acc: 0.9684 +2025-06-25 08:48:04,032 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 5:30:15, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.9654, loss: 2.9654 +2025-06-25 08:48:50,105 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 5:29:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.9469, loss: 2.9469 +2025-06-25 08:49:36,211 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 5:28:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 3.0737, loss: 3.0737 +2025-06-25 08:50:22,209 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 5:27:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.9939, loss: 2.9939 +2025-06-25 08:51:08,194 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 5:27:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 3.0240, loss: 3.0240 +2025-06-25 08:51:54,343 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 5:26:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.8340, loss: 2.8340 +2025-06-25 08:52:40,413 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 5:25:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.9449, loss: 2.9449 +2025-06-25 08:53:26,500 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 5:24:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.8530, loss: 2.8530 +2025-06-25 08:54:12,624 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 5:24:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.9752, loss: 2.9752 +2025-06-25 08:54:58,694 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 5:23:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 3.0267, loss: 3.0267 +2025-06-25 08:55:44,778 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 5:22:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.9753, loss: 2.9753 +2025-06-25 08:56:30,844 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 5:21:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 3.0511, loss: 3.0511 +2025-06-25 08:57:16,996 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 5:20:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.8686, loss: 2.8686 +2025-06-25 08:58:03,113 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 5:20:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.9229, loss: 2.9229 +2025-06-25 08:58:49,182 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 5:19:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1226, loss: 3.1226 +2025-06-25 08:59:35,177 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 5:18:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.9479, loss: 2.9479 +2025-06-25 09:00:21,203 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 5:17:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.9943, loss: 2.9943 +2025-06-25 09:01:07,283 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 5:16:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.9605, loss: 2.9605 +2025-06-25 09:01:53,343 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 5:16:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 3.0782, loss: 3.0782 +2025-06-25 09:02:39,371 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 5:15:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.1042, loss: 3.1042 +2025-06-25 09:03:25,384 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 5:14:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 3.0334, loss: 3.0334 +2025-06-25 09:04:11,324 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 5:13:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 3.0675, loss: 3.0675 +2025-06-25 09:04:57,194 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 5:13:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.9470, loss: 2.9470 +2025-06-25 09:05:43,169 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 5:12:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.9906, loss: 2.9906 +2025-06-25 09:06:29,181 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 5:11:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 3.1326, loss: 3.1326 +2025-06-25 09:07:15,377 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 5:10:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.9141, loss: 2.9141 +2025-06-25 09:08:01,448 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 5:09:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 3.0403, loss: 3.0403 +2025-06-25 09:08:47,503 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 5:09:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.9234, loss: 2.9234 +2025-06-25 09:09:33,564 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 5:08:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 3.0366, loss: 3.0366 +2025-06-25 09:10:19,678 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 5:07:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 3.0547, loss: 3.0547 +2025-06-25 09:11:05,748 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 5:06:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.0394, loss: 3.0394 +2025-06-25 09:11:51,859 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 5:05:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.9519, loss: 2.9519 +2025-06-25 09:12:37,982 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 5:05:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.9006, loss: 2.9006 +2025-06-25 09:13:24,018 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 5:04:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 3.0362, loss: 3.0362 +2025-06-25 09:13:26,666 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-25 09:17:37,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:17:38,119 - pyskl - INFO - +top1_acc 0.8338 +top5_acc 0.9686 +2025-06-25 09:17:38,172 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_83.pth was removed +2025-06-25 09:17:39,220 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-06-25 09:17:39,222 - pyskl - INFO - Best top1_acc is 0.8338 at 84 epoch. +2025-06-25 09:17:39,242 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8338, top5_acc: 0.9686 +2025-06-25 09:18:48,208 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 5:03:52, time: 0.690, data_time: 0.227, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.9028, loss: 2.9028 +2025-06-25 09:19:34,265 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 5:03:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.9082, loss: 2.9082 +2025-06-25 09:20:20,344 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 5:02:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.9140, loss: 2.9140 +2025-06-25 09:21:06,462 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 5:01:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.9104, loss: 2.9104 +2025-06-25 09:21:52,522 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 5:00:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.9084, loss: 2.9084 +2025-06-25 09:22:38,527 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:59:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 3.0413, loss: 3.0413 +2025-06-25 09:23:24,594 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:59:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.9388, loss: 2.9388 +2025-06-25 09:24:10,748 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:58:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.8683, loss: 2.8683 +2025-06-25 09:24:57,068 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:57:36, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.8497, loss: 2.8497 +2025-06-25 09:25:43,311 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:56:49, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.9191, loss: 2.9191 +2025-06-25 09:26:29,540 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:56:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.0330, loss: 3.0330 +2025-06-25 09:27:15,742 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:55:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 3.0119, loss: 3.0119 +2025-06-25 09:28:01,955 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:54:29, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.8819, loss: 2.8819 +2025-06-25 09:28:48,167 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:53:42, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.8928, loss: 2.8928 +2025-06-25 09:29:34,572 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:52:55, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.9194, loss: 2.9194 +2025-06-25 09:30:20,672 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:52:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.9109, loss: 2.9109 +2025-06-25 09:31:06,859 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:51:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.9367, loss: 2.9367 +2025-06-25 09:31:52,918 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:50:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.9643, loss: 2.9643 +2025-06-25 09:32:39,247 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 4:49:48, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.9383, loss: 2.9383 +2025-06-25 09:33:25,342 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 4:49:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.9466, loss: 2.9466 +2025-06-25 09:34:11,519 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 4:48:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 3.1496, loss: 3.1496 +2025-06-25 09:34:57,643 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 4:47:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.9791, loss: 2.9791 +2025-06-25 09:35:43,691 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 4:46:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 3.0250, loss: 3.0250 +2025-06-25 09:36:29,744 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 4:45:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.9902, loss: 2.9902 +2025-06-25 09:37:15,908 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 4:45:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 3.0316, loss: 3.0316 +2025-06-25 09:38:02,261 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 4:44:19, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.9379, loss: 2.9379 +2025-06-25 09:38:48,378 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 4:43:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.9758, loss: 2.9758 +2025-06-25 09:39:34,709 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 4:42:46, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.9798, loss: 2.9798 +2025-06-25 09:40:21,175 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 4:41:59, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 3.0537, loss: 3.0537 +2025-06-25 09:41:07,703 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 4:41:12, time: 0.465, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.2020, loss: 3.2020 +2025-06-25 09:41:54,411 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 4:40:26, time: 0.467, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.9334, loss: 2.9334 +2025-06-25 09:42:41,054 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 4:39:39, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.9545, loss: 2.9545 +2025-06-25 09:43:27,618 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 4:38:53, time: 0.466, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.9551, loss: 2.9551 +2025-06-25 09:44:13,928 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 4:38:06, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 3.0235, loss: 3.0235 +2025-06-25 09:44:16,632 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-25 10:03:53,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:03:53,955 - pyskl - INFO - +top1_acc 0.8249 +top5_acc 0.9671 +2025-06-25 10:03:53,976 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8249, top5_acc: 0.9671 +2025-06-25 10:05:02,567 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 4:37:32, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 3.0042, loss: 3.0042 +2025-06-25 10:05:48,488 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 4:36:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.8693, loss: 2.8693 +2025-06-25 10:06:34,522 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 4:35:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.9454, loss: 2.9454 +2025-06-25 10:07:20,476 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 4:35:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.9086, loss: 2.9086 +2025-06-25 10:08:06,433 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 4:34:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.8477, loss: 2.8477 +2025-06-25 10:08:52,412 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 4:33:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8693, loss: 2.8693 +2025-06-25 10:09:38,430 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 4:32:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.0902, loss: 3.0902 +2025-06-25 10:10:24,405 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 4:32:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 3.0083, loss: 3.0083 +2025-06-25 10:11:10,487 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 4:31:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.8528, loss: 2.8528 +2025-06-25 10:11:56,628 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 4:30:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.9738, loss: 2.9738 +2025-06-25 10:12:42,767 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 4:29:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.1455, loss: 3.1455 +2025-06-25 10:13:28,702 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 4:28:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 2.8928, loss: 2.8928 +2025-06-25 10:14:14,678 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 4:28:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.0835, loss: 3.0835 +2025-06-25 10:15:00,641 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 4:27:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.8314, loss: 2.8314 +2025-06-25 10:15:46,539 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 4:26:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.9623, loss: 2.9623 +2025-06-25 10:16:32,748 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 4:25:47, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.9225, loss: 2.9225 +2025-06-25 10:17:18,650 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 4:25:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 3.0221, loss: 3.0221 +2025-06-25 10:18:04,716 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 4:24:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.9679, loss: 2.9679 +2025-06-25 10:18:50,866 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 4:23:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 3.0267, loss: 3.0267 +2025-06-25 10:19:36,846 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 4:22:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 3.0556, loss: 3.0556 +2025-06-25 10:20:22,738 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 4:21:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.0722, loss: 3.0722 +2025-06-25 10:21:08,512 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 4:21:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 3.0373, loss: 3.0373 +2025-06-25 10:21:54,304 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 4:20:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.9780, loss: 2.9780 +2025-06-25 10:22:40,159 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 4:19:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.9653, loss: 2.9653 +2025-06-25 10:23:25,942 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 4:18:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9022, loss: 2.9022 +2025-06-25 10:24:11,869 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 4:17:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 3.1375, loss: 3.1375 +2025-06-25 10:24:57,698 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 4:17:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.9580, loss: 2.9580 +2025-06-25 10:25:43,541 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 4:16:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.8490, loss: 2.8490 +2025-06-25 10:26:29,392 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 4:15:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.9942, loss: 2.9942 +2025-06-25 10:27:15,290 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 4:14:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.9251, loss: 2.9251 +2025-06-25 10:28:01,171 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 4:14:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.8375, loss: 2.8375 +2025-06-25 10:28:47,147 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 4:13:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.9325, loss: 2.9325 +2025-06-25 10:29:33,118 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 4:12:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.8182, loss: 2.8182 +2025-06-25 10:30:19,150 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 4:11:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.9932, loss: 2.9932 +2025-06-25 10:30:21,775 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-25 10:34:33,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:34:34,263 - pyskl - INFO - +top1_acc 0.8237 +top5_acc 0.9675 +2025-06-25 10:34:34,283 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8237, top5_acc: 0.9675 +2025-06-25 10:35:43,042 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 4:11:05, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 2.8922, loss: 2.8922 +2025-06-25 10:36:29,157 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 4:10:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.9071, loss: 2.9071 +2025-06-25 10:37:15,120 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 4:09:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.7074, loss: 2.7074 +2025-06-25 10:38:01,164 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 4:08:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.8372, loss: 2.8372 +2025-06-25 10:38:47,183 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 4:07:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.8280, loss: 2.8280 +2025-06-25 10:39:33,219 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 4:07:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.9227, loss: 2.9227 +2025-06-25 10:40:19,323 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 4:06:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.7899, loss: 2.7899 +2025-06-25 10:41:05,324 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 4:05:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.9852, loss: 2.9852 +2025-06-25 10:41:51,322 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 4:04:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.8970, loss: 2.8970 +2025-06-25 10:42:37,343 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 4:04:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.8797, loss: 2.8797 +2025-06-25 10:43:23,346 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 4:03:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 3.0721, loss: 3.0721 +2025-06-25 10:44:09,330 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 4:02:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.9186, loss: 2.9186 +2025-06-25 10:44:55,258 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 4:01:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.9946, loss: 2.9946 +2025-06-25 10:45:41,196 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 4:00:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 3.0280, loss: 3.0280 +2025-06-25 10:46:27,046 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 4:00:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.9235, loss: 2.9235 +2025-06-25 10:47:12,911 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:59:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.8240, loss: 2.8240 +2025-06-25 10:47:58,738 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:58:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.9488, loss: 2.9488 +2025-06-25 10:48:44,564 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:57:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.8911, loss: 2.8911 +2025-06-25 10:49:30,428 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:56:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.9453, loss: 2.9453 +2025-06-25 10:50:16,268 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:56:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.0200, loss: 3.0200 +2025-06-25 10:51:01,975 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:55:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8656, loss: 2.8656 +2025-06-25 10:51:47,730 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:54:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.9159, loss: 2.9159 +2025-06-25 10:52:33,430 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:53:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.8824, loss: 2.8824 +2025-06-25 10:53:19,105 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:53:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.9683, loss: 2.9683 +2025-06-25 10:54:04,852 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:52:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.9693, loss: 2.9693 +2025-06-25 10:54:50,612 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:51:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 3.0106, loss: 3.0106 +2025-06-25 10:55:36,659 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:50:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 3.0348, loss: 3.0348 +2025-06-25 10:56:22,617 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:49:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.9691, loss: 2.9691 +2025-06-25 10:57:08,435 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:49:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.9114, loss: 2.9114 +2025-06-25 10:57:54,429 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 3:48:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.9751, loss: 2.9751 +2025-06-25 10:58:40,270 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 3:47:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8904, loss: 2.8904 +2025-06-25 10:59:26,116 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 3:46:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.9580, loss: 2.9580 +2025-06-25 11:00:11,999 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 3:45:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.9701, loss: 2.9701 +2025-06-25 11:00:58,168 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 3:45:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.8425, loss: 2.8425 +2025-06-25 11:01:00,872 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-25 11:05:13,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:05:13,650 - pyskl - INFO - +top1_acc 0.8262 +top5_acc 0.9692 +2025-06-25 11:05:13,671 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8262, top5_acc: 0.9692 +2025-06-25 11:06:22,169 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 3:44:37, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.8919, loss: 2.8919 +2025-06-25 11:07:08,036 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 3:43:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.7955, loss: 2.7955 +2025-06-25 11:07:53,990 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 3:43:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.9054, loss: 2.9054 +2025-06-25 11:08:39,938 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 3:42:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.9080, loss: 2.9080 +2025-06-25 11:09:25,854 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 3:41:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.8117, loss: 2.8117 +2025-06-25 11:10:11,876 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 3:40:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.8206, loss: 2.8206 +2025-06-25 11:10:57,921 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 3:39:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.8177, loss: 2.8177 +2025-06-25 11:11:43,815 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 3:39:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.7608, loss: 2.7608 +2025-06-25 11:12:29,669 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 3:38:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.8973, loss: 2.8973 +2025-06-25 11:13:15,557 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 3:37:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.9119, loss: 2.9119 +2025-06-25 11:14:01,478 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 3:36:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.9790, loss: 2.9790 +2025-06-25 11:14:47,427 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 3:36:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.8863, loss: 2.8863 +2025-06-25 11:15:33,291 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 3:35:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.8884, loss: 2.8884 +2025-06-25 11:16:19,199 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 3:34:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.8526, loss: 2.8526 +2025-06-25 11:17:05,103 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 3:33:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.8791, loss: 2.8791 +2025-06-25 11:17:50,944 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 3:32:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.8807, loss: 2.8807 +2025-06-25 11:18:36,845 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 3:32:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.8518, loss: 2.8518 +2025-06-25 11:19:22,827 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 3:31:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.9427, loss: 2.9427 +2025-06-25 11:20:08,865 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 3:30:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.9902, loss: 2.9902 +2025-06-25 11:20:54,824 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 3:29:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.8679, loss: 2.8679 +2025-06-25 11:21:40,861 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 3:28:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 3.0157, loss: 3.0157 +2025-06-25 11:22:27,024 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 3:28:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.9483, loss: 2.9483 +2025-06-25 11:23:13,132 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 3:27:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0480, loss: 3.0480 +2025-06-25 11:23:59,204 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 3:26:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 3.0500, loss: 3.0500 +2025-06-25 11:24:45,175 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 3:25:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.8789, loss: 2.8789 +2025-06-25 11:25:31,063 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 3:25:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.8323, loss: 2.8323 +2025-06-25 11:26:17,078 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 3:24:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.8818, loss: 2.8818 +2025-06-25 11:27:03,058 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 3:23:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.8595, loss: 2.8595 +2025-06-25 11:27:48,860 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 3:22:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.9106, loss: 2.9106 +2025-06-25 11:28:34,843 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 3:21:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9825, loss_cls: 2.9253, loss: 2.9253 +2025-06-25 11:29:21,055 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 3:21:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.9248, loss: 2.9248 +2025-06-25 11:30:07,211 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 3:20:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.9718, loss: 2.9718 +2025-06-25 11:30:53,076 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 3:19:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.9927, loss: 2.9927 +2025-06-25 11:31:39,215 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 3:18:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.9016, loss: 2.9016 +2025-06-25 11:31:41,862 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-25 11:35:53,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:35:54,063 - pyskl - INFO - +top1_acc 0.8322 +top5_acc 0.9690 +2025-06-25 11:35:54,084 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8322, top5_acc: 0.9690 +2025-06-25 11:37:03,229 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 3:18:11, time: 0.691, data_time: 0.229, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.7262, loss: 2.7262 +2025-06-25 11:37:49,410 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 3:17:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.8374, loss: 2.8374 +2025-06-25 11:38:35,588 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 3:16:38, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.8628, loss: 2.8628 +2025-06-25 11:39:21,702 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 3:15:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.9257, loss: 2.9257 +2025-06-25 11:40:07,751 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 3:15:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7684, loss: 2.7684 +2025-06-25 11:40:53,718 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 3:14:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.8175, loss: 2.8175 +2025-06-25 11:41:39,689 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 3:13:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.8290, loss: 2.8290 +2025-06-25 11:42:25,962 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 3:12:43, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.7551, loss: 2.7551 +2025-06-25 11:43:12,078 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 3:11:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.8733, loss: 2.8733 +2025-06-25 11:43:58,104 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 3:11:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.9415, loss: 2.9415 +2025-06-25 11:44:44,027 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 3:10:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.9130, loss: 2.9130 +2025-06-25 11:45:29,934 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 3:09:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.8515, loss: 2.8515 +2025-06-25 11:46:15,893 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 3:08:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 2.9049, loss: 2.9049 +2025-06-25 11:47:01,883 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 3:08:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.7554, loss: 2.7554 +2025-06-25 11:47:47,833 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 3:07:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.9274, loss: 2.9274 +2025-06-25 11:48:33,788 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 3:06:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.9619, loss: 2.9619 +2025-06-25 11:49:19,766 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 3:05:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8514, loss: 2.8514 +2025-06-25 11:50:05,729 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 3:04:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.8744, loss: 2.8744 +2025-06-25 11:50:51,720 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 3:04:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.9124, loss: 2.9124 +2025-06-25 11:51:37,723 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 3:03:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.9606, loss: 2.9606 +2025-06-25 11:52:23,802 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 3:02:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.9370, loss: 2.9370 +2025-06-25 11:53:09,919 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 3:01:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9925, loss_cls: 2.8635, loss: 2.8635 +2025-06-25 11:53:56,102 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 3:00:58, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.8407, loss: 2.8407 +2025-06-25 11:54:42,440 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 3:00:11, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.9532, loss: 2.9532 +2025-06-25 11:55:28,658 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:59:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.9125, loss: 2.9125 +2025-06-25 11:56:14,827 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:58:38, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.8630, loss: 2.8630 +2025-06-25 11:57:00,907 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:57:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.9182, loss: 2.9182 +2025-06-25 11:57:46,848 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:57:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.9152, loss: 2.9152 +2025-06-25 11:58:32,895 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:56:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.8528, loss: 2.8528 +2025-06-25 11:59:19,089 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:55:30, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 3.0048, loss: 3.0048 +2025-06-25 12:00:05,249 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:54:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.8492, loss: 2.8492 +2025-06-25 12:00:51,383 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:53:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 3.0001, loss: 3.0001 +2025-06-25 12:01:37,348 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:53:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 2.9692, loss: 2.9692 +2025-06-25 12:02:23,322 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:52:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.9575, loss: 2.9575 +2025-06-25 12:02:25,962 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-25 12:06:41,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:06:41,915 - pyskl - INFO - +top1_acc 0.8342 +top5_acc 0.9658 +2025-06-25 12:06:41,970 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_84.pth was removed +2025-06-25 12:06:43,022 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-25 12:06:43,024 - pyskl - INFO - Best top1_acc is 0.8342 at 89 epoch. +2025-06-25 12:06:43,044 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8342, top5_acc: 0.9658 +2025-06-25 12:07:51,960 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:51:47, time: 0.689, data_time: 0.228, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.7842, loss: 2.7842 +2025-06-25 12:08:37,942 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:51:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.7448, loss: 2.7448 +2025-06-25 12:09:23,959 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:50:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.8055, loss: 2.8055 +2025-06-25 12:10:09,889 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:49:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.8632, loss: 2.8632 +2025-06-25 12:10:55,891 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:48:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.8559, loss: 2.8559 +2025-06-25 12:11:41,932 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:47:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.8042, loss: 2.8042 +2025-06-25 12:12:27,913 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:47:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.7804, loss: 2.7804 +2025-06-25 12:13:13,890 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 2:46:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.7937, loss: 2.7937 +2025-06-25 12:13:59,896 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 2:45:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.7635, loss: 2.7635 +2025-06-25 12:14:45,859 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 2:44:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9944, loss_cls: 2.8102, loss: 2.8102 +2025-06-25 12:15:31,832 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 2:43:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.7960, loss: 2.7960 +2025-06-25 12:16:17,797 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 2:43:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.9232, loss: 2.9232 +2025-06-25 12:17:03,823 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 2:42:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.7916, loss: 2.7916 +2025-06-25 12:17:49,729 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 2:41:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.8943, loss: 2.8943 +2025-06-25 12:18:35,639 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 2:40:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.8848, loss: 2.8848 +2025-06-25 12:19:21,605 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 2:40:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.9006, loss: 2.9006 +2025-06-25 12:20:07,526 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 2:39:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.7598, loss: 2.7598 +2025-06-25 12:20:53,458 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 2:38:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.0220, loss: 3.0220 +2025-06-25 12:21:39,505 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 2:37:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.8549, loss: 2.8549 +2025-06-25 12:22:25,434 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 2:36:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.8408, loss: 2.8408 +2025-06-25 12:23:11,305 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 2:36:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.8682, loss: 2.8682 +2025-06-25 12:23:57,401 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 2:35:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.9981, loss: 2.9981 +2025-06-25 12:24:43,415 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 2:34:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9426, loss: 2.9426 +2025-06-25 12:25:29,449 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 2:33:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.8197, loss: 2.8197 +2025-06-25 12:26:15,507 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 2:32:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.9198, loss: 2.9198 +2025-06-25 12:27:01,451 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 2:32:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9781, loss_cls: 3.0587, loss: 3.0587 +2025-06-25 12:27:47,392 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 2:31:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7974, loss: 2.7974 +2025-06-25 12:28:33,424 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 2:30:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.9697, loss: 2.9697 +2025-06-25 12:29:19,368 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 2:29:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.8543, loss: 2.8543 +2025-06-25 12:30:05,334 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 2:29:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.7530, loss: 2.7530 +2025-06-25 12:30:51,271 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 2:28:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.7983, loss: 2.7983 +2025-06-25 12:31:37,284 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 2:27:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.8837, loss: 2.8837 +2025-06-25 12:32:23,272 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 2:26:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 3.0185, loss: 3.0185 +2025-06-25 12:33:09,233 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 2:25:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.8026, loss: 2.8026 +2025-06-25 12:33:11,921 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-25 12:52:54,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:52:55,244 - pyskl - INFO - +top1_acc 0.8379 +top5_acc 0.9689 +2025-06-25 12:52:55,298 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_89.pth was removed +2025-06-25 12:52:56,361 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-06-25 12:52:56,363 - pyskl - INFO - Best top1_acc is 0.8379 at 90 epoch. +2025-06-25 12:52:56,384 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8379, top5_acc: 0.9689 +2025-06-25 12:54:05,163 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 2:25:21, time: 0.688, data_time: 0.227, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7687, loss: 2.7687 +2025-06-25 12:54:51,163 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 2:24:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.7117, loss: 2.7117 +2025-06-25 12:55:37,146 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 2:23:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.8125, loss: 2.8125 +2025-06-25 12:56:23,099 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 2:23:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.7571, loss: 2.7571 +2025-06-25 12:57:09,045 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 2:22:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.8192, loss: 2.8192 +2025-06-25 12:57:55,250 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 2:21:26, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.8150, loss: 2.8150 +2025-06-25 12:58:41,227 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 2:20:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.8969, loss: 2.8969 +2025-06-25 12:59:27,488 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 2:19:52, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7835, loss: 2.7835 +2025-06-25 13:00:13,591 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 2:19:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.7831, loss: 2.7831 +2025-06-25 13:00:59,593 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 2:18:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.8324, loss: 2.8324 +2025-06-25 13:01:45,602 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 2:17:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.8300, loss: 2.8300 +2025-06-25 13:02:31,580 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 2:16:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.8487, loss: 2.8487 +2025-06-25 13:03:17,532 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 2:15:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.7924, loss: 2.7924 +2025-06-25 13:04:03,458 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 2:15:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.7458, loss: 2.7458 +2025-06-25 13:04:49,647 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 2:14:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.8076, loss: 2.8076 +2025-06-25 13:05:35,653 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 2:13:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.8174, loss: 2.8174 +2025-06-25 13:06:21,554 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 2:12:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.7396, loss: 2.7396 +2025-06-25 13:07:07,539 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 2:12:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.8999, loss: 2.8999 +2025-06-25 13:07:53,426 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 2:11:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.8376, loss: 2.8376 +2025-06-25 13:08:39,354 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 2:10:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.7564, loss: 2.7564 +2025-06-25 13:09:25,277 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 2:09:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.8424, loss: 2.8424 +2025-06-25 13:10:11,167 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 2:08:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 2.8709, loss: 2.8709 +2025-06-25 13:10:57,097 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 2:08:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9906, loss_cls: 2.9033, loss: 2.9033 +2025-06-25 13:11:42,985 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 2:07:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.8824, loss: 2.8824 +2025-06-25 13:12:28,894 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 2:06:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 2.8382, loss: 2.8382 +2025-06-25 13:13:14,828 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 2:05:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.7915, loss: 2.7915 +2025-06-25 13:14:00,844 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 2:05:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.8577, loss: 2.8577 +2025-06-25 13:14:46,719 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 2:04:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.8308, loss: 2.8308 +2025-06-25 13:15:32,711 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 2:03:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.8402, loss: 2.8402 +2025-06-25 13:16:18,567 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 2:02:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9931, loss_cls: 2.7575, loss: 2.7575 +2025-06-25 13:17:04,507 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 2:01:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.9608, loss: 2.9608 +2025-06-25 13:17:50,363 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 2:01:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.8167, loss: 2.8167 +2025-06-25 13:18:36,371 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 2:00:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.7743, loss: 2.7743 +2025-06-25 13:19:22,314 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:59:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.8707, loss: 2.8707 +2025-06-25 13:19:24,910 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-25 13:23:34,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 13:23:35,348 - pyskl - INFO - +top1_acc 0.8146 +top5_acc 0.9647 +2025-06-25 13:23:35,369 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8146, top5_acc: 0.9647 +2025-06-25 13:24:44,044 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:58:55, time: 0.687, data_time: 0.226, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.7775, loss: 2.7775 +2025-06-25 13:25:29,919 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:58:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.7042, loss: 2.7042 +2025-06-25 13:26:15,779 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:57:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.8062, loss: 2.8062 +2025-06-25 13:27:01,579 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:56:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.7363, loss: 2.7363 +2025-06-25 13:27:47,482 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:55:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.7879, loss: 2.7879 +2025-06-25 13:28:33,603 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:54:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.7920, loss: 2.7920 +2025-06-25 13:29:19,651 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:54:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.8780, loss: 2.8780 +2025-06-25 13:30:05,422 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:53:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.7942, loss: 2.7942 +2025-06-25 13:30:51,271 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:52:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.7610, loss: 2.7610 +2025-06-25 13:31:37,069 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:51:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.6457, loss: 2.6457 +2025-06-25 13:32:22,829 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:51:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.6967, loss: 2.6967 +2025-06-25 13:33:08,653 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:50:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.8451, loss: 2.8451 +2025-06-25 13:33:54,442 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:49:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.9262, loss: 2.9262 +2025-06-25 13:34:40,193 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:48:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.8232, loss: 2.8232 +2025-06-25 13:35:26,053 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:47:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.8574, loss: 2.8574 +2025-06-25 13:36:11,923 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:47:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.8961, loss: 2.8961 +2025-06-25 13:36:57,725 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:46:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.8488, loss: 2.8488 +2025-06-25 13:37:43,562 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:45:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.7611, loss: 2.7611 +2025-06-25 13:38:29,507 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 1:44:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.9457, loss: 2.9457 +2025-06-25 13:39:15,619 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 1:44:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.8234, loss: 2.8234 +2025-06-25 13:40:01,510 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 1:43:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.8062, loss: 2.8062 +2025-06-25 13:40:47,371 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 1:42:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.7072, loss: 2.7072 +2025-06-25 13:41:33,234 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 1:41:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.9079, loss: 2.9079 +2025-06-25 13:42:19,090 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 1:40:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.7236, loss: 2.7236 +2025-06-25 13:43:04,958 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 1:40:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.7822, loss: 2.7822 +2025-06-25 13:43:50,767 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 1:39:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.8105, loss: 2.8105 +2025-06-25 13:44:36,652 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 1:38:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.7253, loss: 2.7253 +2025-06-25 13:45:22,524 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 1:37:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.8274, loss: 2.8274 +2025-06-25 13:46:08,399 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 1:36:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.7229, loss: 2.7229 +2025-06-25 13:46:54,300 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 1:36:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.7502, loss: 2.7502 +2025-06-25 13:47:40,189 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 1:35:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.8427, loss: 2.8427 +2025-06-25 13:48:26,039 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 1:34:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.9345, loss: 2.9345 +2025-06-25 13:49:11,936 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 1:33:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.8073, loss: 2.8073 +2025-06-25 13:49:57,719 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 1:33:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.8691, loss: 2.8691 +2025-06-25 13:50:00,349 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-25 13:54:11,015 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 13:54:11,586 - pyskl - INFO - +top1_acc 0.8230 +top5_acc 0.9664 +2025-06-25 13:54:11,608 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8230, top5_acc: 0.9664 +2025-06-25 13:55:20,243 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 1:32:26, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.6837, loss: 2.6837 +2025-06-25 13:56:06,216 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 1:31:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.7682, loss: 2.7682 +2025-06-25 13:56:52,062 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 1:30:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.7661, loss: 2.7661 +2025-06-25 13:57:37,986 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 1:30:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.7588, loss: 2.7588 +2025-06-25 13:58:23,931 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 1:29:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9950, loss_cls: 2.7238, loss: 2.7238 +2025-06-25 13:59:09,736 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 1:28:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.8205, loss: 2.8205 +2025-06-25 13:59:55,509 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 1:27:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.8812, loss: 2.8812 +2025-06-25 14:00:41,482 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 1:26:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.8123, loss: 2.8123 +2025-06-25 14:01:27,760 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 1:26:10, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.7502, loss: 2.7502 +2025-06-25 14:02:13,708 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 1:25:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.8280, loss: 2.8280 +2025-06-25 14:02:59,619 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 1:24:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.7820, loss: 2.7820 +2025-06-25 14:03:45,640 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 1:23:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.7782, loss: 2.7782 +2025-06-25 14:04:31,603 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 1:23:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.7747, loss: 2.7747 +2025-06-25 14:05:17,435 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 1:22:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.8646, loss: 2.8646 +2025-06-25 14:06:03,360 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 1:21:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.7499, loss: 2.7499 +2025-06-25 14:06:49,165 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 1:20:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.8012, loss: 2.8012 +2025-06-25 14:07:34,938 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 1:19:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.7078, loss: 2.7078 +2025-06-25 14:08:20,904 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 1:19:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.7103, loss: 2.7103 +2025-06-25 14:09:06,883 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 1:18:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.7984, loss: 2.7984 +2025-06-25 14:09:52,815 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 1:17:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.8620, loss: 2.8620 +2025-06-25 14:10:38,762 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 1:16:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.8228, loss: 2.8228 +2025-06-25 14:11:24,740 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 1:15:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.9033, loss: 2.9033 +2025-06-25 14:12:10,581 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 1:15:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.6970, loss: 2.6970 +2025-06-25 14:12:56,619 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 1:14:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 2.8862, loss: 2.8862 +2025-06-25 14:13:42,561 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 1:13:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.7409, loss: 2.7409 +2025-06-25 14:14:28,419 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 1:12:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.7855, loss: 2.7855 +2025-06-25 14:15:14,309 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 1:12:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.8245, loss: 2.8245 +2025-06-25 14:16:00,199 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 1:11:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.8225, loss: 2.8225 +2025-06-25 14:16:46,125 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 1:10:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.8583, loss: 2.8583 +2025-06-25 14:17:32,050 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 1:09:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7001, loss: 2.7001 +2025-06-25 14:18:17,910 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 1:08:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.7077, loss: 2.7077 +2025-06-25 14:19:03,810 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 1:08:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.6436, loss: 2.6436 +2025-06-25 14:19:49,693 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 1:07:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.8417, loss: 2.8417 +2025-06-25 14:20:35,562 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 1:06:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.7955, loss: 2.7955 +2025-06-25 14:20:38,163 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-25 14:24:48,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:24:48,903 - pyskl - INFO - +top1_acc 0.8369 +top5_acc 0.9693 +2025-06-25 14:24:48,923 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8369, top5_acc: 0.9693 +2025-06-25 14:25:57,530 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 1:05:59, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.6359, loss: 2.6359 +2025-06-25 14:26:43,370 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 1:05:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.7257, loss: 2.7257 +2025-06-25 14:27:29,238 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 1:04:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.6234, loss: 2.6234 +2025-06-25 14:28:15,050 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 1:03:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.7271, loss: 2.7271 +2025-06-25 14:29:00,877 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 1:02:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 2.6165, loss: 2.6165 +2025-06-25 14:29:46,699 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 1:02:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.7066, loss: 2.7066 +2025-06-25 14:30:32,517 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 1:01:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.8066, loss: 2.8066 +2025-06-25 14:31:18,305 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 1:00:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.6870, loss: 2.6870 +2025-06-25 14:32:04,055 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:59:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.7550, loss: 2.7550 +2025-06-25 14:32:49,912 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:58:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.7629, loss: 2.7629 +2025-06-25 14:33:35,897 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:58:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.7788, loss: 2.7788 +2025-06-25 14:34:21,791 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:57:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.5981, loss: 2.5981 +2025-06-25 14:35:07,714 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:56:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.7080, loss: 2.7080 +2025-06-25 14:35:53,660 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:55:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.7647, loss: 2.7647 +2025-06-25 14:36:39,525 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:55:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.7600, loss: 2.7600 +2025-06-25 14:37:25,728 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:54:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.6788, loss: 2.6788 +2025-06-25 14:38:12,004 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:53:27, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.7124, loss: 2.7124 +2025-06-25 14:38:58,010 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:52:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.7415, loss: 2.7415 +2025-06-25 14:39:43,921 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:51:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.9191, loss: 2.9191 +2025-06-25 14:40:29,761 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:51:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.6575, loss: 2.6575 +2025-06-25 14:41:15,593 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:50:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.8294, loss: 2.8294 +2025-06-25 14:42:01,450 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:49:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.7593, loss: 2.7593 +2025-06-25 14:42:47,240 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:48:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.8602, loss: 2.8602 +2025-06-25 14:43:32,953 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:47:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.8037, loss: 2.8037 +2025-06-25 14:44:18,780 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:47:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.7228, loss: 2.7228 +2025-06-25 14:45:04,636 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:46:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.8015, loss: 2.8015 +2025-06-25 14:45:50,456 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:45:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.7407, loss: 2.7407 +2025-06-25 14:46:36,365 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:44:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.8019, loss: 2.8019 +2025-06-25 14:47:22,139 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:44:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.8369, loss: 2.8369 +2025-06-25 14:48:07,989 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:43:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.6840, loss: 2.6840 +2025-06-25 14:48:53,785 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 1 day, 0:42:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.6929, loss: 2.6929 +2025-06-25 14:49:39,598 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 1 day, 0:41:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.8785, loss: 2.8785 +2025-06-25 14:50:25,376 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 1 day, 0:40:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7526, loss: 2.7526 +2025-06-25 14:51:11,255 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 1 day, 0:40:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.7864, loss: 2.7864 +2025-06-25 14:51:13,851 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-25 14:55:24,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:55:25,107 - pyskl - INFO - +top1_acc 0.8349 +top5_acc 0.9679 +2025-06-25 14:55:25,129 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8349, top5_acc: 0.9679 +2025-06-25 14:56:33,681 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 1 day, 0:39:30, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.6441, loss: 2.6441 +2025-06-25 14:57:19,641 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 1 day, 0:38:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.6308, loss: 2.6308 +2025-06-25 14:58:05,584 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 1 day, 0:37:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.6444, loss: 2.6444 +2025-06-25 14:58:51,555 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 1 day, 0:37:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.7620, loss: 2.7620 +2025-06-25 14:59:37,410 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 1 day, 0:36:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.7196, loss: 2.7196 +2025-06-25 15:00:23,259 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 1 day, 0:35:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.6344, loss: 2.6344 +2025-06-25 15:01:09,171 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 1 day, 0:34:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.7494, loss: 2.7494 +2025-06-25 15:01:54,945 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 1 day, 0:34:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.7787, loss: 2.7787 +2025-06-25 15:02:40,755 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 1 day, 0:33:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.5661, loss: 2.5661 +2025-06-25 15:03:26,563 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 1 day, 0:32:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.6208, loss: 2.6208 +2025-06-25 15:04:12,370 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 1 day, 0:31:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6544, loss: 2.6544 +2025-06-25 15:04:58,164 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 1 day, 0:30:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9944, loss_cls: 2.7026, loss: 2.7026 +2025-06-25 15:05:44,002 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 1 day, 0:30:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.6017, loss: 2.6017 +2025-06-25 15:06:29,932 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 1 day, 0:29:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.6174, loss: 2.6174 +2025-06-25 15:07:15,956 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 1 day, 0:28:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.8683, loss: 2.8683 +2025-06-25 15:08:01,948 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 1 day, 0:27:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.7471, loss: 2.7471 +2025-06-25 15:08:47,896 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 1 day, 0:26:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9831, loss_cls: 2.7679, loss: 2.7679 +2025-06-25 15:09:33,829 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 1 day, 0:26:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.7681, loss: 2.7681 +2025-06-25 15:10:19,783 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 1 day, 0:25:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.7562, loss: 2.7562 +2025-06-25 15:11:05,696 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 1 day, 0:24:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.6974, loss: 2.6974 +2025-06-25 15:11:51,664 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 1 day, 0:23:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.8583, loss: 2.8583 +2025-06-25 15:12:37,639 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 1 day, 0:23:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.6830, loss: 2.6830 +2025-06-25 15:13:23,459 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 1 day, 0:22:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.7880, loss: 2.7880 +2025-06-25 15:14:09,323 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 1 day, 0:21:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.7407, loss: 2.7407 +2025-06-25 15:14:55,187 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 1 day, 0:20:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.6856, loss: 2.6856 +2025-06-25 15:15:41,129 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 1 day, 0:19:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.8486, loss: 2.8486 +2025-06-25 15:16:27,340 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 1 day, 0:19:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.7038, loss: 2.7038 +2025-06-25 15:17:13,331 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 1 day, 0:18:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.6501, loss: 2.6501 +2025-06-25 15:17:59,166 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 1 day, 0:17:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.6792, loss: 2.6792 +2025-06-25 15:18:44,962 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 1 day, 0:16:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.7391, loss: 2.7391 +2025-06-25 15:19:30,775 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 1 day, 0:16:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.6897, loss: 2.6897 +2025-06-25 15:20:16,568 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 1 day, 0:15:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.6191, loss: 2.6191 +2025-06-25 15:21:02,393 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 1 day, 0:14:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.7621, loss: 2.7621 +2025-06-25 15:21:48,229 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 1 day, 0:13:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8879, loss: 2.8879 +2025-06-25 15:21:50,874 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-25 15:40:40,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:40:40,598 - pyskl - INFO - +top1_acc 0.8152 +top5_acc 0.9674 +2025-06-25 15:40:40,619 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8152, top5_acc: 0.9674 +2025-06-25 15:41:49,349 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 1 day, 0:13:03, time: 0.687, data_time: 0.226, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.7697, loss: 2.7697 +2025-06-25 15:42:35,334 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 1 day, 0:12:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6059, loss: 2.6059 +2025-06-25 15:43:21,375 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 1 day, 0:11:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.5498, loss: 2.5498 +2025-06-25 15:44:07,368 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 1 day, 0:10:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.6581, loss: 2.6581 +2025-06-25 15:44:53,368 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 1 day, 0:09:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.6501, loss: 2.6501 +2025-06-25 15:45:39,416 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 1 day, 0:09:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.6042, loss: 2.6042 +2025-06-25 15:46:25,461 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 1 day, 0:08:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.6898, loss: 2.6898 +2025-06-25 15:47:11,469 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 1 day, 0:07:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.6979, loss: 2.6979 +2025-06-25 15:47:57,525 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 1 day, 0:06:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.7960, loss: 2.7960 +2025-06-25 15:48:43,608 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 1 day, 0:06:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.6883, loss: 2.6883 +2025-06-25 15:49:29,683 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 1 day, 0:05:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.7255, loss: 2.7255 +2025-06-25 15:50:15,783 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 1 day, 0:04:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7215, loss: 2.7215 +2025-06-25 15:51:01,945 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 1 day, 0:03:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.7357, loss: 2.7357 +2025-06-25 15:51:47,825 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 1 day, 0:02:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.5617, loss: 2.5617 +2025-06-25 15:52:33,737 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 1 day, 0:02:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7888, loss: 2.7888 +2025-06-25 15:53:19,671 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 1 day, 0:01:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.6329, loss: 2.6329 +2025-06-25 15:54:05,606 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 1 day, 0:00:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.7532, loss: 2.7532 +2025-06-25 15:54:51,531 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:59:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.6604, loss: 2.6604 +2025-06-25 15:55:37,591 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:58:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.6406, loss: 2.6406 +2025-06-25 15:56:23,539 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:58:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.6166, loss: 2.6166 +2025-06-25 15:57:09,457 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:57:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.6202, loss: 2.6202 +2025-06-25 15:57:55,485 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:56:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.7298, loss: 2.7298 +2025-06-25 15:58:41,492 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:55:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.7974, loss: 2.7974 +2025-06-25 15:59:27,440 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:55:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.6875, loss: 2.6875 +2025-06-25 16:00:13,233 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:54:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.7989, loss: 2.7989 +2025-06-25 16:00:58,912 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:53:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.7002, loss: 2.7002 +2025-06-25 16:01:44,777 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:52:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.6527, loss: 2.6527 +2025-06-25 16:02:30,751 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:51:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.6527, loss: 2.6527 +2025-06-25 16:03:16,685 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:51:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.7746, loss: 2.7746 +2025-06-25 16:04:02,567 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:50:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9931, loss_cls: 2.6626, loss: 2.6626 +2025-06-25 16:04:48,483 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:49:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9944, loss_cls: 2.8070, loss: 2.8070 +2025-06-25 16:05:34,372 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:48:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.6962, loss: 2.6962 +2025-06-25 16:06:20,274 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:48:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.7361, loss: 2.7361 +2025-06-25 16:07:06,130 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:47:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.7437, loss: 2.7437 +2025-06-25 16:07:08,762 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-25 16:11:19,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:11:19,612 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9705 +2025-06-25 16:11:19,670 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_90.pth was removed +2025-06-25 16:11:20,734 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-06-25 16:11:20,736 - pyskl - INFO - Best top1_acc is 0.8496 at 96 epoch. +2025-06-25 16:11:20,757 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8496, top5_acc: 0.9705 +2025-06-25 16:12:29,380 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:46:36, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.5508, loss: 2.5508 +2025-06-25 16:13:15,682 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:45:50, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.5836, loss: 2.5836 +2025-06-25 16:14:01,771 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:45:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.5395, loss: 2.5395 +2025-06-25 16:14:47,810 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:44:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.7163, loss: 2.7163 +2025-06-25 16:15:33,663 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:43:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.6331, loss: 2.6331 +2025-06-25 16:16:19,520 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:42:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.5279, loss: 2.5279 +2025-06-25 16:17:05,346 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:41:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.5931, loss: 2.5931 +2025-06-25 16:17:51,391 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:41:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 2.6090, loss: 2.6090 +2025-06-25 16:18:37,395 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 23:40:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.4564, loss: 2.4564 +2025-06-25 16:19:23,338 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 23:39:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.7565, loss: 2.7565 +2025-06-25 16:20:09,233 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 23:38:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.6049, loss: 2.6049 +2025-06-25 16:20:55,038 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 23:38:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.6158, loss: 2.6158 +2025-06-25 16:21:40,896 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 23:37:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7598, loss: 2.7598 +2025-06-25 16:22:26,692 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 23:36:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 2.6692, loss: 2.6692 +2025-06-25 16:23:12,481 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 23:35:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.6450, loss: 2.6450 +2025-06-25 16:23:58,304 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 23:34:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.6180, loss: 2.6180 +2025-06-25 16:24:44,170 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 23:34:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.7293, loss: 2.7293 +2025-06-25 16:25:29,906 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 23:33:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.6924, loss: 2.6924 +2025-06-25 16:26:15,623 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 23:32:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.6980, loss: 2.6980 +2025-06-25 16:27:01,367 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 23:31:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.7499, loss: 2.7499 +2025-06-25 16:27:47,204 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 23:30:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.6817, loss: 2.6817 +2025-06-25 16:28:33,224 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 23:30:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.6652, loss: 2.6652 +2025-06-25 16:29:19,208 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 23:29:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.6455, loss: 2.6455 +2025-06-25 16:30:05,186 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 23:28:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.6920, loss: 2.6920 +2025-06-25 16:30:51,088 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 23:27:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.6979, loss: 2.6979 +2025-06-25 16:31:36,951 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 23:27:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.6648, loss: 2.6648 +2025-06-25 16:32:22,776 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 23:26:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.7239, loss: 2.7239 +2025-06-25 16:33:08,612 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 23:25:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.8016, loss: 2.8016 +2025-06-25 16:33:54,457 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 23:24:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.7312, loss: 2.7312 +2025-06-25 16:34:40,394 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 23:23:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.7783, loss: 2.7783 +2025-06-25 16:35:26,283 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 23:23:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.4933, loss: 2.4933 +2025-06-25 16:36:11,980 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 23:22:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.6813, loss: 2.6813 +2025-06-25 16:36:57,653 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 23:21:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.6585, loss: 2.6585 +2025-06-25 16:37:43,387 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 23:20:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.7059, loss: 2.7059 +2025-06-25 16:37:45,978 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-25 16:41:59,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:42:00,051 - pyskl - INFO - +top1_acc 0.8405 +top5_acc 0.9725 +2025-06-25 16:42:00,072 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8405, top5_acc: 0.9725 +2025-06-25 16:43:08,570 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 23:20:08, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.7022, loss: 2.7022 +2025-06-25 16:43:54,478 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 23:19:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.5749, loss: 2.5749 +2025-06-25 16:44:40,357 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 23:18:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.5168, loss: 2.5168 +2025-06-25 16:45:26,271 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 23:17:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.5311, loss: 2.5311 +2025-06-25 16:46:12,194 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 23:17:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 2.6392, loss: 2.6392 +2025-06-25 16:46:58,247 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 23:16:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.4491, loss: 2.4491 +2025-06-25 16:47:44,211 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 23:15:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.6045, loss: 2.6045 +2025-06-25 16:48:30,146 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 23:14:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.4921, loss: 2.4921 +2025-06-25 16:49:16,015 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 23:13:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.5676, loss: 2.5676 +2025-06-25 16:50:02,191 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 23:13:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.5466, loss: 2.5466 +2025-06-25 16:50:48,185 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 23:12:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.6951, loss: 2.6951 +2025-06-25 16:51:34,097 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 23:11:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.6562, loss: 2.6562 +2025-06-25 16:52:20,120 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 23:10:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.7097, loss: 2.7097 +2025-06-25 16:53:05,993 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 23:09:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5744, loss: 2.5744 +2025-06-25 16:53:51,958 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 23:09:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.6354, loss: 2.6354 +2025-06-25 16:54:37,910 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 23:08:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.5467, loss: 2.5467 +2025-06-25 16:55:23,890 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 23:07:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.5959, loss: 2.5959 +2025-06-25 16:56:09,915 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 23:06:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.5240, loss: 2.5240 +2025-06-25 16:56:55,896 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 23:06:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.7642, loss: 2.7642 +2025-06-25 16:57:41,826 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 23:05:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.6615, loss: 2.6615 +2025-06-25 16:58:27,828 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 23:04:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.7217, loss: 2.7217 +2025-06-25 16:59:13,848 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 23:03:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.6126, loss: 2.6126 +2025-06-25 16:59:59,803 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 23:02:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.6691, loss: 2.6691 +2025-06-25 17:00:45,585 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 23:02:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6038, loss: 2.6038 +2025-06-25 17:01:31,528 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 23:01:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.5437, loss: 2.5437 +2025-06-25 17:02:17,495 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 23:00:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.7095, loss: 2.7095 +2025-06-25 17:03:03,516 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:59:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.6956, loss: 2.6956 +2025-06-25 17:03:49,676 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:59:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.6861, loss: 2.6861 +2025-06-25 17:04:35,753 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:58:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.7503, loss: 2.7503 +2025-06-25 17:05:21,791 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:57:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.6904, loss: 2.6904 +2025-06-25 17:06:07,764 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:56:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.6259, loss: 2.6259 +2025-06-25 17:06:53,694 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:55:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.6741, loss: 2.6741 +2025-06-25 17:07:39,832 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:55:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.6990, loss: 2.6990 +2025-06-25 17:08:25,815 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:54:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 2.7058, loss: 2.7058 +2025-06-25 17:08:28,439 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-25 17:12:38,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:12:38,918 - pyskl - INFO - +top1_acc 0.8513 +top5_acc 0.9731 +2025-06-25 17:12:38,974 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_96.pth was removed +2025-06-25 17:12:40,058 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-06-25 17:12:40,060 - pyskl - INFO - Best top1_acc is 0.8513 at 98 epoch. +2025-06-25 17:12:40,082 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8513, top5_acc: 0.9731 +2025-06-25 17:13:48,530 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:53:42, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.4779, loss: 2.4779 +2025-06-25 17:14:34,483 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:52:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.5674, loss: 2.5674 +2025-06-25 17:15:20,421 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:52:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6167, loss: 2.6167 +2025-06-25 17:16:06,451 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:51:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.6258, loss: 2.6258 +2025-06-25 17:16:52,524 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:50:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.4942, loss: 2.4942 +2025-06-25 17:17:38,616 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:49:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.6963, loss: 2.6963 +2025-06-25 17:18:24,589 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:49:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.5941, loss: 2.5941 +2025-06-25 17:19:10,489 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:48:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9962, loss_cls: 2.4982, loss: 2.4982 +2025-06-25 17:19:56,515 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:47:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3811, loss: 2.3811 +2025-06-25 17:20:42,451 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:46:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.5748, loss: 2.5748 +2025-06-25 17:21:28,384 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:45:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.5380, loss: 2.5380 +2025-06-25 17:22:14,321 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:45:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 2.6621, loss: 2.6621 +2025-06-25 17:23:00,225 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:44:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.5981, loss: 2.5981 +2025-06-25 17:23:46,251 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:43:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.5065, loss: 2.5065 +2025-06-25 17:24:32,230 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:42:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.6698, loss: 2.6698 +2025-06-25 17:25:18,144 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:41:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.5920, loss: 2.5920 +2025-06-25 17:26:04,081 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:41:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5465, loss: 2.5465 +2025-06-25 17:26:49,963 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:40:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.5891, loss: 2.5891 +2025-06-25 17:27:35,923 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:39:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6969, loss: 2.6969 +2025-06-25 17:28:21,957 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 22:38:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.7040, loss: 2.7040 +2025-06-25 17:29:08,112 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 22:38:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6264, loss: 2.6264 +2025-06-25 17:29:54,053 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 22:37:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.5982, loss: 2.5982 +2025-06-25 17:30:39,921 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 22:36:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.6348, loss: 2.6348 +2025-06-25 17:31:25,828 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 22:35:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.4502, loss: 2.4502 +2025-06-25 17:32:11,706 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 22:34:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.7181, loss: 2.7181 +2025-06-25 17:32:57,644 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 22:34:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.6395, loss: 2.6395 +2025-06-25 17:33:43,659 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 22:33:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.5982, loss: 2.5982 +2025-06-25 17:34:29,580 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 22:32:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.6691, loss: 2.6691 +2025-06-25 17:35:15,508 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 22:31:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.6539, loss: 2.6539 +2025-06-25 17:36:01,520 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 22:31:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.6953, loss: 2.6953 +2025-06-25 17:36:47,596 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 22:30:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.7224, loss: 2.7224 +2025-06-25 17:37:33,671 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 22:29:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.6230, loss: 2.6230 +2025-06-25 17:38:19,734 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 22:28:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.5916, loss: 2.5916 +2025-06-25 17:39:05,668 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 22:27:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.5812, loss: 2.5812 +2025-06-25 17:39:08,326 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-25 17:43:18,405 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:43:18,943 - pyskl - INFO - +top1_acc 0.8372 +top5_acc 0.9673 +2025-06-25 17:43:18,965 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8372, top5_acc: 0.9673 +2025-06-25 17:44:28,330 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 22:27:17, time: 0.694, data_time: 0.233, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.5585, loss: 2.5585 +2025-06-25 17:45:14,350 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 22:26:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9962, loss_cls: 2.5205, loss: 2.5205 +2025-06-25 17:46:00,522 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 22:25:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.6318, loss: 2.6318 +2025-06-25 17:46:46,457 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 22:24:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.5441, loss: 2.5441 +2025-06-25 17:47:32,359 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 22:24:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.4692, loss: 2.4692 +2025-06-25 17:48:18,239 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 22:23:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.5738, loss: 2.5738 +2025-06-25 17:49:04,119 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 22:22:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.6362, loss: 2.6362 +2025-06-25 17:49:49,941 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 22:21:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.4681, loss: 2.4681 +2025-06-25 17:50:36,193 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 22:21:02, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.5868, loss: 2.5868 +2025-06-25 17:51:22,157 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 22:20:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.6011, loss: 2.6011 +2025-06-25 17:52:07,972 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 22:19:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.6867, loss: 2.6867 +2025-06-25 17:52:53,768 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 22:18:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.5674, loss: 2.5674 +2025-06-25 17:53:39,564 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 22:17:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.6981, loss: 2.6981 +2025-06-25 17:54:25,540 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 22:17:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.5152, loss: 2.5152 +2025-06-25 17:55:11,394 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 22:16:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.4954, loss: 2.4954 +2025-06-25 17:55:57,266 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 22:15:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.6086, loss: 2.6086 +2025-06-25 17:56:43,175 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 22:14:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.6029, loss: 2.6029 +2025-06-25 17:57:29,196 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 22:13:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9950, loss_cls: 2.6141, loss: 2.6141 +2025-06-25 17:58:15,106 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 22:13:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.6222, loss: 2.6222 +2025-06-25 17:59:00,985 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 22:12:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.6923, loss: 2.6923 +2025-06-25 17:59:46,890 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 22:11:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.5983, loss: 2.5983 +2025-06-25 18:00:32,858 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 22:10:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.5878, loss: 2.5878 +2025-06-25 18:01:18,780 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 22:10:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.6133, loss: 2.6133 +2025-06-25 18:02:04,657 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 22:09:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.5860, loss: 2.5860 +2025-06-25 18:02:50,676 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 22:08:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.5962, loss: 2.5962 +2025-06-25 18:03:36,689 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 22:07:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.7479, loss: 2.7479 +2025-06-25 18:04:22,723 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 22:06:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5233, loss: 2.5233 +2025-06-25 18:05:08,676 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 22:06:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.6097, loss: 2.6097 +2025-06-25 18:05:54,554 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 22:05:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.5094, loss: 2.5094 +2025-06-25 18:06:40,546 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 22:04:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.4439, loss: 2.4439 +2025-06-25 18:07:26,563 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 22:03:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.5936, loss: 2.5936 +2025-06-25 18:08:12,429 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 22:03:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.5141, loss: 2.5141 +2025-06-25 18:08:58,378 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 22:02:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.5616, loss: 2.5616 +2025-06-25 18:09:44,367 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 22:01:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.6288, loss: 2.6288 +2025-06-25 18:09:46,987 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-25 18:28:39,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:28:39,794 - pyskl - INFO - +top1_acc 0.8517 +top5_acc 0.9724 +2025-06-25 18:28:39,846 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_98.pth was removed +2025-06-25 18:28:40,880 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-06-25 18:28:40,882 - pyskl - INFO - Best top1_acc is 0.8517 at 100 epoch. +2025-06-25 18:28:40,901 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8517, top5_acc: 0.9724 +2025-06-25 18:29:49,699 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 22:00:50, time: 0.688, data_time: 0.224, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4738, loss: 2.4738 +2025-06-25 18:30:35,815 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 22:00:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9962, loss_cls: 2.4373, loss: 2.4373 +2025-06-25 18:31:21,825 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:59:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.5579, loss: 2.5579 +2025-06-25 18:32:07,859 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:58:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.5259, loss: 2.5259 +2025-06-25 18:32:53,960 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:57:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.5217, loss: 2.5217 +2025-06-25 18:33:40,026 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:56:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.3970, loss: 2.3970 +2025-06-25 18:34:26,132 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:56:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.4996, loss: 2.4996 +2025-06-25 18:35:12,158 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:55:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.4569, loss: 2.4569 +2025-06-25 18:35:58,122 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:54:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.5630, loss: 2.5630 +2025-06-25 18:36:44,079 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:53:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.6413, loss: 2.6413 +2025-06-25 18:37:30,074 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:53:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.6429, loss: 2.6429 +2025-06-25 18:38:16,070 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:52:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.5128, loss: 2.5128 +2025-06-25 18:39:01,952 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:51:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.5447, loss: 2.5447 +2025-06-25 18:39:48,031 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:50:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5710, loss: 2.5710 +2025-06-25 18:40:34,404 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:49:54, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.6095, loss: 2.6095 +2025-06-25 18:41:20,317 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:49:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.6038, loss: 2.6038 +2025-06-25 18:42:06,177 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:48:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.5420, loss: 2.5420 +2025-06-25 18:42:52,108 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:47:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.6038, loss: 2.6038 +2025-06-25 18:43:38,035 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:46:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.6138, loss: 2.6138 +2025-06-25 18:44:24,018 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:46:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.5873, loss: 2.5873 +2025-06-25 18:45:09,906 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:45:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.6243, loss: 2.6243 +2025-06-25 18:45:55,776 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:44:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.5616, loss: 2.5616 +2025-06-25 18:46:41,673 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:43:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.5704, loss: 2.5704 +2025-06-25 18:47:27,756 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:42:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.6056, loss: 2.6056 +2025-06-25 18:48:13,787 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:42:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 2.5677, loss: 2.5677 +2025-06-25 18:48:59,612 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:41:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.5765, loss: 2.5765 +2025-06-25 18:49:45,696 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:40:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.6022, loss: 2.6022 +2025-06-25 18:50:31,913 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:39:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.4459, loss: 2.4459 +2025-06-25 18:51:17,972 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:38:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.5956, loss: 2.5956 +2025-06-25 18:52:04,117 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:38:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.5032, loss: 2.5032 +2025-06-25 18:52:50,158 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 21:37:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.5533, loss: 2.5533 +2025-06-25 18:53:36,084 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 21:36:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.5593, loss: 2.5593 +2025-06-25 18:54:22,009 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 21:35:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.7391, loss: 2.7391 +2025-06-25 18:55:07,831 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 21:35:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4804, loss: 2.4804 +2025-06-25 18:55:10,412 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-25 18:59:21,197 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:59:21,760 - pyskl - INFO - +top1_acc 0.8344 +top5_acc 0.9656 +2025-06-25 18:59:21,785 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8344, top5_acc: 0.9656 +2025-06-25 19:00:30,870 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 21:34:25, time: 0.691, data_time: 0.232, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.3841, loss: 2.3841 +2025-06-25 19:01:16,728 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 21:33:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.4778, loss: 2.4778 +2025-06-25 19:02:02,535 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 21:32:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.4205, loss: 2.4205 +2025-06-25 19:02:48,527 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 21:32:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.3873, loss: 2.3873 +2025-06-25 19:03:34,149 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 21:31:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.4895, loss: 2.4895 +2025-06-25 19:04:19,977 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 21:30:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.5014, loss: 2.5014 +2025-06-25 19:05:05,854 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 21:29:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.4429, loss: 2.4429 +2025-06-25 19:05:51,636 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 21:28:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.5610, loss: 2.5610 +2025-06-25 19:06:37,395 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 21:28:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.5169, loss: 2.5169 +2025-06-25 19:07:23,555 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 21:27:22, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.5451, loss: 2.5451 +2025-06-25 19:08:09,554 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 21:26:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.5215, loss: 2.5215 +2025-06-25 19:08:55,349 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 21:25:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.5447, loss: 2.5447 +2025-06-25 19:09:41,187 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 21:25:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.5375, loss: 2.5375 +2025-06-25 19:10:27,108 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 21:24:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.5662, loss: 2.5662 +2025-06-25 19:11:13,073 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 21:23:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3871, loss: 2.3871 +2025-06-25 19:11:59,192 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 21:22:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.5019, loss: 2.5019 +2025-06-25 19:12:45,327 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 21:21:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.5382, loss: 2.5382 +2025-06-25 19:13:31,353 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 21:21:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.4320, loss: 2.4320 +2025-06-25 19:14:17,248 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 21:20:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.5428, loss: 2.5428 +2025-06-25 19:15:03,111 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 21:19:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.5873, loss: 2.5873 +2025-06-25 19:15:49,033 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 21:18:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.4875, loss: 2.4875 +2025-06-25 19:16:35,070 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 21:18:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.4875, loss: 2.4875 +2025-06-25 19:17:21,056 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 21:17:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.5850, loss: 2.5850 +2025-06-25 19:18:07,012 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 21:16:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.5731, loss: 2.5731 +2025-06-25 19:18:52,943 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 21:15:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.4714, loss: 2.4714 +2025-06-25 19:19:39,223 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 21:14:53, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.4733, loss: 2.4733 +2025-06-25 19:20:25,230 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 21:14:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 2.4973, loss: 2.4973 +2025-06-25 19:21:11,216 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 21:13:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.5638, loss: 2.5638 +2025-06-25 19:21:57,096 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 21:12:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.5424, loss: 2.5424 +2025-06-25 19:22:42,982 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 21:11:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.5603, loss: 2.5603 +2025-06-25 19:23:28,899 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 21:10:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.6302, loss: 2.6302 +2025-06-25 19:24:14,787 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 21:10:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.5584, loss: 2.5584 +2025-06-25 19:25:00,630 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 21:09:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.5927, loss: 2.5927 +2025-06-25 19:25:46,469 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 21:08:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.5175, loss: 2.5175 +2025-06-25 19:25:49,185 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-25 19:30:00,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 19:30:01,002 - pyskl - INFO - +top1_acc 0.8400 +top5_acc 0.9697 +2025-06-25 19:30:01,022 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8400, top5_acc: 0.9697 +2025-06-25 19:31:09,542 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 21:07:58, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 2.4950, loss: 2.4950 +2025-06-25 19:31:55,456 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 21:07:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.5103, loss: 2.5103 +2025-06-25 19:32:41,436 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 21:06:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.4939, loss: 2.4939 +2025-06-25 19:33:27,354 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 21:05:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.4012, loss: 2.4012 +2025-06-25 19:34:13,216 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 21:04:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.5180, loss: 2.5180 +2025-06-25 19:34:59,160 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 21:04:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.5060, loss: 2.5060 +2025-06-25 19:35:45,227 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 21:03:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.3893, loss: 2.3893 +2025-06-25 19:36:31,175 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 21:02:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.5224, loss: 2.5224 +2025-06-25 19:37:17,131 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 21:01:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.4817, loss: 2.4817 +2025-06-25 19:38:03,268 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 21:00:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.4652, loss: 2.4652 +2025-06-25 19:38:49,407 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 21:00:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.4155, loss: 2.4155 +2025-06-25 19:39:35,303 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:59:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.4872, loss: 2.4872 +2025-06-25 19:40:21,364 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:58:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.4829, loss: 2.4829 +2025-06-25 19:41:07,748 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:57:49, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4538, loss: 2.4538 +2025-06-25 19:41:53,880 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:57:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.4631, loss: 2.4631 +2025-06-25 19:42:39,969 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:56:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.6066, loss: 2.6066 +2025-06-25 19:43:26,030 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:55:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.4538, loss: 2.4538 +2025-06-25 19:44:12,040 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:54:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.4465, loss: 2.4465 +2025-06-25 19:44:58,097 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:53:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.4790, loss: 2.4790 +2025-06-25 19:45:44,042 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:53:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.5197, loss: 2.5197 +2025-06-25 19:46:29,995 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:52:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.4525, loss: 2.4525 +2025-06-25 19:47:15,971 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:51:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.5058, loss: 2.5058 +2025-06-25 19:48:01,851 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:50:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 2.5960, loss: 2.5960 +2025-06-25 19:48:47,784 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:50:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 2.5639, loss: 2.5639 +2025-06-25 19:49:33,761 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:49:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.4664, loss: 2.4664 +2025-06-25 19:50:19,842 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:48:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.4982, loss: 2.4982 +2025-06-25 19:51:05,771 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:47:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.5605, loss: 2.5605 +2025-06-25 19:51:51,709 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:46:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 2.5831, loss: 2.5831 +2025-06-25 19:52:37,647 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:46:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.4614, loss: 2.4614 +2025-06-25 19:53:23,588 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:45:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.5201, loss: 2.5201 +2025-06-25 19:54:09,617 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:44:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.4883, loss: 2.4883 +2025-06-25 19:54:55,667 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:43:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9975, loss_cls: 2.5490, loss: 2.5490 +2025-06-25 19:55:41,655 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:42:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.5051, loss: 2.5051 +2025-06-25 19:56:27,588 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:42:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.5074, loss: 2.5074 +2025-06-25 19:56:30,235 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-25 20:00:44,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:00:44,931 - pyskl - INFO - +top1_acc 0.8490 +top5_acc 0.9713 +2025-06-25 20:00:44,952 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8490, top5_acc: 0.9713 +2025-06-25 20:01:53,932 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:41:32, time: 0.690, data_time: 0.229, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.4429, loss: 2.4429 +2025-06-25 20:02:39,915 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:40:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.4176, loss: 2.4176 +2025-06-25 20:03:25,892 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:39:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.5275, loss: 2.5275 +2025-06-25 20:04:12,048 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:39:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.5927, loss: 2.5927 +2025-06-25 20:04:58,212 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:38:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.2934, loss: 2.2934 +2025-06-25 20:05:44,216 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:37:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.3780, loss: 2.3780 +2025-06-25 20:06:30,236 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:36:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4715, loss: 2.4715 +2025-06-25 20:07:16,381 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:36:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.4335, loss: 2.4335 +2025-06-25 20:08:02,401 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 20:35:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4420, loss: 2.4420 +2025-06-25 20:08:48,435 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 20:34:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.4933, loss: 2.4933 +2025-06-25 20:09:34,391 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 20:33:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.5471, loss: 2.5471 +2025-06-25 20:10:20,335 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 20:32:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.4465, loss: 2.4465 +2025-06-25 20:11:06,351 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 20:32:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.4073, loss: 2.4073 +2025-06-25 20:11:52,267 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 20:31:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.5059, loss: 2.5059 +2025-06-25 20:12:38,133 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 20:30:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.4230, loss: 2.4230 +2025-06-25 20:13:24,015 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 20:29:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.4237, loss: 2.4237 +2025-06-25 20:14:09,889 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 20:29:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.5449, loss: 2.5449 +2025-06-25 20:14:55,764 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 20:28:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4885, loss: 2.4885 +2025-06-25 20:15:41,635 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 20:27:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.5852, loss: 2.5852 +2025-06-25 20:16:27,461 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 20:26:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.5101, loss: 2.5101 +2025-06-25 20:17:13,295 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 20:25:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.4290, loss: 2.4290 +2025-06-25 20:17:59,198 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 20:25:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.4375, loss: 2.4375 +2025-06-25 20:18:45,230 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 20:24:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.5228, loss: 2.5228 +2025-06-25 20:19:31,242 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 20:23:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9962, loss_cls: 2.4810, loss: 2.4810 +2025-06-25 20:20:17,283 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 20:22:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.4182, loss: 2.4182 +2025-06-25 20:21:03,276 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 20:22:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.4697, loss: 2.4697 +2025-06-25 20:21:49,195 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 20:21:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.4800, loss: 2.4800 +2025-06-25 20:22:35,160 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 20:20:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.4610, loss: 2.4610 +2025-06-25 20:23:21,049 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 20:19:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.4553, loss: 2.4553 +2025-06-25 20:24:06,836 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 20:18:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.4875, loss: 2.4875 +2025-06-25 20:24:52,686 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 20:18:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 2.4483, loss: 2.4483 +2025-06-25 20:25:38,513 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 20:17:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.4754, loss: 2.4754 +2025-06-25 20:26:24,278 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 20:16:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.3967, loss: 2.3967 +2025-06-25 20:27:10,214 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 20:15:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.4530, loss: 2.4530 +2025-06-25 20:27:12,853 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-25 20:31:24,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:31:24,876 - pyskl - INFO - +top1_acc 0.8519 +top5_acc 0.9733 +2025-06-25 20:31:24,931 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_100.pth was removed +2025-06-25 20:31:25,967 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-06-25 20:31:25,969 - pyskl - INFO - Best top1_acc is 0.8519 at 104 epoch. +2025-06-25 20:31:25,988 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8519, top5_acc: 0.9733 +2025-06-25 20:32:34,221 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 20:15:06, time: 0.682, data_time: 0.223, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.4129, loss: 2.4129 +2025-06-25 20:33:20,178 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 20:14:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3388, loss: 2.3388 +2025-06-25 20:34:06,159 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 20:13:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.4109, loss: 2.4109 +2025-06-25 20:34:52,194 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 20:12:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.2870, loss: 2.2870 +2025-06-25 20:35:38,125 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 20:11:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.2993, loss: 2.2993 +2025-06-25 20:36:24,078 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 20:11:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.3538, loss: 2.3538 +2025-06-25 20:37:10,124 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 20:10:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.4411, loss: 2.4411 +2025-06-25 20:37:56,175 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 20:09:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.4562, loss: 2.4562 +2025-06-25 20:38:41,975 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 20:08:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.3820, loss: 2.3820 +2025-06-25 20:39:27,764 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 20:08:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.4418, loss: 2.4418 +2025-06-25 20:40:13,613 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 20:07:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4129, loss: 2.4129 +2025-06-25 20:40:59,581 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 20:06:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4336, loss: 2.4336 +2025-06-25 20:41:45,456 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 20:05:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.3442, loss: 2.3442 +2025-06-25 20:42:31,368 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 20:04:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.5002, loss: 2.5002 +2025-06-25 20:43:17,272 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 20:04:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.5073, loss: 2.5073 +2025-06-25 20:44:03,128 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 20:03:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.3113, loss: 2.3113 +2025-06-25 20:44:49,002 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 20:02:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.5125, loss: 2.5125 +2025-06-25 20:45:34,927 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 20:01:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.4144, loss: 2.4144 +2025-06-25 20:46:20,899 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 20:01:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.3909, loss: 2.3909 +2025-06-25 20:47:06,767 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 20:00:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4624, loss: 2.4624 +2025-06-25 20:47:52,580 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:59:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.3705, loss: 2.3705 +2025-06-25 20:48:38,460 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:58:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.4480, loss: 2.4480 +2025-06-25 20:49:24,291 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:57:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9869, loss_cls: 2.4143, loss: 2.4143 +2025-06-25 20:50:10,301 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:57:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.3274, loss: 2.3274 +2025-06-25 20:50:56,368 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:56:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.3026, loss: 2.3026 +2025-06-25 20:51:42,235 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:55:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.4960, loss: 2.4960 +2025-06-25 20:52:28,023 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:54:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.4811, loss: 2.4811 +2025-06-25 20:53:13,851 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:54:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.4596, loss: 2.4596 +2025-06-25 20:53:59,731 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:53:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.6217, loss: 2.6217 +2025-06-25 20:54:45,548 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:52:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.4337, loss: 2.4337 +2025-06-25 20:55:31,457 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:51:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.5414, loss: 2.5414 +2025-06-25 20:56:17,283 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:50:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.5096, loss: 2.5096 +2025-06-25 20:57:03,138 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:50:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.6161, loss: 2.6161 +2025-06-25 20:57:49,002 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:49:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.4505, loss: 2.4505 +2025-06-25 20:57:51,673 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-25 21:16:02,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:16:02,991 - pyskl - INFO - +top1_acc 0.8494 +top5_acc 0.9718 +2025-06-25 21:16:03,012 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8494, top5_acc: 0.9718 +2025-06-25 21:17:11,528 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:48:39, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.3666, loss: 2.3666 +2025-06-25 21:17:57,324 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:47:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.3008, loss: 2.3008 +2025-06-25 21:18:43,276 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:47:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.3290, loss: 2.3290 +2025-06-25 21:19:29,196 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:46:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 2.3829, loss: 2.3829 +2025-06-25 21:20:15,044 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:45:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.4349, loss: 2.4349 +2025-06-25 21:21:00,993 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:44:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.3885, loss: 2.3885 +2025-06-25 21:21:46,904 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:43:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.3634, loss: 2.3634 +2025-06-25 21:22:32,771 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:43:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.2480, loss: 2.2480 +2025-06-25 21:23:18,687 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:42:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.3678, loss: 2.3678 +2025-06-25 21:24:04,590 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:41:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.3067, loss: 2.3067 +2025-06-25 21:24:50,442 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:40:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.4497, loss: 2.4497 +2025-06-25 21:25:36,291 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:40:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.3887, loss: 2.3887 +2025-06-25 21:26:22,457 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:39:17, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.4196, loss: 2.4196 +2025-06-25 21:27:08,411 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:38:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.4498, loss: 2.4498 +2025-06-25 21:27:54,168 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:37:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.3565, loss: 2.3565 +2025-06-25 21:28:39,903 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:36:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4413, loss: 2.4413 +2025-06-25 21:29:25,737 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:36:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.3923, loss: 2.3923 +2025-06-25 21:30:11,514 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:35:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.3713, loss: 2.3713 +2025-06-25 21:30:57,253 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:34:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4347, loss: 2.4347 +2025-06-25 21:31:42,960 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 19:33:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.3397, loss: 2.3397 +2025-06-25 21:32:28,752 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 19:33:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 2.3577, loss: 2.3577 +2025-06-25 21:33:14,509 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 19:32:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9881, loss_cls: 2.3655, loss: 2.3655 +2025-06-25 21:34:00,320 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 19:31:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.5891, loss: 2.5891 +2025-06-25 21:34:46,078 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 19:30:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.2815, loss: 2.2815 +2025-06-25 21:35:31,890 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 19:29:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4100, loss: 2.4100 +2025-06-25 21:36:17,584 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 19:29:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.4661, loss: 2.4661 +2025-06-25 21:37:03,112 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 19:28:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.3922, loss: 2.3922 +2025-06-25 21:37:48,799 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 19:27:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.4138, loss: 2.4138 +2025-06-25 21:38:34,519 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 19:26:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.5166, loss: 2.5166 +2025-06-25 21:39:20,218 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 19:25:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4682, loss: 2.4682 +2025-06-25 21:40:05,932 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 19:25:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.3594, loss: 2.3594 +2025-06-25 21:40:51,935 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 19:24:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.4820, loss: 2.4820 +2025-06-25 21:41:37,948 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 19:23:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.4909, loss: 2.4909 +2025-06-25 21:42:23,954 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 19:22:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4059, loss: 2.4059 +2025-06-25 21:42:26,569 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-25 21:46:36,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:46:37,470 - pyskl - INFO - +top1_acc 0.8662 +top5_acc 0.9750 +2025-06-25 21:46:37,523 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_104.pth was removed +2025-06-25 21:46:38,558 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-25 21:46:38,559 - pyskl - INFO - Best top1_acc is 0.8662 at 106 epoch. +2025-06-25 21:46:38,579 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8662, top5_acc: 0.9750 +2025-06-25 21:47:47,235 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 19:22:11, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.2817, loss: 2.2817 +2025-06-25 21:48:33,225 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 19:21:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.3370, loss: 2.3370 +2025-06-25 21:49:19,301 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 19:20:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.3148, loss: 2.3148 +2025-06-25 21:50:05,163 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 19:19:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.2718, loss: 2.2718 +2025-06-25 21:50:50,874 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 19:19:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.3799, loss: 2.3799 +2025-06-25 21:51:36,920 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 19:18:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.3267, loss: 2.3267 +2025-06-25 21:52:22,922 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 19:17:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9975, loss_cls: 2.4347, loss: 2.4347 +2025-06-25 21:53:09,023 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 19:16:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.3659, loss: 2.3659 +2025-06-25 21:53:55,087 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 19:15:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.3197, loss: 2.3197 +2025-06-25 21:54:41,151 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 19:15:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.4987, loss: 2.4987 +2025-06-25 21:55:27,148 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 19:14:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.2791, loss: 2.2791 +2025-06-25 21:56:13,097 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 19:13:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.4311, loss: 2.4311 +2025-06-25 21:56:59,022 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 19:12:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.4107, loss: 2.4107 +2025-06-25 21:57:44,958 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 19:12:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3420, loss: 2.3420 +2025-06-25 21:58:30,867 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 19:11:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.3892, loss: 2.3892 +2025-06-25 21:59:16,788 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 19:10:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.3292, loss: 2.3292 +2025-06-25 22:00:02,736 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 19:09:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.3451, loss: 2.3451 +2025-06-25 22:00:48,646 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 19:08:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.3855, loss: 2.3855 +2025-06-25 22:01:34,559 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 19:08:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.3881, loss: 2.3881 +2025-06-25 22:02:20,470 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 19:07:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.4314, loss: 2.4314 +2025-06-25 22:03:06,374 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 19:06:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.3755, loss: 2.3755 +2025-06-25 22:03:52,165 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 19:05:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.3732, loss: 2.3732 +2025-06-25 22:04:38,030 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 19:05:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.4196, loss: 2.4196 +2025-06-25 22:05:23,854 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 19:04:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9975, loss_cls: 2.3321, loss: 2.3321 +2025-06-25 22:06:09,639 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 19:03:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.4028, loss: 2.4028 +2025-06-25 22:06:55,416 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 19:02:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.3932, loss: 2.3932 +2025-06-25 22:07:41,177 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 19:01:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3806, loss: 2.3806 +2025-06-25 22:08:26,938 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 19:01:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.4168, loss: 2.4168 +2025-06-25 22:09:12,808 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 19:00:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.3345, loss: 2.3345 +2025-06-25 22:09:58,955 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:59:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.2901, loss: 2.2901 +2025-06-25 22:10:45,048 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:58:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.3891, loss: 2.3891 +2025-06-25 22:11:31,190 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:57:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.3638, loss: 2.3638 +2025-06-25 22:12:17,375 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:57:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.4174, loss: 2.4174 +2025-06-25 22:13:03,375 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:56:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.4054, loss: 2.4054 +2025-06-25 22:13:06,007 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-25 22:17:17,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:17:17,673 - pyskl - INFO - +top1_acc 0.8602 +top5_acc 0.9724 +2025-06-25 22:17:17,696 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8602, top5_acc: 0.9724 +2025-06-25 22:18:26,145 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:55:45, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.2622, loss: 2.2622 +2025-06-25 22:19:12,059 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:54:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.2854, loss: 2.2854 +2025-06-25 22:19:58,030 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:54:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.2487, loss: 2.2487 +2025-06-25 22:20:44,001 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:53:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.2090, loss: 2.2090 +2025-06-25 22:21:30,016 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:52:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3028, loss: 2.3028 +2025-06-25 22:22:16,010 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:51:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.3090, loss: 2.3090 +2025-06-25 22:23:01,941 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:51:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.3922, loss: 2.3922 +2025-06-25 22:23:47,825 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:50:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.2243, loss: 2.2243 +2025-06-25 22:24:33,542 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:49:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.3177, loss: 2.3177 +2025-06-25 22:25:19,263 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:48:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.3675, loss: 2.3675 +2025-06-25 22:26:05,035 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:47:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.3772, loss: 2.3772 +2025-06-25 22:26:50,996 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:47:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.4677, loss: 2.4677 +2025-06-25 22:27:36,868 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:46:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.4035, loss: 2.4035 +2025-06-25 22:28:22,684 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:45:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.2849, loss: 2.2849 +2025-06-25 22:29:08,745 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:44:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.3652, loss: 2.3652 +2025-06-25 22:29:54,692 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:44:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.4322, loss: 2.4322 +2025-06-25 22:30:40,657 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:43:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.3182, loss: 2.3182 +2025-06-25 22:31:26,619 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:42:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.3414, loss: 2.3414 +2025-06-25 22:32:12,471 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:41:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.3858, loss: 2.3858 +2025-06-25 22:32:58,370 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:40:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3800, loss: 2.3800 +2025-06-25 22:33:44,220 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:40:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.3104, loss: 2.3104 +2025-06-25 22:34:29,997 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:39:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.3981, loss: 2.3981 +2025-06-25 22:35:15,774 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:38:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.3171, loss: 2.3171 +2025-06-25 22:36:01,530 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:37:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.2605, loss: 2.2605 +2025-06-25 22:36:47,402 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:37:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.3116, loss: 2.3116 +2025-06-25 22:37:33,227 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:36:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.4203, loss: 2.4203 +2025-06-25 22:38:19,051 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:35:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.3808, loss: 2.3808 +2025-06-25 22:39:04,912 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:34:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2924, loss: 2.2924 +2025-06-25 22:39:50,763 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:33:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.3437, loss: 2.3437 +2025-06-25 22:40:36,635 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:33:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.3671, loss: 2.3671 +2025-06-25 22:41:22,559 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:32:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.2646, loss: 2.2646 +2025-06-25 22:42:08,477 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 18:31:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.3412, loss: 2.3412 +2025-06-25 22:42:54,456 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 18:30:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.5612, loss: 2.5612 +2025-06-25 22:43:40,392 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 18:29:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3508, loss: 2.3508 +2025-06-25 22:43:43,009 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-25 22:47:53,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:47:54,204 - pyskl - INFO - +top1_acc 0.8540 +top5_acc 0.9721 +2025-06-25 22:47:54,223 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8540, top5_acc: 0.9721 +2025-06-25 22:49:02,815 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 18:29:17, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.3283, loss: 2.3283 +2025-06-25 22:49:48,710 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 18:28:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.1703, loss: 2.1703 +2025-06-25 22:50:34,576 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 18:27:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.2239, loss: 2.2239 +2025-06-25 22:51:20,473 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 18:26:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.3583, loss: 2.3583 +2025-06-25 22:52:06,663 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 18:26:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.2869, loss: 2.2869 +2025-06-25 22:52:52,588 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 18:25:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.2773, loss: 2.2773 +2025-06-25 22:53:38,391 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 18:24:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.3434, loss: 2.3434 +2025-06-25 22:54:24,190 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 18:23:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.2525, loss: 2.2525 +2025-06-25 22:55:09,978 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 18:23:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.2311, loss: 2.2311 +2025-06-25 22:55:55,759 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 18:22:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2965, loss: 2.2965 +2025-06-25 22:56:41,575 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 18:21:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.3127, loss: 2.3127 +2025-06-25 22:57:27,355 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 18:20:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.3100, loss: 2.3100 +2025-06-25 22:58:13,161 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 18:19:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.3225, loss: 2.3225 +2025-06-25 22:58:58,985 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 18:19:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.2963, loss: 2.2963 +2025-06-25 22:59:44,791 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 18:18:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.2600, loss: 2.2600 +2025-06-25 23:00:30,592 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 18:17:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.4318, loss: 2.4318 +2025-06-25 23:01:16,532 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 18:16:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.3509, loss: 2.3509 +2025-06-25 23:02:02,440 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 18:16:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.2530, loss: 2.2530 +2025-06-25 23:02:48,304 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 18:15:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4571, loss: 2.4571 +2025-06-25 23:03:34,164 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 18:14:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.4397, loss: 2.4397 +2025-06-25 23:04:20,112 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 18:13:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.2837, loss: 2.2837 +2025-06-25 23:05:05,918 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 18:12:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.2885, loss: 2.2885 +2025-06-25 23:05:51,678 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 18:12:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.3671, loss: 2.3671 +2025-06-25 23:06:37,515 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 18:11:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.3384, loss: 2.3384 +2025-06-25 23:07:23,403 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 18:10:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.2174, loss: 2.2174 +2025-06-25 23:08:09,307 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 18:09:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.3847, loss: 2.3847 +2025-06-25 23:08:55,340 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 18:09:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.3762, loss: 2.3762 +2025-06-25 23:09:41,277 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 18:08:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.3099, loss: 2.3099 +2025-06-25 23:10:27,075 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 18:07:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.2909, loss: 2.2909 +2025-06-25 23:11:13,057 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 18:06:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3239, loss: 2.3239 +2025-06-25 23:11:58,943 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 18:05:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 2.2911, loss: 2.2911 +2025-06-25 23:12:44,961 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 18:05:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3315, loss: 2.3315 +2025-06-25 23:13:30,965 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 18:04:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.3361, loss: 2.3361 +2025-06-25 23:14:16,772 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 18:03:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.3035, loss: 2.3035 +2025-06-25 23:14:19,369 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-25 23:18:28,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:18:29,442 - pyskl - INFO - +top1_acc 0.8605 +top5_acc 0.9759 +2025-06-25 23:18:29,463 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8605, top5_acc: 0.9759 +2025-06-25 23:19:38,506 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 18:02:51, time: 0.690, data_time: 0.231, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.1806, loss: 2.1806 +2025-06-25 23:20:24,406 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 18:02:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 2.2064, loss: 2.2064 +2025-06-25 23:21:10,342 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 18:01:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1286, loss: 2.1286 +2025-06-25 23:21:56,383 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 18:00:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.2190, loss: 2.2190 +2025-06-25 23:22:42,375 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:59:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.2355, loss: 2.2355 +2025-06-25 23:23:28,195 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:58:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.2330, loss: 2.2330 +2025-06-25 23:24:14,001 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:58:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.2946, loss: 2.2946 +2025-06-25 23:24:59,829 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:57:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3266, loss: 2.3266 +2025-06-25 23:25:45,780 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:56:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.3249, loss: 2.3249 +2025-06-25 23:26:31,695 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:55:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.2237, loss: 2.2237 +2025-06-25 23:27:17,667 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:55:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.2677, loss: 2.2677 +2025-06-25 23:28:03,631 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:54:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.3075, loss: 2.3075 +2025-06-25 23:28:49,844 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:53:29, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.3683, loss: 2.3683 +2025-06-25 23:29:35,761 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:52:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.2426, loss: 2.2426 +2025-06-25 23:30:21,578 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:51:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.2599, loss: 2.2599 +2025-06-25 23:31:07,445 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:51:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.3353, loss: 2.3353 +2025-06-25 23:31:53,275 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:50:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2651, loss: 2.2651 +2025-06-25 23:32:39,151 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:49:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.2253, loss: 2.2253 +2025-06-25 23:33:25,108 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:48:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.3183, loss: 2.3183 +2025-06-25 23:34:11,130 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:48:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.2739, loss: 2.2739 +2025-06-25 23:34:57,059 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:47:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.3357, loss: 2.3357 +2025-06-25 23:35:42,955 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:46:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.2762, loss: 2.2762 +2025-06-25 23:36:28,868 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:45:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.2085, loss: 2.2085 +2025-06-25 23:37:14,795 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:44:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.2350, loss: 2.2350 +2025-06-25 23:38:01,037 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:44:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.3298, loss: 2.3298 +2025-06-25 23:38:47,107 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:43:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.3397, loss: 2.3397 +2025-06-25 23:39:33,005 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:42:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.2764, loss: 2.2764 +2025-06-25 23:40:18,831 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:41:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.2686, loss: 2.2686 +2025-06-25 23:41:04,709 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:41:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.1898, loss: 2.1898 +2025-06-25 23:41:50,588 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:40:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.2947, loss: 2.2947 +2025-06-25 23:42:36,464 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:39:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.2429, loss: 2.2429 +2025-06-25 23:43:22,303 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:38:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1812, loss: 2.1812 +2025-06-25 23:44:08,141 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:37:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.3295, loss: 2.3295 +2025-06-25 23:44:53,996 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:37:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.4130, loss: 2.4130 +2025-06-25 23:44:56,637 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-26 00:04:28,626 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:04:29,164 - pyskl - INFO - +top1_acc 0.8569 +top5_acc 0.9722 +2025-06-26 00:04:29,184 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8569, top5_acc: 0.9722 +2025-06-26 00:05:37,838 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:36:24, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.1780, loss: 2.1780 +2025-06-26 00:06:23,678 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:35:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.2567, loss: 2.2567 +2025-06-26 00:07:09,663 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:34:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.1914, loss: 2.1914 +2025-06-26 00:07:55,584 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:34:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.2546, loss: 2.2546 +2025-06-26 00:08:41,454 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:33:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.2417, loss: 2.2417 +2025-06-26 00:09:27,420 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:32:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.1730, loss: 2.1730 +2025-06-26 00:10:13,339 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:31:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.1557, loss: 2.1557 +2025-06-26 00:10:59,059 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:30:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.2007, loss: 2.2007 +2025-06-26 00:11:44,807 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 17:30:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.2258, loss: 2.2258 +2025-06-26 00:12:30,560 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 17:29:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.2443, loss: 2.2443 +2025-06-26 00:13:16,323 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 17:28:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.1865, loss: 2.1865 +2025-06-26 00:14:02,084 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 17:27:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.2811, loss: 2.2811 +2025-06-26 00:14:47,825 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 17:27:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.1645, loss: 2.1645 +2025-06-26 00:15:33,596 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 17:26:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.2775, loss: 2.2775 +2025-06-26 00:16:19,444 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 17:25:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.2584, loss: 2.2584 +2025-06-26 00:17:05,296 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 17:24:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.2651, loss: 2.2651 +2025-06-26 00:17:51,240 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 17:23:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.1086, loss: 2.1086 +2025-06-26 00:18:37,078 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 17:23:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.1940, loss: 2.1940 +2025-06-26 00:19:22,909 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 17:22:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.1598, loss: 2.1598 +2025-06-26 00:20:08,779 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 17:21:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.2447, loss: 2.2447 +2025-06-26 00:20:54,567 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 17:20:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.3048, loss: 2.3048 +2025-06-26 00:21:40,305 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 17:20:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.2656, loss: 2.2656 +2025-06-26 00:22:26,225 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 17:19:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.2260, loss: 2.2260 +2025-06-26 00:23:12,220 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 17:18:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.2179, loss: 2.2179 +2025-06-26 00:23:58,199 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 17:17:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.3014, loss: 2.3014 +2025-06-26 00:24:44,178 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 17:16:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1389, loss: 2.1389 +2025-06-26 00:25:30,167 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 17:16:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3130, loss: 2.3130 +2025-06-26 00:26:16,075 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 17:15:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2597, loss: 2.2597 +2025-06-26 00:27:01,850 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 17:14:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.3307, loss: 2.3307 +2025-06-26 00:27:47,614 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 17:13:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2970, loss: 2.2970 +2025-06-26 00:28:33,396 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 17:12:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.2912, loss: 2.2912 +2025-06-26 00:29:19,178 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 17:12:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.2406, loss: 2.2406 +2025-06-26 00:30:04,922 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 17:11:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.2823, loss: 2.2823 +2025-06-26 00:30:50,628 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 17:10:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.2564, loss: 2.2564 +2025-06-26 00:30:53,232 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-26 00:38:47,308 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:38:47,848 - pyskl - INFO - +top1_acc 0.8631 +top5_acc 0.9724 +2025-06-26 00:38:47,868 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8631, top5_acc: 0.9724 +2025-06-26 00:39:56,330 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 17:09:57, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.1794, loss: 2.1794 +2025-06-26 00:40:42,279 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 17:09:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.2526, loss: 2.2526 +2025-06-26 00:41:28,254 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 17:08:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.2474, loss: 2.2474 +2025-06-26 00:42:14,215 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 17:07:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 2.1895, loss: 2.1895 +2025-06-26 00:43:00,078 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 17:06:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.1962, loss: 2.1962 +2025-06-26 00:43:45,960 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 17:06:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.1656, loss: 2.1656 +2025-06-26 00:44:31,848 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 17:05:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.1201, loss: 2.1201 +2025-06-26 00:45:17,738 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 17:04:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 2.2475, loss: 2.2475 +2025-06-26 00:46:03,650 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 17:03:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.2188, loss: 2.2188 +2025-06-26 00:46:49,738 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 17:02:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1815, loss: 2.1815 +2025-06-26 00:47:35,798 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 17:02:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.1984, loss: 2.1984 +2025-06-26 00:48:21,777 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 17:01:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.2261, loss: 2.2261 +2025-06-26 00:49:07,833 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 17:00:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1598, loss: 2.1598 +2025-06-26 00:49:53,793 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:59:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.2213, loss: 2.2213 +2025-06-26 00:50:39,691 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:59:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.1967, loss: 2.1967 +2025-06-26 00:51:25,646 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:58:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.1672, loss: 2.1672 +2025-06-26 00:52:11,717 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:57:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.1944, loss: 2.1944 +2025-06-26 00:52:57,710 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:56:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.1390, loss: 2.1390 +2025-06-26 00:53:43,705 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:55:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.2043, loss: 2.2043 +2025-06-26 00:54:29,709 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:55:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.2813, loss: 2.2813 +2025-06-26 00:55:15,728 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:54:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.1705, loss: 2.1705 +2025-06-26 00:56:01,769 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:53:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.2006, loss: 2.2006 +2025-06-26 00:56:47,784 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:52:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.2836, loss: 2.2836 +2025-06-26 00:57:33,737 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:52:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.2605, loss: 2.2605 +2025-06-26 00:58:19,698 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:51:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.2354, loss: 2.2354 +2025-06-26 00:59:05,653 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:50:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.2725, loss: 2.2725 +2025-06-26 00:59:51,694 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:49:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.2649, loss: 2.2649 +2025-06-26 01:00:37,717 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:48:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.1634, loss: 2.1634 +2025-06-26 01:01:23,735 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:48:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.2216, loss: 2.2216 +2025-06-26 01:02:09,822 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:47:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1825, loss: 2.1825 +2025-06-26 01:02:55,752 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:46:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.1595, loss: 2.1595 +2025-06-26 01:03:41,841 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:45:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.2556, loss: 2.2556 +2025-06-26 01:04:27,978 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:45:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9988, loss_cls: 2.1377, loss: 2.1377 +2025-06-26 01:05:14,065 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:44:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.2610, loss: 2.2610 +2025-06-26 01:05:16,749 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-26 01:09:28,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:09:29,080 - pyskl - INFO - +top1_acc 0.8554 +top5_acc 0.9740 +2025-06-26 01:09:29,101 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8554, top5_acc: 0.9740 +2025-06-26 01:10:38,003 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:43:31, time: 0.689, data_time: 0.227, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.1247, loss: 2.1247 +2025-06-26 01:11:24,188 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:42:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.1770, loss: 2.1770 +2025-06-26 01:12:10,217 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:41:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.1343, loss: 2.1343 +2025-06-26 01:12:56,126 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:41:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.2185, loss: 2.2185 +2025-06-26 01:13:41,980 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:40:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.1271, loss: 2.1271 +2025-06-26 01:14:27,804 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:39:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.0792, loss: 2.0792 +2025-06-26 01:15:13,553 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:38:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 2.0359, loss: 2.0359 +2025-06-26 01:15:59,381 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:38:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.1219, loss: 2.1219 +2025-06-26 01:16:45,433 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:37:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.2361, loss: 2.2361 +2025-06-26 01:17:31,160 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:36:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.2003, loss: 2.2003 +2025-06-26 01:18:16,878 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:35:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1788, loss: 2.1788 +2025-06-26 01:19:02,626 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:34:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.1973, loss: 2.1973 +2025-06-26 01:19:48,361 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:34:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.2192, loss: 2.2192 +2025-06-26 01:20:34,161 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:33:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.1007, loss: 2.1007 +2025-06-26 01:21:20,005 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:32:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.1934, loss: 2.1934 +2025-06-26 01:22:05,843 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:31:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.1736, loss: 2.1736 +2025-06-26 01:22:51,756 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:31:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.2400, loss: 2.2400 +2025-06-26 01:23:37,698 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:30:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.2355, loss: 2.2355 +2025-06-26 01:24:23,625 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:29:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.2402, loss: 2.2402 +2025-06-26 01:25:09,529 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:28:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.1520, loss: 2.1520 +2025-06-26 01:25:55,411 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 16:27:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1347, loss: 2.1347 +2025-06-26 01:26:41,304 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 16:27:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.1834, loss: 2.1834 +2025-06-26 01:27:27,049 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 16:26:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.0974, loss: 2.0974 +2025-06-26 01:28:12,783 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 16:25:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.2315, loss: 2.2315 +2025-06-26 01:28:58,572 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 16:24:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.1271, loss: 2.1271 +2025-06-26 01:29:44,408 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 16:24:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.1880, loss: 2.1880 +2025-06-26 01:30:30,236 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 16:23:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.2396, loss: 2.2396 +2025-06-26 01:31:16,221 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 16:22:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.1520, loss: 2.1520 +2025-06-26 01:32:02,184 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 16:21:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.2635, loss: 2.2635 +2025-06-26 01:32:48,325 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 16:20:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.2905, loss: 2.2905 +2025-06-26 01:33:34,316 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 16:20:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.1743, loss: 2.1743 +2025-06-26 01:34:20,463 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 16:19:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2158, loss: 2.2158 +2025-06-26 01:35:06,525 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 16:18:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.1415, loss: 2.1415 +2025-06-26 01:35:52,455 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 16:17:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.1728, loss: 2.1728 +2025-06-26 01:35:55,105 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-26 01:40:09,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:40:10,315 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9720 +2025-06-26 01:40:10,335 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8592, top5_acc: 0.9720 +2025-06-26 01:41:18,366 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 16:17:05, time: 0.680, data_time: 0.222, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.0699, loss: 2.0699 +2025-06-26 01:42:04,119 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 16:16:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 2.1307, loss: 2.1307 +2025-06-26 01:42:49,922 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 16:15:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9747, loss: 1.9747 +2025-06-26 01:43:35,751 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 16:14:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.1111, loss: 2.1111 +2025-06-26 01:44:21,664 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 16:13:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0830, loss: 2.0830 +2025-06-26 01:45:07,559 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 16:13:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.0691, loss: 2.0691 +2025-06-26 01:45:53,457 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 16:12:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.1099, loss: 2.1099 +2025-06-26 01:46:39,331 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 16:11:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0554, loss: 2.0554 +2025-06-26 01:47:25,419 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 16:10:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1827, loss: 2.1827 +2025-06-26 01:48:11,247 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 16:10:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.1167, loss: 2.1167 +2025-06-26 01:48:57,096 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 16:09:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.0835, loss: 2.0835 +2025-06-26 01:49:42,911 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 16:08:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.1161, loss: 2.1161 +2025-06-26 01:50:28,955 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 16:07:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.0809, loss: 2.0809 +2025-06-26 01:51:14,910 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 16:06:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.0493, loss: 2.0493 +2025-06-26 01:52:00,787 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 16:06:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.1854, loss: 2.1854 +2025-06-26 01:52:46,703 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 16:05:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0921, loss: 2.0921 +2025-06-26 01:53:32,661 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 16:04:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.1085, loss: 2.1085 +2025-06-26 01:54:18,692 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 16:03:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.2474, loss: 2.2474 +2025-06-26 01:55:04,570 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 16:03:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.1088, loss: 2.1088 +2025-06-26 01:55:50,436 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 16:02:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.2061, loss: 2.2061 +2025-06-26 01:56:36,263 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 16:01:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.1767, loss: 2.1767 +2025-06-26 01:57:22,147 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 16:00:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 2.1618, loss: 2.1618 +2025-06-26 01:58:07,997 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:59:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.1544, loss: 2.1544 +2025-06-26 01:58:53,855 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:59:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.2421, loss: 2.2421 +2025-06-26 01:59:39,731 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:58:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0971, loss: 2.0971 +2025-06-26 02:00:25,604 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:57:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.1138, loss: 2.1138 +2025-06-26 02:01:11,704 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:56:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0889, loss: 2.0889 +2025-06-26 02:01:57,702 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:56:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.2099, loss: 2.2099 +2025-06-26 02:02:43,700 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:55:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2087, loss: 2.2087 +2025-06-26 02:03:29,630 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:54:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.1635, loss: 2.1635 +2025-06-26 02:04:15,608 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:53:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.1364, loss: 2.1364 +2025-06-26 02:05:01,663 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:52:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2076, loss: 2.2076 +2025-06-26 02:05:47,547 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:52:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.1578, loss: 2.1578 +2025-06-26 02:06:33,437 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:51:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.2007, loss: 2.2007 +2025-06-26 02:06:36,095 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-26 02:10:46,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:10:46,739 - pyskl - INFO - +top1_acc 0.8480 +top5_acc 0.9689 +2025-06-26 02:10:46,759 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8480, top5_acc: 0.9689 +2025-06-26 02:11:55,187 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:50:38, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.1741, loss: 2.1741 +2025-06-26 02:12:41,176 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:49:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1465, loss: 2.1465 +2025-06-26 02:13:27,223 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:49:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.1491, loss: 2.1491 +2025-06-26 02:14:13,223 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:48:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.1439, loss: 2.1439 +2025-06-26 02:14:59,283 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:47:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.0280, loss: 2.0280 +2025-06-26 02:15:45,301 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:46:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 2.0487, loss: 2.0487 +2025-06-26 02:16:31,157 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:45:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.1407, loss: 2.1407 +2025-06-26 02:17:17,061 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:45:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1349, loss: 2.1349 +2025-06-26 02:18:02,975 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:44:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.0855, loss: 2.0855 +2025-06-26 02:18:48,908 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:43:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.0700, loss: 2.0700 +2025-06-26 02:19:34,913 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:42:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.1093, loss: 2.1093 +2025-06-26 02:20:21,024 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:42:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.1135, loss: 2.1135 +2025-06-26 02:21:07,049 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:41:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0593, loss: 2.0593 +2025-06-26 02:21:53,020 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:40:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.0667, loss: 2.0667 +2025-06-26 02:22:39,058 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:39:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0518, loss: 2.0518 +2025-06-26 02:23:25,023 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:38:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0554, loss: 2.0554 +2025-06-26 02:24:11,030 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:38:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.0728, loss: 2.0728 +2025-06-26 02:24:56,908 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:37:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1609, loss: 2.1609 +2025-06-26 02:25:42,812 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:36:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.0789, loss: 2.0789 +2025-06-26 02:26:28,670 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:35:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.1578, loss: 2.1578 +2025-06-26 02:27:14,635 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:35:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.0588, loss: 2.0588 +2025-06-26 02:28:00,463 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:34:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.1257, loss: 2.1257 +2025-06-26 02:28:46,380 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:33:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0730, loss: 2.0730 +2025-06-26 02:29:32,261 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:32:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.1238, loss: 2.1238 +2025-06-26 02:30:18,267 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:31:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.1103, loss: 2.1103 +2025-06-26 02:31:04,384 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:31:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1766, loss: 2.1766 +2025-06-26 02:31:50,537 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:30:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.0879, loss: 2.0879 +2025-06-26 02:32:36,580 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:29:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.0991, loss: 2.0991 +2025-06-26 02:33:22,480 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:28:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.2950, loss: 2.2950 +2025-06-26 02:34:08,528 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:28:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.1723, loss: 2.1723 +2025-06-26 02:34:54,635 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:27:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.1280, loss: 2.1280 +2025-06-26 02:35:40,604 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 15:26:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.0935, loss: 2.0935 +2025-06-26 02:36:26,491 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 15:25:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.1925, loss: 2.1925 +2025-06-26 02:37:12,381 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 15:24:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.1295, loss: 2.1295 +2025-06-26 02:37:15,032 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-26 02:55:42,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:55:43,041 - pyskl - INFO - +top1_acc 0.8682 +top5_acc 0.9747 +2025-06-26 02:55:43,092 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_106.pth was removed +2025-06-26 02:55:44,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-06-26 02:55:44,115 - pyskl - INFO - Best top1_acc is 0.8682 at 115 epoch. +2025-06-26 02:55:44,134 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8682, top5_acc: 0.9747 +2025-06-26 02:56:52,790 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 15:24:12, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0536, loss: 2.0536 +2025-06-26 02:57:38,607 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 15:23:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.9504, loss: 1.9504 +2025-06-26 02:58:24,491 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 15:22:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0692, loss: 2.0692 +2025-06-26 02:59:10,404 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 15:21:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0263, loss: 2.0263 +2025-06-26 02:59:56,384 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 15:21:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0471, loss: 2.0471 +2025-06-26 03:00:42,462 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 15:20:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.0407, loss: 2.0407 +2025-06-26 03:01:28,424 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 15:19:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.0649, loss: 2.0649 +2025-06-26 03:02:14,481 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 15:18:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.9933, loss: 1.9933 +2025-06-26 03:03:00,301 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 15:17:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0314, loss: 2.0314 +2025-06-26 03:03:46,131 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 15:17:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.0655, loss: 2.0655 +2025-06-26 03:04:32,185 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 15:16:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8948, loss: 1.8948 +2025-06-26 03:05:18,121 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 15:15:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9614, loss: 1.9614 +2025-06-26 03:06:04,060 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 15:14:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.1171, loss: 2.1171 +2025-06-26 03:06:49,939 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 15:14:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.1428, loss: 2.1428 +2025-06-26 03:07:35,955 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 15:13:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0034, loss: 2.0034 +2025-06-26 03:08:21,837 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 15:12:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.9657, loss: 1.9657 +2025-06-26 03:09:07,711 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 15:11:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.1843, loss: 2.1843 +2025-06-26 03:09:53,609 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 15:10:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9997, loss: 1.9997 +2025-06-26 03:10:39,475 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 15:10:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.1356, loss: 2.1356 +2025-06-26 03:11:25,418 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 15:09:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.0361, loss: 2.0361 +2025-06-26 03:12:11,354 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 15:08:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.1353, loss: 2.1353 +2025-06-26 03:12:57,226 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 15:07:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0528, loss: 2.0528 +2025-06-26 03:13:43,069 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 15:07:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.0850, loss: 2.0850 +2025-06-26 03:14:28,930 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 15:06:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1014, loss: 2.1014 +2025-06-26 03:15:14,796 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 15:05:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.0435, loss: 2.0435 +2025-06-26 03:16:00,749 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 15:04:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 2.0060, loss: 2.0060 +2025-06-26 03:16:46,642 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 15:03:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0727, loss: 2.0727 +2025-06-26 03:17:32,605 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 15:03:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1203, loss: 2.1203 +2025-06-26 03:18:18,533 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 15:02:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.1023, loss: 2.1023 +2025-06-26 03:19:04,507 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 15:01:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1505, loss: 2.1505 +2025-06-26 03:19:50,397 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 15:00:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.0768, loss: 2.0768 +2025-06-26 03:20:36,368 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 15:00:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0897, loss: 2.0897 +2025-06-26 03:21:22,378 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:59:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.1292, loss: 2.1292 +2025-06-26 03:22:08,406 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:58:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.1244, loss: 2.1244 +2025-06-26 03:22:11,075 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-26 03:26:21,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:26:22,343 - pyskl - INFO - +top1_acc 0.8653 +top5_acc 0.9743 +2025-06-26 03:26:22,364 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8653, top5_acc: 0.9743 +2025-06-26 03:27:30,623 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:57:46, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.1060, loss: 2.1060 +2025-06-26 03:28:16,541 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:56:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.0948, loss: 2.0948 +2025-06-26 03:29:02,779 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:56:13, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.9434, loss: 1.9434 +2025-06-26 03:29:48,796 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:55:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0062, loss: 2.0062 +2025-06-26 03:30:34,788 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:54:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.9417, loss: 1.9417 +2025-06-26 03:31:20,668 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:53:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.0323, loss: 2.0323 +2025-06-26 03:32:06,641 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:53:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.0061, loss: 2.0061 +2025-06-26 03:32:52,641 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:52:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0387, loss: 2.0387 +2025-06-26 03:33:38,652 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:51:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.9980, loss: 1.9980 +2025-06-26 03:34:24,506 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:50:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.0723, loss: 2.0723 +2025-06-26 03:35:10,487 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:49:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 2.0135, loss: 2.0135 +2025-06-26 03:35:56,492 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:49:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 1.9919, loss: 1.9919 +2025-06-26 03:36:42,512 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:48:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.0115, loss: 2.0115 +2025-06-26 03:37:28,468 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:47:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9666, loss: 1.9666 +2025-06-26 03:38:14,487 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:46:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0465, loss: 2.0465 +2025-06-26 03:39:00,536 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:46:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.0456, loss: 2.0456 +2025-06-26 03:39:46,625 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:45:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0109, loss: 2.0109 +2025-06-26 03:40:32,717 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:44:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.9633, loss: 1.9633 +2025-06-26 03:41:18,600 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:43:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0060, loss: 2.0060 +2025-06-26 03:42:04,509 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:42:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.0971, loss: 2.0971 +2025-06-26 03:42:50,363 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:42:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.0063, loss: 2.0063 +2025-06-26 03:43:36,200 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:41:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.0200, loss: 2.0200 +2025-06-26 03:44:22,267 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:40:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.0563, loss: 2.0563 +2025-06-26 03:45:08,381 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:39:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.0612, loss: 2.0612 +2025-06-26 03:45:54,447 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:39:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.1277, loss: 2.1277 +2025-06-26 03:46:40,455 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:38:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.0338, loss: 2.0338 +2025-06-26 03:47:26,440 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:37:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0573, loss: 2.0573 +2025-06-26 03:48:12,300 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:36:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.0406, loss: 2.0406 +2025-06-26 03:48:58,252 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:35:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.0259, loss: 2.0259 +2025-06-26 03:49:44,256 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:35:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.0849, loss: 2.0849 +2025-06-26 03:50:30,124 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:34:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.0044, loss: 2.0044 +2025-06-26 03:51:16,307 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:33:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.0545, loss: 2.0545 +2025-06-26 03:52:02,523 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:32:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.1621, loss: 2.1621 +2025-06-26 03:52:48,535 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:32:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.0813, loss: 2.0813 +2025-06-26 03:52:51,205 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-26 03:57:02,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:57:02,997 - pyskl - INFO - +top1_acc 0.8649 +top5_acc 0.9744 +2025-06-26 03:57:03,018 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8649, top5_acc: 0.9744 +2025-06-26 03:58:11,604 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:31:21, time: 0.686, data_time: 0.224, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0504, loss: 2.0504 +2025-06-26 03:58:57,643 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:30:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9723, loss: 1.9723 +2025-06-26 03:59:43,748 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:29:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.9232, loss: 1.9232 +2025-06-26 04:00:29,730 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:29:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9971, loss: 1.9971 +2025-06-26 04:01:15,719 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:28:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.9126, loss: 1.9126 +2025-06-26 04:02:01,691 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:27:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.9527, loss: 1.9527 +2025-06-26 04:02:47,771 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:26:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.9208, loss: 1.9208 +2025-06-26 04:03:33,772 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:25:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8644, loss: 1.8644 +2025-06-26 04:04:19,894 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:25:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8997, loss: 1.8997 +2025-06-26 04:05:05,852 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 14:24:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.9769, loss: 1.9769 +2025-06-26 04:05:51,877 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 14:23:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.0563, loss: 2.0563 +2025-06-26 04:06:37,906 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 14:22:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.9765, loss: 1.9765 +2025-06-26 04:07:24,131 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 14:22:00, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 2.0015, loss: 2.0015 +2025-06-26 04:08:10,027 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 14:21:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.0407, loss: 2.0407 +2025-06-26 04:08:56,048 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 14:20:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.0729, loss: 2.0729 +2025-06-26 04:09:42,085 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 14:19:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0137, loss: 2.0137 +2025-06-26 04:10:28,043 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 14:18:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.0892, loss: 2.0892 +2025-06-26 04:11:13,993 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 14:18:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.0803, loss: 2.0803 +2025-06-26 04:11:59,939 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 14:17:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9183, loss: 1.9183 +2025-06-26 04:12:45,888 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 14:16:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9324, loss: 1.9324 +2025-06-26 04:13:31,982 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 14:15:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.0434, loss: 2.0434 +2025-06-26 04:14:17,997 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 14:15:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9661, loss: 1.9661 +2025-06-26 04:15:03,932 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 14:14:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.9263, loss: 1.9263 +2025-06-26 04:15:49,805 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 14:13:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.0355, loss: 2.0355 +2025-06-26 04:16:35,680 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 14:12:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.1005, loss: 2.1005 +2025-06-26 04:17:21,631 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 14:11:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.0540, loss: 2.0540 +2025-06-26 04:18:07,572 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 14:11:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0618, loss: 2.0618 +2025-06-26 04:18:53,437 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 14:10:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0484, loss: 2.0484 +2025-06-26 04:19:39,338 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 14:09:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.0168, loss: 2.0168 +2025-06-26 04:20:25,172 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 14:08:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.9654, loss: 1.9654 +2025-06-26 04:21:11,022 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 14:07:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.9660, loss: 1.9660 +2025-06-26 04:21:56,907 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 14:07:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9865, loss: 1.9865 +2025-06-26 04:22:42,740 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 14:06:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0782, loss: 2.0782 +2025-06-26 04:23:28,539 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 14:05:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.0650, loss: 2.0650 +2025-06-26 04:23:31,134 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-26 04:27:44,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:27:45,106 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9744 +2025-06-26 04:27:45,125 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8667, top5_acc: 0.9744 +2025-06-26 04:28:53,490 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 14:04:55, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.9239, loss: 1.9239 +2025-06-26 04:29:39,433 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 14:04:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.9812, loss: 1.9812 +2025-06-26 04:30:25,428 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 14:03:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.8692, loss: 1.8692 +2025-06-26 04:31:11,378 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 14:02:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9364, loss: 1.9364 +2025-06-26 04:31:57,363 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 14:01:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9815, loss: 1.9815 +2025-06-26 04:32:43,326 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 14:01:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.9199, loss: 1.9199 +2025-06-26 04:33:29,234 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 14:00:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8548, loss: 1.8548 +2025-06-26 04:34:15,244 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:59:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.9863, loss: 1.9863 +2025-06-26 04:35:01,213 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:58:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.9219, loss: 1.9219 +2025-06-26 04:35:47,385 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:57:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 2.0630, loss: 2.0630 +2025-06-26 04:36:33,326 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:57:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.9458, loss: 1.9458 +2025-06-26 04:37:19,434 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:56:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.8812, loss: 1.8812 +2025-06-26 04:38:05,430 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:55:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9449, loss: 1.9449 +2025-06-26 04:38:51,392 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:54:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.9392, loss: 1.9392 +2025-06-26 04:39:37,385 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:54:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.9230, loss: 1.9230 +2025-06-26 04:40:23,340 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:53:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.9327, loss: 1.9327 +2025-06-26 04:41:09,261 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:52:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8728, loss: 1.8728 +2025-06-26 04:41:55,167 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:51:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9351, loss: 1.9351 +2025-06-26 04:42:41,114 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:50:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.9897, loss: 1.9897 +2025-06-26 04:43:27,113 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:50:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.9301, loss: 1.9301 +2025-06-26 04:44:13,177 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:49:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9828, loss: 1.9828 +2025-06-26 04:44:59,092 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:48:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.9389, loss: 1.9389 +2025-06-26 04:45:45,015 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:47:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9248, loss: 1.9248 +2025-06-26 04:46:30,950 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:47:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.9909, loss: 1.9909 +2025-06-26 04:47:16,951 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:46:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.9650, loss: 1.9650 +2025-06-26 04:48:02,951 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:45:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.9175, loss: 1.9175 +2025-06-26 04:48:48,900 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:44:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 2.0320, loss: 2.0320 +2025-06-26 04:49:34,854 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:43:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0395, loss: 2.0395 +2025-06-26 04:50:20,784 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:43:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9414, loss: 1.9414 +2025-06-26 04:51:06,662 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:42:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.9833, loss: 1.9833 +2025-06-26 04:51:52,594 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:41:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9332, loss: 1.9332 +2025-06-26 04:52:38,511 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:40:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.9687, loss: 1.9687 +2025-06-26 04:53:24,435 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:40:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8827, loss: 1.8827 +2025-06-26 04:54:10,327 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:39:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9636, loss: 1.9636 +2025-06-26 04:54:12,966 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-26 04:58:24,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:58:24,893 - pyskl - INFO - +top1_acc 0.8746 +top5_acc 0.9743 +2025-06-26 04:58:24,948 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_115.pth was removed +2025-06-26 04:58:25,993 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-26 04:58:25,995 - pyskl - INFO - Best top1_acc is 0.8746 at 119 epoch. +2025-06-26 04:58:26,016 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8746, top5_acc: 0.9743 +2025-06-26 04:59:34,497 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:38:29, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8870, loss: 1.8870 +2025-06-26 05:00:20,579 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:37:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7644, loss: 1.7644 +2025-06-26 05:01:06,500 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:36:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9268, loss: 1.9268 +2025-06-26 05:01:52,845 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:36:09, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.9115, loss: 1.9115 +2025-06-26 05:02:38,882 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:35:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8703, loss: 1.8703 +2025-06-26 05:03:25,008 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:34:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.8647, loss: 1.8647 +2025-06-26 05:04:10,884 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:33:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.8531, loss: 1.8531 +2025-06-26 05:04:56,904 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:33:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.8814, loss: 1.8814 +2025-06-26 05:05:43,204 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:32:16, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.8295, loss: 1.8295 +2025-06-26 05:06:29,322 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:31:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.9098, loss: 1.9098 +2025-06-26 05:07:15,275 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:30:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8645, loss: 1.8645 +2025-06-26 05:08:01,176 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:29:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.9099, loss: 1.9099 +2025-06-26 05:08:47,094 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:29:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.9282, loss: 1.9282 +2025-06-26 05:09:33,092 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:28:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.9328, loss: 1.9328 +2025-06-26 05:10:19,093 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:27:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.9197, loss: 1.9197 +2025-06-26 05:11:05,098 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:26:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8813, loss: 1.8813 +2025-06-26 05:11:51,004 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:26:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8806, loss: 1.8806 +2025-06-26 05:12:36,957 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:25:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.8907, loss: 1.8907 +2025-06-26 05:13:22,972 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:24:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.8661, loss: 1.8661 +2025-06-26 05:14:08,977 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:23:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.9439, loss: 1.9439 +2025-06-26 05:14:55,023 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 13:22:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8480, loss: 1.8480 +2025-06-26 05:15:41,082 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 13:22:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8542, loss: 1.8542 +2025-06-26 05:16:27,124 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 13:21:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.0025, loss: 2.0025 +2025-06-26 05:17:13,046 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 13:20:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.9799, loss: 1.9799 +2025-06-26 05:17:58,951 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 13:19:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8403, loss: 1.8403 +2025-06-26 05:18:44,921 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 13:19:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.8922, loss: 1.8922 +2025-06-26 05:19:30,845 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 13:18:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.0294, loss: 2.0294 +2025-06-26 05:20:16,760 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 13:17:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.9460, loss: 1.9460 +2025-06-26 05:21:02,553 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 13:16:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9264, loss: 1.9264 +2025-06-26 05:21:48,402 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 13:15:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9100, loss: 1.9100 +2025-06-26 05:22:34,211 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 13:15:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9359, loss: 1.9359 +2025-06-26 05:23:20,071 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 13:14:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9723, loss: 1.9723 +2025-06-26 05:24:05,922 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 13:13:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.9352, loss: 1.9352 +2025-06-26 05:24:51,741 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 13:12:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.9166, loss: 1.9166 +2025-06-26 05:24:54,360 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-26 05:44:06,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:44:06,847 - pyskl - INFO - +top1_acc 0.8733 +top5_acc 0.9758 +2025-06-26 05:44:06,869 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8733, top5_acc: 0.9758 +2025-06-26 05:45:15,105 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 13:12:03, time: 0.682, data_time: 0.224, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.9019, loss: 1.9019 +2025-06-26 05:46:00,823 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 13:11:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8694, loss: 1.8694 +2025-06-26 05:46:46,724 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 13:10:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8771, loss: 1.8771 +2025-06-26 05:47:32,964 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 13:09:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7742, loss: 1.7742 +2025-06-26 05:48:19,005 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 13:08:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8877, loss: 1.8877 +2025-06-26 05:49:05,142 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 13:08:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8746, loss: 1.8746 +2025-06-26 05:49:51,188 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 13:07:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9334, loss: 1.9334 +2025-06-26 05:50:37,041 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 13:06:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8298, loss: 1.8298 +2025-06-26 05:51:22,878 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 13:05:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.8165, loss: 1.8165 +2025-06-26 05:52:08,758 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 13:05:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.9415, loss: 1.9415 +2025-06-26 05:52:54,601 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 13:04:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8923, loss: 1.8923 +2025-06-26 05:53:40,516 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 13:03:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8595, loss: 1.8595 +2025-06-26 05:54:26,383 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 13:02:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.9302, loss: 1.9302 +2025-06-26 05:55:12,254 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 13:01:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.8960, loss: 1.8960 +2025-06-26 05:55:58,114 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 13:01:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8822, loss: 1.8822 +2025-06-26 05:56:43,962 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 13:00:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.8680, loss: 1.8680 +2025-06-26 05:57:29,784 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:59:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7916, loss: 1.7916 +2025-06-26 05:58:15,653 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:58:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.8733, loss: 1.8733 +2025-06-26 05:59:01,496 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:58:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8564, loss: 1.8564 +2025-06-26 05:59:47,422 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:57:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.9552, loss: 1.9552 +2025-06-26 06:00:33,321 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:56:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.8996, loss: 1.8996 +2025-06-26 06:01:19,257 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:55:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7766, loss: 1.7766 +2025-06-26 06:02:05,089 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:54:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8654, loss: 1.8654 +2025-06-26 06:02:51,048 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:54:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.9289, loss: 1.9289 +2025-06-26 06:03:37,070 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:53:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8761, loss: 1.8761 +2025-06-26 06:04:23,034 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:52:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.8907, loss: 1.8907 +2025-06-26 06:05:08,990 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:51:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.9253, loss: 1.9253 +2025-06-26 06:05:55,009 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:51:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8812, loss: 1.8812 +2025-06-26 06:06:41,008 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:50:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8798, loss: 1.8798 +2025-06-26 06:07:27,061 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:49:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8862, loss: 1.8862 +2025-06-26 06:08:13,147 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:48:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9133, loss: 1.9133 +2025-06-26 06:08:59,158 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:47:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.9750, loss: 1.9750 +2025-06-26 06:09:45,175 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:47:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9342, loss: 1.9342 +2025-06-26 06:10:31,185 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:46:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.9895, loss: 1.9895 +2025-06-26 06:10:33,830 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-26 06:14:45,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:14:45,666 - pyskl - INFO - +top1_acc 0.8781 +top5_acc 0.9760 +2025-06-26 06:14:45,720 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_119.pth was removed +2025-06-26 06:14:46,717 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-06-26 06:14:46,718 - pyskl - INFO - Best top1_acc is 0.8781 at 121 epoch. +2025-06-26 06:14:46,739 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8781, top5_acc: 0.9760 +2025-06-26 06:15:55,253 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:45:37, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8767, loss: 1.8767 +2025-06-26 06:16:41,111 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:44:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9276, loss: 1.9276 +2025-06-26 06:17:26,974 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:44:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8836, loss: 1.8836 +2025-06-26 06:18:12,837 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:43:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7943, loss: 1.7943 +2025-06-26 06:18:58,759 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:42:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8769, loss: 1.8769 +2025-06-26 06:19:44,946 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:41:44, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7291, loss: 1.7291 +2025-06-26 06:20:31,159 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:40:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8564, loss: 1.8564 +2025-06-26 06:21:17,056 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:40:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8530, loss: 1.8530 +2025-06-26 06:22:03,087 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:39:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7773, loss: 1.7773 +2025-06-26 06:22:48,947 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:38:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.8479, loss: 1.8479 +2025-06-26 06:23:34,843 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:37:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8037, loss: 1.8037 +2025-06-26 06:24:20,652 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:37:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8143, loss: 1.8143 +2025-06-26 06:25:06,516 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:36:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8318, loss: 1.8318 +2025-06-26 06:25:52,597 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:35:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8261, loss: 1.8261 +2025-06-26 06:26:38,560 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:34:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7901, loss: 1.7901 +2025-06-26 06:27:24,527 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:33:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.8399, loss: 1.8399 +2025-06-26 06:28:10,570 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:33:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.8392, loss: 1.8392 +2025-06-26 06:28:56,477 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:32:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8273, loss: 1.8273 +2025-06-26 06:29:42,577 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:31:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8415, loss: 1.8415 +2025-06-26 06:30:28,573 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:30:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 1.9421, loss: 1.9421 +2025-06-26 06:31:14,474 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:30:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8115, loss: 1.8115 +2025-06-26 06:32:00,405 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:29:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.8100, loss: 1.8100 +2025-06-26 06:32:46,335 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:28:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.8494, loss: 1.8494 +2025-06-26 06:33:32,172 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:27:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8055, loss: 1.8055 +2025-06-26 06:34:18,014 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:26:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.8863, loss: 1.8863 +2025-06-26 06:35:03,822 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:26:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8739, loss: 1.8739 +2025-06-26 06:35:49,672 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:25:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.9360, loss: 1.9360 +2025-06-26 06:36:35,579 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:24:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8399, loss: 1.8399 +2025-06-26 06:37:21,479 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:23:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.8802, loss: 1.8802 +2025-06-26 06:38:07,390 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:23:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.8612, loss: 1.8612 +2025-06-26 06:38:53,205 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:22:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8505, loss: 1.8505 +2025-06-26 06:39:39,103 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:21:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8786, loss: 1.8786 +2025-06-26 06:40:24,948 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 12:20:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8985, loss: 1.8985 +2025-06-26 06:41:11,128 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 12:19:56, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.8605, loss: 1.8605 +2025-06-26 06:41:13,776 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-26 06:45:26,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:45:27,311 - pyskl - INFO - +top1_acc 0.8760 +top5_acc 0.9744 +2025-06-26 06:45:27,331 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8760, top5_acc: 0.9744 +2025-06-26 06:46:35,947 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 12:19:12, time: 0.686, data_time: 0.226, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.8130, loss: 1.8130 +2025-06-26 06:47:21,867 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 12:18:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7726, loss: 1.7726 +2025-06-26 06:48:07,751 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 12:17:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7398, loss: 1.7398 +2025-06-26 06:48:53,525 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 12:16:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7198, loss: 1.7198 +2025-06-26 06:49:39,488 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 12:16:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8044, loss: 1.8044 +2025-06-26 06:50:25,529 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 12:15:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8162, loss: 1.8162 +2025-06-26 06:51:11,457 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 12:14:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8559, loss: 1.8559 +2025-06-26 06:51:57,372 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 12:13:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7213, loss: 1.7213 +2025-06-26 06:52:43,306 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 12:12:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.7518, loss: 1.7518 +2025-06-26 06:53:29,168 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 12:12:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7487, loss: 1.7487 +2025-06-26 06:54:15,116 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 12:11:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7560, loss: 1.7560 +2025-06-26 06:55:00,997 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 12:10:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.8755, loss: 1.8755 +2025-06-26 06:55:46,892 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 12:09:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7715, loss: 1.7715 +2025-06-26 06:56:32,776 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 12:09:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7714, loss: 1.7714 +2025-06-26 06:57:18,821 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 12:08:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7697, loss: 1.7697 +2025-06-26 06:58:04,756 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 12:07:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8500, loss: 1.8500 +2025-06-26 06:58:50,706 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 12:06:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7468, loss: 1.7468 +2025-06-26 06:59:36,579 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 12:05:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.7864, loss: 1.7864 +2025-06-26 07:00:22,371 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 12:05:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.8839, loss: 1.8839 +2025-06-26 07:01:08,239 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 12:04:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.8422, loss: 1.8422 +2025-06-26 07:01:54,140 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 12:03:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.8074, loss: 1.8074 +2025-06-26 07:02:40,001 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 12:02:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8172, loss: 1.8172 +2025-06-26 07:03:25,900 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 12:02:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.8183, loss: 1.8183 +2025-06-26 07:04:11,804 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 12:01:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.8242, loss: 1.8242 +2025-06-26 07:04:57,599 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 12:00:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7686, loss: 1.7686 +2025-06-26 07:05:43,415 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:59:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7085, loss: 1.7085 +2025-06-26 07:06:29,248 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:58:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8100, loss: 1.8100 +2025-06-26 07:07:15,113 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:58:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8423, loss: 1.8423 +2025-06-26 07:08:00,924 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:57:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8445, loss: 1.8445 +2025-06-26 07:08:46,731 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:56:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8256, loss: 1.8256 +2025-06-26 07:09:32,571 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:55:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8517, loss: 1.8517 +2025-06-26 07:10:18,488 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:55:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7663, loss: 1.7663 +2025-06-26 07:11:04,374 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:54:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8369, loss: 1.8369 +2025-06-26 07:11:50,213 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:53:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.7741, loss: 1.7741 +2025-06-26 07:11:52,847 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-26 07:16:04,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:16:04,780 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9774 +2025-06-26 07:16:04,840 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_121.pth was removed +2025-06-26 07:16:05,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-26 07:16:05,921 - pyskl - INFO - Best top1_acc is 0.8793 at 123 epoch. +2025-06-26 07:16:05,944 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8793, top5_acc: 0.9774 +2025-06-26 07:17:14,365 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:52:45, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7023, loss: 1.7023 +2025-06-26 07:18:00,259 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:51:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6963, loss: 1.6963 +2025-06-26 07:18:46,055 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:51:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7634, loss: 1.7634 +2025-06-26 07:19:31,849 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:50:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7481, loss: 1.7481 +2025-06-26 07:20:17,667 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:49:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7786, loss: 1.7786 +2025-06-26 07:21:03,520 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:48:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7547, loss: 1.7547 +2025-06-26 07:21:49,352 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:48:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7354, loss: 1.7354 +2025-06-26 07:22:35,226 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:47:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7461, loss: 1.7461 +2025-06-26 07:23:21,018 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:46:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7610, loss: 1.7610 +2025-06-26 07:24:06,826 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:45:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7645, loss: 1.7645 +2025-06-26 07:24:52,695 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:44:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7111, loss: 1.7111 +2025-06-26 07:25:38,665 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:44:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7502, loss: 1.7502 +2025-06-26 07:26:24,569 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:43:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.6961, loss: 1.6961 +2025-06-26 07:27:10,451 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:42:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7927, loss: 1.7927 +2025-06-26 07:27:56,449 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:41:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7940, loss: 1.7940 +2025-06-26 07:28:42,409 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:41:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.8123, loss: 1.8123 +2025-06-26 07:29:28,434 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:40:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.8140, loss: 1.8140 +2025-06-26 07:30:14,403 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:39:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7640, loss: 1.7640 +2025-06-26 07:31:00,491 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:38:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7366, loss: 1.7366 +2025-06-26 07:31:46,663 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:37:58, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7290, loss: 1.7290 +2025-06-26 07:32:32,683 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:37:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7404, loss: 1.7404 +2025-06-26 07:33:18,610 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:36:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7714, loss: 1.7714 +2025-06-26 07:34:04,466 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:35:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.8005, loss: 1.8005 +2025-06-26 07:34:50,313 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:34:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7758, loss: 1.7758 +2025-06-26 07:35:36,220 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:34:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8195, loss: 1.8195 +2025-06-26 07:36:22,104 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:33:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7387, loss: 1.7387 +2025-06-26 07:37:07,977 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:32:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.8390, loss: 1.8390 +2025-06-26 07:37:53,922 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:31:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7743, loss: 1.7743 +2025-06-26 07:38:39,829 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:30:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.7702, loss: 1.7702 +2025-06-26 07:39:25,768 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:30:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7198, loss: 1.7198 +2025-06-26 07:40:11,714 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:29:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.8223, loss: 1.8223 +2025-06-26 07:40:57,668 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:28:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8406, loss: 1.8406 +2025-06-26 07:41:43,632 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:27:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7405, loss: 1.7405 +2025-06-26 07:42:29,598 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:27:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.8198, loss: 1.8198 +2025-06-26 07:42:32,255 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-26 07:46:44,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:46:44,735 - pyskl - INFO - +top1_acc 0.8789 +top5_acc 0.9764 +2025-06-26 07:46:44,758 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8789, top5_acc: 0.9764 +2025-06-26 07:47:53,351 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:26:19, time: 0.686, data_time: 0.225, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7261, loss: 1.7261 +2025-06-26 07:48:39,228 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:25:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6818, loss: 1.6818 +2025-06-26 07:49:25,116 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:24:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6960, loss: 1.6960 +2025-06-26 07:50:10,920 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:23:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7566, loss: 1.7566 +2025-06-26 07:50:56,788 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:23:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7044, loss: 1.7044 +2025-06-26 07:51:42,604 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:22:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7254, loss: 1.7254 +2025-06-26 07:52:28,438 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:21:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7359, loss: 1.7359 +2025-06-26 07:53:14,279 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:20:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7220, loss: 1.7220 +2025-06-26 07:54:00,098 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:20:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7558, loss: 1.7558 +2025-06-26 07:54:45,930 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 11:19:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7552, loss: 1.7552 +2025-06-26 07:55:31,778 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 11:18:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7287, loss: 1.7287 +2025-06-26 07:56:17,654 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 11:17:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7444, loss: 1.7444 +2025-06-26 07:57:03,586 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 11:16:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.8533, loss: 1.8533 +2025-06-26 07:57:49,431 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 11:16:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7924, loss: 1.7924 +2025-06-26 07:58:35,389 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 11:15:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7771, loss: 1.7771 +2025-06-26 07:59:21,322 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 11:14:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.7675, loss: 1.7675 +2025-06-26 08:00:07,209 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 11:13:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7198, loss: 1.7198 +2025-06-26 08:00:53,244 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 11:13:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.7104, loss: 1.7104 +2025-06-26 08:01:39,345 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 11:12:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7287, loss: 1.7287 +2025-06-26 08:02:25,159 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 11:11:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6622, loss: 1.6622 +2025-06-26 08:03:10,960 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 11:10:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6350, loss: 1.6350 +2025-06-26 08:03:56,839 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 11:09:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7439, loss: 1.7439 +2025-06-26 08:04:42,802 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 11:09:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7733, loss: 1.7733 +2025-06-26 08:05:28,579 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 11:08:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7089, loss: 1.7089 +2025-06-26 08:06:14,566 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 11:07:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7459, loss: 1.7459 +2025-06-26 08:07:00,609 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 11:06:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7484, loss: 1.7484 +2025-06-26 08:07:46,340 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 11:06:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7324, loss: 1.7324 +2025-06-26 08:08:32,293 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 11:05:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7094, loss: 1.7094 +2025-06-26 08:09:18,352 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 11:04:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7130, loss: 1.7130 +2025-06-26 08:10:04,300 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 11:03:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7343, loss: 1.7343 +2025-06-26 08:10:50,202 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 11:02:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7040, loss: 1.7040 +2025-06-26 08:11:36,186 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 11:02:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7371, loss: 1.7371 +2025-06-26 08:12:22,163 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 11:01:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7117, loss: 1.7117 +2025-06-26 08:13:07,941 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 11:00:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7185, loss: 1.7185 +2025-06-26 08:13:10,544 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-26 08:32:47,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:32:47,829 - pyskl - INFO - +top1_acc 0.8747 +top5_acc 0.9763 +2025-06-26 08:32:47,850 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8747, top5_acc: 0.9763 +2025-06-26 08:33:55,963 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:59:53, time: 0.681, data_time: 0.223, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7391, loss: 1.7391 +2025-06-26 08:34:41,856 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:59:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6799, loss: 1.6799 +2025-06-26 08:35:27,687 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:58:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.7223, loss: 1.7223 +2025-06-26 08:36:13,497 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:57:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7259, loss: 1.7259 +2025-06-26 08:36:59,452 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:56:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6772, loss: 1.6772 +2025-06-26 08:37:45,377 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:55:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7296, loss: 1.7296 +2025-06-26 08:38:31,226 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:55:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7054, loss: 1.7054 +2025-06-26 08:39:17,047 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:54:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6426, loss: 1.6426 +2025-06-26 08:40:02,890 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:53:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7019, loss: 1.7019 +2025-06-26 08:40:48,744 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:52:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6725, loss: 1.6725 +2025-06-26 08:41:34,515 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:52:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6524, loss: 1.6524 +2025-06-26 08:42:20,342 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:51:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7168, loss: 1.7168 +2025-06-26 08:43:06,330 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:50:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6878, loss: 1.6878 +2025-06-26 08:43:52,294 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:49:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7144, loss: 1.7144 +2025-06-26 08:44:38,182 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:48:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7216, loss: 1.7216 +2025-06-26 08:45:24,062 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:48:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7557, loss: 1.7557 +2025-06-26 08:46:09,932 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:47:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7493, loss: 1.7493 +2025-06-26 08:46:55,822 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:46:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7394, loss: 1.7394 +2025-06-26 08:47:41,705 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:45:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6995, loss: 1.6995 +2025-06-26 08:48:27,532 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:45:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7142, loss: 1.7142 +2025-06-26 08:49:13,381 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:44:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.6701, loss: 1.6701 +2025-06-26 08:49:59,323 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:43:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7058, loss: 1.7058 +2025-06-26 08:50:45,191 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:42:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7437, loss: 1.7437 +2025-06-26 08:51:31,106 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:41:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6607, loss: 1.6607 +2025-06-26 08:52:16,983 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:41:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.6830, loss: 1.6830 +2025-06-26 08:53:02,790 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:40:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7270, loss: 1.7270 +2025-06-26 08:53:48,617 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:39:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7471, loss: 1.7471 +2025-06-26 08:54:34,507 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:38:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7453, loss: 1.7453 +2025-06-26 08:55:20,375 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:38:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7014, loss: 1.7014 +2025-06-26 08:56:06,202 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:37:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7038, loss: 1.7038 +2025-06-26 08:56:52,162 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:36:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.6716, loss: 1.6716 +2025-06-26 08:57:38,237 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:35:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6915, loss: 1.6915 +2025-06-26 08:58:24,181 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:34:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7064, loss: 1.7064 +2025-06-26 08:59:10,142 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:34:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7327, loss: 1.7327 +2025-06-26 08:59:12,752 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-26 09:03:26,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:03:26,854 - pyskl - INFO - +top1_acc 0.8829 +top5_acc 0.9763 +2025-06-26 09:03:26,909 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_123.pth was removed +2025-06-26 09:03:27,992 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-26 09:03:27,994 - pyskl - INFO - Best top1_acc is 0.8829 at 126 epoch. +2025-06-26 09:03:28,015 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8829, top5_acc: 0.9763 +2025-06-26 09:04:36,618 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:33:27, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6216, loss: 1.6216 +2025-06-26 09:05:22,600 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:32:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6437, loss: 1.6437 +2025-06-26 09:06:08,616 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:31:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6644, loss: 1.6644 +2025-06-26 09:06:54,607 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:31:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5876, loss: 1.5876 +2025-06-26 09:07:40,682 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:30:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6651, loss: 1.6651 +2025-06-26 09:08:26,773 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:29:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6418, loss: 1.6418 +2025-06-26 09:09:12,895 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:28:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5872, loss: 1.5872 +2025-06-26 09:09:58,973 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:28:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6256, loss: 1.6256 +2025-06-26 09:10:45,128 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:27:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5727, loss: 1.5727 +2025-06-26 09:11:31,300 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:26:27, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6335, loss: 1.6335 +2025-06-26 09:12:17,342 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:25:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6283, loss: 1.6283 +2025-06-26 09:13:03,422 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:24:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6166, loss: 1.6166 +2025-06-26 09:13:49,419 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:24:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6907, loss: 1.6907 +2025-06-26 09:14:35,590 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:23:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6188, loss: 1.6188 +2025-06-26 09:15:21,660 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:22:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6585, loss: 1.6585 +2025-06-26 09:16:07,850 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:21:47, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6159, loss: 1.6159 +2025-06-26 09:16:54,119 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:21:00, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6388, loss: 1.6388 +2025-06-26 09:17:40,375 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:20:14, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5860, loss: 1.5860 +2025-06-26 09:18:26,446 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:19:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6318, loss: 1.6318 +2025-06-26 09:19:12,518 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:18:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6574, loss: 1.6574 +2025-06-26 09:19:58,621 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:17:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6335, loss: 1.6335 +2025-06-26 09:20:44,704 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 10:17:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6589, loss: 1.6589 +2025-06-26 09:21:30,863 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 10:16:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6239, loss: 1.6239 +2025-06-26 09:22:16,882 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 10:15:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6775, loss: 1.6775 +2025-06-26 09:23:02,873 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 10:14:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6286, loss: 1.6286 +2025-06-26 09:23:48,930 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 10:14:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7191, loss: 1.7191 +2025-06-26 09:24:34,958 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 10:13:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6420, loss: 1.6420 +2025-06-26 09:25:21,046 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 10:12:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7156, loss: 1.7156 +2025-06-26 09:26:07,119 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 10:11:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6909, loss: 1.6909 +2025-06-26 09:26:53,158 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 10:10:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 +2025-06-26 09:27:39,223 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 10:10:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6195, loss: 1.6195 +2025-06-26 09:28:25,257 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 10:09:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7154, loss: 1.7154 +2025-06-26 09:29:11,330 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 10:08:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6111, loss: 1.6111 +2025-06-26 09:29:57,432 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 10:07:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6362, loss: 1.6362 +2025-06-26 09:30:00,052 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-26 09:34:10,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:34:10,675 - pyskl - INFO - +top1_acc 0.8786 +top5_acc 0.9763 +2025-06-26 09:34:10,694 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8786, top5_acc: 0.9763 +2025-06-26 09:35:19,001 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 10:07:02, time: 0.683, data_time: 0.225, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6116, loss: 1.6116 +2025-06-26 09:36:04,796 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 10:06:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5853, loss: 1.5853 +2025-06-26 09:36:50,613 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 10:05:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6037, loss: 1.6037 +2025-06-26 09:37:36,449 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 10:04:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6477, loss: 1.6477 +2025-06-26 09:38:22,319 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 10:03:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6206, loss: 1.6206 +2025-06-26 09:39:08,337 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 10:03:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-26 09:39:54,379 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 10:02:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5731, loss: 1.5731 +2025-06-26 09:40:40,256 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 10:01:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5772, loss: 1.5772 +2025-06-26 09:41:26,102 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 10:00:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6040, loss: 1.6040 +2025-06-26 09:42:12,185 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 10:00:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6627, loss: 1.6627 +2025-06-26 09:42:58,242 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:59:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5970, loss: 1.5970 +2025-06-26 09:43:44,279 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:58:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6643, loss: 1.6643 +2025-06-26 09:44:30,141 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:57:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5956, loss: 1.5956 +2025-06-26 09:45:16,043 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:56:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5933, loss: 1.5933 +2025-06-26 09:46:02,105 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:56:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6080, loss: 1.6080 +2025-06-26 09:46:48,064 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:55:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5487, loss: 1.5487 +2025-06-26 09:47:33,883 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:54:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6333, loss: 1.6333 +2025-06-26 09:48:19,797 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:53:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6315, loss: 1.6315 +2025-06-26 09:49:05,627 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:53:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6360, loss: 1.6360 +2025-06-26 09:49:51,475 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:52:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5688, loss: 1.5688 +2025-06-26 09:50:37,348 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:51:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6015, loss: 1.6015 +2025-06-26 09:51:23,175 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:50:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6162, loss: 1.6162 +2025-06-26 09:52:09,252 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:49:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6145, loss: 1.6145 +2025-06-26 09:52:55,329 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:49:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5977, loss: 1.5977 +2025-06-26 09:53:41,322 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:48:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5600, loss: 1.5600 +2025-06-26 09:54:27,200 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:47:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5265, loss: 1.5265 +2025-06-26 09:55:13,203 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:46:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5976, loss: 1.5976 +2025-06-26 09:55:59,103 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:46:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5252, loss: 1.5252 +2025-06-26 09:56:45,053 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:45:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6406, loss: 1.6406 +2025-06-26 09:57:31,014 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:44:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6574, loss: 1.6574 +2025-06-26 09:58:17,097 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:43:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6246, loss: 1.6246 +2025-06-26 09:59:03,211 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:42:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6113, loss: 1.6113 +2025-06-26 09:59:49,196 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:42:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6643, loss: 1.6643 +2025-06-26 10:00:35,099 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:41:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.5840, loss: 1.5840 +2025-06-26 10:00:37,715 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-26 10:04:48,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:04:49,066 - pyskl - INFO - +top1_acc 0.8929 +top5_acc 0.9787 +2025-06-26 10:04:49,122 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_126.pth was removed +2025-06-26 10:04:50,212 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-26 10:04:50,213 - pyskl - INFO - Best top1_acc is 0.8929 at 128 epoch. +2025-06-26 10:04:50,235 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8929, top5_acc: 0.9787 +2025-06-26 10:05:58,904 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:40:36, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5625, loss: 1.5625 +2025-06-26 10:06:44,852 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:39:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6196, loss: 1.6196 +2025-06-26 10:07:30,764 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:39:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5543, loss: 1.5543 +2025-06-26 10:08:16,740 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:38:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5493, loss: 1.5493 +2025-06-26 10:09:02,800 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:37:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5691, loss: 1.5691 +2025-06-26 10:09:48,828 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:36:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5583, loss: 1.5583 +2025-06-26 10:10:34,852 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:35:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5085, loss: 1.5085 +2025-06-26 10:11:20,907 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:35:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5699, loss: 1.5699 +2025-06-26 10:12:07,002 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:34:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5505, loss: 1.5505 +2025-06-26 10:12:53,060 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:33:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5364, loss: 1.5364 +2025-06-26 10:13:39,163 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:32:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5698, loss: 1.5698 +2025-06-26 10:14:25,157 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:32:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5868, loss: 1.5868 +2025-06-26 10:15:11,052 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:31:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5703, loss: 1.5703 +2025-06-26 10:15:56,952 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:30:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5779, loss: 1.5779 +2025-06-26 10:16:42,740 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:29:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5501, loss: 1.5501 +2025-06-26 10:17:28,663 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:28:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6234, loss: 1.6234 +2025-06-26 10:18:14,747 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:28:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5583, loss: 1.5583 +2025-06-26 10:19:00,806 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:27:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5742, loss: 1.5742 +2025-06-26 10:19:46,715 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:26:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5390, loss: 1.5390 +2025-06-26 10:20:32,541 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:25:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5592, loss: 1.5592 +2025-06-26 10:21:18,375 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:25:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5588, loss: 1.5588 +2025-06-26 10:22:04,230 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:24:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5677, loss: 1.5677 +2025-06-26 10:22:50,030 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:23:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5532, loss: 1.5532 +2025-06-26 10:23:35,851 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:22:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5714, loss: 1.5714 +2025-06-26 10:24:21,796 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:21:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-06-26 10:25:07,656 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:21:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5630, loss: 1.5630 +2025-06-26 10:25:53,533 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:20:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5733, loss: 1.5733 +2025-06-26 10:26:39,352 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:19:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5520, loss: 1.5520 +2025-06-26 10:27:25,157 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:18:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6061, loss: 1.6061 +2025-06-26 10:28:11,001 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:18:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5873, loss: 1.5873 +2025-06-26 10:28:56,842 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:17:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-06-26 10:29:42,795 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:16:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6113, loss: 1.6113 +2025-06-26 10:30:28,640 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 9:15:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5423, loss: 1.5423 +2025-06-26 10:31:14,526 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 9:14:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5604, loss: 1.5604 +2025-06-26 10:31:17,123 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-26 10:35:27,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:35:27,949 - pyskl - INFO - +top1_acc 0.8759 +top5_acc 0.9744 +2025-06-26 10:35:27,971 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8759, top5_acc: 0.9744 +2025-06-26 10:36:36,663 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 9:14:10, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4942, loss: 1.4942 +2025-06-26 10:37:22,597 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 9:13:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5779, loss: 1.5779 +2025-06-26 10:38:08,514 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 9:12:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5784, loss: 1.5784 +2025-06-26 10:38:54,457 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 9:11:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5489, loss: 1.5489 +2025-06-26 10:39:40,387 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 9:11:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5520, loss: 1.5520 +2025-06-26 10:40:26,357 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 9:10:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5905, loss: 1.5905 +2025-06-26 10:41:12,364 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 9:09:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5663, loss: 1.5663 +2025-06-26 10:41:58,512 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 9:08:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5715, loss: 1.5715 +2025-06-26 10:42:44,361 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 9:07:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5187, loss: 1.5187 +2025-06-26 10:43:30,280 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 9:07:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5690, loss: 1.5690 +2025-06-26 10:44:16,088 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 9:06:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5355, loss: 1.5355 +2025-06-26 10:45:01,951 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 9:05:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5129, loss: 1.5129 +2025-06-26 10:45:47,803 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 9:04:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5693, loss: 1.5693 +2025-06-26 10:46:33,674 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 9:04:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5176, loss: 1.5176 +2025-06-26 10:47:19,475 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 9:03:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5659, loss: 1.5659 +2025-06-26 10:48:05,369 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 9:02:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5327, loss: 1.5327 +2025-06-26 10:48:51,303 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 9:01:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5259, loss: 1.5259 +2025-06-26 10:49:37,221 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 9:00:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5552, loss: 1.5552 +2025-06-26 10:50:23,298 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 9:00:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5385, loss: 1.5385 +2025-06-26 10:51:09,473 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:59:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5749, loss: 1.5749 +2025-06-26 10:51:55,331 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:58:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5875, loss: 1.5875 +2025-06-26 10:52:41,210 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:57:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5568, loss: 1.5568 +2025-06-26 10:53:27,071 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:57:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4519, loss: 1.4519 +2025-06-26 10:54:12,929 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:56:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5970, loss: 1.5970 +2025-06-26 10:54:58,697 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:55:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5056, loss: 1.5056 +2025-06-26 10:55:44,539 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:54:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5147, loss: 1.5147 +2025-06-26 10:56:30,338 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:53:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5644, loss: 1.5644 +2025-06-26 10:57:16,230 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:53:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5360, loss: 1.5360 +2025-06-26 10:58:02,371 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:52:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5359, loss: 1.5359 +2025-06-26 10:58:48,369 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:51:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5201, loss: 1.5201 +2025-06-26 10:59:34,104 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:50:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5664, loss: 1.5664 +2025-06-26 11:00:19,849 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:50:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5541, loss: 1.5541 +2025-06-26 11:01:05,601 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:49:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4721, loss: 1.4721 +2025-06-26 11:01:51,379 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:48:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4067, loss: 1.4067 +2025-06-26 11:01:53,963 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-26 11:21:39,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:21:39,620 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9659 +2025-06-26 11:21:39,639 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8788, top5_acc: 0.9659 +2025-06-26 11:22:48,003 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:47:44, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5386, loss: 1.5386 +2025-06-26 11:23:33,898 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:46:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5504, loss: 1.5504 +2025-06-26 11:24:19,878 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:46:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5058, loss: 1.5058 +2025-06-26 11:25:05,797 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:45:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4696, loss: 1.4696 +2025-06-26 11:25:51,742 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:44:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5042, loss: 1.5042 +2025-06-26 11:26:37,775 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:43:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4657, loss: 1.4657 +2025-06-26 11:27:23,819 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:43:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4975, loss: 1.4975 +2025-06-26 11:28:09,707 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:42:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-06-26 11:28:55,608 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:41:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4857, loss: 1.4857 +2025-06-26 11:29:41,579 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:40:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4575, loss: 1.4575 +2025-06-26 11:30:27,515 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:39:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4673, loss: 1.4673 +2025-06-26 11:31:13,425 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:39:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4883, loss: 1.4883 +2025-06-26 11:31:59,365 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:38:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4915, loss: 1.4915 +2025-06-26 11:32:45,341 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:37:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5067, loss: 1.5067 +2025-06-26 11:33:31,252 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:36:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4549, loss: 1.4549 +2025-06-26 11:34:17,178 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:36:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4906, loss: 1.4906 +2025-06-26 11:35:03,108 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:35:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5220, loss: 1.5220 +2025-06-26 11:35:49,052 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:34:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6044, loss: 1.6044 +2025-06-26 11:36:35,022 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:33:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5194, loss: 1.5194 +2025-06-26 11:37:20,980 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:32:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4900, loss: 1.4900 +2025-06-26 11:38:06,959 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:32:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4833, loss: 1.4833 +2025-06-26 11:38:52,894 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:31:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-06-26 11:39:38,852 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:30:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5327, loss: 1.5327 +2025-06-26 11:40:24,778 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:29:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5455, loss: 1.5455 +2025-06-26 11:41:10,758 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:29:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5254, loss: 1.5254 +2025-06-26 11:41:56,704 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:28:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4927, loss: 1.4927 +2025-06-26 11:42:42,996 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:27:31, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5433, loss: 1.5433 +2025-06-26 11:43:28,971 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:26:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5482, loss: 1.5482 +2025-06-26 11:44:14,844 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:25:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5315, loss: 1.5315 +2025-06-26 11:45:00,744 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:25:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5462, loss: 1.5462 +2025-06-26 11:45:46,652 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:24:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5505, loss: 1.5505 +2025-06-26 11:46:32,541 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:23:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5500, loss: 1.5500 +2025-06-26 11:47:18,356 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:22:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5784, loss: 1.5784 +2025-06-26 11:48:04,277 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:22:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5454, loss: 1.5454 +2025-06-26 11:48:06,949 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-26 11:52:21,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:52:22,528 - pyskl - INFO - +top1_acc 0.8918 +top5_acc 0.9794 +2025-06-26 11:52:22,548 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8918, top5_acc: 0.9794 +2025-06-26 11:53:31,428 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:21:19, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4984, loss: 1.4984 +2025-06-26 11:54:17,412 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:20:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5027, loss: 1.5027 +2025-06-26 11:55:03,266 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:19:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-06-26 11:55:49,267 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:18:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-06-26 11:56:35,315 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:18:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4699, loss: 1.4699 +2025-06-26 11:57:21,267 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:17:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.4549, loss: 1.4549 +2025-06-26 11:58:07,286 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:16:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4638, loss: 1.4638 +2025-06-26 11:58:53,388 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:15:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5011, loss: 1.5011 +2025-06-26 11:59:39,455 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:15:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4751, loss: 1.4751 +2025-06-26 12:00:25,506 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:14:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4738, loss: 1.4738 +2025-06-26 12:01:11,572 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 8:13:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4913, loss: 1.4913 +2025-06-26 12:01:57,506 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 8:12:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4921, loss: 1.4921 +2025-06-26 12:02:43,580 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 8:11:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4895, loss: 1.4895 +2025-06-26 12:03:29,506 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 8:11:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4569, loss: 1.4569 +2025-06-26 12:04:15,585 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 8:10:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4385, loss: 1.4385 +2025-06-26 12:05:01,704 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 8:09:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5092, loss: 1.5092 +2025-06-26 12:05:47,723 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 8:08:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5210, loss: 1.5210 +2025-06-26 12:06:33,619 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 8:08:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4979, loss: 1.4979 +2025-06-26 12:07:19,602 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 8:07:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4455, loss: 1.4455 +2025-06-26 12:08:05,947 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 8:06:33, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4722, loss: 1.4722 +2025-06-26 12:08:52,075 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 8:05:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5036, loss: 1.5036 +2025-06-26 12:09:38,315 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 8:04:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4773, loss: 1.4773 +2025-06-26 12:10:24,664 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 8:04:13, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4165, loss: 1.4165 +2025-06-26 12:11:10,960 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 8:03:26, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5073, loss: 1.5073 +2025-06-26 12:11:57,319 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 8:02:39, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4607, loss: 1.4607 +2025-06-26 12:12:43,490 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 8:01:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4473, loss: 1.4473 +2025-06-26 12:13:29,434 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 8:01:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4813, loss: 1.4813 +2025-06-26 12:14:15,388 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 8:00:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4486, loss: 1.4486 +2025-06-26 12:15:01,280 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:59:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4855, loss: 1.4855 +2025-06-26 12:15:47,198 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:58:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4670, loss: 1.4670 +2025-06-26 12:16:33,094 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:58:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4920, loss: 1.4920 +2025-06-26 12:17:19,016 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:57:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4930, loss: 1.4930 +2025-06-26 12:18:05,041 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:56:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4509, loss: 1.4509 +2025-06-26 12:18:51,175 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:55:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4408, loss: 1.4408 +2025-06-26 12:18:53,805 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-26 12:23:05,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:23:06,020 - pyskl - INFO - +top1_acc 0.8825 +top5_acc 0.9767 +2025-06-26 12:23:06,040 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8825, top5_acc: 0.9767 +2025-06-26 12:24:14,732 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:54:54, time: 0.687, data_time: 0.225, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.4469, loss: 1.4469 +2025-06-26 12:25:00,790 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:54:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4264, loss: 1.4264 +2025-06-26 12:25:46,812 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:53:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4771, loss: 1.4771 +2025-06-26 12:26:33,060 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:52:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5049, loss: 1.5049 +2025-06-26 12:27:19,091 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:51:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4686, loss: 1.4686 +2025-06-26 12:28:05,033 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:51:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4753, loss: 1.4753 +2025-06-26 12:28:50,880 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:50:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4583, loss: 1.4583 +2025-06-26 12:29:36,904 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:49:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4374, loss: 1.4374 +2025-06-26 12:30:22,997 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:48:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4916, loss: 1.4916 +2025-06-26 12:31:09,238 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:47:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4798, loss: 1.4798 +2025-06-26 12:31:55,319 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:47:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4325, loss: 1.4325 +2025-06-26 12:32:41,410 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:46:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4812, loss: 1.4812 +2025-06-26 12:33:27,483 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:45:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4525, loss: 1.4525 +2025-06-26 12:34:13,466 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:44:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4522, loss: 1.4522 +2025-06-26 12:34:59,438 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:44:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4794, loss: 1.4794 +2025-06-26 12:35:45,381 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:43:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4884, loss: 1.4884 +2025-06-26 12:36:31,274 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:42:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4541, loss: 1.4541 +2025-06-26 12:37:17,264 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:41:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4604, loss: 1.4604 +2025-06-26 12:38:03,183 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:40:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-06-26 12:38:49,213 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:40:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4819, loss: 1.4819 +2025-06-26 12:39:35,237 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:39:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4714, loss: 1.4714 +2025-06-26 12:40:21,071 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:38:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4697, loss: 1.4697 +2025-06-26 12:41:07,296 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:37:48, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4606, loss: 1.4606 +2025-06-26 12:41:53,345 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:37:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4214, loss: 1.4214 +2025-06-26 12:42:39,376 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:36:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4522, loss: 1.4522 +2025-06-26 12:43:25,679 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:35:28, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4577, loss: 1.4577 +2025-06-26 12:44:11,848 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:34:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4901, loss: 1.4901 +2025-06-26 12:44:57,809 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:33:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4919, loss: 1.4919 +2025-06-26 12:45:43,774 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:33:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4007, loss: 1.4007 +2025-06-26 12:46:29,778 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:32:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4347, loss: 1.4347 +2025-06-26 12:47:15,614 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:31:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4336, loss: 1.4336 +2025-06-26 12:48:01,517 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:30:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4223, loss: 1.4223 +2025-06-26 12:48:47,469 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:30:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4470, loss: 1.4470 +2025-06-26 12:49:33,484 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:29:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4370, loss: 1.4370 +2025-06-26 12:49:36,152 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-26 12:53:47,330 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:53:47,879 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9676 +2025-06-26 12:53:47,902 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8801, top5_acc: 0.9676 +2025-06-26 12:54:56,661 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:28:28, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4317, loss: 1.4317 +2025-06-26 12:55:42,810 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:27:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-06-26 12:56:28,914 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:26:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4003, loss: 1.4003 +2025-06-26 12:57:15,123 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:26:08, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4093, loss: 1.4093 +2025-06-26 12:58:01,169 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:25:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4223, loss: 1.4223 +2025-06-26 12:58:47,207 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:24:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4483, loss: 1.4483 +2025-06-26 12:59:33,304 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:23:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4524, loss: 1.4524 +2025-06-26 13:00:19,446 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:23:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4084, loss: 1.4084 +2025-06-26 13:01:05,580 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:22:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4078, loss: 1.4078 +2025-06-26 13:01:51,516 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:21:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4612, loss: 1.4612 +2025-06-26 13:02:37,503 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:20:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4620, loss: 1.4620 +2025-06-26 13:03:23,508 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:19:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4388, loss: 1.4388 +2025-06-26 13:04:09,454 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:19:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4354, loss: 1.4354 +2025-06-26 13:04:55,476 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:18:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4233, loss: 1.4233 +2025-06-26 13:05:41,594 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:17:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.4047, loss: 1.4047 +2025-06-26 13:06:27,685 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:16:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4523, loss: 1.4523 +2025-06-26 13:07:13,708 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:16:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4781, loss: 1.4781 +2025-06-26 13:07:59,673 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:15:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4417, loss: 1.4417 +2025-06-26 13:08:45,712 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:14:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4220, loss: 1.4220 +2025-06-26 13:09:31,682 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:13:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4421, loss: 1.4421 +2025-06-26 13:10:17,750 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:12:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4621, loss: 1.4621 +2025-06-26 13:11:03,818 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 7:12:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4522, loss: 1.4522 +2025-06-26 13:11:49,880 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 7:11:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4759, loss: 1.4759 +2025-06-26 13:12:35,856 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 7:10:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-06-26 13:13:21,901 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 7:09:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4434, loss: 1.4434 +2025-06-26 13:14:07,918 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 7:09:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-06-26 13:14:53,733 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 7:08:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4295, loss: 1.4295 +2025-06-26 13:15:39,601 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 7:07:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-06-26 13:16:25,485 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 7:06:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4183, loss: 1.4183 +2025-06-26 13:17:11,396 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 7:05:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3765, loss: 1.3765 +2025-06-26 13:17:57,398 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 7:05:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4553, loss: 1.4553 +2025-06-26 13:18:43,331 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 7:04:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4172, loss: 1.4172 +2025-06-26 13:19:29,237 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 7:03:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-06-26 13:20:15,212 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 7:02:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4239, loss: 1.4239 +2025-06-26 13:20:17,908 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-26 13:24:32,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 13:24:32,804 - pyskl - INFO - +top1_acc 0.8968 +top5_acc 0.9794 +2025-06-26 13:24:32,862 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_128.pth was removed +2025-06-26 13:24:33,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-26 13:24:33,945 - pyskl - INFO - Best top1_acc is 0.8968 at 134 epoch. +2025-06-26 13:24:33,966 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8968, top5_acc: 0.9794 +2025-06-26 13:25:42,327 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 7:02:03, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4035, loss: 1.4035 +2025-06-26 13:26:28,274 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 7:01:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-06-26 13:27:14,320 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 7:00:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4278, loss: 1.4278 +2025-06-26 13:28:00,471 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:59:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4017, loss: 1.4017 +2025-06-26 13:28:46,511 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:58:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3881, loss: 1.3881 +2025-06-26 13:29:32,641 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:58:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3955, loss: 1.3955 +2025-06-26 13:30:18,722 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:57:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-06-26 13:31:04,840 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:56:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3940, loss: 1.3940 +2025-06-26 13:31:50,896 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:55:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3728, loss: 1.3728 +2025-06-26 13:32:37,017 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:55:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-06-26 13:33:23,075 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:54:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4068, loss: 1.4068 +2025-06-26 13:34:09,037 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:53:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-26 13:34:55,049 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:52:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4180, loss: 1.4180 +2025-06-26 13:35:41,220 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:51:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3983, loss: 1.3983 +2025-06-26 13:36:27,355 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:51:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3585, loss: 1.3585 +2025-06-26 13:37:13,381 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:50:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.3977, loss: 1.3977 +2025-06-26 13:37:59,328 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:49:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4081, loss: 1.4081 +2025-06-26 13:38:45,323 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:48:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4372, loss: 1.4372 +2025-06-26 13:39:31,294 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:48:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4328, loss: 1.4328 +2025-06-26 13:40:17,288 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:47:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4169, loss: 1.4169 +2025-06-26 13:41:03,275 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:46:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4079, loss: 1.4079 +2025-06-26 13:41:49,253 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:45:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-06-26 13:42:35,275 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:44:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4103, loss: 1.4103 +2025-06-26 13:43:21,282 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:44:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4644, loss: 1.4644 +2025-06-26 13:44:07,348 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:43:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-06-26 13:44:53,385 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:42:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3577, loss: 1.3577 +2025-06-26 13:45:39,351 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:41:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 +2025-06-26 13:46:25,316 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:41:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4306, loss: 1.4306 +2025-06-26 13:47:11,292 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:40:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4047, loss: 1.4047 +2025-06-26 13:47:57,289 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:39:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3746, loss: 1.3746 +2025-06-26 13:48:43,303 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:38:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4328, loss: 1.4328 +2025-06-26 13:49:29,318 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:37:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-06-26 13:50:15,393 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:37:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-06-26 13:51:01,472 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:36:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4199, loss: 1.4199 +2025-06-26 13:51:04,079 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-26 14:10:14,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:10:14,629 - pyskl - INFO - +top1_acc 0.8976 +top5_acc 0.9794 +2025-06-26 14:10:14,683 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_134.pth was removed +2025-06-26 14:10:15,723 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-26 14:10:15,725 - pyskl - INFO - Best top1_acc is 0.8976 at 135 epoch. +2025-06-26 14:10:15,744 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8976, top5_acc: 0.9794 +2025-06-26 14:11:24,062 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:35:37, time: 0.683, data_time: 0.223, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4024, loss: 1.4024 +2025-06-26 14:12:10,139 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:34:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3690, loss: 1.3690 +2025-06-26 14:12:56,219 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:34:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4097, loss: 1.4097 +2025-06-26 14:13:42,365 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:33:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3760, loss: 1.3760 +2025-06-26 14:14:28,458 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:32:31, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3688, loss: 1.3688 +2025-06-26 14:15:14,611 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:31:44, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4130, loss: 1.4130 +2025-06-26 14:16:00,729 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:30:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3928, loss: 1.3928 +2025-06-26 14:16:46,819 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:30:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4143, loss: 1.4143 +2025-06-26 14:17:32,916 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:29:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3658, loss: 1.3658 +2025-06-26 14:18:19,008 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:28:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4014, loss: 1.4014 +2025-06-26 14:19:05,093 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:27:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4425, loss: 1.4425 +2025-06-26 14:19:51,286 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:27:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3933, loss: 1.3933 +2025-06-26 14:20:37,325 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:26:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3986, loss: 1.3986 +2025-06-26 14:21:23,591 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:25:31, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3333, loss: 1.3333 +2025-06-26 14:22:09,771 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:24:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3854, loss: 1.3854 +2025-06-26 14:22:55,884 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:23:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4021, loss: 1.4021 +2025-06-26 14:23:42,003 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:23:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4012, loss: 1.4012 +2025-06-26 14:24:28,001 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:22:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4079, loss: 1.4079 +2025-06-26 14:25:14,107 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:21:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3958, loss: 1.3958 +2025-06-26 14:26:00,135 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:20:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3915, loss: 1.3915 +2025-06-26 14:26:46,168 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:20:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3634, loss: 1.3634 +2025-06-26 14:27:32,127 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:19:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3979, loss: 1.3979 +2025-06-26 14:28:18,112 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:18:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3948, loss: 1.3948 +2025-06-26 14:29:04,165 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:17:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3938, loss: 1.3938 +2025-06-26 14:29:50,190 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:16:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3890, loss: 1.3890 +2025-06-26 14:30:36,222 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:16:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4402, loss: 1.4402 +2025-06-26 14:31:22,303 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:15:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3868, loss: 1.3868 +2025-06-26 14:32:08,331 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:14:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4061, loss: 1.4061 +2025-06-26 14:32:54,394 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:13:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3665, loss: 1.3665 +2025-06-26 14:33:40,387 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:13:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3892, loss: 1.3892 +2025-06-26 14:34:26,408 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:12:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3946, loss: 1.3946 +2025-06-26 14:35:12,636 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:11:32, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3934, loss: 1.3934 +2025-06-26 14:35:58,896 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:10:46, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3853, loss: 1.3853 +2025-06-26 14:36:45,138 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 6:09:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3879, loss: 1.3879 +2025-06-26 14:36:47,782 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-26 14:40:59,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:40:59,756 - pyskl - INFO - +top1_acc 0.8904 +top5_acc 0.9772 +2025-06-26 14:40:59,778 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8904, top5_acc: 0.9772 +2025-06-26 14:42:08,259 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 6:09:12, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3675, loss: 1.3675 +2025-06-26 14:42:54,093 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 6:08:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3558, loss: 1.3558 +2025-06-26 14:43:39,947 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 6:07:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-06-26 14:44:25,776 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 6:06:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3615, loss: 1.3615 +2025-06-26 14:45:11,666 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 6:06:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3923, loss: 1.3923 +2025-06-26 14:45:57,518 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 6:05:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3508, loss: 1.3508 +2025-06-26 14:46:43,412 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 6:04:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3799, loss: 1.3799 +2025-06-26 14:47:29,238 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 6:03:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3659, loss: 1.3659 +2025-06-26 14:48:15,135 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 6:02:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3821, loss: 1.3821 +2025-06-26 14:49:01,184 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 6:02:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3659, loss: 1.3659 +2025-06-26 14:49:47,036 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 6:01:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4200, loss: 1.4200 +2025-06-26 14:50:32,918 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 6:00:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3643, loss: 1.3643 +2025-06-26 14:51:18,777 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:59:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3804, loss: 1.3804 +2025-06-26 14:52:04,983 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:59:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4234, loss: 1.4234 +2025-06-26 14:52:51,041 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:58:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3910, loss: 1.3910 +2025-06-26 14:53:36,932 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:57:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3623, loss: 1.3623 +2025-06-26 14:54:22,801 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:56:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-26 14:55:08,848 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:55:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-06-26 14:55:54,696 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:55:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3825, loss: 1.3825 +2025-06-26 14:56:40,503 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:54:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3277, loss: 1.3277 +2025-06-26 14:57:26,316 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:53:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3796, loss: 1.3796 +2025-06-26 14:58:12,140 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:52:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-06-26 14:58:57,856 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:52:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3854, loss: 1.3854 +2025-06-26 14:59:43,583 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:51:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3429, loss: 1.3429 +2025-06-26 15:00:29,430 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:50:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3545, loss: 1.3545 +2025-06-26 15:01:15,215 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:49:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3709, loss: 1.3709 +2025-06-26 15:02:01,033 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:49:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-06-26 15:02:46,873 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:48:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3803, loss: 1.3803 +2025-06-26 15:03:32,711 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:47:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4030, loss: 1.4030 +2025-06-26 15:04:18,639 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:46:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3468, loss: 1.3468 +2025-06-26 15:05:04,671 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:45:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3415, loss: 1.3415 +2025-06-26 15:05:50,548 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:45:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3010, loss: 1.3010 +2025-06-26 15:06:36,404 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:44:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3659, loss: 1.3659 +2025-06-26 15:07:22,365 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:43:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3389, loss: 1.3389 +2025-06-26 15:07:25,021 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-26 15:11:39,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:11:39,807 - pyskl - INFO - +top1_acc 0.8975 +top5_acc 0.9794 +2025-06-26 15:11:39,827 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8975, top5_acc: 0.9794 +2025-06-26 15:12:48,381 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:42:46, time: 0.685, data_time: 0.225, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3797, loss: 1.3797 +2025-06-26 15:13:34,250 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:42:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.3751, loss: 1.3751 +2025-06-26 15:14:20,282 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:41:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3541, loss: 1.3541 +2025-06-26 15:15:06,214 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:40:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3473, loss: 1.3473 +2025-06-26 15:15:52,174 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:39:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3527, loss: 1.3527 +2025-06-26 15:16:38,096 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:38:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3473, loss: 1.3473 +2025-06-26 15:17:23,895 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:38:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3182, loss: 1.3182 +2025-06-26 15:18:09,894 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:37:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3571, loss: 1.3571 +2025-06-26 15:18:55,946 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:36:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3315, loss: 1.3315 +2025-06-26 15:19:41,879 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:35:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3697, loss: 1.3697 +2025-06-26 15:20:27,834 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:35:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3686, loss: 1.3686 +2025-06-26 15:21:13,663 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:34:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3906, loss: 1.3906 +2025-06-26 15:21:59,547 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:33:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3390, loss: 1.3390 +2025-06-26 15:22:45,364 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:32:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3756, loss: 1.3756 +2025-06-26 15:23:31,172 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:31:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3771, loss: 1.3771 +2025-06-26 15:24:17,345 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:31:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-06-26 15:25:03,342 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:30:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3633, loss: 1.3633 +2025-06-26 15:25:49,118 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:29:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3635, loss: 1.3635 +2025-06-26 15:26:34,907 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:28:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3372, loss: 1.3372 +2025-06-26 15:27:20,776 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:28:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3340, loss: 1.3340 +2025-06-26 15:28:06,552 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:27:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3189, loss: 1.3189 +2025-06-26 15:28:52,355 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:26:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3506, loss: 1.3506 +2025-06-26 15:29:38,161 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:25:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3292, loss: 1.3292 +2025-06-26 15:30:23,850 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:24:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3388, loss: 1.3388 +2025-06-26 15:31:09,617 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:24:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.3374, loss: 1.3374 +2025-06-26 15:31:55,419 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:23:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3795, loss: 1.3795 +2025-06-26 15:32:41,328 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:22:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3443, loss: 1.3443 +2025-06-26 15:33:27,228 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:21:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-06-26 15:34:13,093 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:21:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3403, loss: 1.3403 +2025-06-26 15:34:58,908 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:20:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3679, loss: 1.3679 +2025-06-26 15:35:44,854 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:19:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3359, loss: 1.3359 +2025-06-26 15:36:30,700 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:18:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3799, loss: 1.3799 +2025-06-26 15:37:16,568 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:17:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2892, loss: 1.2892 +2025-06-26 15:38:02,731 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:17:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3683, loss: 1.3683 +2025-06-26 15:38:05,361 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-26 15:42:19,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:42:19,655 - pyskl - INFO - +top1_acc 0.8916 +top5_acc 0.9791 +2025-06-26 15:42:19,679 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8916, top5_acc: 0.9791 +2025-06-26 15:43:29,354 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:16:20, time: 0.697, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3372, loss: 1.3372 +2025-06-26 15:44:15,560 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:15:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3287, loss: 1.3287 +2025-06-26 15:45:01,475 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:14:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-06-26 15:45:47,328 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:14:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-06-26 15:46:33,174 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:13:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3525, loss: 1.3525 +2025-06-26 15:47:19,055 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:12:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-06-26 15:48:04,946 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:11:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2944, loss: 1.2944 +2025-06-26 15:48:50,880 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:10:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3249, loss: 1.3249 +2025-06-26 15:49:36,836 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:10:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3661, loss: 1.3661 +2025-06-26 15:50:22,693 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:09:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-06-26 15:51:08,618 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 5:08:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2995, loss: 1.2995 +2025-06-26 15:51:54,435 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 5:07:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3411, loss: 1.3411 +2025-06-26 15:52:40,325 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 5:07:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3769, loss: 1.3769 +2025-06-26 15:53:26,211 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 5:06:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3620, loss: 1.3620 +2025-06-26 15:54:12,082 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 5:05:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3648, loss: 1.3648 +2025-06-26 15:54:57,955 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 5:04:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3186, loss: 1.3186 +2025-06-26 15:55:43,884 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 5:03:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3232, loss: 1.3232 +2025-06-26 15:56:29,719 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 5:03:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3330, loss: 1.3330 +2025-06-26 15:57:15,583 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 5:02:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3298, loss: 1.3298 +2025-06-26 15:58:01,385 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 5:01:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3338, loss: 1.3338 +2025-06-26 15:58:47,195 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 5:00:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 +2025-06-26 15:59:33,051 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 5:00:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3429, loss: 1.3429 +2025-06-26 16:00:18,852 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:59:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3325, loss: 1.3325 +2025-06-26 16:01:04,727 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:58:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3827, loss: 1.3827 +2025-06-26 16:01:50,783 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:57:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 +2025-06-26 16:02:36,588 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:56:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3654, loss: 1.3654 +2025-06-26 16:03:22,434 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:56:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3497, loss: 1.3497 +2025-06-26 16:04:08,316 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:55:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3254, loss: 1.3254 +2025-06-26 16:04:54,111 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:54:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 16:05:39,963 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:53:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-06-26 16:06:25,785 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:53:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-26 16:07:11,699 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:52:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3751, loss: 1.3751 +2025-06-26 16:07:57,563 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:51:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3352, loss: 1.3352 +2025-06-26 16:08:43,413 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:50:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-26 16:08:46,092 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-26 16:12:57,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:12:57,616 - pyskl - INFO - +top1_acc 0.9017 +top5_acc 0.9794 +2025-06-26 16:12:57,671 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_135.pth was removed +2025-06-26 16:12:58,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-26 16:12:58,718 - pyskl - INFO - Best top1_acc is 0.9017 at 139 epoch. +2025-06-26 16:12:58,739 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.9017, top5_acc: 0.9794 +2025-06-26 16:14:07,505 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:49:55, time: 0.688, data_time: 0.226, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3870, loss: 1.3870 +2025-06-26 16:14:53,329 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:49:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3373, loss: 1.3373 +2025-06-26 16:15:39,099 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:48:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3588, loss: 1.3588 +2025-06-26 16:16:24,873 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:47:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3535, loss: 1.3535 +2025-06-26 16:17:10,928 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:46:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3289, loss: 1.3289 +2025-06-26 16:17:56,863 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:46:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3477, loss: 1.3477 +2025-06-26 16:18:42,805 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:45:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3339, loss: 1.3339 +2025-06-26 16:19:28,572 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:44:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3228, loss: 1.3228 +2025-06-26 16:20:14,416 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:43:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3433, loss: 1.3433 +2025-06-26 16:21:00,204 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:42:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3207, loss: 1.3207 +2025-06-26 16:21:45,940 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:42:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3131, loss: 1.3131 +2025-06-26 16:22:31,719 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:41:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3222, loss: 1.3222 +2025-06-26 16:23:17,640 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:40:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3339, loss: 1.3339 +2025-06-26 16:24:03,462 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:39:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3020, loss: 1.3020 +2025-06-26 16:24:49,331 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:39:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3505, loss: 1.3505 +2025-06-26 16:25:35,082 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:38:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3317, loss: 1.3317 +2025-06-26 16:26:20,800 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:37:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3023, loss: 1.3023 +2025-06-26 16:27:06,591 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:36:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3633, loss: 1.3633 +2025-06-26 16:27:52,399 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:35:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3255, loss: 1.3255 +2025-06-26 16:28:38,171 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:35:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2730, loss: 1.2730 +2025-06-26 16:29:24,044 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:34:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3466, loss: 1.3466 +2025-06-26 16:30:09,951 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:33:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3138, loss: 1.3138 +2025-06-26 16:30:55,840 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:32:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3551, loss: 1.3551 +2025-06-26 16:31:41,708 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:32:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-06-26 16:32:27,632 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:31:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3500, loss: 1.3500 +2025-06-26 16:33:13,613 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:30:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3300, loss: 1.3300 +2025-06-26 16:33:59,744 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:29:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3492, loss: 1.3492 +2025-06-26 16:34:45,896 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:28:56, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3580, loss: 1.3580 +2025-06-26 16:35:31,991 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:28:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3051, loss: 1.3051 +2025-06-26 16:36:18,041 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:27:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3097, loss: 1.3097 +2025-06-26 16:37:03,897 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:26:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3332, loss: 1.3332 +2025-06-26 16:37:49,882 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:25:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3362, loss: 1.3362 +2025-06-26 16:38:36,027 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:25:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3048, loss: 1.3048 +2025-06-26 16:39:21,914 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:24:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3297, loss: 1.3297 +2025-06-26 16:39:24,551 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-26 16:58:25,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:58:25,654 - pyskl - INFO - +top1_acc 0.8893 +top5_acc 0.9773 +2025-06-26 16:58:25,676 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8893, top5_acc: 0.9773 +2025-06-26 16:59:34,388 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:23:29, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3687, loss: 1.3687 +2025-06-26 17:00:20,173 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:22:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3219, loss: 1.3219 +2025-06-26 17:01:05,989 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:21:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3294, loss: 1.3294 +2025-06-26 17:01:51,949 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:21:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3189, loss: 1.3189 +2025-06-26 17:02:38,000 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:20:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3873, loss: 1.3873 +2025-06-26 17:03:23,950 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:19:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3406, loss: 1.3406 +2025-06-26 17:04:09,880 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:18:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3001, loss: 1.3001 +2025-06-26 17:04:55,807 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:18:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3183, loss: 1.3183 +2025-06-26 17:05:41,644 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:17:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2897, loss: 1.2897 +2025-06-26 17:06:27,423 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:16:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3482, loss: 1.3482 +2025-06-26 17:07:13,248 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:15:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3269, loss: 1.3269 +2025-06-26 17:07:59,088 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:14:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 +2025-06-26 17:08:44,932 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:14:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-06-26 17:09:30,812 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:13:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3173, loss: 1.3173 +2025-06-26 17:10:16,747 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:12:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3308, loss: 1.3308 +2025-06-26 17:11:02,536 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:11:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3583, loss: 1.3583 +2025-06-26 17:11:48,338 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:11:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3361, loss: 1.3361 +2025-06-26 17:12:34,135 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:10:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3149, loss: 1.3149 +2025-06-26 17:13:19,959 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:09:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3135, loss: 1.3135 +2025-06-26 17:14:05,894 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:08:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3463, loss: 1.3463 +2025-06-26 17:14:51,695 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:07:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3152, loss: 1.3152 +2025-06-26 17:15:37,518 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:07:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3267, loss: 1.3267 +2025-06-26 17:16:23,453 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 4:06:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3495, loss: 1.3495 +2025-06-26 17:17:09,412 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 4:05:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3092, loss: 1.3092 +2025-06-26 17:17:55,187 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 4:04:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3362, loss: 1.3362 +2025-06-26 17:18:41,028 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 4:04:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3147, loss: 1.3147 +2025-06-26 17:19:26,929 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 4:03:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3378, loss: 1.3378 +2025-06-26 17:20:12,710 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 4:02:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3397, loss: 1.3397 +2025-06-26 17:20:58,462 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 4:01:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3469, loss: 1.3469 +2025-06-26 17:21:44,201 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 4:00:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3226, loss: 1.3226 +2025-06-26 17:22:30,082 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 4:00:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-06-26 17:23:15,979 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:59:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3321, loss: 1.3321 +2025-06-26 17:24:01,829 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:58:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-26 17:24:47,711 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:57:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2719, loss: 1.2719 +2025-06-26 17:24:50,329 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-26 17:29:04,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:29:04,662 - pyskl - INFO - +top1_acc 0.9017 +top5_acc 0.9803 +2025-06-26 17:29:04,684 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.9017, top5_acc: 0.9803 +2025-06-26 17:30:13,043 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:57:03, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3109, loss: 1.3109 +2025-06-26 17:30:58,997 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:56:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2960, loss: 1.2960 +2025-06-26 17:31:44,873 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:55:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3262, loss: 1.3262 +2025-06-26 17:32:30,711 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:54:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-06-26 17:33:16,579 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:53:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3406, loss: 1.3406 +2025-06-26 17:34:02,356 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:53:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-06-26 17:34:48,387 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:52:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2753, loss: 1.2753 +2025-06-26 17:35:34,288 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:51:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3102, loss: 1.3102 +2025-06-26 17:36:20,111 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:50:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 +2025-06-26 17:37:05,962 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:50:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3316, loss: 1.3316 +2025-06-26 17:37:51,899 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:49:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3058, loss: 1.3058 +2025-06-26 17:38:37,721 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:48:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2999, loss: 1.2999 +2025-06-26 17:39:23,554 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:47:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2803, loss: 1.2803 +2025-06-26 17:40:09,352 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:46:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3133, loss: 1.3133 +2025-06-26 17:40:55,208 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:46:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3172, loss: 1.3172 +2025-06-26 17:41:41,071 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:45:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2919, loss: 1.2919 +2025-06-26 17:42:26,835 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:44:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2999, loss: 1.2999 +2025-06-26 17:43:12,630 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:43:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3303, loss: 1.3303 +2025-06-26 17:43:58,460 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:43:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3128, loss: 1.3128 +2025-06-26 17:44:44,332 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:42:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3241, loss: 1.3241 +2025-06-26 17:45:30,216 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:41:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3365, loss: 1.3365 +2025-06-26 17:46:16,136 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:40:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3128, loss: 1.3128 +2025-06-26 17:47:02,051 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:39:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2879, loss: 1.2879 +2025-06-26 17:47:47,871 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:39:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3375, loss: 1.3375 +2025-06-26 17:48:33,680 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:38:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3300, loss: 1.3300 +2025-06-26 17:49:19,556 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:37:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2845, loss: 1.2845 +2025-06-26 17:50:05,431 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:36:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3172, loss: 1.3172 +2025-06-26 17:50:51,372 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:36:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3138, loss: 1.3138 +2025-06-26 17:51:37,235 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:35:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3215, loss: 1.3215 +2025-06-26 17:52:23,114 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:34:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3047, loss: 1.3047 +2025-06-26 17:53:09,268 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:33:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3119, loss: 1.3119 +2025-06-26 17:53:55,339 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:32:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3231, loss: 1.3231 +2025-06-26 17:54:41,365 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:32:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3086, loss: 1.3086 +2025-06-26 17:55:27,271 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:31:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3366, loss: 1.3366 +2025-06-26 17:55:29,906 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-26 17:59:43,302 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:59:43,837 - pyskl - INFO - +top1_acc 0.8946 +top5_acc 0.9801 +2025-06-26 17:59:43,858 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8946, top5_acc: 0.9801 +2025-06-26 18:00:52,249 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:30:37, time: 0.684, data_time: 0.223, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3153, loss: 1.3153 +2025-06-26 18:01:38,349 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:29:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3717, loss: 1.3717 +2025-06-26 18:02:24,287 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:29:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3237, loss: 1.3237 +2025-06-26 18:03:10,180 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:28:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3389, loss: 1.3389 +2025-06-26 18:03:56,092 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:27:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2747, loss: 1.2747 +2025-06-26 18:04:42,015 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:26:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3036, loss: 1.3036 +2025-06-26 18:05:27,915 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:25:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3372, loss: 1.3372 +2025-06-26 18:06:13,788 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:25:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-06-26 18:06:59,596 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:24:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-06-26 18:07:45,516 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:23:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2955, loss: 1.2955 +2025-06-26 18:08:31,731 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:22:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2938, loss: 1.2938 +2025-06-26 18:09:17,782 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:22:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3338, loss: 1.3338 +2025-06-26 18:10:03,738 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:21:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2564, loss: 1.2564 +2025-06-26 18:10:49,625 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:20:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3288, loss: 1.3288 +2025-06-26 18:11:35,500 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:19:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2935, loss: 1.2935 +2025-06-26 18:12:21,415 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:18:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-06-26 18:13:07,375 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:18:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3245, loss: 1.3245 +2025-06-26 18:13:53,429 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:17:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2922, loss: 1.2922 +2025-06-26 18:14:39,330 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:16:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3007, loss: 1.3007 +2025-06-26 18:15:25,171 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:15:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 18:16:11,096 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:15:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2954, loss: 1.2954 +2025-06-26 18:16:57,007 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:14:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2884, loss: 1.2884 +2025-06-26 18:17:42,898 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:13:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2745, loss: 1.2745 +2025-06-26 18:18:28,860 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:12:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2991, loss: 1.2991 +2025-06-26 18:19:14,755 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:11:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2971, loss: 1.2971 +2025-06-26 18:20:00,838 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:11:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2913, loss: 1.2913 +2025-06-26 18:20:46,775 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:10:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2994, loss: 1.2994 +2025-06-26 18:21:32,735 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:09:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3005, loss: 1.3005 +2025-06-26 18:22:18,699 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:08:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3393, loss: 1.3393 +2025-06-26 18:23:04,679 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:08:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3282, loss: 1.3282 +2025-06-26 18:23:50,608 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:07:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3217, loss: 1.3217 +2025-06-26 18:24:36,521 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:06:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2800, loss: 1.2800 +2025-06-26 18:25:22,396 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:05:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3027, loss: 1.3027 +2025-06-26 18:26:08,267 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 3:05:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2905, loss: 1.2905 +2025-06-26 18:26:10,917 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-26 18:30:21,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:30:21,673 - pyskl - INFO - +top1_acc 0.9040 +top5_acc 0.9803 +2025-06-26 18:30:21,731 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_139.pth was removed +2025-06-26 18:30:22,833 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-26 18:30:22,835 - pyskl - INFO - Best top1_acc is 0.9040 at 143 epoch. +2025-06-26 18:30:22,857 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.9040, top5_acc: 0.9803 +2025-06-26 18:31:31,816 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 3:04:12, time: 0.690, data_time: 0.229, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3200, loss: 1.3200 +2025-06-26 18:32:17,796 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 3:03:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2625, loss: 1.2625 +2025-06-26 18:33:03,663 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 3:02:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2969, loss: 1.2969 +2025-06-26 18:33:49,524 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 3:01:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2783, loss: 1.2783 +2025-06-26 18:34:35,315 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 3:01:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3216, loss: 1.3216 +2025-06-26 18:35:21,155 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 3:00:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3219, loss: 1.3219 +2025-06-26 18:36:06,890 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:59:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2768, loss: 1.2768 +2025-06-26 18:36:52,733 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:58:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2793, loss: 1.2793 +2025-06-26 18:37:38,594 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:57:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2886, loss: 1.2886 +2025-06-26 18:38:24,365 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:57:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2776, loss: 1.2776 +2025-06-26 18:39:10,219 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:56:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3005, loss: 1.3005 +2025-06-26 18:39:56,058 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:55:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2958, loss: 1.2958 +2025-06-26 18:40:42,043 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:54:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2971, loss: 1.2971 +2025-06-26 18:41:27,960 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:54:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3410, loss: 1.3410 +2025-06-26 18:42:13,794 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:53:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2835, loss: 1.2835 +2025-06-26 18:42:59,552 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:52:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3477, loss: 1.3477 +2025-06-26 18:43:45,393 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:51:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2813, loss: 1.2813 +2025-06-26 18:44:31,311 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:50:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3056, loss: 1.3056 +2025-06-26 18:45:17,180 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:50:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3242, loss: 1.3242 +2025-06-26 18:46:03,139 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:49:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2913, loss: 1.2913 +2025-06-26 18:46:48,986 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:48:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3012, loss: 1.3012 +2025-06-26 18:47:34,952 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:47:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2804, loss: 1.2804 +2025-06-26 18:48:20,839 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:47:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3187, loss: 1.3187 +2025-06-26 18:49:06,733 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:46:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2958, loss: 1.2958 +2025-06-26 18:49:52,590 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:45:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3401, loss: 1.3401 +2025-06-26 18:50:38,425 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:44:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3079, loss: 1.3079 +2025-06-26 18:51:24,344 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:44:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3112, loss: 1.3112 +2025-06-26 18:52:10,349 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:43:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3179, loss: 1.3179 +2025-06-26 18:52:56,564 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:42:27, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-06-26 18:53:42,497 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:41:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3115, loss: 1.3115 +2025-06-26 18:54:28,467 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:40:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2895, loss: 1.2895 +2025-06-26 18:55:14,400 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:40:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2918, loss: 1.2918 +2025-06-26 18:56:00,363 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:39:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3285, loss: 1.3285 +2025-06-26 18:56:46,390 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:38:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2857, loss: 1.2857 +2025-06-26 18:56:49,046 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-26 19:01:02,235 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:01:02,777 - pyskl - INFO - +top1_acc 0.9001 +top5_acc 0.9804 +2025-06-26 19:01:02,798 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.9001, top5_acc: 0.9804 +2025-06-26 19:02:11,232 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:37:46, time: 0.684, data_time: 0.225, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2572, loss: 1.2572 +2025-06-26 19:02:57,310 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:36:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3356, loss: 1.3356 +2025-06-26 19:03:43,207 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:36:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3057, loss: 1.3057 +2025-06-26 19:04:29,047 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:35:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3125, loss: 1.3125 +2025-06-26 19:05:14,960 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:34:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3160, loss: 1.3160 +2025-06-26 19:06:00,815 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:33:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3096, loss: 1.3096 +2025-06-26 19:06:46,709 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:33:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2774, loss: 1.2774 +2025-06-26 19:07:32,633 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:32:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3059, loss: 1.3059 +2025-06-26 19:08:18,558 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:31:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2758, loss: 1.2758 +2025-06-26 19:09:04,428 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:30:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2634, loss: 1.2634 +2025-06-26 19:09:50,335 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:30:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3098, loss: 1.3098 +2025-06-26 19:10:36,308 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:29:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2809, loss: 1.2809 +2025-06-26 19:11:22,241 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:28:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2914, loss: 1.2914 +2025-06-26 19:12:08,095 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:27:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3006, loss: 1.3006 +2025-06-26 19:12:53,863 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:26:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3194, loss: 1.3194 +2025-06-26 19:13:39,984 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:26:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3171, loss: 1.3171 +2025-06-26 19:14:26,217 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:25:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-06-26 19:15:12,200 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:24:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2746, loss: 1.2746 +2025-06-26 19:15:58,164 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:23:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2917, loss: 1.2917 +2025-06-26 19:16:44,047 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:23:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2795, loss: 1.2795 +2025-06-26 19:17:29,972 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:22:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3310, loss: 1.3310 +2025-06-26 19:18:15,889 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:21:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3351, loss: 1.3351 +2025-06-26 19:19:02,130 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:20:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2921, loss: 1.2921 +2025-06-26 19:19:48,291 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:19:55, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3146, loss: 1.3146 +2025-06-26 19:20:34,479 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:19:08, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3343, loss: 1.3343 +2025-06-26 19:21:20,528 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:18:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2883, loss: 1.2883 +2025-06-26 19:22:06,664 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:17:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-26 19:22:52,593 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:16:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2616, loss: 1.2616 +2025-06-26 19:23:38,500 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:16:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2472, loss: 1.2472 +2025-06-26 19:24:24,439 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:15:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2995, loss: 1.2995 +2025-06-26 19:25:10,373 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:14:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3021, loss: 1.3021 +2025-06-26 19:25:56,337 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:13:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3227, loss: 1.3227 +2025-06-26 19:26:42,148 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:12:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3021, loss: 1.3021 +2025-06-26 19:27:28,231 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:12:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-06-26 19:27:30,855 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-26 19:47:39,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:47:39,764 - pyskl - INFO - +top1_acc 0.8967 +top5_acc 0.9795 +2025-06-26 19:47:39,784 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8967, top5_acc: 0.9795 +2025-06-26 19:48:47,867 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:11:20, time: 0.681, data_time: 0.221, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3189, loss: 1.3189 +2025-06-26 19:49:33,761 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:10:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3213, loss: 1.3213 +2025-06-26 19:50:19,690 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:09:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2596, loss: 1.2596 +2025-06-26 19:51:05,633 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:09:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3274, loss: 1.3274 +2025-06-26 19:51:51,562 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:08:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-06-26 19:52:37,588 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:07:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3065, loss: 1.3065 +2025-06-26 19:53:23,495 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:06:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2967, loss: 1.2967 +2025-06-26 19:54:09,491 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:05:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2988, loss: 1.2988 +2025-06-26 19:54:55,455 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:05:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3080, loss: 1.3080 +2025-06-26 19:55:41,562 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:04:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 19:56:27,814 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:03:35, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2971, loss: 1.2971 +2025-06-26 19:57:13,817 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 2:02:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3240, loss: 1.3240 +2025-06-26 19:57:59,814 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 2:02:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2733, loss: 1.2733 +2025-06-26 19:58:45,897 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 2:01:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2935, loss: 1.2935 +2025-06-26 19:59:32,274 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 2:00:28, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2862, loss: 1.2862 +2025-06-26 20:00:18,398 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:59:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2706, loss: 1.2706 +2025-06-26 20:01:04,703 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:58:55, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2951, loss: 1.2951 +2025-06-26 20:01:51,103 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:58:09, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3104, loss: 1.3104 +2025-06-26 20:02:37,461 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:57:22, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2847, loss: 1.2847 +2025-06-26 20:03:23,544 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:56:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2779, loss: 1.2779 +2025-06-26 20:04:09,451 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:55:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2830, loss: 1.2830 +2025-06-26 20:04:55,799 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:55:02, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3225, loss: 1.3225 +2025-06-26 20:05:41,794 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:54:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2716, loss: 1.2716 +2025-06-26 20:06:27,766 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:53:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3094, loss: 1.3094 +2025-06-26 20:07:13,738 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:52:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 20:07:59,643 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:51:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2971, loss: 1.2971 +2025-06-26 20:08:45,600 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:51:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3027, loss: 1.3027 +2025-06-26 20:09:31,475 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:50:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3043, loss: 1.3043 +2025-06-26 20:10:17,370 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:49:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2895, loss: 1.2895 +2025-06-26 20:11:03,182 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:48:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2540, loss: 1.2540 +2025-06-26 20:11:49,044 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:48:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3071, loss: 1.3071 +2025-06-26 20:12:34,891 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:47:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3043, loss: 1.3043 +2025-06-26 20:13:20,728 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:46:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3117, loss: 1.3117 +2025-06-26 20:14:06,704 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:45:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2760, loss: 1.2760 +2025-06-26 20:14:09,310 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-26 20:18:20,059 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 20:18:20,598 - pyskl - INFO - +top1_acc 0.9042 +top5_acc 0.9806 +2025-06-26 20:18:20,654 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_143.pth was removed +2025-06-26 20:18:21,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-06-26 20:18:21,711 - pyskl - INFO - Best top1_acc is 0.9042 at 146 epoch. +2025-06-26 20:18:21,731 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.9042, top5_acc: 0.9806 +2025-06-26 20:19:30,254 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:44:55, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3015, loss: 1.3015 +2025-06-26 20:20:16,214 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:44:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3023, loss: 1.3023 +2025-06-26 20:21:02,238 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:43:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2842, loss: 1.2842 +2025-06-26 20:21:48,257 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:42:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2951, loss: 1.2951 +2025-06-26 20:22:34,175 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:41:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2736, loss: 1.2736 +2025-06-26 20:23:20,180 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:41:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-06-26 20:24:06,141 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:40:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3027, loss: 1.3027 +2025-06-26 20:24:52,096 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:39:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3094, loss: 1.3094 +2025-06-26 20:25:38,019 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:38:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3336, loss: 1.3336 +2025-06-26 20:26:23,923 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:37:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2541, loss: 1.2541 +2025-06-26 20:27:09,786 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:37:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2675, loss: 1.2675 +2025-06-26 20:27:55,620 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:36:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2593, loss: 1.2593 +2025-06-26 20:28:41,426 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:35:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2966, loss: 1.2966 +2025-06-26 20:29:27,219 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:34:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2639, loss: 1.2639 +2025-06-26 20:30:13,073 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:34:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-06-26 20:30:58,837 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:33:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2978, loss: 1.2978 +2025-06-26 20:31:44,671 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:32:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2886, loss: 1.2886 +2025-06-26 20:32:30,464 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:31:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2984, loss: 1.2984 +2025-06-26 20:33:16,279 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:30:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3010, loss: 1.3010 +2025-06-26 20:34:02,162 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:30:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2996, loss: 1.2996 +2025-06-26 20:34:48,123 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:29:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2740, loss: 1.2740 +2025-06-26 20:35:34,120 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:28:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-06-26 20:36:19,983 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:27:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3148, loss: 1.3148 +2025-06-26 20:37:05,903 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:27:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2952, loss: 1.2952 +2025-06-26 20:37:51,801 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:26:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2800, loss: 1.2800 +2025-06-26 20:38:37,682 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:25:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 20:39:23,458 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:24:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2663, loss: 1.2663 +2025-06-26 20:40:09,265 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:23:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2956, loss: 1.2956 +2025-06-26 20:40:55,065 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:23:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2860, loss: 1.2860 +2025-06-26 20:41:40,898 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:22:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2794, loss: 1.2794 +2025-06-26 20:42:26,729 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:21:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2595, loss: 1.2595 +2025-06-26 20:43:12,632 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:20:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 20:43:58,472 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:20:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2653, loss: 1.2653 +2025-06-26 20:44:44,287 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:19:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2787, loss: 1.2787 +2025-06-26 20:44:46,883 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-26 20:48:56,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 20:48:57,409 - pyskl - INFO - +top1_acc 0.9069 +top5_acc 0.9807 +2025-06-26 20:48:57,463 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_146.pth was removed +2025-06-26 20:48:58,490 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-26 20:48:58,491 - pyskl - INFO - Best top1_acc is 0.9069 at 147 epoch. +2025-06-26 20:48:58,510 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.9069, top5_acc: 0.9807 +2025-06-26 20:50:07,426 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:18:29, time: 0.689, data_time: 0.227, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-06-26 20:50:53,465 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:17:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2826, loss: 1.2826 +2025-06-26 20:51:39,533 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:16:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-06-26 20:52:25,661 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:16:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2878, loss: 1.2878 +2025-06-26 20:53:11,599 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:15:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3381, loss: 1.3381 +2025-06-26 20:53:57,450 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:14:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3368, loss: 1.3368 +2025-06-26 20:54:43,282 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:13:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2724, loss: 1.2724 +2025-06-26 20:55:29,178 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:13:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3083, loss: 1.3083 +2025-06-26 20:56:15,076 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:12:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-06-26 20:57:00,920 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:11:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2861, loss: 1.2861 +2025-06-26 20:57:46,822 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:10:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-06-26 20:58:32,593 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:09:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3167, loss: 1.3167 +2025-06-26 20:59:18,379 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:09:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3182, loss: 1.3182 +2025-06-26 21:00:04,231 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:08:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2956, loss: 1.2956 +2025-06-26 21:00:50,184 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:07:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2785, loss: 1.2785 +2025-06-26 21:01:36,192 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:06:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2863, loss: 1.2863 +2025-06-26 21:02:21,978 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:06:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2964, loss: 1.2964 +2025-06-26 21:03:07,775 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:05:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3109, loss: 1.3109 +2025-06-26 21:03:53,671 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:04:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2961, loss: 1.2961 +2025-06-26 21:04:39,573 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:03:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2881, loss: 1.2881 +2025-06-26 21:05:25,632 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:02:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-06-26 21:06:11,443 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:02:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2539, loss: 1.2539 +2025-06-26 21:06:57,307 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 1:01:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2607, loss: 1.2607 +2025-06-26 21:07:43,250 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 1:00:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-26 21:08:29,200 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:59:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2795, loss: 1.2795 +2025-06-26 21:09:15,441 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:59:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3312, loss: 1.3312 +2025-06-26 21:10:01,492 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:58:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3323, loss: 1.3323 +2025-06-26 21:10:47,515 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:57:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2898, loss: 1.2898 +2025-06-26 21:11:33,480 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:56:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2624, loss: 1.2624 +2025-06-26 21:12:19,395 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:55:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2581, loss: 1.2581 +2025-06-26 21:13:05,306 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:55:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3160, loss: 1.3160 +2025-06-26 21:13:51,170 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:54:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3038, loss: 1.3038 +2025-06-26 21:14:37,087 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:53:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-06-26 21:15:22,983 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:52:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3019, loss: 1.3019 +2025-06-26 21:15:25,575 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-26 21:19:38,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 21:19:39,457 - pyskl - INFO - +top1_acc 0.8993 +top5_acc 0.9805 +2025-06-26 21:19:39,482 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8993, top5_acc: 0.9805 +2025-06-26 21:20:48,031 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:52:04, time: 0.685, data_time: 0.229, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2760, loss: 1.2760 +2025-06-26 21:21:33,810 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:51:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3188, loss: 1.3188 +2025-06-26 21:22:19,588 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:50:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3041, loss: 1.3041 +2025-06-26 21:23:05,366 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:49:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3144, loss: 1.3144 +2025-06-26 21:23:51,113 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:48:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2964, loss: 1.2964 +2025-06-26 21:24:36,904 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:48:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2895, loss: 1.2895 +2025-06-26 21:25:22,748 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:47:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2865, loss: 1.2865 +2025-06-26 21:26:08,597 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:46:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2561, loss: 1.2561 +2025-06-26 21:26:54,419 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:45:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3063, loss: 1.3063 +2025-06-26 21:27:40,287 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:45:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2382, loss: 1.2382 +2025-06-26 21:28:26,057 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:44:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2758, loss: 1.2758 +2025-06-26 21:29:11,932 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:43:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3063, loss: 1.3063 +2025-06-26 21:29:57,796 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:42:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-06-26 21:30:43,618 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:41:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2601, loss: 1.2601 +2025-06-26 21:31:29,479 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:41:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3323, loss: 1.3323 +2025-06-26 21:32:15,359 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:40:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2550, loss: 1.2550 +2025-06-26 21:33:01,159 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:39:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3292, loss: 1.3292 +2025-06-26 21:33:46,967 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:38:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2770, loss: 1.2770 +2025-06-26 21:34:32,810 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:38:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3029, loss: 1.3029 +2025-06-26 21:35:18,612 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:37:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2921, loss: 1.2921 +2025-06-26 21:36:04,459 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:36:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2916, loss: 1.2916 +2025-06-26 21:36:50,353 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:35:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3030, loss: 1.3030 +2025-06-26 21:37:36,159 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:34:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3042, loss: 1.3042 +2025-06-26 21:38:21,997 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:34:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3000, loss: 1.3000 +2025-06-26 21:39:07,811 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:33:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2821, loss: 1.2821 +2025-06-26 21:39:53,815 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:32:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2966, loss: 1.2966 +2025-06-26 21:40:39,729 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:31:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2755, loss: 1.2755 +2025-06-26 21:41:25,616 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:31:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2829, loss: 1.2829 +2025-06-26 21:42:11,467 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:30:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2677, loss: 1.2677 +2025-06-26 21:42:57,290 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:29:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3073, loss: 1.3073 +2025-06-26 21:43:43,278 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:28:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2496, loss: 1.2496 +2025-06-26 21:44:29,203 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:28:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-06-26 21:45:15,061 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:27:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2658, loss: 1.2658 +2025-06-26 21:46:00,931 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:26:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2666, loss: 1.2666 +2025-06-26 21:46:03,477 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-26 21:50:14,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 21:50:14,588 - pyskl - INFO - +top1_acc 0.9067 +top5_acc 0.9806 +2025-06-26 21:50:14,610 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.9067, top5_acc: 0.9806 +2025-06-26 21:51:22,940 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:25:38, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2853, loss: 1.2853 +2025-06-26 21:52:08,611 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2750, loss: 1.2750 +2025-06-26 21:52:54,332 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:24:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3113, loss: 1.3113 +2025-06-26 21:53:40,098 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:23:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2550, loss: 1.2550 +2025-06-26 21:54:25,815 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:22:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2815, loss: 1.2815 +2025-06-26 21:55:11,514 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3033, loss: 1.3033 +2025-06-26 21:55:57,218 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3179, loss: 1.3179 +2025-06-26 21:56:43,194 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:20:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2774, loss: 1.2774 +2025-06-26 21:57:29,016 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:19:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3073, loss: 1.3073 +2025-06-26 21:58:14,817 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2693, loss: 1.2693 +2025-06-26 21:59:00,610 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2921, loss: 1.2921 +2025-06-26 21:59:46,348 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:17:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3406, loss: 1.3406 +2025-06-26 22:00:32,115 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:16:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2726, loss: 1.2726 +2025-06-26 22:01:17,930 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2912, loss: 1.2912 +2025-06-26 22:02:03,733 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3029, loss: 1.3029 +2025-06-26 22:02:49,470 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:14:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3014, loss: 1.3014 +2025-06-26 22:03:35,255 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:13:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2985, loss: 1.2985 +2025-06-26 22:04:20,986 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3051, loss: 1.3051 +2025-06-26 22:05:06,716 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3087, loss: 1.3087 +2025-06-26 22:05:52,416 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3250, loss: 1.3250 +2025-06-26 22:06:38,121 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:10:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2448, loss: 1.2448 +2025-06-26 22:07:23,833 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2854, loss: 1.2854 +2025-06-26 22:08:09,536 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-06-26 22:08:55,303 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2869, loss: 1.2869 +2025-06-26 22:09:40,994 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:07:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2726, loss: 1.2726 +2025-06-26 22:10:26,684 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3013, loss: 1.3013 +2025-06-26 22:11:12,426 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2846, loss: 1.2846 +2025-06-26 22:11:58,143 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2781, loss: 1.2781 +2025-06-26 22:12:43,968 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2782, loss: 1.2782 +2025-06-26 22:13:29,929 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3049, loss: 1.3049 +2025-06-26 22:14:15,751 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3064, loss: 1.3064 +2025-06-26 22:15:01,547 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-26 22:15:47,376 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-06-26 22:16:33,203 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2684, loss: 1.2684 +2025-06-26 22:16:35,771 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-26 22:20:45,894 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 22:20:46,425 - pyskl - INFO - +top1_acc 0.8951 +top5_acc 0.9772 +2025-06-26 22:20:46,444 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8951, top5_acc: 0.9772 +2025-06-26 22:20:58,397 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-26 22:55:52,830 - pyskl - INFO - Testing results of the last checkpoint +2025-06-26 22:55:52,830 - pyskl - INFO - top1_acc: 0.8962 +2025-06-26 22:55:52,830 - pyskl - INFO - top5_acc: 0.9785 +2025-06-26 22:55:52,831 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/b_2/best_top1_acc_epoch_147.pth +2025-06-26 23:30:52,694 - pyskl - INFO - Testing results of the best checkpoint +2025-06-26 23:30:52,695 - pyskl - INFO - top1_acc: 0.9085 +2025-06-26 23:30:52,695 - pyskl - INFO - top5_acc: 0.9818