diff --git "a/ntu120_xset/bm/20250623_102341.log" "b/ntu120_xset/bm/20250623_102341.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/bm/20250623_102341.log" @@ -0,0 +1,6350 @@ +2025-06-23 10:23:41,407 - 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 10:23:41,740 - pyskl - INFO - Config: modality = 'bm' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/bm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='bm', + 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/bm', + 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=['bm']), + 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=['bm']), + 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=['bm']), + 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=['bm']), + 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=['bm']), + 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=['bm']), + 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 10:23:41,740 - pyskl - INFO - Set random seed to 450036961, deterministic: False +2025-06-23 10:23:55,378 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-23 10:24:04,721 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-23 10:24:04,764 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm +2025-06-23 10:24:04,764 - 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 10:24:04,764 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-23 10:24:04,764 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm by HardDiskBackend. +2025-06-23 10:25:14,643 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 3:06:56, time: 0.699, data_time: 0.246, memory: 13267, top1_acc: 0.0138, top5_acc: 0.0525, loss_cls: 13.2286, loss: 13.2286 +2025-06-23 10:25:59,207 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 9:08:53, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0194, top5_acc: 0.0725, loss_cls: 11.6914, loss: 11.6914 +2025-06-23 10:26:44,079 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 3:17:45, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.0294, top5_acc: 0.1075, loss_cls: 11.4994, loss: 11.4994 +2025-06-23 10:27:28,875 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 3 days, 0:20:13, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0250, top5_acc: 0.1175, loss_cls: 11.2119, loss: 11.2119 +2025-06-23 10:28:13,698 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 22:33:51, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0325, top5_acc: 0.1394, loss_cls: 11.0353, loss: 11.0353 +2025-06-23 10:28:58,337 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 21:20:05, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0338, top5_acc: 0.1356, loss_cls: 10.8614, loss: 10.8614 +2025-06-23 10:29:42,886 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 20:26:05, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0387, top5_acc: 0.1525, loss_cls: 10.7805, loss: 10.7805 +2025-06-23 10:30:27,538 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 19:46:29, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0338, top5_acc: 0.1681, loss_cls: 10.6594, loss: 10.6594 +2025-06-23 10:31:12,109 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 19:14:46, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0413, top5_acc: 0.1869, loss_cls: 10.5012, loss: 10.5012 +2025-06-23 10:31:56,675 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 18:49:12, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0425, top5_acc: 0.1725, loss_cls: 10.5344, loss: 10.5344 +2025-06-23 10:32:41,168 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 18:27:35, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0469, top5_acc: 0.1906, loss_cls: 10.3693, loss: 10.3693 +2025-06-23 10:33:25,814 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 18:10:32, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0431, top5_acc: 0.2188, loss_cls: 10.2956, loss: 10.2956 +2025-06-23 10:34:10,460 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 17:55:59, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0488, top5_acc: 0.2062, loss_cls: 10.3504, loss: 10.3504 +2025-06-23 10:34:55,103 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 17:43:23, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0575, top5_acc: 0.2225, loss_cls: 10.2460, loss: 10.2460 +2025-06-23 10:35:39,705 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 17:32:09, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0688, top5_acc: 0.2319, loss_cls: 10.2346, loss: 10.2346 +2025-06-23 10:36:24,276 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 17:22:03, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0669, top5_acc: 0.2619, loss_cls: 10.0958, loss: 10.0958 +2025-06-23 10:37:08,877 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 17:13:12, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0737, top5_acc: 0.2856, loss_cls: 10.0088, loss: 10.0088 +2025-06-23 10:37:53,475 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 17:05:15, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0831, top5_acc: 0.3063, loss_cls: 9.8857, loss: 9.8857 +2025-06-23 10:38:38,087 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 16:58:06, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1013, top5_acc: 0.3294, loss_cls: 9.6865, loss: 9.6865 +2025-06-23 10:39:22,673 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 16:51:30, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0988, top5_acc: 0.3463, loss_cls: 9.6666, loss: 9.6666 +2025-06-23 10:40:07,176 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 16:45:06, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1113, top5_acc: 0.3481, loss_cls: 9.5223, loss: 9.5223 +2025-06-23 10:40:51,682 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 16:39:15, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1225, top5_acc: 0.3756, loss_cls: 9.4117, loss: 9.4117 +2025-06-23 10:41:36,154 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 16:33:42, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1356, top5_acc: 0.3837, loss_cls: 9.3272, loss: 9.3272 +2025-06-23 10:42:20,650 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 16:28:39, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1231, top5_acc: 0.3900, loss_cls: 9.3450, loss: 9.3450 +2025-06-23 10:43:05,212 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 16:24:10, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1350, top5_acc: 0.4163, loss_cls: 9.2591, loss: 9.2591 +2025-06-23 10:43:49,767 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 16:19:56, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1363, top5_acc: 0.4181, loss_cls: 9.1718, loss: 9.1718 +2025-06-23 10:44:34,292 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 16:15:53, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1450, top5_acc: 0.4294, loss_cls: 9.1691, loss: 9.1691 +2025-06-23 10:45:18,809 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 16:12:02, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1575, top5_acc: 0.4494, loss_cls: 9.0660, loss: 9.0660 +2025-06-23 10:46:03,357 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 16:08:30, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1525, top5_acc: 0.4769, loss_cls: 9.0360, loss: 9.0360 +2025-06-23 10:46:47,966 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 16:05:19, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1588, top5_acc: 0.4719, loss_cls: 8.9752, loss: 8.9752 +2025-06-23 10:47:32,545 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 16:02:12, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1694, top5_acc: 0.4506, loss_cls: 8.9663, loss: 8.9663 +2025-06-23 10:48:17,349 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 15:59:50, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1638, top5_acc: 0.4825, loss_cls: 8.9028, loss: 8.9028 +2025-06-23 10:49:02,228 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 15:57:46, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1831, top5_acc: 0.5019, loss_cls: 8.7948, loss: 8.7948 +2025-06-23 10:49:46,911 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 15:55:17, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1862, top5_acc: 0.5062, loss_cls: 8.7947, loss: 8.7947 +2025-06-23 10:49:49,643 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-23 10:53:50,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 10:53:51,353 - pyskl - INFO - +top1_acc 0.1350 +top5_acc 0.4364 +2025-06-23 10:53:52,404 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-23 10:53:52,406 - pyskl - INFO - Best top1_acc is 0.1350 at 1 epoch. +2025-06-23 10:53:52,425 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.1350, top5_acc: 0.4364 +2025-06-23 10:55:00,181 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 16:43:02, time: 0.677, data_time: 0.232, memory: 13268, top1_acc: 0.2137, top5_acc: 0.5444, loss_cls: 8.6274, loss: 8.6274 +2025-06-23 10:55:44,886 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 16:39:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2013, top5_acc: 0.5444, loss_cls: 8.5982, loss: 8.5982 +2025-06-23 10:56:29,505 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 16:35:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2169, top5_acc: 0.5350, loss_cls: 8.7105, loss: 8.7105 +2025-06-23 10:57:14,171 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 16:32:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2275, top5_acc: 0.5525, loss_cls: 8.5147, loss: 8.5147 +2025-06-23 10:57:58,829 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 16:28:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2006, top5_acc: 0.5481, loss_cls: 8.4851, loss: 8.4851 +2025-06-23 10:58:43,454 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 16:25:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2106, top5_acc: 0.5750, loss_cls: 8.4186, loss: 8.4186 +2025-06-23 10:59:28,018 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 16:22:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2225, top5_acc: 0.5606, loss_cls: 8.5108, loss: 8.5108 +2025-06-23 11:00:12,548 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 16:19:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2431, top5_acc: 0.5869, loss_cls: 8.2383, loss: 8.2383 +2025-06-23 11:00:57,066 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 16:16:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2631, top5_acc: 0.5994, loss_cls: 8.2364, loss: 8.2364 +2025-06-23 11:01:41,783 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 16:13:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2431, top5_acc: 0.5981, loss_cls: 8.3026, loss: 8.3026 +2025-06-23 11:02:26,434 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 16:10:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2556, top5_acc: 0.6119, loss_cls: 8.2224, loss: 8.2224 +2025-06-23 11:03:11,067 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 16:08:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2700, top5_acc: 0.6119, loss_cls: 8.2519, loss: 8.2519 +2025-06-23 11:03:55,571 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 16:05:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2775, top5_acc: 0.6194, loss_cls: 8.0899, loss: 8.0899 +2025-06-23 11:04:40,183 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 16:03:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2856, top5_acc: 0.6388, loss_cls: 7.9789, loss: 7.9789 +2025-06-23 11:05:24,702 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 16:00:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.2831, top5_acc: 0.6469, loss_cls: 8.0262, loss: 8.0262 +2025-06-23 11:06:09,312 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 15:58:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.2756, top5_acc: 0.6512, loss_cls: 8.1395, loss: 8.1395 +2025-06-23 11:06:53,774 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 15:55:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3069, top5_acc: 0.6619, loss_cls: 7.9751, loss: 7.9751 +2025-06-23 11:07:38,560 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 15:53:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.2994, top5_acc: 0.6556, loss_cls: 7.9350, loss: 7.9350 +2025-06-23 11:08:23,287 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 15:51:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3225, top5_acc: 0.6700, loss_cls: 7.8321, loss: 7.8321 +2025-06-23 11:09:07,922 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 15:49:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3275, top5_acc: 0.6694, loss_cls: 7.7796, loss: 7.7796 +2025-06-23 11:09:52,439 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 15:47:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3262, top5_acc: 0.6831, loss_cls: 7.6630, loss: 7.6630 +2025-06-23 11:10:37,011 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 15:45:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3337, top5_acc: 0.6944, loss_cls: 7.6287, loss: 7.6287 +2025-06-23 11:11:21,702 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 15:43:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3212, top5_acc: 0.6913, loss_cls: 7.6631, loss: 7.6631 +2025-06-23 11:12:06,265 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 15:41:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3781, top5_acc: 0.7163, loss_cls: 7.4368, loss: 7.4368 +2025-06-23 11:12:50,720 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 15:39:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3663, top5_acc: 0.7175, loss_cls: 7.4948, loss: 7.4948 +2025-06-23 11:13:35,535 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 15:37:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3456, top5_acc: 0.7131, loss_cls: 7.5597, loss: 7.5597 +2025-06-23 11:14:20,484 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 15:36:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.3513, top5_acc: 0.6994, loss_cls: 7.5914, loss: 7.5914 +2025-06-23 11:15:05,127 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 15:34:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.3775, top5_acc: 0.7275, loss_cls: 7.4155, loss: 7.4155 +2025-06-23 11:15:49,837 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 15:33:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3812, top5_acc: 0.7394, loss_cls: 7.2748, loss: 7.2748 +2025-06-23 11:16:34,547 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 15:31:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3837, top5_acc: 0.7456, loss_cls: 7.3034, loss: 7.3034 +2025-06-23 11:17:19,253 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 15:29:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3837, top5_acc: 0.7412, loss_cls: 7.3689, loss: 7.3689 +2025-06-23 11:18:03,961 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 15:28:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3869, top5_acc: 0.7400, loss_cls: 7.3249, loss: 7.3249 +2025-06-23 11:18:48,543 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 15:26:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4006, top5_acc: 0.7562, loss_cls: 7.3724, loss: 7.3724 +2025-06-23 11:19:33,451 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 15:25:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.3981, top5_acc: 0.7550, loss_cls: 7.2842, loss: 7.2842 +2025-06-23 11:19:36,045 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-23 11:23:36,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:23:37,447 - pyskl - INFO - +top1_acc 0.3564 +top5_acc 0.7248 +2025-06-23 11:23:37,504 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_1.pth was removed +2025-06-23 11:23:38,620 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-23 11:23:38,621 - pyskl - INFO - Best top1_acc is 0.3564 at 2 epoch. +2025-06-23 11:23:38,644 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.3564, top5_acc: 0.7248 +2025-06-23 11:24:46,243 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 15:48:53, time: 0.676, data_time: 0.227, memory: 13268, top1_acc: 0.4125, top5_acc: 0.7725, loss_cls: 7.1518, loss: 7.1518 +2025-06-23 11:25:31,254 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 15:47:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.4037, top5_acc: 0.7575, loss_cls: 7.1336, loss: 7.1336 +2025-06-23 11:26:16,074 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 15:45:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3800, top5_acc: 0.7594, loss_cls: 7.2435, loss: 7.2435 +2025-06-23 11:27:00,922 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 15:44:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4238, top5_acc: 0.7869, loss_cls: 7.1020, loss: 7.1020 +2025-06-23 11:27:45,720 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 15:42:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4331, top5_acc: 0.7781, loss_cls: 6.9838, loss: 6.9838 +2025-06-23 11:28:30,504 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 15:40:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4269, top5_acc: 0.7944, loss_cls: 6.9695, loss: 6.9695 +2025-06-23 11:29:15,439 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 15:39:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4456, top5_acc: 0.7994, loss_cls: 6.8630, loss: 6.8630 +2025-06-23 11:30:00,299 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 15:37:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4419, top5_acc: 0.7969, loss_cls: 6.8610, loss: 6.8610 +2025-06-23 11:30:45,142 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 15:36:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4644, top5_acc: 0.7963, loss_cls: 6.7927, loss: 6.7927 +2025-06-23 11:31:29,909 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 15:34:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4819, top5_acc: 0.8231, loss_cls: 6.7849, loss: 6.7849 +2025-06-23 11:32:14,767 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 15:33:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4631, top5_acc: 0.7981, loss_cls: 6.8126, loss: 6.8126 +2025-06-23 11:32:59,518 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 15:31:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4544, top5_acc: 0.7994, loss_cls: 6.7933, loss: 6.7933 +2025-06-23 11:33:44,233 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 15:30:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4537, top5_acc: 0.8056, loss_cls: 6.8037, loss: 6.8037 +2025-06-23 11:34:28,909 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 15:28:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4919, top5_acc: 0.8275, loss_cls: 6.6553, loss: 6.6553 +2025-06-23 11:35:13,625 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 15:27:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4619, top5_acc: 0.8150, loss_cls: 6.6817, loss: 6.6817 +2025-06-23 11:35:58,314 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 15:25:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4400, top5_acc: 0.8069, loss_cls: 6.7932, loss: 6.7932 +2025-06-23 11:36:43,051 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 15:24:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5062, top5_acc: 0.8269, loss_cls: 6.4821, loss: 6.4821 +2025-06-23 11:37:27,851 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 15:22:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5006, top5_acc: 0.8325, loss_cls: 6.5623, loss: 6.5623 +2025-06-23 11:38:12,635 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 15:21:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4700, top5_acc: 0.8137, loss_cls: 6.7141, loss: 6.7141 +2025-06-23 11:38:57,317 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 15:19:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8237, loss_cls: 6.6158, loss: 6.6158 +2025-06-23 11:39:42,049 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 15:18:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4919, top5_acc: 0.8281, loss_cls: 6.5564, loss: 6.5564 +2025-06-23 11:40:26,715 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 15:17:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5112, top5_acc: 0.8281, loss_cls: 6.5484, loss: 6.5484 +2025-06-23 11:41:11,391 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 15:15:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8294, loss_cls: 6.5307, loss: 6.5307 +2025-06-23 11:41:56,199 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 15:14:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5181, top5_acc: 0.8450, loss_cls: 6.4834, loss: 6.4834 +2025-06-23 11:42:40,904 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 15:12:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5188, top5_acc: 0.8381, loss_cls: 6.4708, loss: 6.4708 +2025-06-23 11:43:25,632 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 15:11:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5269, top5_acc: 0.8394, loss_cls: 6.3931, loss: 6.3931 +2025-06-23 11:44:10,355 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 15:10:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5463, top5_acc: 0.8556, loss_cls: 6.3335, loss: 6.3335 +2025-06-23 11:44:55,071 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 15:09:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5062, top5_acc: 0.8438, loss_cls: 6.3658, loss: 6.3658 +2025-06-23 11:45:39,758 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 15:07:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5250, top5_acc: 0.8444, loss_cls: 6.3280, loss: 6.3280 +2025-06-23 11:46:24,494 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 15:06:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5469, top5_acc: 0.8438, loss_cls: 6.2117, loss: 6.2117 +2025-06-23 11:47:09,240 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 15:05:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5188, top5_acc: 0.8550, loss_cls: 6.3897, loss: 6.3897 +2025-06-23 11:47:53,958 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 15:03:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8475, loss_cls: 6.2919, loss: 6.2919 +2025-06-23 11:48:38,783 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 15:02:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5175, top5_acc: 0.8550, loss_cls: 6.3348, loss: 6.3348 +2025-06-23 11:49:23,458 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 15:01:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5225, top5_acc: 0.8556, loss_cls: 6.2896, loss: 6.2896 +2025-06-23 11:49:26,137 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-23 11:53:26,299 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:53:26,852 - pyskl - INFO - +top1_acc 0.5390 +top5_acc 0.8435 +2025-06-23 11:53:26,908 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_2.pth was removed +2025-06-23 11:53:28,019 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-23 11:53:28,020 - pyskl - INFO - Best top1_acc is 0.5390 at 3 epoch. +2025-06-23 11:53:28,045 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5390, top5_acc: 0.8435 +2025-06-23 11:54:35,486 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 15:16:36, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8525, loss_cls: 6.2141, loss: 6.2141 +2025-06-23 11:55:20,378 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 15:15:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5281, top5_acc: 0.8331, loss_cls: 6.3464, loss: 6.3464 +2025-06-23 11:56:05,191 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 15:14:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5413, top5_acc: 0.8538, loss_cls: 6.3068, loss: 6.3068 +2025-06-23 11:56:49,753 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 15:12:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8631, loss_cls: 6.0747, loss: 6.0747 +2025-06-23 11:57:34,414 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 15:11:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5188, top5_acc: 0.8506, loss_cls: 6.2891, loss: 6.2891 +2025-06-23 11:58:19,194 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 15:09:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5644, top5_acc: 0.8600, loss_cls: 6.1340, loss: 6.1340 +2025-06-23 11:59:04,093 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 15:08:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8538, loss_cls: 6.1791, loss: 6.1791 +2025-06-23 11:59:48,836 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 15:07:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8706, loss_cls: 6.1374, loss: 6.1374 +2025-06-23 12:00:33,528 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 15:05:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5375, top5_acc: 0.8550, loss_cls: 6.1546, loss: 6.1546 +2025-06-23 12:01:18,163 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 15:04:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5613, top5_acc: 0.8694, loss_cls: 6.1137, loss: 6.1137 +2025-06-23 12:02:02,883 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 15:03:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8638, loss_cls: 6.0756, loss: 6.0756 +2025-06-23 12:02:47,503 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 15:01:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5481, top5_acc: 0.8619, loss_cls: 6.0986, loss: 6.0986 +2025-06-23 12:03:32,095 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 15:00:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5606, top5_acc: 0.8581, loss_cls: 6.1677, loss: 6.1677 +2025-06-23 12:04:16,741 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 14:59:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5606, top5_acc: 0.8712, loss_cls: 6.0144, loss: 6.0144 +2025-06-23 12:05:01,375 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 14:57:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5581, top5_acc: 0.8731, loss_cls: 6.0428, loss: 6.0428 +2025-06-23 12:05:46,091 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 14:56:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5556, top5_acc: 0.8756, loss_cls: 6.0872, loss: 6.0872 +2025-06-23 12:06:30,714 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 14:55:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5606, top5_acc: 0.8619, loss_cls: 6.1173, loss: 6.1173 +2025-06-23 12:07:15,225 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 14:53:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8738, loss_cls: 5.8883, loss: 5.8883 +2025-06-23 12:07:59,710 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 14:52:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5587, top5_acc: 0.8769, loss_cls: 5.9811, loss: 5.9811 +2025-06-23 12:08:44,437 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 14:51:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5844, top5_acc: 0.8750, loss_cls: 5.9575, loss: 5.9575 +2025-06-23 12:09:29,055 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 14:50:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8888, loss_cls: 5.8073, loss: 5.8073 +2025-06-23 12:10:13,685 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 14:48:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8731, loss_cls: 6.1038, loss: 6.1038 +2025-06-23 12:10:58,463 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 14:47:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8800, loss_cls: 5.8907, loss: 5.8907 +2025-06-23 12:11:43,273 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 14:46:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8775, loss_cls: 5.8966, loss: 5.8966 +2025-06-23 12:12:28,096 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 14:45:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8719, loss_cls: 6.0268, loss: 6.0268 +2025-06-23 12:13:12,888 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 14:44:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8900, loss_cls: 5.8462, loss: 5.8462 +2025-06-23 12:13:57,617 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 14:43:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8644, loss_cls: 6.0028, loss: 6.0028 +2025-06-23 12:14:42,183 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 14:41:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8900, loss_cls: 5.8382, loss: 5.8382 +2025-06-23 12:15:26,729 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 14:40:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5800, top5_acc: 0.8769, loss_cls: 5.8072, loss: 5.8072 +2025-06-23 12:16:11,414 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 14:39:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8881, loss_cls: 5.8356, loss: 5.8356 +2025-06-23 12:16:56,167 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 14:38:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5756, top5_acc: 0.8800, loss_cls: 5.8656, loss: 5.8656 +2025-06-23 12:17:41,047 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 14:37:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8669, loss_cls: 5.8071, loss: 5.8071 +2025-06-23 12:18:25,817 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 14:36:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8806, loss_cls: 5.8715, loss: 5.8715 +2025-06-23 12:19:10,513 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 14:35:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8806, loss_cls: 5.8686, loss: 5.8686 +2025-06-23 12:19:13,168 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-23 12:23:10,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 12:23:11,483 - pyskl - INFO - +top1_acc 0.5618 +top5_acc 0.8611 +2025-06-23 12:23:11,539 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_3.pth was removed +2025-06-23 12:23:12,647 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-23 12:23:12,649 - pyskl - INFO - Best top1_acc is 0.5618 at 4 epoch. +2025-06-23 12:23:12,672 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5618, top5_acc: 0.8611 +2025-06-23 12:24:19,858 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 14:46:05, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8975, loss_cls: 5.6726, loss: 5.6726 +2025-06-23 12:25:04,410 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 14:44:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5988, top5_acc: 0.8906, loss_cls: 5.7681, loss: 5.7681 +2025-06-23 12:25:49,012 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 14:43:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8869, loss_cls: 5.9055, loss: 5.9055 +2025-06-23 12:26:33,756 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 14:42:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8925, loss_cls: 5.6882, loss: 5.6882 +2025-06-23 12:27:18,648 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 14:41:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8931, loss_cls: 5.7029, loss: 5.7029 +2025-06-23 12:28:03,458 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 14:40:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8806, loss_cls: 5.8788, loss: 5.8788 +2025-06-23 12:28:48,266 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 14:39:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8775, loss_cls: 5.7253, loss: 5.7253 +2025-06-23 12:29:32,954 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 14:37:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8850, loss_cls: 5.7815, loss: 5.7815 +2025-06-23 12:30:17,618 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 14:36:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8706, loss_cls: 5.7213, loss: 5.7213 +2025-06-23 12:31:02,432 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 14:35:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8894, loss_cls: 5.6645, loss: 5.6645 +2025-06-23 12:31:47,171 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 14:34:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5969, top5_acc: 0.8881, loss_cls: 5.7496, loss: 5.7496 +2025-06-23 12:32:32,026 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 14:33:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8881, loss_cls: 5.7881, loss: 5.7881 +2025-06-23 12:33:16,665 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 14:32:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6069, top5_acc: 0.8919, loss_cls: 5.6258, loss: 5.6258 +2025-06-23 12:34:01,216 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 14:30:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.8919, loss_cls: 5.7129, loss: 5.7129 +2025-06-23 12:34:45,865 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 14:29:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8900, loss_cls: 5.8075, loss: 5.8075 +2025-06-23 12:35:30,481 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 14:28:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8938, loss_cls: 5.7394, loss: 5.7394 +2025-06-23 12:36:15,079 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 14:27:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8881, loss_cls: 5.6860, loss: 5.6860 +2025-06-23 12:36:59,706 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 14:26:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8769, loss_cls: 5.7787, loss: 5.7787 +2025-06-23 12:37:44,226 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 14:25:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.8906, loss_cls: 5.6345, loss: 5.6345 +2025-06-23 12:38:28,841 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 14:23:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8962, loss_cls: 5.6356, loss: 5.6356 +2025-06-23 12:39:13,422 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 14:22:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8894, loss_cls: 5.7395, loss: 5.7395 +2025-06-23 12:39:57,999 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 14:21:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8819, loss_cls: 5.5788, loss: 5.5788 +2025-06-23 12:40:42,599 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 14:20:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8850, loss_cls: 5.8103, loss: 5.8103 +2025-06-23 12:41:27,238 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 14:19:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8938, loss_cls: 5.5510, loss: 5.5510 +2025-06-23 12:42:11,778 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 14:18:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.9069, loss_cls: 5.6216, loss: 5.6216 +2025-06-23 12:42:56,227 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 14:16:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8962, loss_cls: 5.6492, loss: 5.6492 +2025-06-23 12:43:40,807 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 14:15:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.8900, loss_cls: 5.6524, loss: 5.6524 +2025-06-23 12:44:25,426 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 14:14:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8906, loss_cls: 5.6635, loss: 5.6635 +2025-06-23 12:45:09,987 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 14:13:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8975, loss_cls: 5.6606, loss: 5.6606 +2025-06-23 12:45:54,564 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 14:12:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.9050, loss_cls: 5.4926, loss: 5.4926 +2025-06-23 12:46:39,119 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 14:11:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.8938, loss_cls: 5.5827, loss: 5.5827 +2025-06-23 12:47:23,690 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 14:10:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.8938, loss_cls: 5.6324, loss: 5.6324 +2025-06-23 12:48:08,186 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 14:08:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.9081, loss_cls: 5.5193, loss: 5.5193 +2025-06-23 12:48:52,830 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 14:07:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.9019, loss_cls: 5.6555, loss: 5.6555 +2025-06-23 12:48:55,440 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-23 13:07:57,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:07:58,417 - pyskl - INFO - +top1_acc 0.5710 +top5_acc 0.8612 +2025-06-23 13:07:58,477 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_4.pth was removed +2025-06-23 13:07:59,541 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-23 13:07:59,543 - pyskl - INFO - Best top1_acc is 0.5710 at 5 epoch. +2025-06-23 13:07:59,566 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5710, top5_acc: 0.8612 +2025-06-23 13:09:06,241 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 14:16:15, time: 0.667, data_time: 0.222, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8950, loss_cls: 5.6313, loss: 5.6313 +2025-06-23 13:09:50,849 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 14:15:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8912, loss_cls: 5.5987, loss: 5.5987 +2025-06-23 13:10:35,419 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 14:13:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9025, loss_cls: 5.5411, loss: 5.5411 +2025-06-23 13:11:20,096 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 14:12:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6062, top5_acc: 0.8931, loss_cls: 5.5896, loss: 5.5896 +2025-06-23 13:12:04,805 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 14:11:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.8888, loss_cls: 5.5970, loss: 5.5970 +2025-06-23 13:12:49,710 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 14:10:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6269, top5_acc: 0.9106, loss_cls: 5.5122, loss: 5.5122 +2025-06-23 13:13:34,517 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 14:09:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9069, loss_cls: 5.3954, loss: 5.3954 +2025-06-23 13:14:19,317 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 14:08:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9094, loss_cls: 5.4669, loss: 5.4669 +2025-06-23 13:15:04,081 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 14:07:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9050, loss_cls: 5.4758, loss: 5.4758 +2025-06-23 13:15:48,658 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 14:06:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.9206, loss_cls: 5.4496, loss: 5.4496 +2025-06-23 13:16:33,192 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 14:05:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8881, loss_cls: 5.6788, loss: 5.6788 +2025-06-23 13:17:17,712 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 14:04:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.9000, loss_cls: 5.5092, loss: 5.5092 +2025-06-23 13:18:02,380 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 14:03:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.9106, loss_cls: 5.3600, loss: 5.3600 +2025-06-23 13:18:47,118 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 14:02:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.9081, loss_cls: 5.4666, loss: 5.4666 +2025-06-23 13:19:31,751 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 14:01:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.8969, loss_cls: 5.4389, loss: 5.4389 +2025-06-23 13:20:16,362 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 14:00:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.8906, loss_cls: 5.5323, loss: 5.5323 +2025-06-23 13:21:01,251 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 13:59:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9012, loss_cls: 5.3753, loss: 5.3753 +2025-06-23 13:21:45,884 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 13:57:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9025, loss_cls: 5.3244, loss: 5.3244 +2025-06-23 13:22:30,441 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 13:56:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9075, loss_cls: 5.4571, loss: 5.4571 +2025-06-23 13:23:15,051 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 13:55:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.8994, loss_cls: 5.4911, loss: 5.4911 +2025-06-23 13:23:59,653 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 13:54:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9069, loss_cls: 5.4801, loss: 5.4801 +2025-06-23 13:24:44,298 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 13:53:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9087, loss_cls: 5.3462, loss: 5.3462 +2025-06-23 13:25:28,960 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 13:52:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.8988, loss_cls: 5.4601, loss: 5.4601 +2025-06-23 13:26:13,596 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 13:51:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9000, loss_cls: 5.4249, loss: 5.4249 +2025-06-23 13:26:58,199 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 13:50:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.8969, loss_cls: 5.4187, loss: 5.4187 +2025-06-23 13:27:42,728 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 13:49:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9056, loss_cls: 5.4723, loss: 5.4723 +2025-06-23 13:28:27,224 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 13:48:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9062, loss_cls: 5.4241, loss: 5.4241 +2025-06-23 13:29:11,742 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 13:47:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9050, loss_cls: 5.3440, loss: 5.3440 +2025-06-23 13:29:56,452 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 13:46:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8962, loss_cls: 5.6207, loss: 5.6207 +2025-06-23 13:30:41,071 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 13:45:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9094, loss_cls: 5.3899, loss: 5.3899 +2025-06-23 13:31:25,727 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 13:44:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9031, loss_cls: 5.4252, loss: 5.4252 +2025-06-23 13:32:10,326 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 13:43:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9069, loss_cls: 5.3888, loss: 5.3888 +2025-06-23 13:32:55,053 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 13:42:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9062, loss_cls: 5.3421, loss: 5.3421 +2025-06-23 13:33:39,678 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 13:41:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9106, loss_cls: 5.3180, loss: 5.3180 +2025-06-23 13:33:42,223 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-23 13:37:40,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:37:40,859 - pyskl - INFO - +top1_acc 0.5488 +top5_acc 0.8640 +2025-06-23 13:37:40,883 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.5488, top5_acc: 0.8640 +2025-06-23 13:38:48,793 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 13:48:29, time: 0.679, data_time: 0.231, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9131, loss_cls: 5.4186, loss: 5.4186 +2025-06-23 13:39:33,431 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 13:47:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9056, loss_cls: 5.5161, loss: 5.5161 +2025-06-23 13:40:18,052 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 13:46:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9100, loss_cls: 5.3589, loss: 5.3589 +2025-06-23 13:41:02,672 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 13:45:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9119, loss_cls: 5.2830, loss: 5.2830 +2025-06-23 13:41:47,209 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 13:44:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9206, loss_cls: 5.1223, loss: 5.1223 +2025-06-23 13:42:31,739 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 13:43:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.8994, loss_cls: 5.3289, loss: 5.3289 +2025-06-23 13:43:16,242 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 13:42:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9169, loss_cls: 5.4242, loss: 5.4242 +2025-06-23 13:44:00,699 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 13:40:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9081, loss_cls: 5.3567, loss: 5.3567 +2025-06-23 13:44:45,210 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 13:39:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.9069, loss_cls: 5.2905, loss: 5.2905 +2025-06-23 13:45:29,676 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 13:38:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9119, loss_cls: 5.2434, loss: 5.2434 +2025-06-23 13:46:14,193 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 13:37:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9038, loss_cls: 5.4010, loss: 5.4010 +2025-06-23 13:46:58,736 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 13:36:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9231, loss_cls: 5.2799, loss: 5.2799 +2025-06-23 13:47:43,551 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 13:35:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9156, loss_cls: 5.2090, loss: 5.2090 +2025-06-23 13:48:28,347 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 13:34:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9175, loss_cls: 5.2161, loss: 5.2161 +2025-06-23 13:49:13,154 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 13:33:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9244, loss_cls: 5.2394, loss: 5.2394 +2025-06-23 13:49:58,026 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 13:32:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9038, loss_cls: 5.2515, loss: 5.2515 +2025-06-23 13:50:42,879 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 13:31:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9137, loss_cls: 5.1668, loss: 5.1668 +2025-06-23 13:51:27,700 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 13:30:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9038, loss_cls: 5.3535, loss: 5.3535 +2025-06-23 13:52:12,396 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 13:29:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.8950, loss_cls: 5.4245, loss: 5.4245 +2025-06-23 13:52:57,012 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 13:28:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9200, loss_cls: 5.2659, loss: 5.2659 +2025-06-23 13:53:41,674 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 13:27:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9156, loss_cls: 5.2583, loss: 5.2583 +2025-06-23 13:54:26,266 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 13:26:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9131, loss_cls: 5.3162, loss: 5.3162 +2025-06-23 13:55:10,896 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 13:25:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9187, loss_cls: 5.2084, loss: 5.2084 +2025-06-23 13:55:55,499 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 13:24:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6300, top5_acc: 0.9081, loss_cls: 5.3858, loss: 5.3858 +2025-06-23 13:56:40,039 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 13:23:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9137, loss_cls: 5.3842, loss: 5.3842 +2025-06-23 13:57:24,571 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 13:22:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9125, loss_cls: 5.2363, loss: 5.2363 +2025-06-23 13:58:09,205 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 13:21:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9050, loss_cls: 5.3431, loss: 5.3431 +2025-06-23 13:58:53,701 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 13:20:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9062, loss_cls: 5.2892, loss: 5.2892 +2025-06-23 13:59:38,297 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 13:19:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9069, loss_cls: 5.3297, loss: 5.3297 +2025-06-23 14:00:22,919 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 13:18:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9100, loss_cls: 5.2868, loss: 5.2868 +2025-06-23 14:01:07,560 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 13:17:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9156, loss_cls: 5.2275, loss: 5.2275 +2025-06-23 14:01:52,125 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 13:16:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9075, loss_cls: 5.1263, loss: 5.1263 +2025-06-23 14:02:36,735 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 13:15:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9263, loss_cls: 5.1602, loss: 5.1602 +2025-06-23 14:03:21,391 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 13:14:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9144, loss_cls: 5.1701, loss: 5.1701 +2025-06-23 14:03:23,953 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-23 14:07:22,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:07:22,986 - pyskl - INFO - +top1_acc 0.5745 +top5_acc 0.8692 +2025-06-23 14:07:23,040 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_5.pth was removed +2025-06-23 14:07:24,097 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-23 14:07:24,098 - pyskl - INFO - Best top1_acc is 0.5745 at 7 epoch. +2025-06-23 14:07:24,119 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.5745, top5_acc: 0.8692 +2025-06-23 14:08:31,485 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 13:20:50, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9231, loss_cls: 5.1035, loss: 5.1035 +2025-06-23 14:09:16,125 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 13:19:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9381, loss_cls: 5.1206, loss: 5.1206 +2025-06-23 14:10:00,780 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 13:18:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9069, loss_cls: 5.3087, loss: 5.3087 +2025-06-23 14:10:45,448 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 13:17:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9300, loss_cls: 5.1323, loss: 5.1323 +2025-06-23 14:11:29,971 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 13:16:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9062, loss_cls: 5.1425, loss: 5.1425 +2025-06-23 14:12:14,658 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 13:15:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9331, loss_cls: 5.0744, loss: 5.0744 +2025-06-23 14:12:59,283 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 13:14:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9219, loss_cls: 5.2340, loss: 5.2340 +2025-06-23 14:13:43,895 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 13:13:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9075, loss_cls: 5.2512, loss: 5.2512 +2025-06-23 14:14:28,428 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 13:12:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9150, loss_cls: 5.1420, loss: 5.1420 +2025-06-23 14:15:12,946 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 13:11:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9056, loss_cls: 5.2498, loss: 5.2498 +2025-06-23 14:15:57,557 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 13:10:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9263, loss_cls: 5.1744, loss: 5.1744 +2025-06-23 14:16:42,061 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 13:09:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9219, loss_cls: 5.0625, loss: 5.0625 +2025-06-23 14:17:26,634 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 13:08:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9100, loss_cls: 5.0362, loss: 5.0362 +2025-06-23 14:18:11,272 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 13:07:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9131, loss_cls: 5.2746, loss: 5.2746 +2025-06-23 14:18:55,887 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 13:06:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9256, loss_cls: 5.0725, loss: 5.0725 +2025-06-23 14:19:40,554 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 13:05:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9144, loss_cls: 5.1951, loss: 5.1951 +2025-06-23 14:20:25,239 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 13:04:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9244, loss_cls: 5.1531, loss: 5.1531 +2025-06-23 14:21:09,765 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 13:03:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9306, loss_cls: 5.0193, loss: 5.0193 +2025-06-23 14:21:54,216 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 13:02:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9225, loss_cls: 5.1672, loss: 5.1672 +2025-06-23 14:22:38,709 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 13:01:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9125, loss_cls: 5.1500, loss: 5.1500 +2025-06-23 14:23:23,209 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 13:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9187, loss_cls: 5.3063, loss: 5.3063 +2025-06-23 14:24:07,870 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 12:59:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9119, loss_cls: 5.2542, loss: 5.2542 +2025-06-23 14:24:52,397 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 12:58:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9206, loss_cls: 5.0931, loss: 5.0931 +2025-06-23 14:25:36,870 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 12:57:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6606, top5_acc: 0.9100, loss_cls: 5.1954, loss: 5.1954 +2025-06-23 14:26:21,394 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 12:56:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9287, loss_cls: 4.9988, loss: 4.9988 +2025-06-23 14:27:06,047 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 12:55:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9119, loss_cls: 5.1557, loss: 5.1557 +2025-06-23 14:27:50,394 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 12:54:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9100, loss_cls: 5.2195, loss: 5.2195 +2025-06-23 14:28:34,907 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 12:53:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9194, loss_cls: 5.2351, loss: 5.2351 +2025-06-23 14:29:19,778 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 12:53:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9244, loss_cls: 5.0906, loss: 5.0906 +2025-06-23 14:30:04,479 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 12:52:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9206, loss_cls: 5.2351, loss: 5.2351 +2025-06-23 14:30:49,086 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 12:51:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9219, loss_cls: 5.0007, loss: 5.0007 +2025-06-23 14:31:33,665 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 12:50:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9256, loss_cls: 5.1119, loss: 5.1119 +2025-06-23 14:32:18,336 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 12:49:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9156, loss_cls: 5.0985, loss: 5.0985 +2025-06-23 14:33:02,985 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 12:48:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9231, loss_cls: 5.1259, loss: 5.1259 +2025-06-23 14:33:05,635 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-23 14:37:06,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:37:06,808 - pyskl - INFO - +top1_acc 0.5884 +top5_acc 0.8668 +2025-06-23 14:37:06,869 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_7.pth was removed +2025-06-23 14:37:07,980 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-23 14:37:07,982 - pyskl - INFO - Best top1_acc is 0.5884 at 8 epoch. +2025-06-23 14:37:08,007 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.5884, top5_acc: 0.8668 +2025-06-23 14:38:15,317 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 12:53:20, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9250, loss_cls: 5.0345, loss: 5.0345 +2025-06-23 14:38:59,918 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 12:52:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 4.9310, loss: 4.9310 +2025-06-23 14:39:44,408 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 12:51:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9213, loss_cls: 5.1420, loss: 5.1420 +2025-06-23 14:40:29,001 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 12:50:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9181, loss_cls: 5.1504, loss: 5.1504 +2025-06-23 14:41:13,548 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 12:49:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9325, loss_cls: 4.9732, loss: 4.9732 +2025-06-23 14:41:58,122 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 12:48:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9275, loss_cls: 5.0204, loss: 5.0204 +2025-06-23 14:42:42,641 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 12:47:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9350, loss_cls: 5.0226, loss: 5.0226 +2025-06-23 14:43:27,139 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 12:46:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9156, loss_cls: 5.1958, loss: 5.1958 +2025-06-23 14:44:11,694 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 12:45:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9300, loss_cls: 4.8224, loss: 4.8224 +2025-06-23 14:44:56,117 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 12:44:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9244, loss_cls: 5.0800, loss: 5.0800 +2025-06-23 14:45:40,586 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 12:43:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9225, loss_cls: 5.0377, loss: 5.0377 +2025-06-23 14:46:25,128 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 12:42:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9313, loss_cls: 5.0598, loss: 5.0598 +2025-06-23 14:47:09,680 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 12:41:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9287, loss_cls: 4.8839, loss: 4.8839 +2025-06-23 14:47:54,120 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 12:40:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9294, loss_cls: 5.0280, loss: 5.0280 +2025-06-23 14:48:38,717 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 12:39:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9331, loss_cls: 4.9809, loss: 4.9809 +2025-06-23 14:49:23,244 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 12:38:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9244, loss_cls: 5.1327, loss: 5.1327 +2025-06-23 14:50:07,645 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 12:37:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9219, loss_cls: 5.0440, loss: 5.0440 +2025-06-23 14:50:52,084 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 12:36:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9213, loss_cls: 5.0147, loss: 5.0147 +2025-06-23 14:51:36,524 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 12:35:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9181, loss_cls: 5.0175, loss: 5.0175 +2025-06-23 14:52:20,970 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 12:34:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9106, loss_cls: 5.1001, loss: 5.1001 +2025-06-23 14:53:05,456 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 12:33:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9219, loss_cls: 5.1137, loss: 5.1137 +2025-06-23 14:53:49,767 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 12:32:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9250, loss_cls: 5.1187, loss: 5.1187 +2025-06-23 14:54:34,199 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 12:31:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 5.0593, loss: 5.0593 +2025-06-23 14:55:18,707 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 12:30:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9106, loss_cls: 5.0245, loss: 5.0245 +2025-06-23 14:56:03,298 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 12:29:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9200, loss_cls: 5.0771, loss: 5.0771 +2025-06-23 14:56:47,903 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 12:28:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9100, loss_cls: 5.0297, loss: 5.0297 +2025-06-23 14:57:32,671 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 12:27:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9350, loss_cls: 4.9096, loss: 4.9096 +2025-06-23 14:58:17,352 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 12:26:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9187, loss_cls: 5.2309, loss: 5.2309 +2025-06-23 14:59:02,015 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 12:26:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9187, loss_cls: 5.0803, loss: 5.0803 +2025-06-23 14:59:46,930 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 12:25:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9150, loss_cls: 5.0007, loss: 5.0007 +2025-06-23 15:00:31,772 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 12:24:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 4.8937, loss: 4.8937 +2025-06-23 15:01:16,454 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 12:23:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9169, loss_cls: 5.0030, loss: 5.0030 +2025-06-23 15:02:01,336 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 12:22:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9169, loss_cls: 5.0033, loss: 5.0033 +2025-06-23 15:02:46,226 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 12:21:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9219, loss_cls: 5.0018, loss: 5.0018 +2025-06-23 15:02:48,947 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-23 15:06:46,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:06:47,259 - pyskl - INFO - +top1_acc 0.6035 +top5_acc 0.8639 +2025-06-23 15:06:47,313 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_8.pth was removed +2025-06-23 15:06:48,370 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-06-23 15:06:48,371 - pyskl - INFO - Best top1_acc is 0.6035 at 9 epoch. +2025-06-23 15:06:48,390 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6035, top5_acc: 0.8639 +2025-06-23 15:07:55,957 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 12:26:10, time: 0.676, data_time: 0.228, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9169, loss_cls: 5.0557, loss: 5.0557 +2025-06-23 15:08:40,692 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 12:25:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9419, loss_cls: 4.8804, loss: 4.8804 +2025-06-23 15:09:25,319 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 12:24:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9331, loss_cls: 4.8754, loss: 4.8754 +2025-06-23 15:10:09,825 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 12:23:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9250, loss_cls: 4.9595, loss: 4.9595 +2025-06-23 15:10:54,508 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 12:22:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9213, loss_cls: 4.9998, loss: 4.9998 +2025-06-23 15:11:39,053 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 12:21:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9281, loss_cls: 4.8904, loss: 4.8904 +2025-06-23 15:12:23,573 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 12:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9350, loss_cls: 4.9321, loss: 4.9321 +2025-06-23 15:13:08,081 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 12:19:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9287, loss_cls: 5.0674, loss: 5.0674 +2025-06-23 15:13:52,734 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 12:18:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9181, loss_cls: 5.0883, loss: 5.0883 +2025-06-23 15:14:37,374 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 12:17:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9350, loss_cls: 4.9443, loss: 4.9443 +2025-06-23 15:15:21,853 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 12:16:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9225, loss_cls: 5.0198, loss: 5.0198 +2025-06-23 15:16:06,360 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 12:15:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9250, loss_cls: 5.0380, loss: 5.0380 +2025-06-23 15:16:50,938 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 12:14:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9256, loss_cls: 5.0063, loss: 5.0063 +2025-06-23 15:17:35,432 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 12:13:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9369, loss_cls: 4.8888, loss: 4.8888 +2025-06-23 15:18:19,955 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 12:12:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9244, loss_cls: 5.0595, loss: 5.0595 +2025-06-23 15:19:04,476 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 12:12:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9300, loss_cls: 4.8848, loss: 4.8848 +2025-06-23 15:19:48,993 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 12:11:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9263, loss_cls: 4.9465, loss: 4.9465 +2025-06-23 15:20:33,442 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 12:10:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9206, loss_cls: 4.9590, loss: 4.9590 +2025-06-23 15:21:17,943 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 12:09:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9319, loss_cls: 4.9988, loss: 4.9988 +2025-06-23 15:22:02,506 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 12:08:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9225, loss_cls: 4.9817, loss: 4.9817 +2025-06-23 15:22:47,098 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 12:07:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9325, loss_cls: 4.8611, loss: 4.8611 +2025-06-23 15:23:31,653 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 12:06:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9250, loss_cls: 4.8819, loss: 4.8819 +2025-06-23 15:24:16,147 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 12:05:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9213, loss_cls: 4.8915, loss: 4.8915 +2025-06-23 15:25:00,635 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 12:04:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9356, loss_cls: 4.8267, loss: 4.8267 +2025-06-23 15:25:45,029 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 12:03:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 4.8833, loss: 4.8833 +2025-06-23 15:26:29,553 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 12:02:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9294, loss_cls: 4.8879, loss: 4.8879 +2025-06-23 15:27:14,232 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 12:01:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9225, loss_cls: 5.0450, loss: 5.0450 +2025-06-23 15:27:58,738 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 12:00:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9294, loss_cls: 4.8465, loss: 4.8465 +2025-06-23 15:28:43,280 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 11:59:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9287, loss_cls: 4.9891, loss: 4.9891 +2025-06-23 15:29:27,746 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 11:58:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9244, loss_cls: 4.9051, loss: 4.9051 +2025-06-23 15:30:12,439 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 11:58:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9269, loss_cls: 5.0463, loss: 5.0463 +2025-06-23 15:30:57,467 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 11:57:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9144, loss_cls: 5.0319, loss: 5.0319 +2025-06-23 15:31:42,143 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 11:56:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9263, loss_cls: 4.9540, loss: 4.9540 +2025-06-23 15:32:26,810 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 11:55:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9269, loss_cls: 4.9251, loss: 4.9251 +2025-06-23 15:32:29,487 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-23 15:51:45,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:51:45,614 - pyskl - INFO - +top1_acc 0.5916 +top5_acc 0.8530 +2025-06-23 15:51:45,638 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.5916, top5_acc: 0.8530 +2025-06-23 15:52:52,685 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 11:59:10, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9337, loss_cls: 4.9072, loss: 4.9072 +2025-06-23 15:53:37,258 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 11:58:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 4.7780, loss: 4.7780 +2025-06-23 15:54:21,848 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 11:57:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 4.8852, loss: 4.8852 +2025-06-23 15:55:06,358 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 11:56:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9406, loss_cls: 4.8167, loss: 4.8167 +2025-06-23 15:55:51,071 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 11:55:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9319, loss_cls: 4.9372, loss: 4.9372 +2025-06-23 15:56:35,638 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 11:54:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9413, loss_cls: 4.7892, loss: 4.7892 +2025-06-23 15:57:20,463 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 11:53:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9363, loss_cls: 4.8907, loss: 4.8907 +2025-06-23 15:58:05,223 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 11:52:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9225, loss_cls: 4.8749, loss: 4.8749 +2025-06-23 15:58:49,902 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 11:51:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9350, loss_cls: 4.8657, loss: 4.8657 +2025-06-23 15:59:34,605 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 11:51:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9287, loss_cls: 4.9593, loss: 4.9593 +2025-06-23 16:00:19,198 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 11:50:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 4.8151, loss: 4.8151 +2025-06-23 16:01:03,822 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 11:49:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9269, loss_cls: 4.9244, loss: 4.9244 +2025-06-23 16:01:48,427 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 11:48:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9325, loss_cls: 5.0768, loss: 5.0768 +2025-06-23 16:02:33,029 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 11:47:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9131, loss_cls: 4.9296, loss: 4.9296 +2025-06-23 16:03:17,688 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 11:46:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9281, loss_cls: 4.8991, loss: 4.8991 +2025-06-23 16:04:02,293 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 11:45:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9219, loss_cls: 4.9367, loss: 4.9367 +2025-06-23 16:04:46,909 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 11:44:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9319, loss_cls: 4.9407, loss: 4.9407 +2025-06-23 16:05:31,460 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 11:43:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9200, loss_cls: 5.0323, loss: 5.0323 +2025-06-23 16:06:16,092 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 11:42:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9050, loss_cls: 4.9888, loss: 4.9888 +2025-06-23 16:07:00,806 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 11:42:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9319, loss_cls: 5.0312, loss: 5.0312 +2025-06-23 16:07:45,410 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 11:41:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9269, loss_cls: 4.9959, loss: 4.9959 +2025-06-23 16:08:29,889 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 11:40:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9213, loss_cls: 4.9094, loss: 4.9094 +2025-06-23 16:09:14,316 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 11:39:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9337, loss_cls: 4.9823, loss: 4.9823 +2025-06-23 16:09:58,699 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 11:38:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 4.7441, loss: 4.7441 +2025-06-23 16:10:43,202 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 11:37:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9344, loss_cls: 4.7680, loss: 4.7680 +2025-06-23 16:11:27,813 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 11:36:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9306, loss_cls: 5.0209, loss: 5.0209 +2025-06-23 16:12:12,387 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 11:35:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9269, loss_cls: 4.8441, loss: 4.8441 +2025-06-23 16:12:56,921 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 11:34:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9269, loss_cls: 4.8139, loss: 4.8139 +2025-06-23 16:13:41,340 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 11:33:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9337, loss_cls: 4.8231, loss: 4.8231 +2025-06-23 16:14:25,905 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 11:32:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9250, loss_cls: 4.9948, loss: 4.9948 +2025-06-23 16:15:10,319 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 11:31:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9375, loss_cls: 4.7973, loss: 4.7973 +2025-06-23 16:15:54,811 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 11:30:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 4.8288, loss: 4.8288 +2025-06-23 16:16:39,335 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 11:30:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9263, loss_cls: 4.8624, loss: 4.8624 +2025-06-23 16:17:23,734 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 11:29:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9313, loss_cls: 4.9341, loss: 4.9341 +2025-06-23 16:17:26,299 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-23 16:21:24,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:21:24,916 - pyskl - INFO - +top1_acc 0.6501 +top5_acc 0.8930 +2025-06-23 16:21:24,969 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_9.pth was removed +2025-06-23 16:21:25,993 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-23 16:21:25,995 - pyskl - INFO - Best top1_acc is 0.6501 at 11 epoch. +2025-06-23 16:21:26,015 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6501, top5_acc: 0.8930 +2025-06-23 16:22:33,653 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 11:32:34, time: 0.676, data_time: 0.231, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9387, loss_cls: 4.8204, loss: 4.8204 +2025-06-23 16:23:18,175 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 11:31:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9256, loss_cls: 4.9445, loss: 4.9445 +2025-06-23 16:24:02,620 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 11:30:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 4.7905, loss: 4.7905 +2025-06-23 16:24:47,145 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 11:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 4.8597, loss: 4.8597 +2025-06-23 16:25:31,728 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 11:28:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9325, loss_cls: 4.8036, loss: 4.8036 +2025-06-23 16:26:16,301 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 11:28:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 4.7553, loss: 4.7553 +2025-06-23 16:27:00,711 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 11:27:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9281, loss_cls: 4.8591, loss: 4.8591 +2025-06-23 16:27:45,135 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 11:26:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9281, loss_cls: 4.9322, loss: 4.9322 +2025-06-23 16:28:29,636 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 11:25:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9369, loss_cls: 4.9512, loss: 4.9512 +2025-06-23 16:29:14,243 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 11:24:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 4.8367, loss: 4.8367 +2025-06-23 16:29:58,874 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 11:23:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9256, loss_cls: 4.7999, loss: 4.7999 +2025-06-23 16:30:43,467 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 11:22:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9344, loss_cls: 4.6980, loss: 4.6980 +2025-06-23 16:31:27,983 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 11:21:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 4.7449, loss: 4.7449 +2025-06-23 16:32:12,476 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 11:20:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9231, loss_cls: 4.8910, loss: 4.8910 +2025-06-23 16:32:57,343 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 11:19:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9331, loss_cls: 4.7934, loss: 4.7934 +2025-06-23 16:33:41,858 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 11:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9250, loss_cls: 4.8237, loss: 4.8237 +2025-06-23 16:34:26,389 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 11:18:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9275, loss_cls: 4.8284, loss: 4.8284 +2025-06-23 16:35:10,756 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 11:17:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9344, loss_cls: 4.9437, loss: 4.9437 +2025-06-23 16:35:55,148 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 11:16:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9263, loss_cls: 4.8276, loss: 4.8276 +2025-06-23 16:36:39,581 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 11:15:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9300, loss_cls: 4.8193, loss: 4.8193 +2025-06-23 16:37:24,055 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 11:14:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9494, loss_cls: 4.7080, loss: 4.7080 +2025-06-23 16:38:08,578 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 11:13:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9369, loss_cls: 4.8236, loss: 4.8236 +2025-06-23 16:38:53,029 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 11:12:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9287, loss_cls: 4.7925, loss: 4.7925 +2025-06-23 16:39:37,521 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 11:11:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 4.9141, loss: 4.9141 +2025-06-23 16:40:21,935 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 11:10:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 4.8358, loss: 4.8358 +2025-06-23 16:41:06,284 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 11:09:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9344, loss_cls: 4.8784, loss: 4.8784 +2025-06-23 16:41:50,744 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 11:08:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9344, loss_cls: 4.8267, loss: 4.8267 +2025-06-23 16:42:35,132 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 11:07:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9175, loss_cls: 4.8556, loss: 4.8556 +2025-06-23 16:43:19,598 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 11:07:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9319, loss_cls: 4.6326, loss: 4.6326 +2025-06-23 16:44:04,051 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 11:06:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9319, loss_cls: 4.7701, loss: 4.7701 +2025-06-23 16:44:48,684 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 11:05:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9363, loss_cls: 4.7218, loss: 4.7218 +2025-06-23 16:45:33,036 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 11:04:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9281, loss_cls: 4.8315, loss: 4.8315 +2025-06-23 16:46:17,478 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 11:03:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9263, loss_cls: 4.9678, loss: 4.9678 +2025-06-23 16:47:01,993 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 11:02:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 4.7111, loss: 4.7111 +2025-06-23 16:47:04,626 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-23 16:51:05,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:51:05,911 - pyskl - INFO - +top1_acc 0.6707 +top5_acc 0.9166 +2025-06-23 16:51:05,968 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_11.pth was removed +2025-06-23 16:51:07,097 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-23 16:51:07,099 - pyskl - INFO - Best top1_acc is 0.6707 at 12 epoch. +2025-06-23 16:51:07,123 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6707, top5_acc: 0.9166 +2025-06-23 16:52:15,602 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 11:05:47, time: 0.685, data_time: 0.236, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9325, loss_cls: 4.7105, loss: 4.7105 +2025-06-23 16:53:00,329 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 11:04:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9387, loss_cls: 4.6646, loss: 4.6646 +2025-06-23 16:53:44,956 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 11:04:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 4.7839, loss: 4.7839 +2025-06-23 16:54:29,515 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 11:03:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9413, loss_cls: 4.7972, loss: 4.7972 +2025-06-23 16:55:14,118 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 11:02:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 4.7782, loss: 4.7782 +2025-06-23 16:55:58,776 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 11:01:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9413, loss_cls: 4.8519, loss: 4.8519 +2025-06-23 16:56:43,462 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 11:00:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 4.4874, loss: 4.4874 +2025-06-23 16:57:28,134 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 10:59:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9337, loss_cls: 4.7379, loss: 4.7379 +2025-06-23 16:58:12,815 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 10:58:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9431, loss_cls: 4.7662, loss: 4.7662 +2025-06-23 16:58:57,510 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 10:57:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 4.7090, loss: 4.7090 +2025-06-23 16:59:42,139 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 10:57:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9281, loss_cls: 4.7924, loss: 4.7924 +2025-06-23 17:00:26,765 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 10:56:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9306, loss_cls: 4.8850, loss: 4.8850 +2025-06-23 17:01:11,315 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 10:55:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9287, loss_cls: 4.8725, loss: 4.8725 +2025-06-23 17:01:55,882 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 10:54:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9394, loss_cls: 4.6180, loss: 4.6180 +2025-06-23 17:02:40,399 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 10:53:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9237, loss_cls: 4.8636, loss: 4.8636 +2025-06-23 17:03:25,115 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 10:52:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 4.7387, loss: 4.7387 +2025-06-23 17:04:09,646 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 10:51:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 4.7718, loss: 4.7718 +2025-06-23 17:04:54,189 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 10:50:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9213, loss_cls: 5.0366, loss: 5.0366 +2025-06-23 17:05:38,663 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 10:50:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9325, loss_cls: 4.8202, loss: 4.8202 +2025-06-23 17:06:23,180 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 10:49:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9375, loss_cls: 4.5403, loss: 4.5403 +2025-06-23 17:07:07,698 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 10:48:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9387, loss_cls: 4.7300, loss: 4.7300 +2025-06-23 17:07:52,246 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 10:47:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 4.8180, loss: 4.8180 +2025-06-23 17:08:36,740 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 10:46:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 4.7640, loss: 4.7640 +2025-06-23 17:09:21,297 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 10:45:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9344, loss_cls: 4.8543, loss: 4.8543 +2025-06-23 17:10:05,809 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 10:44:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 4.8850, loss: 4.8850 +2025-06-23 17:10:50,313 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 10:43:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9419, loss_cls: 4.6673, loss: 4.6673 +2025-06-23 17:11:34,921 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 10:42:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 4.8435, loss: 4.8435 +2025-06-23 17:12:19,530 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 10:42:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 4.6226, loss: 4.6226 +2025-06-23 17:13:04,152 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 10:41:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9300, loss_cls: 4.8292, loss: 4.8292 +2025-06-23 17:13:48,765 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 10:40:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9325, loss_cls: 4.7769, loss: 4.7769 +2025-06-23 17:14:33,255 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 10:39:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9363, loss_cls: 4.8239, loss: 4.8239 +2025-06-23 17:15:17,878 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 10:38:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9300, loss_cls: 4.8591, loss: 4.8591 +2025-06-23 17:16:02,453 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 10:37:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9231, loss_cls: 4.8440, loss: 4.8440 +2025-06-23 17:16:46,948 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 10:36:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9413, loss_cls: 4.7180, loss: 4.7180 +2025-06-23 17:16:49,536 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-23 17:20:48,151 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:20:48,890 - pyskl - INFO - +top1_acc 0.6683 +top5_acc 0.9166 +2025-06-23 17:20:48,913 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6683, top5_acc: 0.9166 +2025-06-23 17:21:57,118 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 10:39:39, time: 0.682, data_time: 0.235, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9350, loss_cls: 4.7486, loss: 4.7486 +2025-06-23 17:22:41,592 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 10:38:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9506, loss_cls: 4.5419, loss: 4.5419 +2025-06-23 17:23:26,179 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 10:37:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 4.7236, loss: 4.7236 +2025-06-23 17:24:11,146 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 10:37:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.5080, loss: 4.5080 +2025-06-23 17:24:55,847 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 10:36:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 4.7590, loss: 4.7590 +2025-06-23 17:25:40,477 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 10:35:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9313, loss_cls: 4.7115, loss: 4.7115 +2025-06-23 17:26:25,090 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 10:34:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9363, loss_cls: 4.7169, loss: 4.7169 +2025-06-23 17:27:09,812 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 10:33:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9306, loss_cls: 4.6535, loss: 4.6535 +2025-06-23 17:27:54,422 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 10:32:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9375, loss_cls: 4.6068, loss: 4.6068 +2025-06-23 17:28:39,026 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 10:31:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 4.6964, loss: 4.6964 +2025-06-23 17:29:23,530 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 10:31:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9344, loss_cls: 4.8064, loss: 4.8064 +2025-06-23 17:30:08,114 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 10:30:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 4.7921, loss: 4.7921 +2025-06-23 17:30:52,898 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 10:29:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9225, loss_cls: 4.8132, loss: 4.8132 +2025-06-23 17:31:37,638 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 10:28:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 4.7444, loss: 4.7444 +2025-06-23 17:32:22,187 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 10:27:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 4.7345, loss: 4.7345 +2025-06-23 17:33:06,773 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 10:26:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9387, loss_cls: 4.7959, loss: 4.7959 +2025-06-23 17:33:51,386 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 10:25:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9281, loss_cls: 4.7001, loss: 4.7001 +2025-06-23 17:34:35,998 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 10:25:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9387, loss_cls: 4.8309, loss: 4.8309 +2025-06-23 17:35:20,528 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 10:24:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 4.5675, loss: 4.5675 +2025-06-23 17:36:05,015 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 10:23:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 4.6551, loss: 4.6551 +2025-06-23 17:36:49,620 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 10:22:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 4.7463, loss: 4.7463 +2025-06-23 17:37:34,191 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 10:21:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9319, loss_cls: 4.7745, loss: 4.7745 +2025-06-23 17:38:18,748 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 10:20:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 4.5176, loss: 4.5176 +2025-06-23 17:39:03,377 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 10:19:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9263, loss_cls: 4.7579, loss: 4.7579 +2025-06-23 17:39:47,947 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 10:18:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9406, loss_cls: 4.6831, loss: 4.6831 +2025-06-23 17:40:32,543 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 10:18:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 4.5530, loss: 4.5530 +2025-06-23 17:41:17,043 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 10:17:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9481, loss_cls: 4.6718, loss: 4.6718 +2025-06-23 17:42:01,608 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 10:16:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9244, loss_cls: 4.7308, loss: 4.7308 +2025-06-23 17:42:45,924 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 10:15:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9319, loss_cls: 4.7704, loss: 4.7704 +2025-06-23 17:43:30,286 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 10:14:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9275, loss_cls: 4.8769, loss: 4.8769 +2025-06-23 17:44:14,828 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 10:13:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9331, loss_cls: 4.7926, loss: 4.7926 +2025-06-23 17:44:59,207 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 10:12:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9269, loss_cls: 4.9053, loss: 4.9053 +2025-06-23 17:45:43,660 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 10:11:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 4.7780, loss: 4.7780 +2025-06-23 17:46:28,018 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 10:10:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9419, loss_cls: 4.7425, loss: 4.7425 +2025-06-23 17:46:30,571 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-23 17:50:28,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:50:29,121 - pyskl - INFO - +top1_acc 0.6428 +top5_acc 0.9085 +2025-06-23 17:50:29,145 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6428, top5_acc: 0.9085 +2025-06-23 17:51:37,166 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 10:13:29, time: 0.680, data_time: 0.235, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 4.6368, loss: 4.6368 +2025-06-23 17:52:21,647 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 10:12:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 4.7003, loss: 4.7003 +2025-06-23 17:53:06,319 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 10:11:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9475, loss_cls: 4.6297, loss: 4.6297 +2025-06-23 17:53:50,992 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 10:10:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9481, loss_cls: 4.6342, loss: 4.6342 +2025-06-23 17:54:35,849 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 10:10:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9263, loss_cls: 4.7544, loss: 4.7544 +2025-06-23 17:55:20,486 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 10:09:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9400, loss_cls: 4.7262, loss: 4.7262 +2025-06-23 17:56:05,084 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 10:08:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 4.6403, loss: 4.6403 +2025-06-23 17:56:49,827 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 10:07:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9381, loss_cls: 4.5677, loss: 4.5677 +2025-06-23 17:57:34,579 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 10:06:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9506, loss_cls: 4.4727, loss: 4.4727 +2025-06-23 17:58:19,197 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 10:05:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9331, loss_cls: 4.7557, loss: 4.7557 +2025-06-23 17:59:03,783 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 10:04:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 4.6567, loss: 4.6567 +2025-06-23 17:59:48,370 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 10:04:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 4.5690, loss: 4.5690 +2025-06-23 18:00:33,152 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 10:03:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9500, loss_cls: 4.6239, loss: 4.6239 +2025-06-23 18:01:17,931 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 10:02:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 4.6091, loss: 4.6091 +2025-06-23 18:02:02,656 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 10:01:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9394, loss_cls: 4.7222, loss: 4.7222 +2025-06-23 18:02:47,238 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 10:00:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 4.7698, loss: 4.7698 +2025-06-23 18:03:31,923 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 9:59:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 4.5392, loss: 4.5392 +2025-06-23 18:04:16,525 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 9:59:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 4.6364, loss: 4.6364 +2025-06-23 18:05:01,115 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 9:58:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9287, loss_cls: 4.7635, loss: 4.7635 +2025-06-23 18:05:45,740 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 9:57:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9394, loss_cls: 4.7260, loss: 4.7260 +2025-06-23 18:06:30,394 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 9:56:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 4.6487, loss: 4.6487 +2025-06-23 18:07:15,053 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 9:55:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9300, loss_cls: 4.6101, loss: 4.6101 +2025-06-23 18:07:59,718 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 9:54:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 4.6711, loss: 4.6711 +2025-06-23 18:08:44,362 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 9:53:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 4.6145, loss: 4.6145 +2025-06-23 18:09:28,988 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 9:53:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9500, loss_cls: 4.6838, loss: 4.6838 +2025-06-23 18:10:13,583 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 9:52:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9313, loss_cls: 4.6872, loss: 4.6872 +2025-06-23 18:10:58,155 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 9:51:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 4.6999, loss: 4.6999 +2025-06-23 18:11:42,794 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 9:50:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 4.7946, loss: 4.7946 +2025-06-23 18:12:27,448 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 9:49:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 4.6940, loss: 4.6940 +2025-06-23 18:13:12,132 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 9:48:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9463, loss_cls: 4.5957, loss: 4.5957 +2025-06-23 18:13:56,715 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 9:48:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9425, loss_cls: 4.6823, loss: 4.6823 +2025-06-23 18:14:41,703 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 9:47:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 4.7105, loss: 4.7105 +2025-06-23 18:15:26,568 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 9:46:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9456, loss_cls: 4.6843, loss: 4.6843 +2025-06-23 18:16:11,462 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 9:45:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9413, loss_cls: 4.8054, loss: 4.8054 +2025-06-23 18:16:14,083 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-23 18:35:37,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 18:35:38,381 - pyskl - INFO - +top1_acc 0.6513 +top5_acc 0.9010 +2025-06-23 18:35:38,404 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6513, top5_acc: 0.9010 +2025-06-23 18:36:46,465 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 9:47:55, time: 0.681, data_time: 0.234, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 4.6228, loss: 4.6228 +2025-06-23 18:37:31,023 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 9:47:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 4.5737, loss: 4.5737 +2025-06-23 18:38:15,626 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 9:46:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9450, loss_cls: 4.4521, loss: 4.4521 +2025-06-23 18:39:00,171 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 9:45:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 4.6595, loss: 4.6595 +2025-06-23 18:39:44,918 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 9:44:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 4.6041, loss: 4.6041 +2025-06-23 18:40:29,491 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 9:43:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9413, loss_cls: 4.5344, loss: 4.5344 +2025-06-23 18:41:14,146 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 9:42:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9269, loss_cls: 4.7249, loss: 4.7249 +2025-06-23 18:41:58,983 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 9:41:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 4.5285, loss: 4.5285 +2025-06-23 18:42:43,837 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 9:41:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9506, loss_cls: 4.6614, loss: 4.6614 +2025-06-23 18:43:28,390 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 9:40:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 4.5657, loss: 4.5657 +2025-06-23 18:44:12,933 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 9:39:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9356, loss_cls: 4.7401, loss: 4.7401 +2025-06-23 18:44:57,552 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 9:38:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9431, loss_cls: 4.6011, loss: 4.6011 +2025-06-23 18:45:42,151 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 9:37:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 4.4443, loss: 4.4443 +2025-06-23 18:46:26,822 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 9:36:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9506, loss_cls: 4.5438, loss: 4.5438 +2025-06-23 18:47:11,421 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 9:36:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 4.6577, loss: 4.6577 +2025-06-23 18:47:55,862 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 9:35:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 4.6438, loss: 4.6438 +2025-06-23 18:48:40,404 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 9:34:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9319, loss_cls: 4.6238, loss: 4.6238 +2025-06-23 18:49:25,000 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 9:33:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9375, loss_cls: 4.6946, loss: 4.6946 +2025-06-23 18:50:09,715 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 9:32:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 4.6921, loss: 4.6921 +2025-06-23 18:50:54,539 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 9:31:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9400, loss_cls: 4.7572, loss: 4.7572 +2025-06-23 18:51:39,397 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 9:31:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9450, loss_cls: 4.6812, loss: 4.6812 +2025-06-23 18:52:24,216 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 9:30:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 4.5880, loss: 4.5880 +2025-06-23 18:53:08,898 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 9:29:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9363, loss_cls: 4.6698, loss: 4.6698 +2025-06-23 18:53:53,491 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 9:28:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9437, loss_cls: 4.6308, loss: 4.6308 +2025-06-23 18:54:38,027 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 9:27:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 4.6385, loss: 4.6385 +2025-06-23 18:55:22,508 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 9:26:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9350, loss_cls: 4.6227, loss: 4.6227 +2025-06-23 18:56:07,035 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 9:25:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9444, loss_cls: 4.6629, loss: 4.6629 +2025-06-23 18:56:51,594 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 9:25:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 4.7449, loss: 4.7449 +2025-06-23 18:57:36,138 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 9:24:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9519, loss_cls: 4.3910, loss: 4.3910 +2025-06-23 18:58:20,627 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 9:23:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9475, loss_cls: 4.5935, loss: 4.5935 +2025-06-23 18:59:05,168 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 9:22:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 4.6248, loss: 4.6248 +2025-06-23 18:59:49,611 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 9:21:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 4.5718, loss: 4.5718 +2025-06-23 19:00:34,274 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 9:20:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 4.6462, loss: 4.6462 +2025-06-23 19:01:18,826 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 9:19:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.5498, loss: 4.5498 +2025-06-23 19:01:21,543 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-23 19:05:19,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:05:20,036 - pyskl - INFO - +top1_acc 0.6772 +top5_acc 0.9108 +2025-06-23 19:05:20,089 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_12.pth was removed +2025-06-23 19:05:21,115 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-06-23 19:05:21,117 - pyskl - INFO - Best top1_acc is 0.6772 at 16 epoch. +2025-06-23 19:05:21,137 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.6772, top5_acc: 0.9108 +2025-06-23 19:06:28,716 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 9:21:59, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 4.4869, loss: 4.4869 +2025-06-23 19:07:13,206 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 9:21:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 4.4549, loss: 4.4549 +2025-06-23 19:07:57,834 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 9:20:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9337, loss_cls: 4.6445, loss: 4.6445 +2025-06-23 19:08:42,446 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 9:19:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 4.5747, loss: 4.5747 +2025-06-23 19:09:26,962 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 9:18:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 4.5921, loss: 4.5921 +2025-06-23 19:10:11,458 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 9:17:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 4.6362, loss: 4.6362 +2025-06-23 19:10:56,002 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 9:16:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 4.5882, loss: 4.5882 +2025-06-23 19:11:40,468 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 9:15:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9344, loss_cls: 4.6180, loss: 4.6180 +2025-06-23 19:12:24,948 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 9:15:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 4.5888, loss: 4.5888 +2025-06-23 19:13:09,494 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 9:14:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 4.5818, loss: 4.5818 +2025-06-23 19:13:54,013 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 9:13:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9356, loss_cls: 4.6088, loss: 4.6088 +2025-06-23 19:14:38,523 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 9:12:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 4.4719, loss: 4.4719 +2025-06-23 19:15:22,931 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 9:11:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9463, loss_cls: 4.5099, loss: 4.5099 +2025-06-23 19:16:07,456 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 9:10:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9350, loss_cls: 4.6190, loss: 4.6190 +2025-06-23 19:16:51,930 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 9:09:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 4.5668, loss: 4.5668 +2025-06-23 19:17:36,794 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 9:09:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9381, loss_cls: 4.5982, loss: 4.5982 +2025-06-23 19:18:21,243 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 9:08:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 4.5759, loss: 4.5759 +2025-06-23 19:19:05,745 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 9:07:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9469, loss_cls: 4.7413, loss: 4.7413 +2025-06-23 19:19:50,307 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 9:06:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9444, loss_cls: 4.6419, loss: 4.6419 +2025-06-23 19:20:34,821 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 9:05:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.4310, loss: 4.4310 +2025-06-23 19:21:19,334 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 9:04:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9381, loss_cls: 4.5901, loss: 4.5901 +2025-06-23 19:22:03,857 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 9:04:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9406, loss_cls: 4.6944, loss: 4.6944 +2025-06-23 19:22:48,399 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 9:03:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 4.6437, loss: 4.6437 +2025-06-23 19:23:32,941 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 9:02:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.7062, loss: 4.7062 +2025-06-23 19:24:17,359 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 9:01:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 4.5165, loss: 4.5165 +2025-06-23 19:25:01,873 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 9:00:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 4.4927, loss: 4.4927 +2025-06-23 19:25:46,343 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 8:59:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9487, loss_cls: 4.5433, loss: 4.5433 +2025-06-23 19:26:30,661 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 8:58:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 4.8292, loss: 4.8292 +2025-06-23 19:27:15,204 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 8:58:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9263, loss_cls: 4.8410, loss: 4.8410 +2025-06-23 19:27:59,867 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 8:57:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 4.5325, loss: 4.5325 +2025-06-23 19:28:44,352 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 8:56:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9319, loss_cls: 4.6420, loss: 4.6420 +2025-06-23 19:29:29,040 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 8:55:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 4.6358, loss: 4.6358 +2025-06-23 19:30:13,485 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 8:54:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 4.6540, loss: 4.6540 +2025-06-23 19:30:57,856 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 8:53:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9406, loss_cls: 4.7576, loss: 4.7576 +2025-06-23 19:31:00,566 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-23 19:35:01,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:35:02,001 - pyskl - INFO - +top1_acc 0.6789 +top5_acc 0.9206 +2025-06-23 19:35:02,055 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_16.pth was removed +2025-06-23 19:35:03,127 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-06-23 19:35:03,129 - pyskl - INFO - Best top1_acc is 0.6789 at 17 epoch. +2025-06-23 19:35:03,151 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.6789, top5_acc: 0.9206 +2025-06-23 19:36:11,454 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 8:55:45, time: 0.683, data_time: 0.236, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 4.6475, loss: 4.6475 +2025-06-23 19:36:56,202 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 8:54:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9300, loss_cls: 4.6443, loss: 4.6443 +2025-06-23 19:37:40,799 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 8:54:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.5022, loss: 4.5022 +2025-06-23 19:38:25,373 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 8:53:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.6715, loss: 4.6715 +2025-06-23 19:39:09,996 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 8:52:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 4.5998, loss: 4.5998 +2025-06-23 19:39:54,563 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 8:51:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9375, loss_cls: 4.6284, loss: 4.6284 +2025-06-23 19:40:39,071 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 8:50:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9481, loss_cls: 4.4669, loss: 4.4669 +2025-06-23 19:41:23,566 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 8:49:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9581, loss_cls: 4.4742, loss: 4.4742 +2025-06-23 19:42:08,166 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 8:49:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 4.7017, loss: 4.7017 +2025-06-23 19:42:52,700 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 8:48:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9337, loss_cls: 4.5523, loss: 4.5523 +2025-06-23 19:43:37,218 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 8:47:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.5177, loss: 4.5177 +2025-06-23 19:44:21,727 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 8:46:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9337, loss_cls: 4.7148, loss: 4.7148 +2025-06-23 19:45:06,321 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 8:45:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9363, loss_cls: 4.5753, loss: 4.5753 +2025-06-23 19:45:50,881 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 8:44:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 4.5504, loss: 4.5504 +2025-06-23 19:46:35,401 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 8:43:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9363, loss_cls: 4.7401, loss: 4.7401 +2025-06-23 19:47:19,914 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 8:43:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 4.6015, loss: 4.6015 +2025-06-23 19:48:04,410 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 8:42:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 4.5882, loss: 4.5882 +2025-06-23 19:48:48,990 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 8:41:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.3447, loss: 4.3447 +2025-06-23 19:49:33,536 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 8:40:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 4.4814, loss: 4.4814 +2025-06-23 19:50:18,053 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 8:39:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 4.4505, loss: 4.4505 +2025-06-23 19:51:02,624 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 8:38:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 4.6561, loss: 4.6561 +2025-06-23 19:51:47,238 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 8:38:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 4.5245, loss: 4.5245 +2025-06-23 19:52:31,895 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 8:37:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 4.5364, loss: 4.5364 +2025-06-23 19:53:16,539 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 8:36:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9363, loss_cls: 4.6003, loss: 4.6003 +2025-06-23 19:54:01,098 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 8:35:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9444, loss_cls: 4.6108, loss: 4.6108 +2025-06-23 19:54:45,737 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 8:34:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 4.4985, loss: 4.4985 +2025-06-23 19:55:30,664 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 8:33:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 4.4545, loss: 4.4545 +2025-06-23 19:56:15,472 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 8:33:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 4.6519, loss: 4.6519 +2025-06-23 19:57:00,170 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 8:32:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9400, loss_cls: 4.5903, loss: 4.5903 +2025-06-23 19:57:44,815 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 8:31:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9419, loss_cls: 4.7980, loss: 4.7980 +2025-06-23 19:58:29,507 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 8:30:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 4.4371, loss: 4.4371 +2025-06-23 19:59:14,224 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 8:29:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 4.5178, loss: 4.5178 +2025-06-23 19:59:58,935 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 8:29:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 4.3621, loss: 4.3621 +2025-06-23 20:00:43,591 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 8:28:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9394, loss_cls: 4.5216, loss: 4.5216 +2025-06-23 20:00:46,174 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-23 20:04:46,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:04:47,133 - pyskl - INFO - +top1_acc 0.6417 +top5_acc 0.8912 +2025-06-23 20:04:47,154 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6417, top5_acc: 0.8912 +2025-06-23 20:05:54,794 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 8:29:53, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 4.4522, loss: 4.4522 +2025-06-23 20:06:39,378 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 8:29:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.5080, loss: 4.5080 +2025-06-23 20:07:23,893 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 8:28:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 4.5512, loss: 4.5512 +2025-06-23 20:08:08,388 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 8:27:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 4.5746, loss: 4.5746 +2025-06-23 20:08:52,910 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 8:26:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 4.4353, loss: 4.4353 +2025-06-23 20:09:37,447 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 8:25:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 4.5112, loss: 4.5112 +2025-06-23 20:10:22,068 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 8:24:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 4.5491, loss: 4.5491 +2025-06-23 20:11:06,612 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 8:23:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 4.5630, loss: 4.5630 +2025-06-23 20:11:51,154 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 8:23:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9481, loss_cls: 4.5092, loss: 4.5092 +2025-06-23 20:12:35,639 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 8:22:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9344, loss_cls: 4.5851, loss: 4.5851 +2025-06-23 20:13:20,155 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 8:21:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9487, loss_cls: 4.5784, loss: 4.5784 +2025-06-23 20:14:04,747 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 8:20:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.4868, loss: 4.4868 +2025-06-23 20:14:49,318 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 8:19:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.5843, loss: 4.5843 +2025-06-23 20:15:33,841 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 8:18:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9506, loss_cls: 4.4701, loss: 4.4701 +2025-06-23 20:16:18,409 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 8:18:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.5855, loss: 4.5855 +2025-06-23 20:17:02,980 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 8:17:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9519, loss_cls: 4.5093, loss: 4.5093 +2025-06-23 20:17:47,511 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 8:16:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 4.6320, loss: 4.6320 +2025-06-23 20:18:32,074 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 8:15:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9563, loss_cls: 4.5268, loss: 4.5268 +2025-06-23 20:19:16,924 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 8:14:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9325, loss_cls: 4.6653, loss: 4.6653 +2025-06-23 20:20:01,937 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 8:14:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 4.5631, loss: 4.5631 +2025-06-23 20:20:46,755 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 8:13:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 4.6619, loss: 4.6619 +2025-06-23 20:21:31,351 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 8:12:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 4.5028, loss: 4.5028 +2025-06-23 20:22:15,867 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 8:11:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9537, loss_cls: 4.4537, loss: 4.4537 +2025-06-23 20:23:00,450 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 8:10:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9406, loss_cls: 4.4822, loss: 4.4822 +2025-06-23 20:23:45,006 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 8:09:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 4.5031, loss: 4.5031 +2025-06-23 20:24:29,712 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 8:09:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 4.5619, loss: 4.5619 +2025-06-23 20:25:14,665 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 8:08:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9469, loss_cls: 4.5702, loss: 4.5702 +2025-06-23 20:25:59,457 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 8:07:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9413, loss_cls: 4.6689, loss: 4.6689 +2025-06-23 20:26:44,268 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 8:06:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9369, loss_cls: 4.6213, loss: 4.6213 +2025-06-23 20:27:29,187 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 8:05:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 4.4223, loss: 4.4223 +2025-06-23 20:28:14,011 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 8:05:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 4.3809, loss: 4.3809 +2025-06-23 20:28:58,838 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 8:04:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9375, loss_cls: 4.6452, loss: 4.6452 +2025-06-23 20:29:43,555 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 8:03:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 4.5043, loss: 4.5043 +2025-06-23 20:30:28,339 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 8:02:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 4.5078, loss: 4.5078 +2025-06-23 20:30:31,045 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-23 20:34:31,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:34:31,950 - pyskl - INFO - +top1_acc 0.7077 +top5_acc 0.9327 +2025-06-23 20:34:32,007 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_17.pth was removed +2025-06-23 20:34:33,107 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-06-23 20:34:33,109 - pyskl - INFO - Best top1_acc is 0.7077 at 19 epoch. +2025-06-23 20:34:33,130 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7077, top5_acc: 0.9327 +2025-06-23 20:35:40,994 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 8:04:13, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 4.5668, loss: 4.5668 +2025-06-23 20:36:25,651 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 8:03:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 4.4593, loss: 4.4593 +2025-06-23 20:37:10,286 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 8:02:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.4779, loss: 4.4779 +2025-06-23 20:37:54,858 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 8:01:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 4.4228, loss: 4.4228 +2025-06-23 20:38:39,486 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 8:00:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 4.3958, loss: 4.3958 +2025-06-23 20:39:23,941 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 8:00:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9487, loss_cls: 4.4859, loss: 4.4859 +2025-06-23 20:40:08,456 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 7:59:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 4.5682, loss: 4.5682 +2025-06-23 20:40:52,934 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 7:58:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 4.5710, loss: 4.5710 +2025-06-23 20:41:37,466 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 7:57:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9406, loss_cls: 4.4854, loss: 4.4854 +2025-06-23 20:42:21,977 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 7:56:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9569, loss_cls: 4.4091, loss: 4.4091 +2025-06-23 20:43:06,486 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 7:55:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9437, loss_cls: 4.5703, loss: 4.5703 +2025-06-23 20:43:51,007 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 7:55:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 4.5038, loss: 4.5038 +2025-06-23 20:44:35,490 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 7:54:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9431, loss_cls: 4.5858, loss: 4.5858 +2025-06-23 20:45:19,959 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 7:53:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9325, loss_cls: 4.5825, loss: 4.5825 +2025-06-23 20:46:04,536 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 7:52:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 4.4498, loss: 4.4498 +2025-06-23 20:46:49,075 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 7:51:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 4.4383, loss: 4.4383 +2025-06-23 20:47:33,532 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 7:50:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9400, loss_cls: 4.4246, loss: 4.4246 +2025-06-23 20:48:17,977 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 7:50:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 4.3403, loss: 4.3403 +2025-06-23 20:49:02,425 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 7:49:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 4.5092, loss: 4.5092 +2025-06-23 20:49:46,820 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 7:48:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 4.5516, loss: 4.5516 +2025-06-23 20:50:31,254 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 7:47:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9506, loss_cls: 4.4181, loss: 4.4181 +2025-06-23 20:51:15,651 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 7:46:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.5459, loss: 4.5459 +2025-06-23 20:52:00,067 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 7:45:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 4.4719, loss: 4.4719 +2025-06-23 20:52:44,510 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 7:44:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 4.4688, loss: 4.4688 +2025-06-23 20:53:29,190 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 7:44:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 4.4839, loss: 4.4839 +2025-06-23 20:54:13,801 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 7:43:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.6005, loss: 4.6005 +2025-06-23 20:54:58,841 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 7:42:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9369, loss_cls: 4.4622, loss: 4.4622 +2025-06-23 20:55:43,839 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 7:41:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9387, loss_cls: 4.5448, loss: 4.5448 +2025-06-23 20:56:28,939 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 7:40:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 4.5204, loss: 4.5204 +2025-06-23 20:57:13,779 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 7:40:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9325, loss_cls: 4.6520, loss: 4.6520 +2025-06-23 20:57:58,798 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 7:39:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9469, loss_cls: 4.5001, loss: 4.5001 +2025-06-23 20:58:44,272 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 7:38:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9525, loss_cls: 4.4550, loss: 4.4550 +2025-06-23 20:59:29,345 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 7:37:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 4.5241, loss: 4.5241 +2025-06-23 21:00:14,626 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 7:37:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 4.4973, loss: 4.4973 +2025-06-23 21:00:17,338 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-23 21:18:23,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:18:24,481 - pyskl - INFO - +top1_acc 0.7131 +top5_acc 0.9365 +2025-06-23 21:18:24,535 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_19.pth was removed +2025-06-23 21:18:25,572 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-06-23 21:18:25,573 - pyskl - INFO - Best top1_acc is 0.7131 at 20 epoch. +2025-06-23 21:18:25,595 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7131, top5_acc: 0.9365 +2025-06-23 21:19:33,314 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 7:38:32, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.3393, loss: 4.3393 +2025-06-23 21:20:17,948 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 7:37:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 4.6173, loss: 4.6173 +2025-06-23 21:21:02,759 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 7:36:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.3298, loss: 4.3298 +2025-06-23 21:21:47,474 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 7:36:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.4522, loss: 4.4522 +2025-06-23 21:22:32,052 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 7:35:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 4.5287, loss: 4.5287 +2025-06-23 21:23:16,658 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 7:34:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 4.3631, loss: 4.3631 +2025-06-23 21:24:01,276 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 7:33:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 4.5091, loss: 4.5091 +2025-06-23 21:24:45,847 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 7:32:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 4.4874, loss: 4.4874 +2025-06-23 21:25:30,346 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 7:31:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 4.5961, loss: 4.5961 +2025-06-23 21:26:14,840 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 7:31:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 4.4426, loss: 4.4426 +2025-06-23 21:26:59,384 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 7:30:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 4.4777, loss: 4.4777 +2025-06-23 21:27:43,887 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 7:29:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9325, loss_cls: 4.6412, loss: 4.6412 +2025-06-23 21:28:28,425 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 7:28:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 4.4620, loss: 4.4620 +2025-06-23 21:29:13,007 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 7:27:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 4.3272, loss: 4.3272 +2025-06-23 21:29:57,478 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 7:26:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.5012, loss: 4.5012 +2025-06-23 21:30:42,243 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 7:26:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 4.5353, loss: 4.5353 +2025-06-23 21:31:27,062 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 7:25:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 4.5429, loss: 4.5429 +2025-06-23 21:32:11,884 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 7:24:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 4.5123, loss: 4.5123 +2025-06-23 21:32:56,632 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 7:23:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 4.4142, loss: 4.4142 +2025-06-23 21:33:41,318 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 7:22:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.4284, loss: 4.4284 +2025-06-23 21:34:26,071 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 7:22:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 4.4480, loss: 4.4480 +2025-06-23 21:35:11,112 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 7:21:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 4.3836, loss: 4.3836 +2025-06-23 21:35:55,910 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 7:20:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 4.5646, loss: 4.5646 +2025-06-23 21:36:40,577 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 7:19:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9387, loss_cls: 4.4567, loss: 4.4567 +2025-06-23 21:37:25,147 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 7:18:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9481, loss_cls: 4.5034, loss: 4.5034 +2025-06-23 21:38:09,769 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 7:18:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 4.4709, loss: 4.4709 +2025-06-23 21:38:54,447 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 7:17:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 4.4864, loss: 4.4864 +2025-06-23 21:39:39,052 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 7:16:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 4.5222, loss: 4.5222 +2025-06-23 21:40:23,640 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 7:15:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9494, loss_cls: 4.4348, loss: 4.4348 +2025-06-23 21:41:08,338 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 7:14:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 4.4825, loss: 4.4825 +2025-06-23 21:41:52,874 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 7:14:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 4.3522, loss: 4.3522 +2025-06-23 21:42:37,491 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 7:13:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.5583, loss: 4.5583 +2025-06-23 21:43:22,075 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 7:12:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.5440, loss: 4.5440 +2025-06-23 21:44:06,800 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 7:11:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9413, loss_cls: 4.5159, loss: 4.5159 +2025-06-23 21:44:09,424 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-23 21:48:10,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:48:11,029 - pyskl - INFO - +top1_acc 0.6851 +top5_acc 0.9093 +2025-06-23 21:48:11,054 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6851, top5_acc: 0.9093 +2025-06-23 21:49:19,420 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 7:12:55, time: 0.684, data_time: 0.237, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 4.3497, loss: 4.3497 +2025-06-23 21:50:04,116 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 7:12:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.3272, loss: 4.3272 +2025-06-23 21:50:48,810 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 7:11:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.2931, loss: 4.2931 +2025-06-23 21:51:33,384 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 7:10:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 4.3387, loss: 4.3387 +2025-06-23 21:52:17,869 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 7:09:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9375, loss_cls: 4.4378, loss: 4.4378 +2025-06-23 21:53:02,376 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 7:08:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9381, loss_cls: 4.5474, loss: 4.5474 +2025-06-23 21:53:46,946 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 7:07:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9487, loss_cls: 4.4564, loss: 4.4564 +2025-06-23 21:54:31,419 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 7:07:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 4.3177, loss: 4.3177 +2025-06-23 21:55:15,986 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 7:06:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.4799, loss: 4.4799 +2025-06-23 21:56:00,570 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 7:05:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9450, loss_cls: 4.5345, loss: 4.5345 +2025-06-23 21:56:45,139 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 7:04:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9525, loss_cls: 4.4338, loss: 4.4338 +2025-06-23 21:57:29,726 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 7:03:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9450, loss_cls: 4.4705, loss: 4.4705 +2025-06-23 21:58:14,270 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 7:03:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9519, loss_cls: 4.4269, loss: 4.4269 +2025-06-23 21:58:58,851 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 7:02:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 4.5787, loss: 4.5787 +2025-06-23 21:59:43,486 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 7:01:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.5909, loss: 4.5909 +2025-06-23 22:00:28,081 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 7:00:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 4.4179, loss: 4.4179 +2025-06-23 22:01:12,618 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 6:59:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 4.5234, loss: 4.5234 +2025-06-23 22:01:57,215 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 6:58:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 4.3763, loss: 4.3763 +2025-06-23 22:02:41,810 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 6:58:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 4.5341, loss: 4.5341 +2025-06-23 22:03:26,398 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 6:57:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9444, loss_cls: 4.5654, loss: 4.5654 +2025-06-23 22:04:11,150 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 6:56:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.5087, loss: 4.5087 +2025-06-23 22:04:55,814 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 6:55:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 4.5038, loss: 4.5038 +2025-06-23 22:05:40,477 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 6:54:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9350, loss_cls: 4.6208, loss: 4.6208 +2025-06-23 22:06:25,138 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 6:54:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 4.5014, loss: 4.5014 +2025-06-23 22:07:09,754 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 6:53:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 4.4321, loss: 4.4321 +2025-06-23 22:07:54,362 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 6:52:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9400, loss_cls: 4.3090, loss: 4.3090 +2025-06-23 22:08:38,895 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 6:51:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 4.4193, loss: 4.4193 +2025-06-23 22:09:23,401 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 6:50:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 4.4785, loss: 4.4785 +2025-06-23 22:10:07,945 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 6:49:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 4.5594, loss: 4.5594 +2025-06-23 22:10:52,375 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 6:49:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 4.5372, loss: 4.5372 +2025-06-23 22:11:36,816 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 6:48:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9275, loss_cls: 4.5030, loss: 4.5030 +2025-06-23 22:12:21,506 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 6:47:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9494, loss_cls: 4.4748, loss: 4.4748 +2025-06-23 22:13:06,021 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 6:46:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9494, loss_cls: 4.5088, loss: 4.5088 +2025-06-23 22:13:50,612 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 6:45:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9437, loss_cls: 4.4885, loss: 4.4885 +2025-06-23 22:13:53,206 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-23 22:17:53,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:17:54,041 - pyskl - INFO - +top1_acc 0.6869 +top5_acc 0.9177 +2025-06-23 22:17:54,063 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6869, top5_acc: 0.9177 +2025-06-23 22:19:01,161 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 6:46:56, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 4.5013, loss: 4.5013 +2025-06-23 22:19:45,789 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 6:46:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 4.3807, loss: 4.3807 +2025-06-23 22:20:30,731 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 6:45:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 4.2959, loss: 4.2959 +2025-06-23 22:21:15,442 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 6:44:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.3973, loss: 4.3973 +2025-06-23 22:21:59,973 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 6:43:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 4.2595, loss: 4.2595 +2025-06-23 22:22:44,571 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 6:42:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.3077, loss: 4.3077 +2025-06-23 22:23:29,151 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 6:42:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 4.4133, loss: 4.4133 +2025-06-23 22:24:13,757 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 6:41:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9413, loss_cls: 4.3753, loss: 4.3753 +2025-06-23 22:24:58,307 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 6:40:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 4.4072, loss: 4.4072 +2025-06-23 22:25:42,834 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 6:39:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 4.4317, loss: 4.4317 +2025-06-23 22:26:27,361 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 6:38:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.5272, loss: 4.5272 +2025-06-23 22:27:11,954 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 6:37:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.3286, loss: 4.3286 +2025-06-23 22:27:56,502 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 6:37:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 4.3130, loss: 4.3130 +2025-06-23 22:28:40,976 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 6:36:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 4.5827, loss: 4.5827 +2025-06-23 22:29:25,472 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 6:35:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 4.5640, loss: 4.5640 +2025-06-23 22:30:10,178 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 6:34:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9456, loss_cls: 4.3094, loss: 4.3094 +2025-06-23 22:30:54,732 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 6:33:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9431, loss_cls: 4.3694, loss: 4.3694 +2025-06-23 22:31:39,422 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 6:33:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 4.4348, loss: 4.4348 +2025-06-23 22:32:24,003 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 6:32:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 4.4452, loss: 4.4452 +2025-06-23 22:33:08,706 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 6:31:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 4.4687, loss: 4.4687 +2025-06-23 22:33:53,399 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 6:30:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.3462, loss: 4.3462 +2025-06-23 22:34:37,971 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 6:29:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 4.5196, loss: 4.5196 +2025-06-23 22:35:22,538 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 6:29:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.4922, loss: 4.4922 +2025-06-23 22:36:07,078 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 6:28:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9337, loss_cls: 4.7821, loss: 4.7821 +2025-06-23 22:36:51,656 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 6:27:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.3891, loss: 4.3891 +2025-06-23 22:37:36,233 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 6:26:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.3660, loss: 4.3660 +2025-06-23 22:38:20,858 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 6:25:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9350, loss_cls: 4.5987, loss: 4.5987 +2025-06-23 22:39:05,477 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 6:24:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9456, loss_cls: 4.5611, loss: 4.5611 +2025-06-23 22:39:50,176 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 6:24:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 4.5243, loss: 4.5243 +2025-06-23 22:40:34,721 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 6:23:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.3685, loss: 4.3685 +2025-06-23 22:41:19,314 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 6:22:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.2615, loss: 4.2615 +2025-06-23 22:42:03,942 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 6:21:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.4139, loss: 4.4139 +2025-06-23 22:42:48,497 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 6:20:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.4581, loss: 4.4581 +2025-06-23 22:43:33,051 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 6:20:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9475, loss_cls: 4.4829, loss: 4.4829 +2025-06-23 22:43:35,594 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-23 22:47:36,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:47:36,930 - pyskl - INFO - +top1_acc 0.7070 +top5_acc 0.9338 +2025-06-23 22:47:36,954 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7070, top5_acc: 0.9338 +2025-06-23 22:48:44,791 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 6:21:07, time: 0.678, data_time: 0.231, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9587, loss_cls: 4.2648, loss: 4.2648 +2025-06-23 22:49:29,517 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 6:20:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9469, loss_cls: 4.2863, loss: 4.2863 +2025-06-23 22:50:14,204 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 6:19:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 4.2906, loss: 4.2906 +2025-06-23 22:50:58,965 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 6:18:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.3533, loss: 4.3533 +2025-06-23 22:51:43,554 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 6:17:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 4.4800, loss: 4.4800 +2025-06-23 22:52:28,017 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 6:17:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.3922, loss: 4.3922 +2025-06-23 22:53:12,298 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 6:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 4.3658, loss: 4.3658 +2025-06-23 22:53:56,814 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 6:15:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 4.3601, loss: 4.3601 +2025-06-23 22:54:41,364 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 6:14:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9406, loss_cls: 4.4812, loss: 4.4812 +2025-06-23 22:55:25,911 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 6:13:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 4.3902, loss: 4.3902 +2025-06-23 22:56:10,462 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 6:12:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9587, loss_cls: 4.3112, loss: 4.3112 +2025-06-23 22:56:54,927 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 6:12:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 4.3989, loss: 4.3989 +2025-06-23 22:57:39,455 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 6:11:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 4.4217, loss: 4.4217 +2025-06-23 22:58:24,041 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 6:10:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 4.4039, loss: 4.4039 +2025-06-23 22:59:08,598 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 6:09:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 4.3617, loss: 4.3617 +2025-06-23 22:59:53,190 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 6:08:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 4.3395, loss: 4.3395 +2025-06-23 23:00:37,762 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 6:08:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 4.4021, loss: 4.4021 +2025-06-23 23:01:22,359 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 6:07:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 4.3782, loss: 4.3782 +2025-06-23 23:02:07,018 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 6:06:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 4.4701, loss: 4.4701 +2025-06-23 23:02:51,690 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 6:05:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.4331, loss: 4.4331 +2025-06-23 23:03:36,189 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 6:04:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 4.5350, loss: 4.5350 +2025-06-23 23:04:20,804 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 6:04:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 4.3841, loss: 4.3841 +2025-06-23 23:05:05,271 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 6:03:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 4.3851, loss: 4.3851 +2025-06-23 23:05:49,795 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 6:02:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 4.4779, loss: 4.4779 +2025-06-23 23:06:34,309 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 6:01:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 4.5098, loss: 4.5098 +2025-06-23 23:07:18,808 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 6:00:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9381, loss_cls: 4.4660, loss: 4.4660 +2025-06-23 23:08:03,442 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 5:59:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 4.4869, loss: 4.4869 +2025-06-23 23:08:48,225 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 5:59:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 4.5499, loss: 4.5499 +2025-06-23 23:09:32,927 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 5:58:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 4.5025, loss: 4.5025 +2025-06-23 23:10:17,622 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 5:57:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 4.3861, loss: 4.3861 +2025-06-23 23:11:02,331 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 5:56:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 4.4752, loss: 4.4752 +2025-06-23 23:11:47,102 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 5:55:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 4.5479, loss: 4.5479 +2025-06-23 23:12:31,918 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 5:55:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 4.4118, loss: 4.4118 +2025-06-23 23:13:16,652 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 5:54:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9375, loss_cls: 4.5995, loss: 4.5995 +2025-06-23 23:13:19,219 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-23 23:17:19,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:17:20,523 - pyskl - INFO - +top1_acc 0.6875 +top5_acc 0.9212 +2025-06-23 23:17:20,545 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.6875, top5_acc: 0.9212 +2025-06-23 23:18:28,429 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 5:55:19, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.3340, loss: 4.3340 +2025-06-23 23:19:13,191 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 5:54:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 4.1246, loss: 4.1246 +2025-06-23 23:19:57,868 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 5:53:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 4.3074, loss: 4.3074 +2025-06-23 23:20:42,568 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 5:52:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 4.3856, loss: 4.3856 +2025-06-23 23:21:27,269 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 5:52:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 4.3640, loss: 4.3640 +2025-06-23 23:22:11,870 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 5:51:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 4.3971, loss: 4.3971 +2025-06-23 23:22:56,534 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 5:50:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 4.2518, loss: 4.2518 +2025-06-23 23:23:41,117 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 5:49:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 4.4169, loss: 4.4169 +2025-06-23 23:24:25,659 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 5:48:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 4.4267, loss: 4.4267 +2025-06-23 23:25:10,312 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 5:48:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 4.3080, loss: 4.3080 +2025-06-23 23:25:54,934 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 5:47:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 4.2899, loss: 4.2899 +2025-06-23 23:26:39,500 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 5:46:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 4.5473, loss: 4.5473 +2025-06-23 23:27:24,130 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 5:45:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 4.4320, loss: 4.4320 +2025-06-23 23:28:08,788 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 5:44:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 4.1973, loss: 4.1973 +2025-06-23 23:28:53,549 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 5:44:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9325, loss_cls: 4.4170, loss: 4.4170 +2025-06-23 23:29:38,184 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 5:43:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9537, loss_cls: 4.4040, loss: 4.4040 +2025-06-23 23:30:22,752 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 5:42:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 4.2918, loss: 4.2918 +2025-06-23 23:31:07,483 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 5:41:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.3477, loss: 4.3477 +2025-06-23 23:31:52,156 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 5:40:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 4.3235, loss: 4.3235 +2025-06-23 23:32:36,746 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 5:40:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 4.4236, loss: 4.4236 +2025-06-23 23:33:21,412 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 5:39:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.4232, loss: 4.4232 +2025-06-23 23:34:06,131 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 5:38:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 4.4880, loss: 4.4880 +2025-06-23 23:34:50,883 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 5:37:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9331, loss_cls: 4.3711, loss: 4.3711 +2025-06-23 23:35:35,535 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 5:36:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9363, loss_cls: 4.4909, loss: 4.4909 +2025-06-23 23:36:20,254 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 5:36:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9350, loss_cls: 4.4897, loss: 4.4897 +2025-06-23 23:37:04,853 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 5:35:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 4.3284, loss: 4.3284 +2025-06-23 23:37:49,462 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 5:34:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 4.4438, loss: 4.4438 +2025-06-23 23:38:34,073 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 5:33:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9400, loss_cls: 4.4320, loss: 4.4320 +2025-06-23 23:39:18,634 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 5:32:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 4.4640, loss: 4.4640 +2025-06-23 23:40:03,113 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 5:31:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 4.4587, loss: 4.4587 +2025-06-23 23:40:47,692 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 5:31:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.3535, loss: 4.3535 +2025-06-23 23:41:33,030 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 5:30:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 4.4364, loss: 4.4364 +2025-06-23 23:42:18,289 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 5:29:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 4.4039, loss: 4.4039 +2025-06-23 23:43:03,601 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 5:28:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9569, loss_cls: 4.3478, loss: 4.3478 +2025-06-23 23:43:06,202 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-24 00:01:30,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:01:31,191 - pyskl - INFO - +top1_acc 0.6821 +top5_acc 0.9164 +2025-06-24 00:01:31,230 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.6821, top5_acc: 0.9164 +2025-06-24 00:02:40,385 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 5:29:55, time: 0.691, data_time: 0.243, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 4.2872, loss: 4.2872 +2025-06-24 00:03:25,005 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 5:29:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 4.4033, loss: 4.4033 +2025-06-24 00:04:09,536 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 5:28:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9519, loss_cls: 4.3920, loss: 4.3920 +2025-06-24 00:04:54,142 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 5:27:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 4.2855, loss: 4.2855 +2025-06-24 00:05:38,781 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 5:26:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 4.3069, loss: 4.3069 +2025-06-24 00:06:23,618 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 5:25:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 4.3793, loss: 4.3793 +2025-06-24 00:07:08,499 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 5:25:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9569, loss_cls: 4.4064, loss: 4.4064 +2025-06-24 00:07:53,194 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 5:24:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 4.5589, loss: 4.5589 +2025-06-24 00:08:37,873 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 5:23:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 4.3174, loss: 4.3174 +2025-06-24 00:09:22,415 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 5:22:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9369, loss_cls: 4.3097, loss: 4.3097 +2025-06-24 00:10:07,030 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 5:21:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 4.3820, loss: 4.3820 +2025-06-24 00:10:51,742 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 5:21:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.5430, loss: 4.5430 +2025-06-24 00:11:36,354 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 5:20:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 4.3149, loss: 4.3149 +2025-06-24 00:12:20,959 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 5:19:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 4.4997, loss: 4.4997 +2025-06-24 00:13:05,403 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 5:18:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 4.3495, loss: 4.3495 +2025-06-24 00:13:49,875 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 5:17:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.4030, loss: 4.4030 +2025-06-24 00:14:34,242 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 5:17:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 4.3335, loss: 4.3335 +2025-06-24 00:15:18,741 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 5:16:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 4.4058, loss: 4.4058 +2025-06-24 00:16:03,219 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 5:15:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 4.4615, loss: 4.4615 +2025-06-24 00:16:47,741 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 5:14:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 4.5502, loss: 4.5502 +2025-06-24 00:17:32,208 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 5:13:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 4.4093, loss: 4.4093 +2025-06-24 00:18:16,781 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 5:12:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 4.3956, loss: 4.3956 +2025-06-24 00:19:01,406 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 5:12:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 4.3439, loss: 4.3439 +2025-06-24 00:19:46,085 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 5:11:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 4.4133, loss: 4.4133 +2025-06-24 00:20:30,866 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 5:10:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 4.4233, loss: 4.4233 +2025-06-24 00:21:15,643 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 5:09:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 4.3427, loss: 4.3427 +2025-06-24 00:22:00,247 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 5:08:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 4.2441, loss: 4.2441 +2025-06-24 00:22:44,802 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 5:08:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 4.4117, loss: 4.4117 +2025-06-24 00:23:29,349 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 5:07:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.2528, loss: 4.2528 +2025-06-24 00:24:13,857 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 5:06:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.4749, loss: 4.4749 +2025-06-24 00:24:58,421 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 5:05:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9387, loss_cls: 4.4397, loss: 4.4397 +2025-06-24 00:25:43,004 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 5:04:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.3378, loss: 4.3378 +2025-06-24 00:26:27,480 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 5:04:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 4.4177, loss: 4.4177 +2025-06-24 00:27:12,091 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 5:03:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 4.2481, loss: 4.2481 +2025-06-24 00:27:14,642 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-24 00:31:13,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:31:14,218 - pyskl - INFO - +top1_acc 0.7301 +top5_acc 0.9363 +2025-06-24 00:31:14,271 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_20.pth was removed +2025-06-24 00:31:15,310 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-06-24 00:31:15,311 - pyskl - INFO - Best top1_acc is 0.7301 at 26 epoch. +2025-06-24 00:31:15,335 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7301, top5_acc: 0.9363 +2025-06-24 00:32:24,215 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 5:04:11, time: 0.689, data_time: 0.240, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 4.3103, loss: 4.3103 +2025-06-24 00:33:09,129 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 5:03:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 4.1807, loss: 4.1807 +2025-06-24 00:33:53,949 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 5:02:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 4.3037, loss: 4.3037 +2025-06-24 00:34:38,838 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 5:01:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.1815, loss: 4.1815 +2025-06-24 00:35:23,441 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 5:01:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.4031, loss: 4.4031 +2025-06-24 00:36:08,006 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 5:00:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 4.2518, loss: 4.2518 +2025-06-24 00:36:52,488 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 4:59:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 4.2884, loss: 4.2884 +2025-06-24 00:37:37,150 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 4:58:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 4.3963, loss: 4.3963 +2025-06-24 00:38:21,775 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 4:57:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 4.2111, loss: 4.2111 +2025-06-24 00:39:06,379 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 4:56:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 4.4528, loss: 4.4528 +2025-06-24 00:39:50,976 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 4:56:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 4.2969, loss: 4.2969 +2025-06-24 00:40:35,578 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 4:55:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.3306, loss: 4.3306 +2025-06-24 00:41:20,156 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 4:54:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.3930, loss: 4.3930 +2025-06-24 00:42:04,806 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 4:53:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 4.3453, loss: 4.3453 +2025-06-24 00:42:49,417 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 4:52:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9550, loss_cls: 4.3994, loss: 4.3994 +2025-06-24 00:43:34,135 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 4:52:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 4.3933, loss: 4.3933 +2025-06-24 00:44:18,719 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 4:51:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9350, loss_cls: 4.4869, loss: 4.4869 +2025-06-24 00:45:03,391 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 4:50:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 4.2714, loss: 4.2714 +2025-06-24 00:45:48,020 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 4:49:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9469, loss_cls: 4.4418, loss: 4.4418 +2025-06-24 00:46:32,666 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 4:48:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 4.3524, loss: 4.3524 +2025-06-24 00:47:17,337 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 4:48:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9463, loss_cls: 4.3005, loss: 4.3005 +2025-06-24 00:48:01,940 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 4:47:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.3849, loss: 4.3849 +2025-06-24 00:48:46,519 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 4:46:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9550, loss_cls: 4.2655, loss: 4.2655 +2025-06-24 00:49:31,091 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 4:45:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 4.3190, loss: 4.3190 +2025-06-24 00:50:15,776 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 4:44:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9669, loss_cls: 4.2055, loss: 4.2055 +2025-06-24 00:51:00,350 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 4:44:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.4075, loss: 4.4075 +2025-06-24 00:51:44,981 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 4:43:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.3649, loss: 4.3649 +2025-06-24 00:52:29,537 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 4:42:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 4.4108, loss: 4.4108 +2025-06-24 00:53:14,180 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 4:41:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 4.3795, loss: 4.3795 +2025-06-24 00:53:58,747 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 4:40:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 4.5378, loss: 4.5378 +2025-06-24 00:54:43,370 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 4:40:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 4.4340, loss: 4.4340 +2025-06-24 00:55:27,944 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 4:39:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9375, loss_cls: 4.5562, loss: 4.5562 +2025-06-24 00:56:12,534 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 4:38:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 4.4808, loss: 4.4808 +2025-06-24 00:56:57,230 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 4:37:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9519, loss_cls: 4.4489, loss: 4.4489 +2025-06-24 00:56:59,950 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-24 01:00:59,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:00:59,788 - pyskl - INFO - +top1_acc 0.6983 +top5_acc 0.9282 +2025-06-24 01:00:59,808 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.6983, top5_acc: 0.9282 +2025-06-24 01:02:08,115 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 4:38:31, time: 0.683, data_time: 0.235, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.2751, loss: 4.2751 +2025-06-24 01:02:52,887 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 4:37:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 4.3039, loss: 4.3039 +2025-06-24 01:03:37,493 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 4:36:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 4.2941, loss: 4.2941 +2025-06-24 01:04:22,149 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 4:36:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9625, loss_cls: 4.4004, loss: 4.4004 +2025-06-24 01:05:06,867 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 4:35:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 4.2897, loss: 4.2897 +2025-06-24 01:05:51,578 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 4:34:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 4.1839, loss: 4.1839 +2025-06-24 01:06:36,143 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 4:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 4.4614, loss: 4.4614 +2025-06-24 01:07:20,692 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 4:32:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 4.4190, loss: 4.4190 +2025-06-24 01:08:05,247 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 4:32:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.3049, loss: 4.3049 +2025-06-24 01:08:49,807 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 4:31:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 4.3353, loss: 4.3353 +2025-06-24 01:09:34,389 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 4:30:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 4.3468, loss: 4.3468 +2025-06-24 01:10:18,933 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 4:29:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 4.3370, loss: 4.3370 +2025-06-24 01:11:03,558 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 4:28:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.3724, loss: 4.3724 +2025-06-24 01:11:48,317 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 4:28:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 4.3037, loss: 4.3037 +2025-06-24 01:12:33,135 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 4:27:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9400, loss_cls: 4.3598, loss: 4.3598 +2025-06-24 01:13:17,717 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 4:26:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 4.1641, loss: 4.1641 +2025-06-24 01:14:02,294 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 4:25:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.3650, loss: 4.3650 +2025-06-24 01:14:46,923 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 4:24:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 4.4462, loss: 4.4462 +2025-06-24 01:15:31,357 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 4:24:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 4.1070, loss: 4.1070 +2025-06-24 01:16:15,888 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 4:23:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 4.5737, loss: 4.5737 +2025-06-24 01:17:00,573 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 4:22:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 4.3526, loss: 4.3526 +2025-06-24 01:17:45,276 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 4:21:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 4.2643, loss: 4.2643 +2025-06-24 01:18:29,930 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 4:20:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.3358, loss: 4.3358 +2025-06-24 01:19:14,492 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 4:20:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 4.3367, loss: 4.3367 +2025-06-24 01:19:59,123 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 4:19:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.2720, loss: 4.2720 +2025-06-24 01:20:43,711 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 4:18:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9494, loss_cls: 4.3801, loss: 4.3801 +2025-06-24 01:21:28,342 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 4:17:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.4472, loss: 4.4472 +2025-06-24 01:22:12,996 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 4:16:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 4.4648, loss: 4.4648 +2025-06-24 01:22:57,616 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 4:16:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 4.2738, loss: 4.2738 +2025-06-24 01:23:42,573 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 4:15:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9413, loss_cls: 4.3138, loss: 4.3138 +2025-06-24 01:24:27,366 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 4:14:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 4.3407, loss: 4.3407 +2025-06-24 01:25:11,938 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 4:13:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9550, loss_cls: 4.3890, loss: 4.3890 +2025-06-24 01:25:56,584 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 4:12:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9469, loss_cls: 4.4005, loss: 4.4005 +2025-06-24 01:26:41,143 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 4:12:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 4.3054, loss: 4.3054 +2025-06-24 01:26:43,796 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-24 01:30:43,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:30:44,003 - pyskl - INFO - +top1_acc 0.7241 +top5_acc 0.9343 +2025-06-24 01:30:44,026 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7241, top5_acc: 0.9343 +2025-06-24 01:31:51,718 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 4:12:48, time: 0.677, data_time: 0.232, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 4.2754, loss: 4.2754 +2025-06-24 01:32:36,300 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 4:12:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.1784, loss: 4.1784 +2025-06-24 01:33:20,821 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 4:11:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 4.2078, loss: 4.2078 +2025-06-24 01:34:05,195 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 4:10:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 4.2092, loss: 4.2092 +2025-06-24 01:34:49,566 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 4:09:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 4.2770, loss: 4.2770 +2025-06-24 01:35:33,835 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 4:08:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 4.1835, loss: 4.1835 +2025-06-24 01:36:18,248 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 4:07:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 4.3630, loss: 4.3630 +2025-06-24 01:37:02,734 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 4:07:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.2276, loss: 4.2276 +2025-06-24 01:37:47,182 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 4:06:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.2190, loss: 4.2190 +2025-06-24 01:38:31,690 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 4:05:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 4.3232, loss: 4.3232 +2025-06-24 01:39:16,135 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 4:04:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9587, loss_cls: 4.2603, loss: 4.2603 +2025-06-24 01:40:00,608 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 4:03:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 4.4203, loss: 4.4203 +2025-06-24 01:40:45,094 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 4:03:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.1779, loss: 4.1779 +2025-06-24 01:41:29,755 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 4:02:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9544, loss_cls: 4.2988, loss: 4.2988 +2025-06-24 01:42:14,506 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 4:01:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9387, loss_cls: 4.3192, loss: 4.3192 +2025-06-24 01:42:59,099 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 4:00:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.2251, loss: 4.2251 +2025-06-24 01:43:43,655 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 3:59:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 4.3555, loss: 4.3555 +2025-06-24 01:44:28,185 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 3:59:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 4.2511, loss: 4.2511 +2025-06-24 01:45:12,737 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 3:58:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.4681, loss: 4.4681 +2025-06-24 01:45:57,297 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 3:57:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9587, loss_cls: 4.2747, loss: 4.2747 +2025-06-24 01:46:41,942 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 3:56:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.3554, loss: 4.3554 +2025-06-24 01:47:26,601 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 3:55:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9556, loss_cls: 4.4827, loss: 4.4827 +2025-06-24 01:48:11,282 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 3:55:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.3307, loss: 4.3307 +2025-06-24 01:48:55,881 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 3:54:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.3701, loss: 4.3701 +2025-06-24 01:49:40,453 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 3:53:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 4.2377, loss: 4.2377 +2025-06-24 01:50:24,947 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 3:52:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.3109, loss: 4.3109 +2025-06-24 01:51:09,454 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 3:51:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 4.4027, loss: 4.4027 +2025-06-24 01:51:53,986 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 3:51:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 4.3765, loss: 4.3765 +2025-06-24 01:52:38,506 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 3:50:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 4.4347, loss: 4.4347 +2025-06-24 01:53:23,192 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 3:49:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.3477, loss: 4.3477 +2025-06-24 01:54:07,501 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 3:48:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 4.3651, loss: 4.3651 +2025-06-24 01:54:51,953 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 3:47:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 4.4050, loss: 4.4050 +2025-06-24 01:55:36,492 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 3:47:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 4.3862, loss: 4.3862 +2025-06-24 01:56:20,995 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 3:46:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9469, loss_cls: 4.2054, loss: 4.2054 +2025-06-24 01:56:23,723 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-24 02:00:21,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:00:22,023 - pyskl - INFO - +top1_acc 0.6769 +top5_acc 0.9143 +2025-06-24 02:00:22,044 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.6769, top5_acc: 0.9143 +2025-06-24 02:01:29,832 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 3:46:50, time: 0.678, data_time: 0.234, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 4.1480, loss: 4.1480 +2025-06-24 02:02:14,356 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 3:46:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.3184, loss: 4.3184 +2025-06-24 02:02:58,922 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 3:45:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.2785, loss: 4.2785 +2025-06-24 02:03:43,539 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 3:44:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.2887, loss: 4.2887 +2025-06-24 02:04:28,191 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 3:43:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 4.2222, loss: 4.2222 +2025-06-24 02:05:12,630 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 3:42:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 4.1847, loss: 4.1847 +2025-06-24 02:05:57,065 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 3:42:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 4.2890, loss: 4.2890 +2025-06-24 02:06:41,455 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 3:41:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 4.2685, loss: 4.2685 +2025-06-24 02:07:25,906 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 3:40:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.3143, loss: 4.3143 +2025-06-24 02:08:10,394 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 3:39:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 4.3213, loss: 4.3213 +2025-06-24 02:08:54,715 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 3:38:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 4.3007, loss: 4.3007 +2025-06-24 02:09:39,153 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 3:37:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 4.3152, loss: 4.3152 +2025-06-24 02:10:23,655 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 3:37:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.3715, loss: 4.3715 +2025-06-24 02:11:08,069 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 3:36:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.3651, loss: 4.3651 +2025-06-24 02:11:52,488 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 3:35:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 4.3291, loss: 4.3291 +2025-06-24 02:12:36,961 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 3:34:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.3125, loss: 4.3125 +2025-06-24 02:13:21,526 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 3:33:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 4.2855, loss: 4.2855 +2025-06-24 02:14:06,154 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 3:33:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 4.3485, loss: 4.3485 +2025-06-24 02:14:50,727 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 3:32:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 4.3704, loss: 4.3704 +2025-06-24 02:15:35,313 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 3:31:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.3153, loss: 4.3153 +2025-06-24 02:16:19,826 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 3:30:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9556, loss_cls: 4.3584, loss: 4.3584 +2025-06-24 02:17:04,347 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 3:29:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.2027, loss: 4.2027 +2025-06-24 02:17:48,692 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 3:29:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.4177, loss: 4.4177 +2025-06-24 02:18:33,141 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 3:28:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 4.2338, loss: 4.2338 +2025-06-24 02:19:17,733 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 3:27:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.2220, loss: 4.2220 +2025-06-24 02:20:02,291 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 3:26:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 4.3056, loss: 4.3056 +2025-06-24 02:20:46,802 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 3:25:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9519, loss_cls: 4.2845, loss: 4.2845 +2025-06-24 02:21:31,369 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 3:25:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 4.3911, loss: 4.3911 +2025-06-24 02:22:15,918 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 3:24:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 4.4616, loss: 4.4616 +2025-06-24 02:23:00,510 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 3:23:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 4.1501, loss: 4.1501 +2025-06-24 02:23:45,087 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 3:22:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 4.2911, loss: 4.2911 +2025-06-24 02:24:29,730 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 3:21:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9413, loss_cls: 4.3910, loss: 4.3910 +2025-06-24 02:25:14,360 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 3:21:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 4.2593, loss: 4.2593 +2025-06-24 02:25:59,005 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 3:20:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.3118, loss: 4.3118 +2025-06-24 02:26:01,605 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-24 02:44:13,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:44:13,880 - pyskl - INFO - +top1_acc 0.6971 +top5_acc 0.9223 +2025-06-24 02:44:13,903 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.6971, top5_acc: 0.9223 +2025-06-24 02:45:21,811 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 3:20:53, time: 0.679, data_time: 0.230, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 4.1924, loss: 4.1924 +2025-06-24 02:46:06,592 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 3:20:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 4.1662, loss: 4.1662 +2025-06-24 02:46:51,349 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 3:19:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 4.2633, loss: 4.2633 +2025-06-24 02:47:36,095 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 3:18:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 4.4094, loss: 4.4094 +2025-06-24 02:48:20,935 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 3:17:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9606, loss_cls: 4.2756, loss: 4.2756 +2025-06-24 02:49:05,597 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 3:16:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.2998, loss: 4.2998 +2025-06-24 02:49:50,280 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 3:16:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 4.4263, loss: 4.4263 +2025-06-24 02:50:34,847 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 3:15:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.2138, loss: 4.2138 +2025-06-24 02:51:19,391 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 3:14:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.2478, loss: 4.2478 +2025-06-24 02:52:03,931 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 3:13:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 4.2354, loss: 4.2354 +2025-06-24 02:52:48,379 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 3:12:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 4.2870, loss: 4.2870 +2025-06-24 02:53:32,872 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 3:12:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 4.2082, loss: 4.2082 +2025-06-24 02:54:17,405 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 3:11:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 4.2433, loss: 4.2433 +2025-06-24 02:55:01,925 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 3:10:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 4.2810, loss: 4.2810 +2025-06-24 02:55:46,454 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 3:09:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 4.2221, loss: 4.2221 +2025-06-24 02:56:31,114 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 3:08:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 4.2275, loss: 4.2275 +2025-06-24 02:57:15,670 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 3:08:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.4339, loss: 4.4339 +2025-06-24 02:58:00,270 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 3:07:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 4.2547, loss: 4.2547 +2025-06-24 02:58:44,894 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 3:06:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 4.2091, loss: 4.2091 +2025-06-24 02:59:29,816 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 3:05:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.1532, loss: 4.1532 +2025-06-24 03:00:14,604 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 3:05:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 4.2950, loss: 4.2950 +2025-06-24 03:00:59,274 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 3:04:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 4.3850, loss: 4.3850 +2025-06-24 03:01:43,994 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 3:03:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9575, loss_cls: 4.3345, loss: 4.3345 +2025-06-24 03:02:28,638 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 3:02:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 4.3323, loss: 4.3323 +2025-06-24 03:03:13,475 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 3:01:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 4.2880, loss: 4.2880 +2025-06-24 03:03:58,215 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 3:01:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 4.2059, loss: 4.2059 +2025-06-24 03:04:42,886 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 3:00:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 4.1647, loss: 4.1647 +2025-06-24 03:05:27,652 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 2:59:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 4.3529, loss: 4.3529 +2025-06-24 03:06:12,389 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 2:58:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9575, loss_cls: 4.1977, loss: 4.1977 +2025-06-24 03:06:57,130 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 2:57:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.2153, loss: 4.2153 +2025-06-24 03:07:41,828 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 2:57:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 4.2901, loss: 4.2901 +2025-06-24 03:08:26,402 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 2:56:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 4.3749, loss: 4.3749 +2025-06-24 03:09:11,025 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 2:55:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 4.2021, loss: 4.2021 +2025-06-24 03:09:55,675 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 2:54:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 4.4766, loss: 4.4766 +2025-06-24 03:09:58,418 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-24 03:13:55,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:13:55,993 - pyskl - INFO - +top1_acc 0.7171 +top5_acc 0.9291 +2025-06-24 03:13:56,014 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7171, top5_acc: 0.9291 +2025-06-24 03:15:03,802 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 2:55:16, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 4.1824, loss: 4.1824 +2025-06-24 03:15:48,432 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 2:54:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 4.1281, loss: 4.1281 +2025-06-24 03:16:32,940 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 2:53:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 4.2834, loss: 4.2834 +2025-06-24 03:17:17,432 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 2:52:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 4.1356, loss: 4.1356 +2025-06-24 03:18:01,923 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 2:52:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.4203, loss: 4.4203 +2025-06-24 03:18:46,419 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 2:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9481, loss_cls: 4.2243, loss: 4.2243 +2025-06-24 03:19:30,977 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 2:50:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.2598, loss: 4.2598 +2025-06-24 03:20:15,538 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 2:49:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 4.1919, loss: 4.1919 +2025-06-24 03:21:00,102 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 2:48:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 4.3163, loss: 4.3163 +2025-06-24 03:21:44,693 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 2:48:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 4.3178, loss: 4.3178 +2025-06-24 03:22:29,384 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 2:47:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9519, loss_cls: 4.4018, loss: 4.4018 +2025-06-24 03:23:14,042 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 2:46:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 4.2945, loss: 4.2945 +2025-06-24 03:23:58,664 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 2:45:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 4.2425, loss: 4.2425 +2025-06-24 03:24:43,299 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 2:44:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 4.2979, loss: 4.2979 +2025-06-24 03:25:27,854 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 2:44:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9581, loss_cls: 4.2656, loss: 4.2656 +2025-06-24 03:26:12,503 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 2:43:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9444, loss_cls: 4.1990, loss: 4.1990 +2025-06-24 03:26:57,114 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 2:42:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 4.3664, loss: 4.3664 +2025-06-24 03:27:41,782 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 2:41:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 4.2950, loss: 4.2950 +2025-06-24 03:28:26,374 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 2:40:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 4.1706, loss: 4.1706 +2025-06-24 03:29:10,960 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 2:40:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 4.2822, loss: 4.2822 +2025-06-24 03:29:55,514 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 2:39:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 4.2689, loss: 4.2689 +2025-06-24 03:30:40,069 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 2:38:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.3176, loss: 4.3176 +2025-06-24 03:31:24,696 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 2:37:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 4.2943, loss: 4.2943 +2025-06-24 03:32:09,346 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 2:36:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.4290, loss: 4.4290 +2025-06-24 03:32:53,939 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 2:36:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 4.2317, loss: 4.2317 +2025-06-24 03:33:38,480 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 2:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 4.2734, loss: 4.2734 +2025-06-24 03:34:23,140 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 2:34:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.3792, loss: 4.3792 +2025-06-24 03:35:07,739 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 2:33:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 4.1351, loss: 4.1351 +2025-06-24 03:35:52,373 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 2:33:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.4564, loss: 4.4564 +2025-06-24 03:36:36,942 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 2:32:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 4.3691, loss: 4.3691 +2025-06-24 03:37:21,510 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 2:31:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 4.3838, loss: 4.3838 +2025-06-24 03:38:06,077 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 2:30:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 4.3372, loss: 4.3372 +2025-06-24 03:38:50,666 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 2:29:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 4.0953, loss: 4.0953 +2025-06-24 03:39:35,219 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 2:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.2842, loss: 4.2842 +2025-06-24 03:39:37,859 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-24 03:43:37,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:43:38,199 - pyskl - INFO - +top1_acc 0.7226 +top5_acc 0.9330 +2025-06-24 03:43:38,221 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7226, top5_acc: 0.9330 +2025-06-24 03:44:45,410 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 2:29:26, time: 0.672, data_time: 0.227, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.2779, loss: 4.2779 +2025-06-24 03:45:29,994 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 2:28:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 4.1953, loss: 4.1953 +2025-06-24 03:46:14,630 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 2:27:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 4.1737, loss: 4.1737 +2025-06-24 03:46:59,250 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 2:27:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 4.1465, loss: 4.1465 +2025-06-24 03:47:43,756 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 2:26:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 4.2044, loss: 4.2044 +2025-06-24 03:48:28,296 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 2:25:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 4.1658, loss: 4.1658 +2025-06-24 03:49:12,747 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 2:24:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 4.4119, loss: 4.4119 +2025-06-24 03:49:57,382 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 2:23:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 4.1530, loss: 4.1530 +2025-06-24 03:50:41,988 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 2:23:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 4.1822, loss: 4.1822 +2025-06-24 03:51:26,689 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 2:22:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.2281, loss: 4.2281 +2025-06-24 03:52:10,999 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 2:21:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 4.1402, loss: 4.1402 +2025-06-24 03:52:55,895 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 2:20:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 4.3464, loss: 4.3464 +2025-06-24 03:53:40,354 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 2:19:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 4.3613, loss: 4.3613 +2025-06-24 03:54:24,887 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 2:19:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 4.3791, loss: 4.3791 +2025-06-24 03:55:09,422 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 2:18:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 4.3730, loss: 4.3730 +2025-06-24 03:55:54,073 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 2:17:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 4.2040, loss: 4.2040 +2025-06-24 03:56:38,643 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 2:16:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9363, loss_cls: 4.2935, loss: 4.2935 +2025-06-24 03:57:23,408 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 2:15:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9569, loss_cls: 4.3485, loss: 4.3485 +2025-06-24 03:58:08,034 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 2:15:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 4.2203, loss: 4.2203 +2025-06-24 03:58:52,582 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 2:14:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 4.2010, loss: 4.2010 +2025-06-24 03:59:37,150 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 2:13:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9556, loss_cls: 4.3308, loss: 4.3308 +2025-06-24 04:00:21,750 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 2:12:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 4.1771, loss: 4.1771 +2025-06-24 04:01:06,239 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 2:11:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9650, loss_cls: 4.3061, loss: 4.3061 +2025-06-24 04:01:50,735 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 2:11:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.3826, loss: 4.3826 +2025-06-24 04:02:35,195 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 2:10:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.2762, loss: 4.2762 +2025-06-24 04:03:19,678 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 2:09:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 4.2684, loss: 4.2684 +2025-06-24 04:04:04,183 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 2:08:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.2589, loss: 4.2589 +2025-06-24 04:04:48,663 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 2:07:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 4.3321, loss: 4.3321 +2025-06-24 04:05:33,204 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 2:07:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 4.2374, loss: 4.2374 +2025-06-24 04:06:17,710 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 2:06:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 4.1618, loss: 4.1618 +2025-06-24 04:07:02,242 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 2:05:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 4.1644, loss: 4.1644 +2025-06-24 04:07:46,754 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 2:04:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.3394, loss: 4.3394 +2025-06-24 04:08:31,198 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 2:03:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9475, loss_cls: 4.2746, loss: 4.2746 +2025-06-24 04:09:15,758 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 2:03:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.3120, loss: 4.3120 +2025-06-24 04:09:18,356 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-24 04:13:17,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:13:18,027 - pyskl - INFO - +top1_acc 0.6858 +top5_acc 0.9237 +2025-06-24 04:13:18,049 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.6858, top5_acc: 0.9237 +2025-06-24 04:14:24,480 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 2:03:31, time: 0.664, data_time: 0.221, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9481, loss_cls: 4.2745, loss: 4.2745 +2025-06-24 04:15:08,821 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 2:02:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 4.2106, loss: 4.2106 +2025-06-24 04:15:53,521 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 2:01:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 4.2296, loss: 4.2296 +2025-06-24 04:16:38,179 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 2:01:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.1822, loss: 4.1822 +2025-06-24 04:17:22,643 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 2:00:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.2627, loss: 4.2627 +2025-06-24 04:18:07,228 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 1:59:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.3668, loss: 4.3668 +2025-06-24 04:18:51,515 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 1:58:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.2871, loss: 4.2871 +2025-06-24 04:19:36,008 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 1:57:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.1964, loss: 4.1964 +2025-06-24 04:20:20,519 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 1:57:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 4.1942, loss: 4.1942 +2025-06-24 04:21:05,060 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 1:56:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.1864, loss: 4.1864 +2025-06-24 04:21:49,714 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 1:55:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 4.1216, loss: 4.1216 +2025-06-24 04:22:34,647 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 1:54:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 4.2925, loss: 4.2925 +2025-06-24 04:23:19,254 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 1:54:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 4.3142, loss: 4.3142 +2025-06-24 04:24:03,997 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 1:53:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.2190, loss: 4.2190 +2025-06-24 04:24:48,779 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 1:52:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.2479, loss: 4.2479 +2025-06-24 04:25:33,487 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 1:51:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9581, loss_cls: 4.3732, loss: 4.3732 +2025-06-24 04:26:17,989 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 1:50:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9487, loss_cls: 4.3999, loss: 4.3999 +2025-06-24 04:27:02,643 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 1:50:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 4.1567, loss: 4.1567 +2025-06-24 04:27:47,187 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 1:49:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 4.2484, loss: 4.2484 +2025-06-24 04:28:31,717 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 1:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 4.1276, loss: 4.1276 +2025-06-24 04:29:16,240 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 1:47:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.2740, loss: 4.2740 +2025-06-24 04:30:01,031 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 1:46:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9613, loss_cls: 4.1963, loss: 4.1963 +2025-06-24 04:30:45,921 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 1:46:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 4.2795, loss: 4.2795 +2025-06-24 04:31:30,670 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 1:45:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.2674, loss: 4.2674 +2025-06-24 04:32:15,330 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 1:44:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 4.2256, loss: 4.2256 +2025-06-24 04:32:59,923 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 1:43:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 4.3595, loss: 4.3595 +2025-06-24 04:33:44,598 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 1:42:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9650, loss_cls: 4.1470, loss: 4.1470 +2025-06-24 04:34:29,145 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 1:42:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 4.1094, loss: 4.1094 +2025-06-24 04:35:13,605 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 1:41:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 4.3788, loss: 4.3788 +2025-06-24 04:35:58,065 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 1:40:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 4.3357, loss: 4.3357 +2025-06-24 04:36:42,515 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 1:39:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9581, loss_cls: 4.3962, loss: 4.3962 +2025-06-24 04:37:27,025 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 1:39:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9506, loss_cls: 4.0622, loss: 4.0622 +2025-06-24 04:38:11,508 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 1:38:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 4.2305, loss: 4.2305 +2025-06-24 04:38:55,973 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 1:37:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 4.2461, loss: 4.2461 +2025-06-24 04:38:58,555 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-24 04:42:58,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:42:58,880 - pyskl - INFO - +top1_acc 0.6951 +top5_acc 0.9280 +2025-06-24 04:42:58,903 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.6951, top5_acc: 0.9280 +2025-06-24 04:44:05,949 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 1:37:43, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 4.2893, loss: 4.2893 +2025-06-24 04:44:50,537 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 1:36:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.2217, loss: 4.2217 +2025-06-24 04:45:35,147 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 1:36:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 4.1650, loss: 4.1650 +2025-06-24 04:46:19,631 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 1:35:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 4.0255, loss: 4.0255 +2025-06-24 04:47:04,190 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 1:34:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 4.2649, loss: 4.2649 +2025-06-24 04:47:48,854 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 1:33:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 4.0275, loss: 4.0275 +2025-06-24 04:48:33,582 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 1:32:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 4.3150, loss: 4.3150 +2025-06-24 04:49:18,073 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 1:32:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 4.3974, loss: 4.3974 +2025-06-24 04:50:02,361 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 1:31:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 4.2642, loss: 4.2642 +2025-06-24 04:50:46,672 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 1:30:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9700, loss_cls: 4.1082, loss: 4.1082 +2025-06-24 04:51:31,104 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 1:29:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 4.3000, loss: 4.3000 +2025-06-24 04:52:15,475 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 1:28:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9437, loss_cls: 4.2887, loss: 4.2887 +2025-06-24 04:52:59,800 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 1:28:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9631, loss_cls: 4.1542, loss: 4.1542 +2025-06-24 04:53:44,145 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 1:27:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 4.1227, loss: 4.1227 +2025-06-24 04:54:28,526 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 1:26:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9537, loss_cls: 4.4070, loss: 4.4070 +2025-06-24 04:55:12,898 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 1:25:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.2813, loss: 4.2813 +2025-06-24 04:55:57,311 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 1:24:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.1530, loss: 4.1530 +2025-06-24 04:56:41,801 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 1:24:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.2279, loss: 4.2279 +2025-06-24 04:57:26,120 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 1:23:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 4.1584, loss: 4.1584 +2025-06-24 04:58:10,801 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 1:22:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 4.2546, loss: 4.2546 +2025-06-24 04:58:55,407 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 1:21:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 4.1581, loss: 4.1581 +2025-06-24 04:59:40,163 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 1:21:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.2533, loss: 4.2533 +2025-06-24 05:00:24,713 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 1:20:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 4.0344, loss: 4.0344 +2025-06-24 05:01:09,283 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 1:19:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.2242, loss: 4.2242 +2025-06-24 05:01:53,811 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 1:18:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 4.1827, loss: 4.1827 +2025-06-24 05:02:38,268 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 1:17:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 4.3145, loss: 4.3145 +2025-06-24 05:03:22,714 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 1:17:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 4.3163, loss: 4.3163 +2025-06-24 05:04:07,173 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 1:16:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 4.1690, loss: 4.1690 +2025-06-24 05:04:51,699 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 1:15:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.3010, loss: 4.3010 +2025-06-24 05:05:36,194 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 1:14:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 4.2456, loss: 4.2456 +2025-06-24 05:06:20,710 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 1:13:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.2187, loss: 4.2187 +2025-06-24 05:07:05,421 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 1:13:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 4.2467, loss: 4.2467 +2025-06-24 05:07:50,080 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 1:12:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 4.2807, loss: 4.2807 +2025-06-24 05:08:34,635 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 1:11:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 4.2651, loss: 4.2651 +2025-06-24 05:08:37,273 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-24 05:27:04,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:27:05,352 - pyskl - INFO - +top1_acc 0.6552 +top5_acc 0.9135 +2025-06-24 05:27:05,373 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.6552, top5_acc: 0.9135 +2025-06-24 05:28:12,840 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 1:11:48, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 4.2745, loss: 4.2745 +2025-06-24 05:28:57,283 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 1:11:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 4.1260, loss: 4.1260 +2025-06-24 05:29:41,792 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 1:10:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9656, loss_cls: 4.1910, loss: 4.1910 +2025-06-24 05:30:26,323 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 1:09:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.1209, loss: 4.1209 +2025-06-24 05:31:11,101 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 1:08:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 4.2334, loss: 4.2334 +2025-06-24 05:31:56,296 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 1:07:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 4.1666, loss: 4.1666 +2025-06-24 05:32:41,086 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 1:07:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 4.2391, loss: 4.2391 +2025-06-24 05:33:25,590 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 1:06:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 4.2004, loss: 4.2004 +2025-06-24 05:34:10,501 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 1:05:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 4.1389, loss: 4.1389 +2025-06-24 05:34:55,272 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 1:04:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 4.1798, loss: 4.1798 +2025-06-24 05:35:40,147 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 1:03:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 4.2962, loss: 4.2962 +2025-06-24 05:36:24,916 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 1:03:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 4.1509, loss: 4.1509 +2025-06-24 05:37:09,572 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 1:02:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.2752, loss: 4.2752 +2025-06-24 05:37:54,123 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 1:01:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 4.2302, loss: 4.2302 +2025-06-24 05:38:38,706 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 1:00:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 4.1789, loss: 4.1789 +2025-06-24 05:39:23,361 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 1:00:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9425, loss_cls: 4.2407, loss: 4.2407 +2025-06-24 05:40:08,120 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 0:59:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 4.0859, loss: 4.0859 +2025-06-24 05:40:53,007 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 0:58:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 4.2933, loss: 4.2933 +2025-06-24 05:41:37,740 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 0:57:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.2895, loss: 4.2895 +2025-06-24 05:42:22,462 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 0:56:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.3167, loss: 4.3167 +2025-06-24 05:43:07,287 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 0:56:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9481, loss_cls: 4.2039, loss: 4.2039 +2025-06-24 05:43:51,983 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 0:55:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.1652, loss: 4.1652 +2025-06-24 05:44:36,654 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 0:54:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 4.3478, loss: 4.3478 +2025-06-24 05:45:21,313 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 0:53:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.1564, loss: 4.1564 +2025-06-24 05:46:06,087 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 0:53:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 4.1926, loss: 4.1926 +2025-06-24 05:46:50,710 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 0:52:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 4.1324, loss: 4.1324 +2025-06-24 05:47:35,371 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 0:51:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.3336, loss: 4.3336 +2025-06-24 05:48:19,948 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 0:50:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 4.1358, loss: 4.1358 +2025-06-24 05:49:04,757 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 0:49:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 4.2983, loss: 4.2983 +2025-06-24 05:49:49,574 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 0:49:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9600, loss_cls: 4.2653, loss: 4.2653 +2025-06-24 05:50:34,222 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 0:48:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 4.0316, loss: 4.0316 +2025-06-24 05:51:18,893 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 0:47:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 4.2245, loss: 4.2245 +2025-06-24 05:52:03,444 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 0:46:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 4.2419, loss: 4.2419 +2025-06-24 05:52:48,018 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 0:45:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 4.3731, loss: 4.3731 +2025-06-24 05:52:50,651 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-24 05:56:50,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:56:51,352 - pyskl - INFO - +top1_acc 0.7114 +top5_acc 0.9308 +2025-06-24 05:56:51,375 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7114, top5_acc: 0.9308 +2025-06-24 05:57:58,978 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 0:46:15, time: 0.676, data_time: 0.227, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 4.1077, loss: 4.1077 +2025-06-24 05:58:43,770 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 0:45:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 4.0085, loss: 4.0085 +2025-06-24 05:59:28,539 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 0:44:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 4.1774, loss: 4.1774 +2025-06-24 06:00:13,299 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 0:43:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.2230, loss: 4.2230 +2025-06-24 06:00:58,034 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 0:43:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9694, loss_cls: 4.0535, loss: 4.0535 +2025-06-24 06:01:42,631 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 0:42:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 4.1393, loss: 4.1393 +2025-06-24 06:02:27,328 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 0:41:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.9919, loss: 3.9919 +2025-06-24 06:03:12,026 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 0:40:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 4.1099, loss: 4.1099 +2025-06-24 06:03:56,760 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 0:40:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 4.1226, loss: 4.1226 +2025-06-24 06:04:41,515 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 0:39:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 4.2115, loss: 4.2115 +2025-06-24 06:05:26,177 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 0:38:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 4.1446, loss: 4.1446 +2025-06-24 06:06:10,916 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 0:37:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 4.2039, loss: 4.2039 +2025-06-24 06:06:55,614 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 0:36:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 4.0857, loss: 4.0857 +2025-06-24 06:07:40,300 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 0:36:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9587, loss_cls: 4.2177, loss: 4.2177 +2025-06-24 06:08:25,045 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 0:35:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 4.2084, loss: 4.2084 +2025-06-24 06:09:09,587 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 0:34:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 4.3271, loss: 4.3271 +2025-06-24 06:09:54,083 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 0:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 4.2941, loss: 4.2941 +2025-06-24 06:10:38,771 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 0:32:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.2188, loss: 4.2188 +2025-06-24 06:11:23,470 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 0:32:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9606, loss_cls: 4.2254, loss: 4.2254 +2025-06-24 06:12:08,467 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 0:31:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 4.3262, loss: 4.3262 +2025-06-24 06:12:53,190 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 0:30:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9650, loss_cls: 4.0982, loss: 4.0982 +2025-06-24 06:13:38,058 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 0:29:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 4.2573, loss: 4.2573 +2025-06-24 06:14:22,925 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 0:29:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.2513, loss: 4.2513 +2025-06-24 06:15:07,454 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 0:28:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 4.1128, loss: 4.1128 +2025-06-24 06:15:52,113 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 0:27:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 4.2587, loss: 4.2587 +2025-06-24 06:16:36,767 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 0:26:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 4.0762, loss: 4.0762 +2025-06-24 06:17:21,401 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 0:25:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.1804, loss: 4.1804 +2025-06-24 06:18:05,970 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 0:25:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.2602, loss: 4.2602 +2025-06-24 06:18:50,597 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 0:24:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 4.0974, loss: 4.0974 +2025-06-24 06:19:35,191 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 0:23:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 4.4343, loss: 4.4343 +2025-06-24 06:20:19,711 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 0:22:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9575, loss_cls: 4.2794, loss: 4.2794 +2025-06-24 06:21:04,233 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 0:21:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 4.1498, loss: 4.1498 +2025-06-24 06:21:48,848 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 0:21:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 4.2092, loss: 4.2092 +2025-06-24 06:22:33,476 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 0:20:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 4.0930, loss: 4.0930 +2025-06-24 06:22:36,169 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-24 06:26:36,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:26:36,767 - pyskl - INFO - +top1_acc 0.7405 +top5_acc 0.9400 +2025-06-24 06:26:36,825 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_26.pth was removed +2025-06-24 06:26:37,913 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2025-06-24 06:26:37,915 - pyskl - INFO - Best top1_acc is 0.7405 at 37 epoch. +2025-06-24 06:26:37,936 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7405, top5_acc: 0.9400 +2025-06-24 06:27:45,242 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 0:20:38, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 4.1198, loss: 4.1198 +2025-06-24 06:28:29,891 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 0:19:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9688, loss_cls: 4.0885, loss: 4.0885 +2025-06-24 06:29:14,514 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 0:19:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 4.1340, loss: 4.1340 +2025-06-24 06:29:59,121 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 0:18:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 4.1585, loss: 4.1585 +2025-06-24 06:30:43,769 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 0:17:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 4.1407, loss: 4.1407 +2025-06-24 06:31:28,441 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 0:16:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 4.1143, loss: 4.1143 +2025-06-24 06:32:13,033 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 0:15:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9525, loss_cls: 4.0455, loss: 4.0455 +2025-06-24 06:32:57,559 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 0:15:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 4.0256, loss: 4.0256 +2025-06-24 06:33:42,064 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 0:14:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.1727, loss: 4.1727 +2025-06-24 06:34:26,815 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 0:13:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 4.1240, loss: 4.1240 +2025-06-24 06:35:11,490 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 0:12:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.1974, loss: 4.1974 +2025-06-24 06:35:56,099 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 0:12:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.3078, loss: 4.3078 +2025-06-24 06:36:40,570 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 0:11:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 4.1290, loss: 4.1290 +2025-06-24 06:37:25,172 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 0:10:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 4.1023, loss: 4.1023 +2025-06-24 06:38:09,770 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 0:09:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9550, loss_cls: 4.2839, loss: 4.2839 +2025-06-24 06:38:54,291 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 0:08:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 4.1541, loss: 4.1541 +2025-06-24 06:39:38,841 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 0:08:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.2684, loss: 4.2684 +2025-06-24 06:40:23,394 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 0:07:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 4.1201, loss: 4.1201 +2025-06-24 06:41:07,974 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 0:06:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.2502, loss: 4.2502 +2025-06-24 06:41:52,616 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 0:05:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 4.2152, loss: 4.2152 +2025-06-24 06:42:37,250 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 0:04:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 4.2568, loss: 4.2568 +2025-06-24 06:43:21,937 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 0:04:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 4.3580, loss: 4.3580 +2025-06-24 06:44:06,639 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 0:03:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9650, loss_cls: 4.0606, loss: 4.0606 +2025-06-24 06:44:51,274 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 0:02:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 4.2277, loss: 4.2277 +2025-06-24 06:45:35,913 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 0:01:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 4.1496, loss: 4.1496 +2025-06-24 06:46:20,523 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 0:01:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 4.1497, loss: 4.1497 +2025-06-24 06:47:05,103 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 0:00:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.1527, loss: 4.1527 +2025-06-24 06:47:49,617 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 23:59:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 4.2206, loss: 4.2206 +2025-06-24 06:48:34,118 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 23:58:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 4.2577, loss: 4.2577 +2025-06-24 06:49:18,630 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 23:57:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 4.1691, loss: 4.1691 +2025-06-24 06:50:03,104 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 23:57:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 4.2035, loss: 4.2035 +2025-06-24 06:50:47,634 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 23:56:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 4.1211, loss: 4.1211 +2025-06-24 06:51:32,204 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 23:55:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 4.2415, loss: 4.2415 +2025-06-24 06:52:16,733 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 23:54:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 4.2138, loss: 4.2138 +2025-06-24 06:52:19,296 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-24 06:56:18,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:56:18,981 - pyskl - INFO - +top1_acc 0.7175 +top5_acc 0.9321 +2025-06-24 06:56:19,002 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7175, top5_acc: 0.9321 +2025-06-24 06:57:26,455 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 23:54:53, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 4.2788, loss: 4.2788 +2025-06-24 06:58:11,094 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 23:54:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 4.0222, loss: 4.0222 +2025-06-24 06:58:55,945 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 23:53:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 4.1269, loss: 4.1269 +2025-06-24 06:59:40,566 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 23:52:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.9319, loss: 3.9319 +2025-06-24 07:00:25,199 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 23:51:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 4.1360, loss: 4.1360 +2025-06-24 07:01:09,847 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 23:50:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 4.1146, loss: 4.1146 +2025-06-24 07:01:54,457 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 23:50:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 4.2882, loss: 4.2882 +2025-06-24 07:02:39,106 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 23:49:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 4.2005, loss: 4.2005 +2025-06-24 07:03:23,827 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 23:48:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 4.1113, loss: 4.1113 +2025-06-24 07:04:08,421 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 23:47:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 4.0718, loss: 4.0718 +2025-06-24 07:04:53,166 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 23:47:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.1439, loss: 4.1439 +2025-06-24 07:05:37,809 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 23:46:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 4.2119, loss: 4.2119 +2025-06-24 07:06:22,472 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 23:45:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 4.2508, loss: 4.2508 +2025-06-24 07:07:07,081 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 23:44:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9463, loss_cls: 4.1445, loss: 4.1445 +2025-06-24 07:07:51,783 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 23:43:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 4.0905, loss: 4.0905 +2025-06-24 07:08:36,366 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 23:43:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 4.1302, loss: 4.1302 +2025-06-24 07:09:21,033 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 23:42:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 4.2588, loss: 4.2588 +2025-06-24 07:10:05,605 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 23:41:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 4.1145, loss: 4.1145 +2025-06-24 07:10:50,098 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 23:40:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 4.0649, loss: 4.0649 +2025-06-24 07:11:34,361 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 23:39:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.9792, loss: 3.9792 +2025-06-24 07:12:18,988 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 23:39:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 4.0927, loss: 4.0927 +2025-06-24 07:13:03,767 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 23:38:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 4.2921, loss: 4.2921 +2025-06-24 07:13:48,435 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 23:37:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.1317, loss: 4.1317 +2025-06-24 07:14:32,958 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 23:36:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 4.1786, loss: 4.1786 +2025-06-24 07:15:17,437 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 23:36:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 4.0725, loss: 4.0725 +2025-06-24 07:16:02,086 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 23:35:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 3.9572, loss: 3.9572 +2025-06-24 07:16:46,687 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 23:34:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 4.1264, loss: 4.1264 +2025-06-24 07:17:31,315 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 23:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.3131, loss: 4.3131 +2025-06-24 07:18:15,973 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 23:32:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9400, loss_cls: 4.2184, loss: 4.2184 +2025-06-24 07:19:00,606 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 23:32:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 4.2123, loss: 4.2123 +2025-06-24 07:19:45,178 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 23:31:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 4.1291, loss: 4.1291 +2025-06-24 07:20:29,649 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 23:30:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 4.1152, loss: 4.1152 +2025-06-24 07:21:14,119 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 23:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 4.1803, loss: 4.1803 +2025-06-24 07:21:58,743 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 23:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 4.1568, loss: 4.1568 +2025-06-24 07:22:01,369 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-24 07:26:00,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 07:26:01,268 - pyskl - INFO - +top1_acc 0.7325 +top5_acc 0.9399 +2025-06-24 07:26:01,289 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7325, top5_acc: 0.9399 +2025-06-24 07:27:08,683 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 23:29:10, time: 0.674, data_time: 0.226, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 4.0324, loss: 4.0324 +2025-06-24 07:27:53,274 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 23:28:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 4.2105, loss: 4.2105 +2025-06-24 07:28:37,885 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 23:27:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 4.1314, loss: 4.1314 +2025-06-24 07:29:22,469 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 23:26:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.2081, loss: 4.2081 +2025-06-24 07:30:07,058 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 23:26:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 4.1503, loss: 4.1503 +2025-06-24 07:30:51,637 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 23:25:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.2415, loss: 4.2415 +2025-06-24 07:31:36,246 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 23:24:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 4.0979, loss: 4.0979 +2025-06-24 07:32:20,790 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 23:23:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 4.1514, loss: 4.1514 +2025-06-24 07:33:05,401 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 23:22:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 3.9693, loss: 3.9693 +2025-06-24 07:33:50,094 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 23:22:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 4.1257, loss: 4.1257 +2025-06-24 07:34:34,755 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 23:21:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 4.2211, loss: 4.2211 +2025-06-24 07:35:19,367 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 23:20:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 4.1091, loss: 4.1091 +2025-06-24 07:36:03,949 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 23:19:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 4.2910, loss: 4.2910 +2025-06-24 07:36:48,521 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 23:18:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 4.1860, loss: 4.1860 +2025-06-24 07:37:32,981 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 23:18:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 4.1699, loss: 4.1699 +2025-06-24 07:38:17,562 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 23:17:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 4.3307, loss: 4.3307 +2025-06-24 07:39:02,065 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 23:16:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 4.1394, loss: 4.1394 +2025-06-24 07:39:46,580 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 23:15:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 4.1452, loss: 4.1452 +2025-06-24 07:40:31,085 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 23:15:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 4.2176, loss: 4.2176 +2025-06-24 07:41:15,580 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 23:14:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 4.1718, loss: 4.1718 +2025-06-24 07:42:00,102 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 23:13:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.1882, loss: 4.1882 +2025-06-24 07:42:44,596 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 23:12:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 4.1548, loss: 4.1548 +2025-06-24 07:43:29,088 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 23:11:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 4.1584, loss: 4.1584 +2025-06-24 07:44:13,498 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 23:11:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 4.0776, loss: 4.0776 +2025-06-24 07:44:57,965 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 23:10:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 4.1276, loss: 4.1276 +2025-06-24 07:45:42,349 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 23:09:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 4.0672, loss: 4.0672 +2025-06-24 07:46:26,863 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 23:08:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9406, loss_cls: 4.2231, loss: 4.2231 +2025-06-24 07:47:11,397 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 23:07:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.9797, loss: 3.9797 +2025-06-24 07:47:55,934 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 23:07:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 4.2276, loss: 4.2276 +2025-06-24 07:48:40,493 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 23:06:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 4.1995, loss: 4.1995 +2025-06-24 07:49:25,052 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 23:05:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 4.2686, loss: 4.2686 +2025-06-24 07:50:09,564 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 23:04:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9688, loss_cls: 4.1202, loss: 4.1202 +2025-06-24 07:50:54,036 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 23:04:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9450, loss_cls: 4.1783, loss: 4.1783 +2025-06-24 07:51:38,553 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 23:03:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 4.1495, loss: 4.1495 +2025-06-24 07:51:41,173 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-24 08:11:23,460 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:11:24,087 - pyskl - INFO - +top1_acc 0.7186 +top5_acc 0.9251 +2025-06-24 08:11:24,108 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7186, top5_acc: 0.9251 +2025-06-24 08:12:31,611 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 23:03:21, time: 0.675, data_time: 0.229, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.8979, loss: 3.8979 +2025-06-24 08:13:16,304 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 23:02:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 4.0860, loss: 4.0860 +2025-06-24 08:14:01,024 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 23:01:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.9974, loss: 3.9974 +2025-06-24 08:14:45,670 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 23:01:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 4.0847, loss: 4.0847 +2025-06-24 08:15:30,316 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 23:00:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 4.0184, loss: 4.0184 +2025-06-24 08:16:14,870 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 22:59:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 4.1448, loss: 4.1448 +2025-06-24 08:16:59,395 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 22:58:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 4.1004, loss: 4.1004 +2025-06-24 08:17:44,141 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 22:57:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.1005, loss: 4.1005 +2025-06-24 08:18:28,658 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 22:57:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 4.0174, loss: 4.0174 +2025-06-24 08:19:13,273 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 22:56:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9581, loss_cls: 4.1830, loss: 4.1830 +2025-06-24 08:19:57,828 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 22:55:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9600, loss_cls: 4.1828, loss: 4.1828 +2025-06-24 08:20:42,275 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 22:54:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9575, loss_cls: 4.1549, loss: 4.1549 +2025-06-24 08:21:26,776 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 22:53:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 4.1324, loss: 4.1324 +2025-06-24 08:22:11,371 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 22:53:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 4.1881, loss: 4.1881 +2025-06-24 08:22:55,946 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 22:52:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 4.0040, loss: 4.0040 +2025-06-24 08:23:40,475 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 22:51:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 4.0072, loss: 4.0072 +2025-06-24 08:24:25,083 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 22:50:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 4.0216, loss: 4.0216 +2025-06-24 08:25:09,640 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 22:50:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.1524, loss: 4.1524 +2025-06-24 08:25:54,226 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 22:49:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 4.0522, loss: 4.0522 +2025-06-24 08:26:38,753 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 22:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 4.2138, loss: 4.2138 +2025-06-24 08:27:23,387 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 22:47:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 4.2161, loss: 4.2161 +2025-06-24 08:28:07,931 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 22:46:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 4.1588, loss: 4.1588 +2025-06-24 08:28:52,553 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 22:46:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 4.0631, loss: 4.0631 +2025-06-24 08:29:37,001 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 22:45:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9575, loss_cls: 4.2872, loss: 4.2872 +2025-06-24 08:30:21,580 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 22:44:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 4.0731, loss: 4.0731 +2025-06-24 08:31:06,202 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 22:43:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 4.0963, loss: 4.0963 +2025-06-24 08:31:50,857 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 22:42:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 4.1040, loss: 4.1040 +2025-06-24 08:32:35,332 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 22:42:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 4.0736, loss: 4.0736 +2025-06-24 08:33:19,830 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 22:41:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.1709, loss: 4.1709 +2025-06-24 08:34:04,272 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 22:40:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 4.1069, loss: 4.1069 +2025-06-24 08:34:48,783 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 22:39:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 4.1729, loss: 4.1729 +2025-06-24 08:35:33,320 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 22:39:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 4.2306, loss: 4.2306 +2025-06-24 08:36:17,870 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 22:38:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.2917, loss: 4.2917 +2025-06-24 08:37:02,339 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 22:37:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 4.2167, loss: 4.2167 +2025-06-24 08:37:04,976 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-24 08:41:05,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:41:05,852 - pyskl - INFO - +top1_acc 0.7068 +top5_acc 0.9197 +2025-06-24 08:41:05,875 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7068, top5_acc: 0.9197 +2025-06-24 08:42:13,049 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 22:37:33, time: 0.672, data_time: 0.227, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 4.1107, loss: 4.1107 +2025-06-24 08:42:57,501 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 22:36:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.9166, loss: 3.9166 +2025-06-24 08:43:41,971 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 22:35:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 4.0649, loss: 4.0649 +2025-06-24 08:44:26,461 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 22:35:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.0682, loss: 4.0682 +2025-06-24 08:45:10,947 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 22:34:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 4.1502, loss: 4.1502 +2025-06-24 08:45:55,713 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 22:33:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9500, loss_cls: 4.1677, loss: 4.1677 +2025-06-24 08:46:40,402 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 22:32:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.0124, loss: 4.0124 +2025-06-24 08:47:25,163 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 22:32:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 4.0040, loss: 4.0040 +2025-06-24 08:48:09,863 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 22:31:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 3.9131, loss: 3.9131 +2025-06-24 08:48:54,367 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 22:30:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 4.0440, loss: 4.0440 +2025-06-24 08:49:38,778 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 22:29:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 4.0831, loss: 4.0831 +2025-06-24 08:50:23,082 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 22:28:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 4.0874, loss: 4.0874 +2025-06-24 08:51:07,466 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 22:28:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 4.0737, loss: 4.0737 +2025-06-24 08:51:51,944 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 22:27:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 4.1610, loss: 4.1610 +2025-06-24 08:52:36,486 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 22:26:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 4.1888, loss: 4.1888 +2025-06-24 08:53:21,053 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 22:25:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 4.1632, loss: 4.1632 +2025-06-24 08:54:05,643 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 22:25:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 4.0459, loss: 4.0459 +2025-06-24 08:54:50,304 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 22:24:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 4.0450, loss: 4.0450 +2025-06-24 08:55:34,975 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 22:23:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.2193, loss: 4.2193 +2025-06-24 08:56:19,702 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 22:22:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 4.2057, loss: 4.2057 +2025-06-24 08:57:04,221 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 22:21:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 4.1259, loss: 4.1259 +2025-06-24 08:57:48,821 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 22:21:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 4.1619, loss: 4.1619 +2025-06-24 08:58:33,373 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 22:20:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 4.1107, loss: 4.1107 +2025-06-24 08:59:17,976 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 22:19:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 4.1635, loss: 4.1635 +2025-06-24 09:00:02,538 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 22:18:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.9452, loss: 3.9452 +2025-06-24 09:00:47,045 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 22:17:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 4.2060, loss: 4.2060 +2025-06-24 09:01:31,690 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 22:17:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 3.9998, loss: 3.9998 +2025-06-24 09:02:16,366 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 22:16:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.1072, loss: 4.1072 +2025-06-24 09:03:01,014 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 22:15:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 4.1293, loss: 4.1293 +2025-06-24 09:03:45,544 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 22:14:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 4.1930, loss: 4.1930 +2025-06-24 09:04:30,057 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 22:14:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 4.1709, loss: 4.1709 +2025-06-24 09:05:14,643 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 22:13:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 4.2381, loss: 4.2381 +2025-06-24 09:05:59,199 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 22:12:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9954, loss: 3.9954 +2025-06-24 09:06:43,684 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 22:11:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 4.0494, loss: 4.0494 +2025-06-24 09:06:46,279 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-24 09:10:46,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:10:46,850 - pyskl - INFO - +top1_acc 0.7172 +top5_acc 0.9300 +2025-06-24 09:10:46,874 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7172, top5_acc: 0.9300 +2025-06-24 09:11:54,597 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 22:11:48, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.8622, loss: 3.8622 +2025-06-24 09:12:39,485 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 22:11:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 4.0135, loss: 4.0135 +2025-06-24 09:13:24,101 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 22:10:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 4.0632, loss: 4.0632 +2025-06-24 09:14:08,803 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 22:09:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 4.0313, loss: 4.0313 +2025-06-24 09:14:53,545 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 22:08:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9513, loss_cls: 4.0497, loss: 4.0497 +2025-06-24 09:15:38,218 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 22:07:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 3.9266, loss: 3.9266 +2025-06-24 09:16:22,918 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 22:07:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 4.0944, loss: 4.0944 +2025-06-24 09:17:07,310 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 22:06:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 4.0390, loss: 4.0390 +2025-06-24 09:17:51,877 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 22:05:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.9436, loss: 3.9436 +2025-06-24 09:18:36,653 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 22:04:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 4.0893, loss: 4.0893 +2025-06-24 09:19:21,265 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 22:04:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 4.1162, loss: 4.1162 +2025-06-24 09:20:05,839 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 22:03:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 4.0378, loss: 4.0378 +2025-06-24 09:20:50,325 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 22:02:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 4.0627, loss: 4.0627 +2025-06-24 09:21:34,692 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 22:01:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.1613, loss: 4.1613 +2025-06-24 09:22:19,430 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 22:00:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.9732, loss: 3.9732 +2025-06-24 09:23:04,033 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 22:00:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 4.0471, loss: 4.0471 +2025-06-24 09:23:48,734 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 21:59:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 4.1264, loss: 4.1264 +2025-06-24 09:24:33,375 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 21:58:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 4.1156, loss: 4.1156 +2025-06-24 09:25:17,889 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 21:57:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9519, loss_cls: 4.2470, loss: 4.2470 +2025-06-24 09:26:02,554 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 21:56:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 4.1341, loss: 4.1341 +2025-06-24 09:26:47,085 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 21:56:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 4.0181, loss: 4.0181 +2025-06-24 09:27:31,698 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 21:55:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 4.0989, loss: 4.0989 +2025-06-24 09:28:16,398 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 21:54:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.9034, loss: 3.9034 +2025-06-24 09:29:01,074 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 21:53:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 4.1280, loss: 4.1280 +2025-06-24 09:29:45,862 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 21:53:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 4.1242, loss: 4.1242 +2025-06-24 09:30:30,398 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 21:52:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 4.0550, loss: 4.0550 +2025-06-24 09:31:15,073 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 21:51:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.9943, loss: 3.9943 +2025-06-24 09:31:59,918 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 21:50:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 4.1336, loss: 4.1336 +2025-06-24 09:32:44,599 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 21:50:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 4.0943, loss: 4.0943 +2025-06-24 09:33:29,207 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 21:49:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.1405, loss: 4.1405 +2025-06-24 09:34:13,926 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 21:48:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 4.3178, loss: 4.3178 +2025-06-24 09:34:58,587 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 21:47:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 4.2085, loss: 4.2085 +2025-06-24 09:35:43,310 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 21:46:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 4.1782, loss: 4.1782 +2025-06-24 09:36:27,994 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 21:46:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 3.9784, loss: 3.9784 +2025-06-24 09:36:30,637 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-24 09:40:28,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:40:29,229 - pyskl - INFO - +top1_acc 0.7190 +top5_acc 0.9270 +2025-06-24 09:40:29,250 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7190, top5_acc: 0.9270 +2025-06-24 09:41:36,414 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 21:46:08, time: 0.672, data_time: 0.227, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.9837, loss: 3.9837 +2025-06-24 09:42:20,949 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 21:45:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 4.1295, loss: 4.1295 +2025-06-24 09:43:05,490 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 21:44:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9494, loss_cls: 4.0434, loss: 4.0434 +2025-06-24 09:43:50,114 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 21:43:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 4.0227, loss: 4.0227 +2025-06-24 09:44:34,729 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 21:43:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9700, loss_cls: 4.0095, loss: 4.0095 +2025-06-24 09:45:19,336 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 21:42:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.8955, loss: 3.8955 +2025-06-24 09:46:03,805 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 21:41:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 4.1171, loss: 4.1171 +2025-06-24 09:46:48,290 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 21:40:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 4.1582, loss: 4.1582 +2025-06-24 09:47:32,978 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 21:39:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.9908, loss: 3.9908 +2025-06-24 09:48:17,522 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 21:39:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 3.9867, loss: 3.9867 +2025-06-24 09:49:02,159 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 21:38:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 4.1395, loss: 4.1395 +2025-06-24 09:49:46,735 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 21:37:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 3.9772, loss: 3.9772 +2025-06-24 09:50:31,403 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 21:36:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 4.0667, loss: 4.0667 +2025-06-24 09:51:16,195 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 21:36:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 4.1685, loss: 4.1685 +2025-06-24 09:52:00,785 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 21:35:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 4.0146, loss: 4.0146 +2025-06-24 09:52:45,496 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 21:34:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 4.2447, loss: 4.2447 +2025-06-24 09:53:30,253 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 21:33:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.9679, loss: 3.9679 +2025-06-24 09:54:14,812 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 21:32:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 4.1589, loss: 4.1589 +2025-06-24 09:54:59,300 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 21:32:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 4.2115, loss: 4.2115 +2025-06-24 09:55:44,143 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 21:31:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.9957, loss: 3.9957 +2025-06-24 09:56:28,871 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 21:30:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 4.0715, loss: 4.0715 +2025-06-24 09:57:13,623 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 21:29:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 4.1234, loss: 4.1234 +2025-06-24 09:57:58,363 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 21:29:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 4.1342, loss: 4.1342 +2025-06-24 09:58:43,122 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 21:28:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 4.0317, loss: 4.0317 +2025-06-24 09:59:27,908 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 21:27:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.9696, loss: 3.9696 +2025-06-24 10:00:12,825 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 21:26:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.1969, loss: 4.1969 +2025-06-24 10:00:57,634 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 21:25:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9431, loss_cls: 4.1540, loss: 4.1540 +2025-06-24 10:01:42,388 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 21:25:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9437, loss_cls: 4.1712, loss: 4.1712 +2025-06-24 10:02:27,143 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 21:24:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 4.1170, loss: 4.1170 +2025-06-24 10:03:11,782 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 21:23:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 4.0468, loss: 4.0468 +2025-06-24 10:03:56,422 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 21:22:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 4.1252, loss: 4.1252 +2025-06-24 10:04:41,136 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 21:22:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 4.2750, loss: 4.2750 +2025-06-24 10:05:25,734 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 21:21:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 4.1909, loss: 4.1909 +2025-06-24 10:06:10,492 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 21:20:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 4.2500, loss: 4.2500 +2025-06-24 10:06:13,131 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-24 10:10:13,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:10:14,079 - pyskl - INFO - +top1_acc 0.7187 +top5_acc 0.9290 +2025-06-24 10:10:14,099 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7187, top5_acc: 0.9290 +2025-06-24 10:11:20,939 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 21:20:29, time: 0.668, data_time: 0.223, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.9320, loss: 3.9320 +2025-06-24 10:12:05,523 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 21:19:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.9259, loss: 3.9259 +2025-06-24 10:12:50,150 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 21:18:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.9529, loss: 3.9529 +2025-06-24 10:13:34,699 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 21:18:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.9889, loss: 3.9889 +2025-06-24 10:14:19,255 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 21:17:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9537, loss_cls: 3.9910, loss: 3.9910 +2025-06-24 10:15:03,813 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 21:16:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.8803, loss: 3.8803 +2025-06-24 10:15:48,503 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 21:15:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 4.0270, loss: 4.0270 +2025-06-24 10:16:33,089 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 21:15:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.8450, loss: 3.8450 +2025-06-24 10:17:17,698 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 21:14:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 4.0009, loss: 4.0009 +2025-06-24 10:18:02,297 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 21:13:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 4.1151, loss: 4.1151 +2025-06-24 10:18:47,015 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 21:12:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 4.1588, loss: 4.1588 +2025-06-24 10:19:31,676 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 21:11:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 4.0348, loss: 4.0348 +2025-06-24 10:20:16,342 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 21:11:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 4.0666, loss: 4.0666 +2025-06-24 10:21:00,865 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 21:10:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 4.0273, loss: 4.0273 +2025-06-24 10:21:45,477 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 21:09:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 3.9484, loss: 3.9484 +2025-06-24 10:22:30,034 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 21:08:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 4.0576, loss: 4.0576 +2025-06-24 10:23:14,593 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 21:08:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 4.1980, loss: 4.1980 +2025-06-24 10:23:59,145 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 21:07:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9406, loss_cls: 4.1521, loss: 4.1521 +2025-06-24 10:24:43,563 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 21:06:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 4.0370, loss: 4.0370 +2025-06-24 10:25:28,032 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 21:05:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 4.0263, loss: 4.0263 +2025-06-24 10:26:12,445 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 21:04:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 4.0620, loss: 4.0620 +2025-06-24 10:26:56,842 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 21:04:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 4.0062, loss: 4.0062 +2025-06-24 10:27:41,265 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 21:03:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 4.0349, loss: 4.0349 +2025-06-24 10:28:25,681 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 21:02:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 4.1145, loss: 4.1145 +2025-06-24 10:29:10,096 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 21:01:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 4.2319, loss: 4.2319 +2025-06-24 10:29:54,459 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 21:00:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 4.1416, loss: 4.1416 +2025-06-24 10:30:38,806 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 21:00:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 4.2040, loss: 4.2040 +2025-06-24 10:31:23,198 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 20:59:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 4.1840, loss: 4.1840 +2025-06-24 10:32:07,578 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 20:58:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 4.1017, loss: 4.1017 +2025-06-24 10:32:51,915 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 20:57:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 4.0857, loss: 4.0857 +2025-06-24 10:33:36,307 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 20:57:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 4.0202, loss: 4.0202 +2025-06-24 10:34:20,757 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 20:56:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 4.1568, loss: 4.1568 +2025-06-24 10:35:05,126 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 20:55:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 4.1865, loss: 4.1865 +2025-06-24 10:35:49,510 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 20:54:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 4.1857, loss: 4.1857 +2025-06-24 10:35:52,113 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-24 10:55:04,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:55:05,061 - pyskl - INFO - +top1_acc 0.7309 +top5_acc 0.9334 +2025-06-24 10:55:05,084 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7309, top5_acc: 0.9334 +2025-06-24 10:56:12,135 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 20:54:38, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 4.0001, loss: 4.0001 +2025-06-24 10:56:56,729 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 20:53:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.9316, loss: 3.9316 +2025-06-24 10:57:41,323 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 20:53:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 3.9139, loss: 3.9139 +2025-06-24 10:58:25,815 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 20:52:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 3.8895, loss: 3.8895 +2025-06-24 10:59:10,256 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 20:51:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 4.0814, loss: 4.0814 +2025-06-24 10:59:54,726 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 20:50:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 4.0291, loss: 4.0291 +2025-06-24 11:00:39,220 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 20:49:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 4.1001, loss: 4.1001 +2025-06-24 11:01:24,042 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 20:49:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 4.0257, loss: 4.0257 +2025-06-24 11:02:08,643 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 20:48:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 4.0109, loss: 4.0109 +2025-06-24 11:02:53,128 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 20:47:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 4.0508, loss: 4.0508 +2025-06-24 11:03:37,733 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 20:46:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 4.0161, loss: 4.0161 +2025-06-24 11:04:22,350 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 20:46:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.9999, loss: 3.9999 +2025-06-24 11:05:06,997 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 20:45:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 4.2596, loss: 4.2596 +2025-06-24 11:05:51,575 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 20:44:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 4.0094, loss: 4.0094 +2025-06-24 11:06:36,202 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 20:43:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 4.0448, loss: 4.0448 +2025-06-24 11:07:20,789 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 20:42:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 4.0492, loss: 4.0492 +2025-06-24 11:08:05,519 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 20:42:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 4.2740, loss: 4.2740 +2025-06-24 11:08:50,160 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 20:41:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 4.0619, loss: 4.0619 +2025-06-24 11:09:34,657 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 20:40:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 4.0687, loss: 4.0687 +2025-06-24 11:10:19,197 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 20:39:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 4.2056, loss: 4.2056 +2025-06-24 11:11:03,763 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 20:39:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 4.1501, loss: 4.1501 +2025-06-24 11:11:48,339 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 20:38:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 4.1130, loss: 4.1130 +2025-06-24 11:12:32,958 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 20:37:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 4.0483, loss: 4.0483 +2025-06-24 11:13:17,716 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 20:36:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 4.0285, loss: 4.0285 +2025-06-24 11:14:02,195 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 20:35:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 3.9538, loss: 3.9538 +2025-06-24 11:14:46,740 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 20:35:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 4.1472, loss: 4.1472 +2025-06-24 11:15:31,364 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 20:34:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 4.0850, loss: 4.0850 +2025-06-24 11:16:15,991 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 20:33:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 4.1079, loss: 4.1079 +2025-06-24 11:17:00,629 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 20:32:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 4.1203, loss: 4.1203 +2025-06-24 11:17:45,215 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 20:32:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.8987, loss: 3.8987 +2025-06-24 11:18:29,904 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 20:31:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 4.1604, loss: 4.1604 +2025-06-24 11:19:14,581 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 20:30:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 4.1131, loss: 4.1131 +2025-06-24 11:19:59,146 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 20:29:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.9449, loss: 3.9449 +2025-06-24 11:20:43,707 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 20:28:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9637, loss_cls: 3.9913, loss: 3.9913 +2025-06-24 11:20:46,294 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-24 11:24:45,934 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:24:46,480 - pyskl - INFO - +top1_acc 0.7473 +top5_acc 0.9432 +2025-06-24 11:24:46,535 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_37.pth was removed +2025-06-24 11:24:47,565 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-06-24 11:24:47,566 - pyskl - INFO - Best top1_acc is 0.7473 at 46 epoch. +2025-06-24 11:24:47,585 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7473, top5_acc: 0.9432 +2025-06-24 11:25:55,012 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 20:28:55, time: 0.674, data_time: 0.229, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 3.9437, loss: 3.9437 +2025-06-24 11:26:39,532 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 20:28:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.9919, loss: 3.9919 +2025-06-24 11:27:23,986 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 20:27:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9756, loss_cls: 3.8727, loss: 3.8727 +2025-06-24 11:28:08,456 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 20:26:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 3.9694, loss: 3.9694 +2025-06-24 11:28:52,910 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 20:25:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 4.0133, loss: 4.0133 +2025-06-24 11:29:37,418 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 20:25:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.9125, loss: 3.9125 +2025-06-24 11:30:21,968 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 20:24:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 4.0500, loss: 4.0500 +2025-06-24 11:31:06,462 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 20:23:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.8402, loss: 3.8402 +2025-06-24 11:31:50,916 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 20:22:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 4.0109, loss: 4.0109 +2025-06-24 11:32:35,388 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 20:21:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 4.1138, loss: 4.1138 +2025-06-24 11:33:20,078 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 20:21:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 3.9261, loss: 3.9261 +2025-06-24 11:34:04,872 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 20:20:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 4.0839, loss: 4.0839 +2025-06-24 11:34:49,452 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 20:19:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 4.0346, loss: 4.0346 +2025-06-24 11:35:33,997 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 20:18:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9469, loss_cls: 4.0665, loss: 4.0665 +2025-06-24 11:36:18,698 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 20:18:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 4.1576, loss: 4.1576 +2025-06-24 11:37:03,306 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 20:17:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 4.1348, loss: 4.1348 +2025-06-24 11:37:47,986 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 20:16:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 4.0300, loss: 4.0300 +2025-06-24 11:38:32,582 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 20:15:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9531, loss_cls: 4.0388, loss: 4.0388 +2025-06-24 11:39:17,220 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 20:14:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 3.9535, loss: 3.9535 +2025-06-24 11:40:02,092 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 20:14:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.9237, loss: 3.9237 +2025-06-24 11:40:46,607 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 20:13:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 3.9474, loss: 3.9474 +2025-06-24 11:41:31,536 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 20:12:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 4.1643, loss: 4.1643 +2025-06-24 11:42:16,416 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 20:11:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.9417, loss: 3.9417 +2025-06-24 11:43:00,985 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 20:11:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 4.0995, loss: 4.0995 +2025-06-24 11:43:45,734 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 20:10:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 4.1255, loss: 4.1255 +2025-06-24 11:44:30,112 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 20:09:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9469, loss_cls: 4.0954, loss: 4.0954 +2025-06-24 11:45:14,934 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 20:08:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 4.0851, loss: 4.0851 +2025-06-24 11:45:59,602 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 20:07:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.9814, loss: 3.9814 +2025-06-24 11:46:44,082 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 20:07:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.1037, loss: 4.1037 +2025-06-24 11:47:28,587 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 20:06:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 4.1254, loss: 4.1254 +2025-06-24 11:48:12,976 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 20:05:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 4.1730, loss: 4.1730 +2025-06-24 11:48:57,351 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 20:04:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9487, loss_cls: 4.2287, loss: 4.2287 +2025-06-24 11:49:41,883 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 20:04:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9456, loss_cls: 4.1681, loss: 4.1681 +2025-06-24 11:50:26,395 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 20:03:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.9599, loss: 3.9599 +2025-06-24 11:50:29,025 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-24 11:54:26,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:54:27,243 - pyskl - INFO - +top1_acc 0.7228 +top5_acc 0.9340 +2025-06-24 11:54:27,264 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7228, top5_acc: 0.9340 +2025-06-24 11:55:35,014 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 20:03:12, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.9549, loss: 3.9549 +2025-06-24 11:56:19,559 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 20:02:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.9184, loss: 3.9184 +2025-06-24 11:57:03,967 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 20:01:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 4.0578, loss: 4.0578 +2025-06-24 11:57:48,341 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 20:00:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.9284, loss: 3.9284 +2025-06-24 11:58:32,672 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 20:00:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 4.0351, loss: 4.0351 +2025-06-24 11:59:17,168 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 19:59:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.9980, loss: 3.9980 +2025-06-24 12:00:01,659 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 19:58:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.9795, loss: 3.9795 +2025-06-24 12:00:46,175 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 19:57:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.8969, loss: 3.8969 +2025-06-24 12:01:30,543 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 19:56:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9475, loss_cls: 4.0094, loss: 4.0094 +2025-06-24 12:02:15,066 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 19:56:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.9032, loss: 3.9032 +2025-06-24 12:02:59,623 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 19:55:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.9280, loss: 3.9280 +2025-06-24 12:03:44,395 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 19:54:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 4.0231, loss: 4.0231 +2025-06-24 12:04:29,188 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 19:53:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 4.0473, loss: 4.0473 +2025-06-24 12:05:13,961 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 19:53:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 4.0909, loss: 4.0909 +2025-06-24 12:05:58,618 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 19:52:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 4.0653, loss: 4.0653 +2025-06-24 12:06:43,266 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 19:51:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 4.0090, loss: 4.0090 +2025-06-24 12:07:27,950 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 19:50:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 4.2104, loss: 4.2104 +2025-06-24 12:08:12,518 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 19:49:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 4.1725, loss: 4.1725 +2025-06-24 12:08:56,988 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 19:49:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.9814, loss: 3.9814 +2025-06-24 12:09:41,597 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 19:48:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 4.1613, loss: 4.1613 +2025-06-24 12:10:26,316 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 19:47:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.8561, loss: 3.8561 +2025-06-24 12:11:11,078 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 19:46:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.9713, loss: 3.9713 +2025-06-24 12:11:55,767 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 19:46:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.9931, loss: 3.9931 +2025-06-24 12:12:40,362 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 19:45:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 4.1437, loss: 4.1437 +2025-06-24 12:13:24,937 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 19:44:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.9573, loss: 3.9573 +2025-06-24 12:14:09,481 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 19:43:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 4.1320, loss: 4.1320 +2025-06-24 12:14:54,211 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 19:43:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.1089, loss: 4.1089 +2025-06-24 12:15:38,811 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 19:42:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 4.0744, loss: 4.0744 +2025-06-24 12:16:23,432 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 19:41:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 4.0011, loss: 4.0011 +2025-06-24 12:17:08,086 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 19:40:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 4.0720, loss: 4.0720 +2025-06-24 12:17:52,714 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 19:39:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 4.0813, loss: 4.0813 +2025-06-24 12:18:37,306 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 19:39:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.9976, loss: 3.9976 +2025-06-24 12:19:21,847 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 19:38:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 4.1121, loss: 4.1121 +2025-06-24 12:20:06,349 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 19:37:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 4.0850, loss: 4.0850 +2025-06-24 12:20:08,897 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-24 12:24:09,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:24:09,781 - pyskl - INFO - +top1_acc 0.7196 +top5_acc 0.9206 +2025-06-24 12:24:09,804 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7196, top5_acc: 0.9206 +2025-06-24 12:25:17,574 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 19:37:30, time: 0.678, data_time: 0.231, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 4.0090, loss: 4.0090 +2025-06-24 12:26:02,363 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 19:36:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.9761, loss: 3.9761 +2025-06-24 12:26:47,012 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 19:35:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 4.0181, loss: 4.0181 +2025-06-24 12:27:31,378 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 19:35:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 4.0211, loss: 4.0211 +2025-06-24 12:28:15,959 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 19:34:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.7370, loss: 3.7370 +2025-06-24 12:29:00,675 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 19:33:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 4.0394, loss: 4.0394 +2025-06-24 12:29:45,302 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 19:32:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 3.9174, loss: 3.9174 +2025-06-24 12:30:29,957 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 19:32:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 4.0742, loss: 4.0742 +2025-06-24 12:31:14,503 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 19:31:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.9583, loss: 3.9583 +2025-06-24 12:31:59,202 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 19:30:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.9118, loss: 3.9118 +2025-06-24 12:32:43,921 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 19:29:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.2245, loss: 4.2245 +2025-06-24 12:33:28,584 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 19:28:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.9064, loss: 3.9064 +2025-06-24 12:34:13,365 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 19:28:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 4.0136, loss: 4.0136 +2025-06-24 12:34:58,150 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 19:27:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.9759, loss: 3.9759 +2025-06-24 12:35:42,818 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 19:26:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 4.0256, loss: 4.0256 +2025-06-24 12:36:27,691 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 19:25:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9481, loss_cls: 4.0888, loss: 4.0888 +2025-06-24 12:37:12,474 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 19:25:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.9892, loss: 3.9892 +2025-06-24 12:37:57,171 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 19:24:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 4.0083, loss: 4.0083 +2025-06-24 12:38:41,923 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 19:23:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.8627, loss: 3.8627 +2025-06-24 12:39:26,943 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 19:22:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 4.1223, loss: 4.1223 +2025-06-24 12:40:11,969 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 19:22:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 4.1032, loss: 4.1032 +2025-06-24 12:40:56,774 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 19:21:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 4.0862, loss: 4.0862 +2025-06-24 12:41:41,321 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 19:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 4.0690, loss: 4.0690 +2025-06-24 12:42:26,189 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 19:19:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 3.9368, loss: 3.9368 +2025-06-24 12:43:10,769 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 19:18:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.9728, loss: 3.9728 +2025-06-24 12:43:55,362 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 19:18:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 3.9182, loss: 3.9182 +2025-06-24 12:44:40,015 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 19:17:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.9256, loss: 3.9256 +2025-06-24 12:45:24,630 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 19:16:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 3.9922, loss: 3.9922 +2025-06-24 12:46:09,389 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 19:15:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.9048, loss: 3.9048 +2025-06-24 12:46:54,120 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 19:15:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 4.1444, loss: 4.1444 +2025-06-24 12:47:38,811 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 19:14:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 4.0613, loss: 4.0613 +2025-06-24 12:48:23,606 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 19:13:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 4.1823, loss: 4.1823 +2025-06-24 12:49:08,323 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 19:12:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 4.1491, loss: 4.1491 +2025-06-24 12:49:53,100 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 19:12:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.8585, loss: 3.8585 +2025-06-24 12:49:55,673 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-24 12:53:53,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:53:54,170 - pyskl - INFO - +top1_acc 0.7426 +top5_acc 0.9419 +2025-06-24 12:53:54,192 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7426, top5_acc: 0.9419 +2025-06-24 12:55:02,214 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 19:11:57, time: 0.680, data_time: 0.232, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.9972, loss: 3.9972 +2025-06-24 12:55:46,834 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 19:11:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 3.8638, loss: 3.8638 +2025-06-24 12:56:31,551 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 19:10:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.9722, loss: 3.9722 +2025-06-24 12:57:16,242 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 19:09:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.9423, loss: 3.9423 +2025-06-24 12:58:00,934 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 19:08:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 4.1077, loss: 4.1077 +2025-06-24 12:58:45,642 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 19:08:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 3.9156, loss: 3.9156 +2025-06-24 12:59:30,290 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 19:07:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.9782, loss: 3.9782 +2025-06-24 13:00:14,917 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 19:06:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.9559, loss: 3.9559 +2025-06-24 13:00:59,495 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 19:05:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.9059, loss: 3.9059 +2025-06-24 13:01:43,997 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 19:04:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9756, loss_cls: 3.9215, loss: 3.9215 +2025-06-24 13:02:28,526 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 19:04:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 4.0127, loss: 4.0127 +2025-06-24 13:03:13,113 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 19:03:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 4.1346, loss: 4.1346 +2025-06-24 13:03:57,758 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 19:02:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.9360, loss: 3.9360 +2025-06-24 13:04:42,513 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 19:01:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 3.9862, loss: 3.9862 +2025-06-24 13:05:27,067 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 19:01:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.8754, loss: 3.8754 +2025-06-24 13:06:11,636 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 19:00:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9550, loss_cls: 3.9724, loss: 3.9724 +2025-06-24 13:06:56,095 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 18:59:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.9801, loss: 3.9801 +2025-06-24 13:07:40,475 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 18:58:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 3.9960, loss: 3.9960 +2025-06-24 13:08:24,873 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 18:57:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.8433, loss: 3.8433 +2025-06-24 13:09:09,231 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 18:57:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 4.0488, loss: 4.0488 +2025-06-24 13:09:53,689 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 18:56:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 4.0548, loss: 4.0548 +2025-06-24 13:10:38,104 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 18:55:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 4.0538, loss: 4.0538 +2025-06-24 13:11:22,523 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 18:54:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9519, loss_cls: 3.8515, loss: 3.8515 +2025-06-24 13:12:07,013 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 18:54:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 4.0114, loss: 4.0114 +2025-06-24 13:12:51,233 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 18:53:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.9900, loss: 3.9900 +2025-06-24 13:13:35,652 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 18:52:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 4.0167, loss: 4.0167 +2025-06-24 13:14:19,908 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 18:51:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 4.0033, loss: 4.0033 +2025-06-24 13:15:04,358 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 18:50:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9487, loss_cls: 4.0139, loss: 4.0139 +2025-06-24 13:15:48,636 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 18:50:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.9212, loss: 3.9212 +2025-06-24 13:16:32,932 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 18:49:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.9680, loss: 3.9680 +2025-06-24 13:17:17,377 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 18:48:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.9734, loss: 3.9734 +2025-06-24 13:18:01,679 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 18:47:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.9587, loss: 3.9587 +2025-06-24 13:18:45,945 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 18:47:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 4.0721, loss: 4.0721 +2025-06-24 13:19:30,234 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 18:46:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 4.1187, loss: 4.1187 +2025-06-24 13:19:32,791 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-24 13:38:18,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 13:38:19,457 - pyskl - INFO - +top1_acc 0.7311 +top5_acc 0.9383 +2025-06-24 13:38:19,482 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7311, top5_acc: 0.9383 +2025-06-24 13:39:27,524 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 18:46:08, time: 0.680, data_time: 0.231, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.8757, loss: 3.8757 +2025-06-24 13:40:12,324 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 18:45:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.8807, loss: 3.8807 +2025-06-24 13:40:57,022 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 18:44:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.9486, loss: 3.9486 +2025-06-24 13:41:41,727 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 18:43:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.8255, loss: 3.8255 +2025-06-24 13:42:26,284 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 18:43:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.9659, loss: 3.9659 +2025-06-24 13:43:10,752 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 18:42:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.8884, loss: 3.8884 +2025-06-24 13:43:55,316 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 18:41:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.9341, loss: 3.9341 +2025-06-24 13:44:39,866 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 18:40:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.9699, loss: 3.9699 +2025-06-24 13:45:24,533 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 18:39:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 4.0376, loss: 4.0376 +2025-06-24 13:46:09,095 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 18:39:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 4.0180, loss: 4.0180 +2025-06-24 13:46:53,716 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 18:38:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.0826, loss: 4.0826 +2025-06-24 13:47:38,350 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 18:37:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 4.0446, loss: 4.0446 +2025-06-24 13:48:22,912 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 18:36:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 4.1318, loss: 4.1318 +2025-06-24 13:49:07,510 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 18:36:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 4.0465, loss: 4.0465 +2025-06-24 13:49:52,097 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 18:35:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 4.0105, loss: 4.0105 +2025-06-24 13:50:36,657 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 18:34:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 4.1236, loss: 4.1236 +2025-06-24 13:51:21,158 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 18:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.9966, loss: 3.9966 +2025-06-24 13:52:05,781 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 18:32:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 4.0077, loss: 4.0077 +2025-06-24 13:52:50,367 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 18:32:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 4.0658, loss: 4.0658 +2025-06-24 13:53:34,931 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 18:31:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9531, loss_cls: 4.0974, loss: 4.0974 +2025-06-24 13:54:19,503 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 18:30:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 4.0229, loss: 4.0229 +2025-06-24 13:55:04,187 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 18:29:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.9146, loss: 3.9146 +2025-06-24 13:55:48,831 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 18:29:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.9008, loss: 3.9008 +2025-06-24 13:56:33,494 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 18:28:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.9197, loss: 3.9197 +2025-06-24 13:57:18,091 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 18:27:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 4.0230, loss: 4.0230 +2025-06-24 13:58:02,665 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 18:26:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.9972, loss: 3.9972 +2025-06-24 13:58:47,294 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 18:26:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.8589, loss: 3.8589 +2025-06-24 13:59:31,902 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 18:25:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 4.0348, loss: 4.0348 +2025-06-24 14:00:16,662 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 18:24:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 4.2059, loss: 4.2059 +2025-06-24 14:01:01,383 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 18:23:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.9706, loss: 3.9706 +2025-06-24 14:01:46,105 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 18:22:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 4.0485, loss: 4.0485 +2025-06-24 14:02:30,815 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 18:22:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.9252, loss: 3.9252 +2025-06-24 14:03:15,549 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 18:21:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.8226, loss: 3.8226 +2025-06-24 14:04:00,338 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 18:20:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.8497, loss: 3.8497 +2025-06-24 14:04:02,946 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-24 14:08:03,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:08:03,743 - pyskl - INFO - +top1_acc 0.7459 +top5_acc 0.9386 +2025-06-24 14:08:03,767 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7459, top5_acc: 0.9386 +2025-06-24 14:09:11,723 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 18:20:29, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 3.9004, loss: 3.9004 +2025-06-24 14:09:56,334 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 18:19:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.8261, loss: 3.8261 +2025-06-24 14:10:40,970 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 18:18:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.8974, loss: 3.8974 +2025-06-24 14:11:25,518 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 18:18:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.9179, loss: 3.9179 +2025-06-24 14:12:09,949 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 18:17:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.9310, loss: 3.9310 +2025-06-24 14:12:54,479 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 18:16:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.9577, loss: 3.9577 +2025-06-24 14:13:38,951 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 18:15:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.9270, loss: 3.9270 +2025-06-24 14:14:23,613 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 18:15:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.9621, loss: 3.9621 +2025-06-24 14:15:08,146 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 18:14:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 4.0574, loss: 4.0574 +2025-06-24 14:15:52,701 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 18:13:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 3.8962, loss: 3.8962 +2025-06-24 14:16:37,321 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 18:12:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.8662, loss: 3.8662 +2025-06-24 14:17:21,862 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 18:11:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 4.1447, loss: 4.1447 +2025-06-24 14:18:06,441 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 18:11:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 4.0401, loss: 4.0401 +2025-06-24 14:18:51,057 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 18:10:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 4.2122, loss: 4.2122 +2025-06-24 14:19:35,566 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 18:09:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.9121, loss: 3.9121 +2025-06-24 14:20:20,276 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 18:08:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 3.9594, loss: 3.9594 +2025-06-24 14:21:05,032 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 18:08:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 4.0260, loss: 4.0260 +2025-06-24 14:21:49,649 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 18:07:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 4.0260, loss: 4.0260 +2025-06-24 14:22:34,155 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 18:06:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.9307, loss: 3.9307 +2025-06-24 14:23:18,775 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 18:05:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.9044, loss: 3.9044 +2025-06-24 14:24:03,388 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 18:05:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 4.0310, loss: 4.0310 +2025-06-24 14:24:47,962 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 18:04:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 4.0208, loss: 4.0208 +2025-06-24 14:25:32,436 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 18:03:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 4.0166, loss: 4.0166 +2025-06-24 14:26:16,890 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 18:02:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 4.0051, loss: 4.0051 +2025-06-24 14:27:01,341 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 18:01:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 3.9962, loss: 3.9962 +2025-06-24 14:27:45,829 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 18:01:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.9469, loss: 3.9469 +2025-06-24 14:28:30,310 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 18:00:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 4.0774, loss: 4.0774 +2025-06-24 14:29:14,838 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 17:59:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 3.8670, loss: 3.8670 +2025-06-24 14:29:59,443 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 17:58:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9694, loss_cls: 3.9695, loss: 3.9695 +2025-06-24 14:30:44,021 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 17:58:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.8756, loss: 3.8756 +2025-06-24 14:31:28,574 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 17:57:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.9543, loss: 3.9543 +2025-06-24 14:32:13,112 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 17:56:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.9101, loss: 3.9101 +2025-06-24 14:32:57,680 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 17:55:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.8885, loss: 3.8885 +2025-06-24 14:33:42,196 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 17:54:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.8368, loss: 3.8368 +2025-06-24 14:33:44,738 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-24 14:37:45,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:37:46,425 - pyskl - INFO - +top1_acc 0.7192 +top5_acc 0.9293 +2025-06-24 14:37:46,446 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7192, top5_acc: 0.9293 +2025-06-24 14:38:54,558 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 17:54:46, time: 0.681, data_time: 0.234, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 3.9736, loss: 3.9736 +2025-06-24 14:39:39,238 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 17:54:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.8385, loss: 3.8385 +2025-06-24 14:40:23,862 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 17:53:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.7344, loss: 3.7344 +2025-06-24 14:41:08,524 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 17:52:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.7722, loss: 3.7722 +2025-06-24 14:41:53,424 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 17:51:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 3.9995, loss: 3.9995 +2025-06-24 14:42:38,107 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 17:50:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.9429, loss: 3.9429 +2025-06-24 14:43:22,822 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 17:50:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.8080, loss: 3.8080 +2025-06-24 14:44:07,521 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 17:49:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.9423, loss: 3.9423 +2025-06-24 14:44:52,134 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 17:48:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.7507, loss: 3.7507 +2025-06-24 14:45:36,684 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 17:47:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 3.9356, loss: 3.9356 +2025-06-24 14:46:21,256 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 17:47:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 4.0786, loss: 4.0786 +2025-06-24 14:47:05,831 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 17:46:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.9840, loss: 3.9840 +2025-06-24 14:47:50,454 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 17:45:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 4.0015, loss: 4.0015 +2025-06-24 14:48:35,082 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 17:44:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 4.0654, loss: 4.0654 +2025-06-24 14:49:19,452 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 17:43:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.7889, loss: 3.7889 +2025-06-24 14:50:04,150 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 17:43:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.8570, loss: 3.8570 +2025-06-24 14:50:48,731 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 17:42:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.7482, loss: 3.7482 +2025-06-24 14:51:33,297 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 17:41:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 4.0362, loss: 4.0362 +2025-06-24 14:52:17,931 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 17:40:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.9646, loss: 3.9646 +2025-06-24 14:53:02,608 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 17:40:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.9647, loss: 3.9647 +2025-06-24 14:53:47,278 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 17:39:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 4.0384, loss: 4.0384 +2025-06-24 14:54:31,967 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 17:38:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.9065, loss: 3.9065 +2025-06-24 14:55:16,707 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 17:37:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 4.0355, loss: 4.0355 +2025-06-24 14:56:01,326 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 17:37:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 4.0244, loss: 4.0244 +2025-06-24 14:56:46,021 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 17:36:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.8842, loss: 3.8842 +2025-06-24 14:57:30,650 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 17:35:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.9574, loss: 3.9574 +2025-06-24 14:58:15,201 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 17:34:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 3.9603, loss: 3.9603 +2025-06-24 14:58:59,769 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 17:33:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 4.0851, loss: 4.0851 +2025-06-24 14:59:44,373 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 17:33:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.9937, loss: 3.9937 +2025-06-24 15:00:28,999 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 17:32:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.7943, loss: 3.7943 +2025-06-24 15:01:13,627 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 17:31:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 4.0553, loss: 4.0553 +2025-06-24 15:01:58,183 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 17:30:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.8339, loss: 3.8339 +2025-06-24 15:02:42,795 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 17:30:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 3.8482, loss: 3.8482 +2025-06-24 15:03:27,469 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 17:29:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.9708, loss: 3.9708 +2025-06-24 15:03:30,033 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-24 15:07:28,798 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:07:29,481 - pyskl - INFO - +top1_acc 0.7442 +top5_acc 0.9391 +2025-06-24 15:07:29,504 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7442, top5_acc: 0.9391 +2025-06-24 15:08:38,171 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 17:29:08, time: 0.687, data_time: 0.238, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.9004, loss: 3.9004 +2025-06-24 15:09:22,877 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 17:28:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.7452, loss: 3.7452 +2025-06-24 15:10:07,530 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 17:27:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 3.8740, loss: 3.8740 +2025-06-24 15:10:52,168 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 17:26:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.8931, loss: 3.8931 +2025-06-24 15:11:36,766 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 17:26:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.9761, loss: 3.9761 +2025-06-24 15:12:21,966 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 17:25:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.8612, loss: 3.8612 +2025-06-24 15:13:06,775 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 17:24:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 4.0500, loss: 4.0500 +2025-06-24 15:13:51,572 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 17:23:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.8274, loss: 3.8274 +2025-06-24 15:14:36,127 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 17:22:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.7624, loss: 3.7624 +2025-06-24 15:15:20,901 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 17:22:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.9280, loss: 3.9280 +2025-06-24 15:16:05,306 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 17:21:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.9742, loss: 3.9742 +2025-06-24 15:16:50,030 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 17:20:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.9273, loss: 3.9273 +2025-06-24 15:17:34,690 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 17:19:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.9857, loss: 3.9857 +2025-06-24 15:18:19,318 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 17:19:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.8677, loss: 3.8677 +2025-06-24 15:19:04,003 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 17:18:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.8973, loss: 3.8973 +2025-06-24 15:19:48,699 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 17:17:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.9228, loss: 3.9228 +2025-06-24 15:20:33,414 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 17:16:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.9119, loss: 3.9119 +2025-06-24 15:21:18,056 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 17:16:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 4.0255, loss: 4.0255 +2025-06-24 15:22:02,761 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 17:15:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.8780, loss: 3.8780 +2025-06-24 15:22:47,438 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 17:14:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.7486, loss: 3.7486 +2025-06-24 15:23:32,243 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 17:13:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 4.0063, loss: 4.0063 +2025-06-24 15:24:16,984 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 17:12:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.9086, loss: 3.9086 +2025-06-24 15:25:01,600 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 17:12:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.9003, loss: 3.9003 +2025-06-24 15:25:46,307 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 17:11:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.9629, loss: 3.9629 +2025-06-24 15:26:31,069 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 17:10:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 3.8940, loss: 3.8940 +2025-06-24 15:27:15,703 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 17:09:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 3.9264, loss: 3.9264 +2025-06-24 15:28:00,205 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 17:09:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.8073, loss: 3.8073 +2025-06-24 15:28:44,766 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 17:08:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.8589, loss: 3.8589 +2025-06-24 15:29:29,411 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 17:07:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 4.0079, loss: 4.0079 +2025-06-24 15:30:14,055 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 17:06:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 3.9404, loss: 3.9404 +2025-06-24 15:30:58,728 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 17:06:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.9521, loss: 3.9521 +2025-06-24 15:31:43,478 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 17:05:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9537, loss_cls: 3.9993, loss: 3.9993 +2025-06-24 15:32:28,144 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 17:04:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 3.9985, loss: 3.9985 +2025-06-24 15:33:12,692 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 17:03:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.8996, loss: 3.8996 +2025-06-24 15:33:15,438 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-24 15:37:16,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:37:17,571 - pyskl - INFO - +top1_acc 0.7520 +top5_acc 0.9463 +2025-06-24 15:37:17,626 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_46.pth was removed +2025-06-24 15:37:18,691 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. +2025-06-24 15:37:18,692 - pyskl - INFO - Best top1_acc is 0.7520 at 54 epoch. +2025-06-24 15:37:18,713 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7520, top5_acc: 0.9463 +2025-06-24 15:38:27,352 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 17:03:34, time: 0.686, data_time: 0.238, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.8919, loss: 3.8919 +2025-06-24 15:39:12,293 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 17:02:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.7750, loss: 3.7750 +2025-06-24 15:39:57,073 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 17:02:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.8529, loss: 3.8529 +2025-06-24 15:40:41,807 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 17:01:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.7632, loss: 3.7632 +2025-06-24 15:41:26,517 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 17:00:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.8970, loss: 3.8970 +2025-06-24 15:42:11,239 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 16:59:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.8769, loss: 3.8769 +2025-06-24 15:42:55,686 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 16:58:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.8205, loss: 3.8205 +2025-06-24 15:43:40,091 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 16:58:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.7575, loss: 3.7575 +2025-06-24 15:44:24,410 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 16:57:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 3.8983, loss: 3.8983 +2025-06-24 15:45:08,854 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 16:56:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.8958, loss: 3.8958 +2025-06-24 15:45:53,547 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 16:55:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 3.9852, loss: 3.9852 +2025-06-24 15:46:38,058 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 16:55:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.9797, loss: 3.9797 +2025-06-24 15:47:22,482 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 16:54:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.9828, loss: 3.9828 +2025-06-24 15:48:06,905 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 16:53:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.8790, loss: 3.8790 +2025-06-24 15:48:51,494 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 16:52:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.9230, loss: 3.9230 +2025-06-24 15:49:36,042 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 16:51:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.8974, loss: 3.8974 +2025-06-24 15:50:20,591 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 16:51:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.9853, loss: 3.9853 +2025-06-24 15:51:05,165 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 16:50:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 3.9774, loss: 3.9774 +2025-06-24 15:51:49,642 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 16:49:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.9950, loss: 3.9950 +2025-06-24 15:52:34,140 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 16:48:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.8697, loss: 3.8697 +2025-06-24 15:53:18,689 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 16:48:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9556, loss_cls: 4.0124, loss: 4.0124 +2025-06-24 15:54:03,134 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 16:47:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.9943, loss: 3.9943 +2025-06-24 15:54:47,595 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 16:46:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.9155, loss: 3.9155 +2025-06-24 15:55:31,950 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 16:45:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.8174, loss: 3.8174 +2025-06-24 15:56:16,380 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 16:44:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.9798, loss: 3.9798 +2025-06-24 15:57:00,796 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 16:44:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.9389, loss: 3.9389 +2025-06-24 15:57:45,237 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 16:43:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.9597, loss: 3.9597 +2025-06-24 15:58:29,638 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 16:42:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 4.0695, loss: 4.0695 +2025-06-24 15:59:14,042 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 16:41:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.8983, loss: 3.8983 +2025-06-24 15:59:58,411 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 16:41:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.8507, loss: 3.8507 +2025-06-24 16:00:42,843 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 16:40:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.7814, loss: 3.7814 +2025-06-24 16:01:27,361 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 16:39:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.9263, loss: 3.9263 +2025-06-24 16:02:11,863 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 16:38:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.9692, loss: 3.9692 +2025-06-24 16:02:56,242 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 16:38:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.0882, loss: 4.0882 +2025-06-24 16:02:58,809 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-24 16:21:25,741 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 16:21:26,304 - pyskl - INFO - +top1_acc 0.7355 +top5_acc 0.9439 +2025-06-24 16:21:26,326 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7355, top5_acc: 0.9439 +2025-06-24 16:22:34,130 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 16:37:47, time: 0.678, data_time: 0.231, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 3.8416, loss: 3.8416 +2025-06-24 16:23:18,833 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 16:37:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.7563, loss: 3.7563 +2025-06-24 16:24:03,507 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 16:36:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.8807, loss: 3.8807 +2025-06-24 16:24:48,286 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 16:35:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.8652, loss: 3.8652 +2025-06-24 16:25:32,987 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 16:34:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.8839, loss: 3.8839 +2025-06-24 16:26:17,582 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 16:33:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.8723, loss: 3.8723 +2025-06-24 16:27:02,418 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 16:33:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.9794, loss: 3.9794 +2025-06-24 16:27:47,281 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 16:32:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.9853, loss: 3.9853 +2025-06-24 16:28:31,993 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 16:31:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.7621, loss: 3.7621 +2025-06-24 16:29:16,540 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 16:30:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.9307, loss: 3.9307 +2025-06-24 16:30:01,249 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 16:30:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 3.7962, loss: 3.7962 +2025-06-24 16:30:45,903 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 16:29:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.8743, loss: 3.8743 +2025-06-24 16:31:30,503 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 16:28:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.8911, loss: 3.8911 +2025-06-24 16:32:15,202 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 16:27:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 4.0409, loss: 4.0409 +2025-06-24 16:32:59,837 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 16:27:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.8884, loss: 3.8884 +2025-06-24 16:33:44,482 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 16:26:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.9086, loss: 3.9086 +2025-06-24 16:34:29,060 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 16:25:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.8457, loss: 3.8457 +2025-06-24 16:35:13,566 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 16:24:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.8997, loss: 3.8997 +2025-06-24 16:35:58,151 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 16:23:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.9027, loss: 3.9027 +2025-06-24 16:36:42,863 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 16:23:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 4.0096, loss: 4.0096 +2025-06-24 16:37:27,587 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 16:22:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 3.8794, loss: 3.8794 +2025-06-24 16:38:12,173 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 16:21:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.8485, loss: 3.8485 +2025-06-24 16:38:56,730 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 16:20:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 4.0557, loss: 4.0557 +2025-06-24 16:39:41,258 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 16:20:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.9589, loss: 3.9589 +2025-06-24 16:40:25,761 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 16:19:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9500, loss_cls: 3.8840, loss: 3.8840 +2025-06-24 16:41:10,282 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 16:18:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.8488, loss: 3.8488 +2025-06-24 16:41:54,859 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 16:17:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.9268, loss: 3.9268 +2025-06-24 16:42:39,345 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 16:16:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.9183, loss: 3.9183 +2025-06-24 16:43:23,874 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 16:16:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.8398, loss: 3.8398 +2025-06-24 16:44:08,403 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 16:15:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.9534, loss: 3.9534 +2025-06-24 16:44:52,981 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 16:14:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 4.0031, loss: 4.0031 +2025-06-24 16:45:37,558 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 16:13:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.9413, loss: 3.9413 +2025-06-24 16:46:22,111 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 16:13:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.7379, loss: 3.7379 +2025-06-24 16:47:06,637 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 16:12:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.9436, loss: 3.9436 +2025-06-24 16:47:09,212 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-24 16:51:08,082 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 16:51:08,626 - pyskl - INFO - +top1_acc 0.7433 +top5_acc 0.9406 +2025-06-24 16:51:08,647 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7433, top5_acc: 0.9406 +2025-06-24 16:52:16,439 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 16:12:07, time: 0.678, data_time: 0.230, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.6897, loss: 3.6897 +2025-06-24 16:53:01,207 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 16:11:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.9223, loss: 3.9223 +2025-06-24 16:53:45,756 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 16:10:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.8347, loss: 3.8347 +2025-06-24 16:54:30,340 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 16:09:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.7059, loss: 3.7059 +2025-06-24 16:55:14,977 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 16:09:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.8959, loss: 3.8959 +2025-06-24 16:55:59,563 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 16:08:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.8252, loss: 3.8252 +2025-06-24 16:56:44,069 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 16:07:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.8524, loss: 3.8524 +2025-06-24 16:57:28,658 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 16:06:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.8583, loss: 3.8583 +2025-06-24 16:58:13,161 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 16:05:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.6880, loss: 3.6880 +2025-06-24 16:58:57,674 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 16:05:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.8803, loss: 3.8803 +2025-06-24 16:59:42,212 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 16:04:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.8606, loss: 3.8606 +2025-06-24 17:00:26,718 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 16:03:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.9675, loss: 3.9675 +2025-06-24 17:01:11,259 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 16:02:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9725, loss_cls: 3.8959, loss: 3.8959 +2025-06-24 17:01:55,869 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 16:02:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.8693, loss: 3.8693 +2025-06-24 17:02:40,617 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 16:01:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.9323, loss: 3.9323 +2025-06-24 17:03:25,304 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 16:00:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.8514, loss: 3.8514 +2025-06-24 17:04:09,953 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 15:59:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 3.9126, loss: 3.9126 +2025-06-24 17:04:54,594 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 15:59:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 3.9193, loss: 3.9193 +2025-06-24 17:05:39,176 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 15:58:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7368, loss: 3.7368 +2025-06-24 17:06:24,036 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 15:57:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 3.9519, loss: 3.9519 +2025-06-24 17:07:08,794 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 15:56:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.9728, loss: 3.9728 +2025-06-24 17:07:53,503 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 15:55:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 4.0253, loss: 4.0253 +2025-06-24 17:08:38,220 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 15:55:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.8359, loss: 3.8359 +2025-06-24 17:09:22,862 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 15:54:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.8598, loss: 3.8598 +2025-06-24 17:10:07,402 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 15:53:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.7109, loss: 3.7109 +2025-06-24 17:10:51,955 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 15:52:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 3.9989, loss: 3.9989 +2025-06-24 17:11:36,529 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 15:52:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 4.0066, loss: 4.0066 +2025-06-24 17:12:21,044 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 15:51:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.9421, loss: 3.9421 +2025-06-24 17:13:05,547 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 15:50:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.9847, loss: 3.9847 +2025-06-24 17:13:50,172 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 15:49:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.9210, loss: 3.9210 +2025-06-24 17:14:34,702 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 15:49:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.8920, loss: 3.8920 +2025-06-24 17:15:19,169 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 15:48:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.9162, loss: 3.9162 +2025-06-24 17:16:03,665 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 15:47:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 3.8830, loss: 3.8830 +2025-06-24 17:16:48,120 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 15:46:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 3.9792, loss: 3.9792 +2025-06-24 17:16:50,699 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-24 17:20:48,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:20:49,277 - pyskl - INFO - +top1_acc 0.7515 +top5_acc 0.9442 +2025-06-24 17:20:49,301 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7515, top5_acc: 0.9442 +2025-06-24 17:21:57,607 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 15:46:27, time: 0.683, data_time: 0.237, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.7511, loss: 3.7511 +2025-06-24 17:22:42,191 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 15:45:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.6534, loss: 3.6534 +2025-06-24 17:23:26,754 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 15:44:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.8152, loss: 3.8152 +2025-06-24 17:24:11,232 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 15:44:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.7256, loss: 3.7256 +2025-06-24 17:24:55,693 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 15:43:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.7070, loss: 3.7070 +2025-06-24 17:25:40,188 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 15:42:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9769, loss_cls: 3.8464, loss: 3.8464 +2025-06-24 17:26:24,661 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 15:41:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.8322, loss: 3.8322 +2025-06-24 17:27:09,231 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 15:41:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.7065, loss: 3.7065 +2025-06-24 17:27:53,716 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 15:40:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.8911, loss: 3.8911 +2025-06-24 17:28:38,293 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 15:39:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.8650, loss: 3.8650 +2025-06-24 17:29:22,894 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 15:38:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 3.9134, loss: 3.9134 +2025-06-24 17:30:07,471 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 15:37:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 3.8262, loss: 3.8262 +2025-06-24 17:30:51,934 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 15:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.9872, loss: 3.9872 +2025-06-24 17:31:36,438 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 15:36:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.8641, loss: 3.8641 +2025-06-24 17:32:20,957 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 15:35:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.7277, loss: 3.7277 +2025-06-24 17:33:05,641 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 15:34:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.7591, loss: 3.7591 +2025-06-24 17:33:50,252 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 15:34:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 3.7885, loss: 3.7885 +2025-06-24 17:34:34,902 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 15:33:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.8767, loss: 3.8767 +2025-06-24 17:35:19,490 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 15:32:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.8845, loss: 3.8845 +2025-06-24 17:36:04,107 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 15:31:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.8078, loss: 3.8078 +2025-06-24 17:36:48,606 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 15:31:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.8194, loss: 3.8194 +2025-06-24 17:37:33,160 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 15:30:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.9981, loss: 3.9981 +2025-06-24 17:38:17,717 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 15:29:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.9848, loss: 3.9848 +2025-06-24 17:39:02,322 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 15:28:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.8651, loss: 3.8651 +2025-06-24 17:39:46,896 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 15:27:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.8779, loss: 3.8779 +2025-06-24 17:40:31,446 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 15:27:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 3.9310, loss: 3.9310 +2025-06-24 17:41:16,170 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 15:26:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 3.9189, loss: 3.9189 +2025-06-24 17:42:00,824 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 15:25:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.8607, loss: 3.8607 +2025-06-24 17:42:45,476 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 15:24:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.7787, loss: 3.7787 +2025-06-24 17:43:30,240 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 15:24:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.8644, loss: 3.8644 +2025-06-24 17:44:14,882 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 15:23:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.9044, loss: 3.9044 +2025-06-24 17:44:59,558 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 15:22:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.7985, loss: 3.7985 +2025-06-24 17:45:44,143 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 15:21:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.9672, loss: 3.9672 +2025-06-24 17:46:28,886 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 15:21:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.8497, loss: 3.8497 +2025-06-24 17:46:31,540 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-24 17:50:29,649 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:50:30,203 - pyskl - INFO - +top1_acc 0.7307 +top5_acc 0.9311 +2025-06-24 17:50:30,227 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7307, top5_acc: 0.9311 +2025-06-24 17:51:38,846 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 15:20:46, time: 0.686, data_time: 0.236, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 4.0815, loss: 4.0815 +2025-06-24 17:52:23,698 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 15:20:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.8930, loss: 3.8930 +2025-06-24 17:53:08,399 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 15:19:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.7856, loss: 3.7856 +2025-06-24 17:53:53,047 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 15:18:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 3.7526, loss: 3.7526 +2025-06-24 17:54:37,766 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 15:17:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.8272, loss: 3.8272 +2025-06-24 17:55:22,751 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 15:16:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.7655, loss: 3.7655 +2025-06-24 17:56:07,584 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 15:16:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.7911, loss: 3.7911 +2025-06-24 17:56:52,158 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 15:15:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.8497, loss: 3.8497 +2025-06-24 17:57:36,710 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 15:14:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.8547, loss: 3.8547 +2025-06-24 17:58:21,216 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 15:13:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.9192, loss: 3.9192 +2025-06-24 17:59:05,695 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 15:13:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.8351, loss: 3.8351 +2025-06-24 17:59:50,209 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 15:12:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.7587, loss: 3.7587 +2025-06-24 18:00:34,739 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 15:11:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.9054, loss: 3.9054 +2025-06-24 18:01:19,252 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 15:10:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 3.8309, loss: 3.8309 +2025-06-24 18:02:03,891 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 15:10:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.9008, loss: 3.9008 +2025-06-24 18:02:48,534 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 15:09:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.8266, loss: 3.8266 +2025-06-24 18:03:33,117 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 15:08:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.8726, loss: 3.8726 +2025-06-24 18:04:17,698 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 15:07:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.9765, loss: 3.9765 +2025-06-24 18:05:02,241 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 15:06:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.9788, loss: 3.9788 +2025-06-24 18:05:46,874 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 15:06:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.9749, loss: 3.9749 +2025-06-24 18:06:31,524 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 15:05:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.7370, loss: 3.7370 +2025-06-24 18:07:16,225 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 15:04:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 4.0043, loss: 4.0043 +2025-06-24 18:08:00,914 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 15:03:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.9304, loss: 3.9304 +2025-06-24 18:08:45,592 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 15:03:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.9097, loss: 3.9097 +2025-06-24 18:09:30,303 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 15:02:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.8447, loss: 3.8447 +2025-06-24 18:10:15,032 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 15:01:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.7353, loss: 3.7353 +2025-06-24 18:10:59,567 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 15:00:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9537, loss_cls: 3.8811, loss: 3.8811 +2025-06-24 18:11:44,139 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 15:00:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.7694, loss: 3.7694 +2025-06-24 18:12:28,691 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 14:59:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.8445, loss: 3.8445 +2025-06-24 18:13:13,260 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 14:58:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.9190, loss: 3.9190 +2025-06-24 18:13:57,746 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 14:57:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.8172, loss: 3.8172 +2025-06-24 18:14:42,282 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 14:56:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.8887, loss: 3.8887 +2025-06-24 18:15:26,858 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 14:56:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.9220, loss: 3.9220 +2025-06-24 18:16:11,478 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 14:55:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.9562, loss: 3.9562 +2025-06-24 18:16:14,103 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-24 18:20:14,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:20:15,461 - pyskl - INFO - +top1_acc 0.7337 +top5_acc 0.9336 +2025-06-24 18:20:15,482 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7337, top5_acc: 0.9336 +2025-06-24 18:21:23,383 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 14:55:07, time: 0.679, data_time: 0.231, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.6850, loss: 3.6850 +2025-06-24 18:22:08,043 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 14:54:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.9168, loss: 3.9168 +2025-06-24 18:22:52,766 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 14:53:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.7869, loss: 3.7869 +2025-06-24 18:23:37,378 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 14:52:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.7276, loss: 3.7276 +2025-06-24 18:24:22,006 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 14:52:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.7453, loss: 3.7453 +2025-06-24 18:25:06,598 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 14:51:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.6564, loss: 3.6564 +2025-06-24 18:25:51,087 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 14:50:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.9162, loss: 3.9162 +2025-06-24 18:26:35,654 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 14:49:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.8286, loss: 3.8286 +2025-06-24 18:27:20,226 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 14:48:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.7575, loss: 3.7575 +2025-06-24 18:28:04,845 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 14:48:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.6969, loss: 3.6969 +2025-06-24 18:28:49,298 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 14:47:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.7887, loss: 3.7887 +2025-06-24 18:29:33,761 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 14:46:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.6831, loss: 3.6831 +2025-06-24 18:30:18,204 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 14:45:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.8278, loss: 3.8278 +2025-06-24 18:31:02,614 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 14:45:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.7761, loss: 3.7761 +2025-06-24 18:31:47,075 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 14:44:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.8076, loss: 3.8076 +2025-06-24 18:32:31,528 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 14:43:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.9622, loss: 3.9622 +2025-06-24 18:33:16,077 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 14:42:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.8250, loss: 3.8250 +2025-06-24 18:34:00,577 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 14:42:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.8193, loss: 3.8193 +2025-06-24 18:34:45,021 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 14:41:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.8738, loss: 3.8738 +2025-06-24 18:35:29,382 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 14:40:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.7804, loss: 3.7804 +2025-06-24 18:36:13,855 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 14:39:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.8008, loss: 3.8008 +2025-06-24 18:36:58,274 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 14:38:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.9690, loss: 3.9690 +2025-06-24 18:37:42,797 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 14:38:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.8392, loss: 3.8392 +2025-06-24 18:38:27,224 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 14:37:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.8063, loss: 3.8063 +2025-06-24 18:39:11,763 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 14:36:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9725, loss_cls: 3.9017, loss: 3.9017 +2025-06-24 18:39:56,203 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 14:35:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 3.9973, loss: 3.9973 +2025-06-24 18:40:40,664 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 14:35:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.8546, loss: 3.8546 +2025-06-24 18:41:25,255 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 14:34:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.8922, loss: 3.8922 +2025-06-24 18:42:09,921 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 14:33:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.8493, loss: 3.8493 +2025-06-24 18:42:54,427 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 14:32:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9525, loss_cls: 3.9919, loss: 3.9919 +2025-06-24 18:43:39,036 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 14:31:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.8991, loss: 3.8991 +2025-06-24 18:44:23,595 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 14:31:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.8505, loss: 3.8505 +2025-06-24 18:45:08,217 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 14:30:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.9715, loss: 3.9715 +2025-06-24 18:45:52,756 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 14:29:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.9388, loss: 3.9388 +2025-06-24 18:45:55,314 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-24 19:05:23,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 19:05:24,197 - pyskl - INFO - +top1_acc 0.7601 +top5_acc 0.9502 +2025-06-24 19:05:24,255 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_54.pth was removed +2025-06-24 19:05:25,376 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2025-06-24 19:05:25,378 - pyskl - INFO - Best top1_acc is 0.7601 at 60 epoch. +2025-06-24 19:05:25,402 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7601, top5_acc: 0.9502 +2025-06-24 19:06:33,236 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 14:29:22, time: 0.678, data_time: 0.230, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 3.8090, loss: 3.8090 +2025-06-24 19:07:17,837 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 14:28:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.6946, loss: 3.6946 +2025-06-24 19:08:02,455 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 14:27:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.6551, loss: 3.6551 +2025-06-24 19:08:46,982 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 14:27:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.7334, loss: 3.7334 +2025-06-24 19:09:31,691 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 14:26:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.7600, loss: 3.7600 +2025-06-24 19:10:16,387 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 14:25:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.6608, loss: 3.6608 +2025-06-24 19:11:01,116 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 14:24:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.9017, loss: 3.9017 +2025-06-24 19:11:45,760 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 14:24:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.7586, loss: 3.7586 +2025-06-24 19:12:30,428 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 14:23:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 3.9128, loss: 3.9128 +2025-06-24 19:13:15,104 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 14:22:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.7367, loss: 3.7367 +2025-06-24 19:13:59,813 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 14:21:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.8021, loss: 3.8021 +2025-06-24 19:14:44,469 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 14:20:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.7206, loss: 3.7206 +2025-06-24 19:15:29,044 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 14:20:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9606, loss_cls: 3.7558, loss: 3.7558 +2025-06-24 19:16:13,633 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 14:19:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 3.7143, loss: 3.7143 +2025-06-24 19:16:58,289 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 14:18:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.8392, loss: 3.8392 +2025-06-24 19:17:42,854 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 14:17:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.8067, loss: 3.8067 +2025-06-24 19:18:27,526 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 14:17:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.8814, loss: 3.8814 +2025-06-24 19:19:12,231 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 14:16:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.7555, loss: 3.7555 +2025-06-24 19:19:56,751 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 14:15:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.8198, loss: 3.8198 +2025-06-24 19:20:41,159 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 14:14:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.8304, loss: 3.8304 +2025-06-24 19:21:25,663 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 14:14:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.6936, loss: 3.6936 +2025-06-24 19:22:10,240 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 14:13:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.8532, loss: 3.8532 +2025-06-24 19:22:54,746 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 14:12:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.8934, loss: 3.8934 +2025-06-24 19:23:39,329 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 14:11:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.8161, loss: 3.8161 +2025-06-24 19:24:23,846 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 14:10:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 4.0136, loss: 4.0136 +2025-06-24 19:25:08,422 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 14:10:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.9242, loss: 3.9242 +2025-06-24 19:25:52,983 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 14:09:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9563, loss_cls: 3.9601, loss: 3.9601 +2025-06-24 19:26:37,440 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 14:08:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.7315, loss: 3.7315 +2025-06-24 19:27:21,960 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 14:07:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9750, loss_cls: 3.8304, loss: 3.8304 +2025-06-24 19:28:06,382 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 14:07:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.8418, loss: 3.8418 +2025-06-24 19:28:51,116 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 14:06:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.7672, loss: 3.7672 +2025-06-24 19:29:35,702 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 14:05:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.7762, loss: 3.7762 +2025-06-24 19:30:20,369 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 14:04:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.7362, loss: 3.7362 +2025-06-24 19:31:04,893 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 14:03:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 4.0530, loss: 4.0530 +2025-06-24 19:31:07,505 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-24 19:35:05,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 19:35:05,661 - pyskl - INFO - +top1_acc 0.7542 +top5_acc 0.9437 +2025-06-24 19:35:05,680 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7542, top5_acc: 0.9437 +2025-06-24 19:36:13,403 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 14:03:41, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.8086, loss: 3.8086 +2025-06-24 19:36:58,090 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 14:02:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.6956, loss: 3.6956 +2025-06-24 19:37:42,899 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 14:02:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 3.6843, loss: 3.6843 +2025-06-24 19:38:27,655 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 14:01:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.6841, loss: 3.6841 +2025-06-24 19:39:12,479 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 14:00:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.7966, loss: 3.7966 +2025-06-24 19:39:57,361 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 13:59:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.7408, loss: 3.7408 +2025-06-24 19:40:42,047 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 13:59:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.6109, loss: 3.6109 +2025-06-24 19:41:26,545 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 13:58:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.6288, loss: 3.6288 +2025-06-24 19:42:10,825 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 13:57:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.6171, loss: 3.6171 +2025-06-24 19:42:55,326 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 13:56:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.7158, loss: 3.7158 +2025-06-24 19:43:40,063 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 13:56:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 3.9146, loss: 3.9146 +2025-06-24 19:44:24,593 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 13:55:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.7294, loss: 3.7294 +2025-06-24 19:45:09,143 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 13:54:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 3.8099, loss: 3.8099 +2025-06-24 19:45:53,685 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 13:53:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.6859, loss: 3.6859 +2025-06-24 19:46:38,177 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 13:52:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.9118, loss: 3.9118 +2025-06-24 19:47:22,774 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 13:52:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9850, loss_cls: 3.6688, loss: 3.6688 +2025-06-24 19:48:07,361 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 13:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.7445, loss: 3.7445 +2025-06-24 19:48:51,917 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 13:50:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.7791, loss: 3.7791 +2025-06-24 19:49:36,458 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 13:49:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.8614, loss: 3.8614 +2025-06-24 19:50:20,966 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 13:49:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.7474, loss: 3.7474 +2025-06-24 19:51:05,594 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 13:48:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.8755, loss: 3.8755 +2025-06-24 19:51:50,061 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 13:47:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.8637, loss: 3.8637 +2025-06-24 19:52:34,550 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 13:46:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.9231, loss: 3.9231 +2025-06-24 19:53:19,035 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 13:46:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.7460, loss: 3.7460 +2025-06-24 19:54:03,534 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 13:45:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.7591, loss: 3.7591 +2025-06-24 19:54:48,093 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 13:44:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.7647, loss: 3.7647 +2025-06-24 19:55:32,686 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 13:43:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.8710, loss: 3.8710 +2025-06-24 19:56:17,256 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 13:42:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.7067, loss: 3.7067 +2025-06-24 19:57:01,906 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 13:42:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.8672, loss: 3.8672 +2025-06-24 19:57:46,497 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 13:41:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.7471, loss: 3.7471 +2025-06-24 19:58:31,121 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 13:40:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.9523, loss: 3.9523 +2025-06-24 19:59:15,921 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 13:39:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.8237, loss: 3.8237 +2025-06-24 20:00:00,629 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 13:39:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.9900, loss: 3.9900 +2025-06-24 20:00:45,284 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 13:38:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.8810, loss: 3.8810 +2025-06-24 20:00:47,847 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-24 20:04:48,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:04:48,834 - pyskl - INFO - +top1_acc 0.7348 +top5_acc 0.9389 +2025-06-24 20:04:48,857 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7348, top5_acc: 0.9389 +2025-06-24 20:05:56,727 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 13:38:01, time: 0.679, data_time: 0.231, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.7269, loss: 3.7269 +2025-06-24 20:06:41,490 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 13:37:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.5192, loss: 3.5192 +2025-06-24 20:07:26,163 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 13:36:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.7438, loss: 3.7438 +2025-06-24 20:08:10,896 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 13:35:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.5781, loss: 3.5781 +2025-06-24 20:08:55,675 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 13:34:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.8604, loss: 3.8604 +2025-06-24 20:09:40,486 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 13:34:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.8172, loss: 3.8172 +2025-06-24 20:10:25,337 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 13:33:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.7063, loss: 3.7063 +2025-06-24 20:11:10,077 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 13:32:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.8332, loss: 3.8332 +2025-06-24 20:11:54,694 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 13:31:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.7578, loss: 3.7578 +2025-06-24 20:12:39,367 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 13:31:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.7601, loss: 3.7601 +2025-06-24 20:13:24,142 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 13:30:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.6991, loss: 3.6991 +2025-06-24 20:14:08,991 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 13:29:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.7281, loss: 3.7281 +2025-06-24 20:14:53,619 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 13:28:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.7258, loss: 3.7258 +2025-06-24 20:15:38,146 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 13:28:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.8058, loss: 3.8058 +2025-06-24 20:16:22,797 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 13:27:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.6839, loss: 3.6839 +2025-06-24 20:17:07,347 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 13:26:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.7922, loss: 3.7922 +2025-06-24 20:17:52,041 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 13:25:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.7300, loss: 3.7300 +2025-06-24 20:18:36,863 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 13:24:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.8376, loss: 3.8376 +2025-06-24 20:19:21,628 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 13:24:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.7527, loss: 3.7527 +2025-06-24 20:20:06,340 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 13:23:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 3.7533, loss: 3.7533 +2025-06-24 20:20:51,107 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 13:22:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 3.8612, loss: 3.8612 +2025-06-24 20:21:35,946 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 13:21:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.7785, loss: 3.7785 +2025-06-24 20:22:20,747 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 13:21:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.7783, loss: 3.7783 +2025-06-24 20:23:05,459 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 13:20:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.7220, loss: 3.7220 +2025-06-24 20:23:50,115 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 13:19:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.7913, loss: 3.7913 +2025-06-24 20:24:34,846 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 13:18:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 3.9310, loss: 3.9310 +2025-06-24 20:25:19,619 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 13:18:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.8094, loss: 3.8094 +2025-06-24 20:26:04,370 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 13:17:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.7923, loss: 3.7923 +2025-06-24 20:26:49,071 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 13:16:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.7962, loss: 3.7962 +2025-06-24 20:27:33,856 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 13:15:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.8759, loss: 3.8759 +2025-06-24 20:28:18,511 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 13:15:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.6326, loss: 3.6326 +2025-06-24 20:29:03,233 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 13:14:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.8242, loss: 3.8242 +2025-06-24 20:29:48,099 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 13:13:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.8974, loss: 3.8974 +2025-06-24 20:30:32,938 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 13:12:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.8495, loss: 3.8495 +2025-06-24 20:30:35,550 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-24 20:34:36,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:34:37,515 - pyskl - INFO - +top1_acc 0.7332 +top5_acc 0.9373 +2025-06-24 20:34:37,539 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7332, top5_acc: 0.9373 +2025-06-24 20:35:45,758 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 13:12:26, time: 0.682, data_time: 0.234, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.7143, loss: 3.7143 +2025-06-24 20:36:30,347 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 13:11:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9650, loss_cls: 3.6701, loss: 3.6701 +2025-06-24 20:37:14,988 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 13:10:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.5985, loss: 3.5985 +2025-06-24 20:37:59,487 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 13:10:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.7639, loss: 3.7639 +2025-06-24 20:38:44,635 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 13:09:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.6484, loss: 3.6484 +2025-06-24 20:39:29,213 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 13:08:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.7182, loss: 3.7182 +2025-06-24 20:40:13,712 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 13:07:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.6908, loss: 3.6908 +2025-06-24 20:40:58,226 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 13:07:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.6848, loss: 3.6848 +2025-06-24 20:41:42,669 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 13:06:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.7343, loss: 3.7343 +2025-06-24 20:42:27,143 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 13:05:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.8287, loss: 3.8287 +2025-06-24 20:43:11,616 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 13:04:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.6599, loss: 3.6599 +2025-06-24 20:43:56,209 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 13:03:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 3.7337, loss: 3.7337 +2025-06-24 20:44:40,785 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 13:03:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.8049, loss: 3.8049 +2025-06-24 20:45:25,490 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 13:02:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.8449, loss: 3.8449 +2025-06-24 20:46:09,966 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 13:01:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.7057, loss: 3.7057 +2025-06-24 20:46:54,430 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 13:00:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9769, loss_cls: 3.7418, loss: 3.7418 +2025-06-24 20:47:38,995 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 13:00:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.8740, loss: 3.8740 +2025-06-24 20:48:23,585 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 12:59:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.7292, loss: 3.7292 +2025-06-24 20:49:08,076 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 12:58:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.8427, loss: 3.8427 +2025-06-24 20:49:52,559 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 12:57:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.7427, loss: 3.7427 +2025-06-24 20:50:37,121 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 12:57:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.8644, loss: 3.8644 +2025-06-24 20:51:21,932 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 12:56:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.7563, loss: 3.7563 +2025-06-24 20:52:06,513 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 12:55:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.8327, loss: 3.8327 +2025-06-24 20:52:51,119 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 12:54:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9556, loss_cls: 3.8150, loss: 3.8150 +2025-06-24 20:53:35,679 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 12:54:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9550, loss_cls: 3.8063, loss: 3.8063 +2025-06-24 20:54:20,219 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 12:53:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.6609, loss: 3.6609 +2025-06-24 20:55:04,830 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 12:52:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.7017, loss: 3.7017 +2025-06-24 20:55:49,533 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 12:51:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.7594, loss: 3.7594 +2025-06-24 20:56:34,066 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 12:50:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.7962, loss: 3.7962 +2025-06-24 20:57:18,723 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 12:50:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.8154, loss: 3.8154 +2025-06-24 20:58:03,313 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 12:49:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.6494, loss: 3.6494 +2025-06-24 20:58:47,907 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 12:48:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.8097, loss: 3.8097 +2025-06-24 20:59:32,564 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 12:47:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.6970, loss: 3.6970 +2025-06-24 21:00:17,196 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 12:47:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.6838, loss: 3.6838 +2025-06-24 21:00:19,836 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-24 21:04:20,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:04:21,352 - pyskl - INFO - +top1_acc 0.7184 +top5_acc 0.9339 +2025-06-24 21:04:21,373 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7184, top5_acc: 0.9339 +2025-06-24 21:05:29,263 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 12:46:45, time: 0.679, data_time: 0.233, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.7334, loss: 3.7334 +2025-06-24 21:06:13,710 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 12:45:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.6719, loss: 3.6719 +2025-06-24 21:06:58,205 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 12:45:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.6959, loss: 3.6959 +2025-06-24 21:07:42,749 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 12:44:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 3.6620, loss: 3.6620 +2025-06-24 21:08:27,390 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 12:43:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7574, loss: 3.7574 +2025-06-24 21:09:12,006 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 12:42:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.7017, loss: 3.7017 +2025-06-24 21:09:56,573 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 12:42:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.7281, loss: 3.7281 +2025-06-24 21:10:41,084 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 12:41:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.6425, loss: 3.6425 +2025-06-24 21:11:25,649 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 12:40:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.7016, loss: 3.7016 +2025-06-24 21:12:10,350 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 12:39:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9775, loss_cls: 3.7534, loss: 3.7534 +2025-06-24 21:12:54,837 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 12:39:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.7318, loss: 3.7318 +2025-06-24 21:13:39,236 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 12:38:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.8012, loss: 3.8012 +2025-06-24 21:14:23,642 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 12:37:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.7029, loss: 3.7029 +2025-06-24 21:15:08,082 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 12:36:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.6843, loss: 3.6843 +2025-06-24 21:15:52,644 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 12:35:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.6867, loss: 3.6867 +2025-06-24 21:16:37,105 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 12:35:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.7597, loss: 3.7597 +2025-06-24 21:17:21,504 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 12:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.6323, loss: 3.6323 +2025-06-24 21:18:06,142 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 12:33:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.8770, loss: 3.8770 +2025-06-24 21:18:50,714 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 12:32:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.7174, loss: 3.7174 +2025-06-24 21:19:35,131 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 12:32:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.8011, loss: 3.8011 +2025-06-24 21:20:19,572 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 12:31:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.7437, loss: 3.7437 +2025-06-24 21:21:03,872 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 12:30:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.5826, loss: 3.5826 +2025-06-24 21:21:48,374 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 12:29:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.7569, loss: 3.7569 +2025-06-24 21:22:32,990 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 12:29:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.9980, loss: 3.9980 +2025-06-24 21:23:17,415 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 12:28:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.7948, loss: 3.7948 +2025-06-24 21:24:01,810 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 12:27:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.8140, loss: 3.8140 +2025-06-24 21:24:46,268 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 12:26:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.7419, loss: 3.7419 +2025-06-24 21:25:30,616 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 12:25:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.8534, loss: 3.8534 +2025-06-24 21:26:15,060 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 12:25:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.8078, loss: 3.8078 +2025-06-24 21:26:59,498 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 12:24:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.7303, loss: 3.7303 +2025-06-24 21:27:43,923 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 12:23:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.6967, loss: 3.6967 +2025-06-24 21:28:28,328 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 12:22:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.6835, loss: 3.6835 +2025-06-24 21:29:12,735 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 12:22:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.7757, loss: 3.7757 +2025-06-24 21:29:57,126 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 12:21:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.8865, loss: 3.8865 +2025-06-24 21:29:59,722 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-24 21:48:45,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:48:46,521 - pyskl - INFO - +top1_acc 0.7217 +top5_acc 0.9308 +2025-06-24 21:48:46,546 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7217, top5_acc: 0.9308 +2025-06-24 21:49:55,295 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 12:21:00, time: 0.687, data_time: 0.239, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.7757, loss: 3.7757 +2025-06-24 21:50:39,984 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 12:20:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.5115, loss: 3.5115 +2025-06-24 21:51:24,662 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 12:19:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.7220, loss: 3.7220 +2025-06-24 21:52:09,402 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 12:18:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.6165, loss: 3.6165 +2025-06-24 21:52:54,143 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 12:17:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.7450, loss: 3.7450 +2025-06-24 21:53:38,770 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 12:17:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 3.5822, loss: 3.5822 +2025-06-24 21:54:23,323 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 12:16:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.6801, loss: 3.6801 +2025-06-24 21:55:07,938 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 12:15:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.6552, loss: 3.6552 +2025-06-24 21:55:52,605 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 12:14:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.6173, loss: 3.6173 +2025-06-24 21:56:37,132 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 12:14:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.6522, loss: 3.6522 +2025-06-24 21:57:21,591 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 12:13:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.7016, loss: 3.7016 +2025-06-24 21:58:06,217 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 12:12:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.7152, loss: 3.7152 +2025-06-24 21:58:50,801 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 12:11:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.7000, loss: 3.7000 +2025-06-24 21:59:35,416 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 12:11:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.7945, loss: 3.7945 +2025-06-24 22:00:20,026 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 12:10:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.5810, loss: 3.5810 +2025-06-24 22:01:04,581 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 12:09:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.7462, loss: 3.7462 +2025-06-24 22:01:49,211 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 12:08:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.8592, loss: 3.8592 +2025-06-24 22:02:33,839 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 12:07:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.7130, loss: 3.7130 +2025-06-24 22:03:18,523 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 12:07:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.6198, loss: 3.6198 +2025-06-24 22:04:03,191 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 12:06:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.7567, loss: 3.7567 +2025-06-24 22:04:47,810 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 12:05:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7820, loss: 3.7820 +2025-06-24 22:05:32,511 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 12:04:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.7612, loss: 3.7612 +2025-06-24 22:06:17,159 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 12:04:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.7996, loss: 3.7996 +2025-06-24 22:07:01,739 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 12:03:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.7153, loss: 3.7153 +2025-06-24 22:07:46,273 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 12:02:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.7183, loss: 3.7183 +2025-06-24 22:08:30,972 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 12:01:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.7933, loss: 3.7933 +2025-06-24 22:09:15,578 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 12:01:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.7400, loss: 3.7400 +2025-06-24 22:10:00,113 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 12:00:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.7936, loss: 3.7936 +2025-06-24 22:10:44,712 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 11:59:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.7992, loss: 3.7992 +2025-06-24 22:11:29,398 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 11:58:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 3.7390, loss: 3.7390 +2025-06-24 22:12:13,955 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 11:58:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.7660, loss: 3.7660 +2025-06-24 22:12:58,523 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 11:57:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 3.7664, loss: 3.7664 +2025-06-24 22:13:43,181 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 11:56:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.7171, loss: 3.7171 +2025-06-24 22:14:27,822 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 11:55:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.6858, loss: 3.6858 +2025-06-24 22:14:30,505 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-24 22:18:28,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:18:28,724 - pyskl - INFO - +top1_acc 0.7531 +top5_acc 0.9396 +2025-06-24 22:18:28,746 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7531, top5_acc: 0.9396 +2025-06-24 22:19:36,475 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 11:55:21, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.4595, loss: 3.4595 +2025-06-24 22:20:21,063 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 11:54:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.5862, loss: 3.5862 +2025-06-24 22:21:05,675 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 11:53:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.6057, loss: 3.6057 +2025-06-24 22:21:50,235 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 11:53:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.6392, loss: 3.6392 +2025-06-24 22:22:34,782 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 11:52:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.5787, loss: 3.5787 +2025-06-24 22:23:19,300 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 11:51:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.6341, loss: 3.6341 +2025-06-24 22:24:03,798 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 11:50:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.6763, loss: 3.6763 +2025-06-24 22:24:48,450 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 11:49:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.6585, loss: 3.6585 +2025-06-24 22:25:33,083 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 11:49:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.7141, loss: 3.7141 +2025-06-24 22:26:17,665 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 11:48:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.6548, loss: 3.6548 +2025-06-24 22:27:02,211 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 11:47:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.7097, loss: 3.7097 +2025-06-24 22:27:47,069 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 11:46:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.6418, loss: 3.6418 +2025-06-24 22:28:32,074 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 11:46:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.5496, loss: 3.5496 +2025-06-24 22:29:16,936 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 11:45:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.6780, loss: 3.6780 +2025-06-24 22:30:01,601 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 11:44:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.6992, loss: 3.6992 +2025-06-24 22:30:46,315 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 11:43:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.7405, loss: 3.7405 +2025-06-24 22:31:31,168 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 11:43:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.7894, loss: 3.7894 +2025-06-24 22:32:15,614 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 11:42:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.7781, loss: 3.7781 +2025-06-24 22:33:00,215 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 11:41:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.6509, loss: 3.6509 +2025-06-24 22:33:44,958 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 11:40:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.6302, loss: 3.6302 +2025-06-24 22:34:29,498 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 11:40:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.6311, loss: 3.6311 +2025-06-24 22:35:14,105 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 11:39:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.7837, loss: 3.7837 +2025-06-24 22:35:58,560 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 11:38:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.7533, loss: 3.7533 +2025-06-24 22:36:43,201 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 11:37:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 3.7256, loss: 3.7256 +2025-06-24 22:37:27,728 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 11:36:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.7138, loss: 3.7138 +2025-06-24 22:38:12,272 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 11:36:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.6337, loss: 3.6337 +2025-06-24 22:38:56,883 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 11:35:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.7382, loss: 3.7382 +2025-06-24 22:39:41,555 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 11:34:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.7423, loss: 3.7423 +2025-06-24 22:40:26,170 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 11:33:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.8490, loss: 3.8490 +2025-06-24 22:41:10,702 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 11:33:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.5793, loss: 3.5793 +2025-06-24 22:41:55,355 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 11:32:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.7790, loss: 3.7790 +2025-06-24 22:42:39,976 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 11:31:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.6945, loss: 3.6945 +2025-06-24 22:43:24,545 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 11:30:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.6673, loss: 3.6673 +2025-06-24 22:44:09,126 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 11:30:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.7469, loss: 3.7469 +2025-06-24 22:44:11,697 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-24 22:48:10,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:48:11,143 - pyskl - INFO - +top1_acc 0.7558 +top5_acc 0.9416 +2025-06-24 22:48:11,165 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7558, top5_acc: 0.9416 +2025-06-24 22:49:19,316 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 11:29:41, time: 0.681, data_time: 0.236, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.6171, loss: 3.6171 +2025-06-24 22:50:03,978 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 11:28:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.4991, loss: 3.4991 +2025-06-24 22:50:48,726 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 11:28:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.5688, loss: 3.5688 +2025-06-24 22:51:33,250 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 11:27:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.6529, loss: 3.6529 +2025-06-24 22:52:17,832 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 11:26:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.6331, loss: 3.6331 +2025-06-24 22:53:02,557 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 11:25:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.7991, loss: 3.7991 +2025-06-24 22:53:47,007 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 11:25:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.6337, loss: 3.6337 +2025-06-24 22:54:31,272 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 11:24:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.7190, loss: 3.7190 +2025-06-24 22:55:15,839 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 11:23:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.6809, loss: 3.6809 +2025-06-24 22:56:00,488 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 11:22:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.6339, loss: 3.6339 +2025-06-24 22:56:45,094 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 11:22:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.8121, loss: 3.8121 +2025-06-24 22:57:29,822 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 11:21:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 3.6632, loss: 3.6632 +2025-06-24 22:58:14,442 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 11:20:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.4944, loss: 3.4944 +2025-06-24 22:58:59,155 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 11:19:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.6627, loss: 3.6627 +2025-06-24 22:59:43,887 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 11:18:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.6356, loss: 3.6356 +2025-06-24 23:00:28,523 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 11:18:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 3.6499, loss: 3.6499 +2025-06-24 23:01:13,145 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 11:17:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.7333, loss: 3.7333 +2025-06-24 23:01:57,826 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 11:16:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.7484, loss: 3.7484 +2025-06-24 23:02:42,504 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 11:15:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.6509, loss: 3.6509 +2025-06-24 23:03:27,206 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 11:15:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.6395, loss: 3.6395 +2025-06-24 23:04:11,813 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 11:14:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.7392, loss: 3.7392 +2025-06-24 23:04:56,397 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 11:13:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.7528, loss: 3.7528 +2025-06-24 23:05:41,080 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 11:12:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.7413, loss: 3.7413 +2025-06-24 23:06:25,695 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 11:12:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 3.7767, loss: 3.7767 +2025-06-24 23:07:10,351 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 11:11:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.6501, loss: 3.6501 +2025-06-24 23:07:55,000 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 11:10:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.7440, loss: 3.7440 +2025-06-24 23:08:39,632 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 11:09:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.7864, loss: 3.7864 +2025-06-24 23:09:24,217 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 11:09:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.5708, loss: 3.5708 +2025-06-24 23:10:08,983 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 11:08:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.5409, loss: 3.5409 +2025-06-24 23:10:53,576 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 11:07:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 3.6315, loss: 3.6315 +2025-06-24 23:11:38,071 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 11:06:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.6397, loss: 3.6397 +2025-06-24 23:12:22,651 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 11:05:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.6075, loss: 3.6075 +2025-06-24 23:13:07,235 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 11:05:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.6148, loss: 3.6148 +2025-06-24 23:13:51,967 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 11:04:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.7108, loss: 3.7108 +2025-06-24 23:13:54,534 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-24 23:17:52,978 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:17:53,533 - pyskl - INFO - +top1_acc 0.7415 +top5_acc 0.9406 +2025-06-24 23:17:53,554 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7415, top5_acc: 0.9406 +2025-06-24 23:19:01,836 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 11:04:02, time: 0.683, data_time: 0.235, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.6434, loss: 3.6434 +2025-06-24 23:19:46,630 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 11:03:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.5868, loss: 3.5868 +2025-06-24 23:20:31,271 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 11:02:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.6638, loss: 3.6638 +2025-06-24 23:21:16,131 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 11:01:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.5665, loss: 3.5665 +2025-06-24 23:22:00,950 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 11:00:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 3.6406, loss: 3.6406 +2025-06-24 23:22:45,794 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 11:00:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.7050, loss: 3.7050 +2025-06-24 23:23:30,555 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 10:59:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.6146, loss: 3.6146 +2025-06-24 23:24:15,282 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 10:58:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.7220, loss: 3.7220 +2025-06-24 23:24:59,999 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 10:57:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.5669, loss: 3.5669 +2025-06-24 23:25:44,788 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 10:57:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 3.6679, loss: 3.6679 +2025-06-24 23:26:29,463 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 10:56:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.7755, loss: 3.7755 +2025-06-24 23:27:14,095 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 10:55:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.7464, loss: 3.7464 +2025-06-24 23:27:58,758 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 10:54:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.5805, loss: 3.5805 +2025-06-24 23:28:43,411 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 10:54:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.4953, loss: 3.4953 +2025-06-24 23:29:28,250 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 10:53:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.5703, loss: 3.5703 +2025-06-24 23:30:12,865 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 10:52:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.6035, loss: 3.6035 +2025-06-24 23:30:57,384 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 10:51:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.6488, loss: 3.6488 +2025-06-24 23:31:41,907 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 10:51:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.7267, loss: 3.7267 +2025-06-24 23:32:26,490 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 10:50:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.8017, loss: 3.8017 +2025-06-24 23:33:11,156 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 10:49:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.7734, loss: 3.7734 +2025-06-24 23:33:55,875 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 10:48:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.6201, loss: 3.6201 +2025-06-24 23:34:40,332 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 10:47:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.6255, loss: 3.6255 +2025-06-24 23:35:25,137 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 10:47:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 3.6772, loss: 3.6772 +2025-06-24 23:36:09,967 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 10:46:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 3.7884, loss: 3.7884 +2025-06-24 23:36:54,808 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 10:45:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.7867, loss: 3.7867 +2025-06-24 23:37:39,647 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 10:44:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.9382, loss: 3.9382 +2025-06-24 23:38:24,443 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 10:44:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.7241, loss: 3.7241 +2025-06-24 23:39:09,137 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 10:43:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.7237, loss: 3.7237 +2025-06-24 23:39:53,849 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 10:42:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.7268, loss: 3.7268 +2025-06-24 23:40:38,544 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 10:41:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.8009, loss: 3.8009 +2025-06-24 23:41:23,225 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 10:41:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.6540, loss: 3.6540 +2025-06-24 23:42:07,826 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 10:40:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.6651, loss: 3.6651 +2025-06-24 23:42:52,383 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 10:39:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.5689, loss: 3.5689 +2025-06-24 23:43:37,029 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 10:38:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 3.6884, loss: 3.6884 +2025-06-24 23:43:39,589 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-24 23:47:40,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:47:41,422 - pyskl - INFO - +top1_acc 0.7654 +top5_acc 0.9488 +2025-06-24 23:47:41,482 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_60.pth was removed +2025-06-24 23:47:42,593 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2025-06-24 23:47:42,594 - pyskl - INFO - Best top1_acc is 0.7654 at 69 epoch. +2025-06-24 23:47:42,618 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7654, top5_acc: 0.9488 +2025-06-24 23:48:51,173 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 10:38:26, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.5088, loss: 3.5088 +2025-06-24 23:49:35,738 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 10:37:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.4205, loss: 3.4205 +2025-06-24 23:50:20,322 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 10:36:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9700, loss_cls: 3.5243, loss: 3.5243 +2025-06-24 23:51:04,812 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 10:36:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 3.6241, loss: 3.6241 +2025-06-24 23:51:49,440 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 10:35:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.6101, loss: 3.6101 +2025-06-24 23:52:33,959 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 10:34:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 3.5065, loss: 3.5065 +2025-06-24 23:53:18,500 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 10:33:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.5036, loss: 3.5036 +2025-06-24 23:54:02,973 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 10:33:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.4042, loss: 3.4042 +2025-06-24 23:54:47,455 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 10:32:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.6402, loss: 3.6402 +2025-06-24 23:55:32,010 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 10:31:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.6043, loss: 3.6043 +2025-06-24 23:56:16,503 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 10:30:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.6174, loss: 3.6174 +2025-06-24 23:57:01,068 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 10:30:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.6565, loss: 3.6565 +2025-06-24 23:57:45,487 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 10:29:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.6149, loss: 3.6149 +2025-06-24 23:58:30,259 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 10:28:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.5414, loss: 3.5414 +2025-06-24 23:59:14,721 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 10:27:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.7210, loss: 3.7210 +2025-06-24 23:59:59,409 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 10:26:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.6870, loss: 3.6870 +2025-06-25 00:00:43,967 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 10:26:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.7294, loss: 3.7294 +2025-06-25 00:01:28,388 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 10:25:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.5977, loss: 3.5977 +2025-06-25 00:02:12,841 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 10:24:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.6769, loss: 3.6769 +2025-06-25 00:02:57,256 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 10:23:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.4350, loss: 3.4350 +2025-06-25 00:03:41,863 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 10:23:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.7240, loss: 3.7240 +2025-06-25 00:04:26,285 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 10:22:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.7084, loss: 3.7084 +2025-06-25 00:05:10,948 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 10:21:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.7499, loss: 3.7499 +2025-06-25 00:05:55,515 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 10:20:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9744, loss_cls: 3.8139, loss: 3.8139 +2025-06-25 00:06:40,028 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 10:20:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.7723, loss: 3.7723 +2025-06-25 00:07:24,509 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 10:19:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.7662, loss: 3.7662 +2025-06-25 00:08:09,183 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 10:18:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 3.6331, loss: 3.6331 +2025-06-25 00:08:53,676 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 10:17:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.6009, loss: 3.6009 +2025-06-25 00:09:38,553 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 10:16:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.6426, loss: 3.6426 +2025-06-25 00:10:23,246 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 10:16:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.5588, loss: 3.5588 +2025-06-25 00:11:07,982 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 10:15:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.6853, loss: 3.6853 +2025-06-25 00:11:52,740 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 10:14:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.7885, loss: 3.7885 +2025-06-25 00:12:37,611 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 10:13:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.6647, loss: 3.6647 +2025-06-25 00:13:22,349 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 10:13:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.6096, loss: 3.6096 +2025-06-25 00:13:25,027 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-25 00:33:09,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:33:10,618 - pyskl - INFO - +top1_acc 0.7642 +top5_acc 0.9497 +2025-06-25 00:33:10,644 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7642, top5_acc: 0.9497 +2025-06-25 00:34:18,648 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 10:12:45, time: 0.680, data_time: 0.233, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.4843, loss: 3.4843 +2025-06-25 00:35:03,093 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 10:11:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.6451, loss: 3.6451 +2025-06-25 00:35:47,619 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 10:11:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.5621, loss: 3.5621 +2025-06-25 00:36:32,158 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 10:10:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.6170, loss: 3.6170 +2025-06-25 00:37:16,720 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 10:09:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.6303, loss: 3.6303 +2025-06-25 00:38:01,234 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 10:08:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.5409, loss: 3.5409 +2025-06-25 00:38:45,773 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 10:08:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.5982, loss: 3.5982 +2025-06-25 00:39:30,319 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 10:07:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.7111, loss: 3.7111 +2025-06-25 00:40:14,904 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 10:06:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.6994, loss: 3.6994 +2025-06-25 00:40:59,555 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 10:05:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.7215, loss: 3.7215 +2025-06-25 00:41:44,189 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 10:05:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.6866, loss: 3.6866 +2025-06-25 00:42:28,887 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 10:04:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.5771, loss: 3.5771 +2025-06-25 00:43:13,472 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 10:03:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.4389, loss: 3.4389 +2025-06-25 00:43:58,071 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 10:02:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.6284, loss: 3.6284 +2025-06-25 00:44:42,763 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 10:02:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.7565, loss: 3.7565 +2025-06-25 00:45:27,358 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 10:01:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.6681, loss: 3.6681 +2025-06-25 00:46:12,081 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 10:00:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.5490, loss: 3.5490 +2025-06-25 00:46:56,654 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 9:59:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.7740, loss: 3.7740 +2025-06-25 00:47:41,244 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 9:58:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 3.6971, loss: 3.6971 +2025-06-25 00:48:25,835 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 9:58:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.5890, loss: 3.5890 +2025-06-25 00:49:10,409 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 9:57:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.5831, loss: 3.5831 +2025-06-25 00:49:55,230 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 9:56:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.7563, loss: 3.7563 +2025-06-25 00:50:40,002 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 9:55:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.4986, loss: 3.4986 +2025-06-25 00:51:24,666 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 9:55:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.5566, loss: 3.5566 +2025-06-25 00:52:09,351 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 9:54:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.6226, loss: 3.6226 +2025-06-25 00:52:53,967 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 9:53:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.5573, loss: 3.5573 +2025-06-25 00:53:38,643 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 9:52:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.5295, loss: 3.5295 +2025-06-25 00:54:23,260 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 9:52:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 3.6123, loss: 3.6123 +2025-06-25 00:55:07,839 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 9:51:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 3.6144, loss: 3.6144 +2025-06-25 00:55:52,550 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 9:50:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.6370, loss: 3.6370 +2025-06-25 00:56:37,254 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 9:49:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.6388, loss: 3.6388 +2025-06-25 00:57:21,914 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 9:49:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.6980, loss: 3.6980 +2025-06-25 00:58:06,619 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 9:48:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.7271, loss: 3.7271 +2025-06-25 00:58:51,304 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 9:47:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.7710, loss: 3.7710 +2025-06-25 00:58:53,884 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-25 01:02:51,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 01:02:52,178 - pyskl - INFO - +top1_acc 0.7578 +top5_acc 0.9506 +2025-06-25 01:02:52,198 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7578, top5_acc: 0.9506 +2025-06-25 01:03:59,989 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 9:47:05, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.5043, loss: 3.5043 +2025-06-25 01:04:45,162 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 9:46:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.4826, loss: 3.4826 +2025-06-25 01:05:30,068 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 9:45:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.5851, loss: 3.5851 +2025-06-25 01:06:14,842 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 9:44:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.5869, loss: 3.5869 +2025-06-25 01:06:59,554 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 9:44:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.5470, loss: 3.5470 +2025-06-25 01:07:44,216 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 9:43:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.5564, loss: 3.5564 +2025-06-25 01:08:28,927 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 9:42:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.6258, loss: 3.6258 +2025-06-25 01:09:13,602 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 9:41:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.4521, loss: 3.4521 +2025-06-25 01:09:58,322 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 9:41:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.6120, loss: 3.6120 +2025-06-25 01:10:43,046 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 9:40:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.4865, loss: 3.4865 +2025-06-25 01:11:27,727 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 9:39:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.5797, loss: 3.5797 +2025-06-25 01:12:12,410 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 9:38:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 3.4718, loss: 3.4718 +2025-06-25 01:12:57,082 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 9:37:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.5321, loss: 3.5321 +2025-06-25 01:13:41,697 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 9:37:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.4952, loss: 3.4952 +2025-06-25 01:14:26,318 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 9:36:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.6347, loss: 3.6347 +2025-06-25 01:15:10,955 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 9:35:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.6330, loss: 3.6330 +2025-06-25 01:15:55,572 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 9:34:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.6530, loss: 3.6530 +2025-06-25 01:16:40,112 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 9:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.6323, loss: 3.6323 +2025-06-25 01:17:24,752 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 9:33:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 3.7937, loss: 3.7937 +2025-06-25 01:18:09,338 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 9:32:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.6709, loss: 3.6709 +2025-06-25 01:18:53,939 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 9:31:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7186, loss: 3.7186 +2025-06-25 01:19:38,658 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 9:31:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.5605, loss: 3.5605 +2025-06-25 01:20:23,252 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 9:30:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.5924, loss: 3.5924 +2025-06-25 01:21:07,827 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 9:29:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.6624, loss: 3.6624 +2025-06-25 01:21:52,419 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 9:28:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.5520, loss: 3.5520 +2025-06-25 01:22:37,088 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 9:28:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.6099, loss: 3.6099 +2025-06-25 01:23:21,690 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 9:27:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.5738, loss: 3.5738 +2025-06-25 01:24:06,334 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 9:26:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.7607, loss: 3.7607 +2025-06-25 01:24:50,920 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 9:25:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.6299, loss: 3.6299 +2025-06-25 01:25:35,489 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 9:24:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.7909, loss: 3.7909 +2025-06-25 01:26:20,126 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 9:24:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.7296, loss: 3.7296 +2025-06-25 01:27:04,891 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 9:23:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.5562, loss: 3.5562 +2025-06-25 01:27:49,438 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 9:22:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.6114, loss: 3.6114 +2025-06-25 01:28:33,983 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 9:21:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.7790, loss: 3.7790 +2025-06-25 01:28:36,549 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-25 01:32:36,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 01:32:37,197 - pyskl - INFO - +top1_acc 0.7595 +top5_acc 0.9460 +2025-06-25 01:32:37,218 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7595, top5_acc: 0.9460 +2025-06-25 01:33:45,297 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 9:21:27, time: 0.681, data_time: 0.236, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9869, loss_cls: 3.5263, loss: 3.5263 +2025-06-25 01:34:29,764 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 9:20:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.4132, loss: 3.4132 +2025-06-25 01:35:14,449 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 9:19:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.5358, loss: 3.5358 +2025-06-25 01:35:59,013 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 9:19:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.4558, loss: 3.4558 +2025-06-25 01:36:43,562 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 9:18:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 3.3568, loss: 3.3568 +2025-06-25 01:37:28,006 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 9:17:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.5099, loss: 3.5099 +2025-06-25 01:38:12,569 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 9:16:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.5815, loss: 3.5815 +2025-06-25 01:38:57,218 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 9:16:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.5015, loss: 3.5015 +2025-06-25 01:39:41,806 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 9:15:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.5115, loss: 3.5115 +2025-06-25 01:40:26,362 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 9:14:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.6890, loss: 3.6890 +2025-06-25 01:41:10,954 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 9:13:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.6311, loss: 3.6311 +2025-06-25 01:41:55,511 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 9:13:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.6911, loss: 3.6911 +2025-06-25 01:42:40,057 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 9:12:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.6717, loss: 3.6717 +2025-06-25 01:43:24,634 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 9:11:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.5084, loss: 3.5084 +2025-06-25 01:44:09,182 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 9:10:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.6739, loss: 3.6739 +2025-06-25 01:44:53,719 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 9:09:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.6296, loss: 3.6296 +2025-06-25 01:45:38,152 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 9:09:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.6363, loss: 3.6363 +2025-06-25 01:46:22,558 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 9:08:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.6022, loss: 3.6022 +2025-06-25 01:47:07,446 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 9:07:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.5172, loss: 3.5172 +2025-06-25 01:47:52,150 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 9:06:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9613, loss_cls: 3.7030, loss: 3.7030 +2025-06-25 01:48:36,730 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 9:06:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.7756, loss: 3.7756 +2025-06-25 01:49:21,152 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 9:05:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.6038, loss: 3.6038 +2025-06-25 01:50:05,687 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 9:04:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 3.6876, loss: 3.6876 +2025-06-25 01:50:50,228 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 9:03:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.6165, loss: 3.6165 +2025-06-25 01:51:34,548 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 9:03:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.7281, loss: 3.7281 +2025-06-25 01:52:18,834 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 9:02:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.5332, loss: 3.5332 +2025-06-25 01:53:03,387 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 9:01:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.5755, loss: 3.5755 +2025-06-25 01:53:47,988 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:00:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.6012, loss: 3.6012 +2025-06-25 01:54:32,574 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:00:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.6632, loss: 3.6632 +2025-06-25 01:55:17,118 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 8:59:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.4928, loss: 3.4928 +2025-06-25 01:56:01,693 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 8:58:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.6820, loss: 3.6820 +2025-06-25 01:56:46,274 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 8:57:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.5947, loss: 3.5947 +2025-06-25 01:57:30,807 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 8:56:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.5688, loss: 3.5688 +2025-06-25 01:58:15,337 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 8:56:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.6715, loss: 3.6715 +2025-06-25 01:58:17,892 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-25 02:02:15,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:02:16,521 - pyskl - INFO - +top1_acc 0.7766 +top5_acc 0.9526 +2025-06-25 02:02:16,579 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_69.pth was removed +2025-06-25 02:02:17,659 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-06-25 02:02:17,660 - pyskl - INFO - Best top1_acc is 0.7766 at 73 epoch. +2025-06-25 02:02:17,681 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7766, top5_acc: 0.9526 +2025-06-25 02:03:25,587 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 8:55:45, time: 0.679, data_time: 0.234, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.4554, loss: 3.4554 +2025-06-25 02:04:10,580 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 8:54:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9856, loss_cls: 3.4055, loss: 3.4055 +2025-06-25 02:04:55,422 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 8:54:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.3052, loss: 3.3052 +2025-06-25 02:05:40,439 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 8:53:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.4600, loss: 3.4600 +2025-06-25 02:06:25,327 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 8:52:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.5912, loss: 3.5912 +2025-06-25 02:07:10,129 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 8:51:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.5442, loss: 3.5442 +2025-06-25 02:07:54,890 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 8:51:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.5577, loss: 3.5577 +2025-06-25 02:08:39,433 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 8:50:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 3.4865, loss: 3.4865 +2025-06-25 02:09:23,891 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 8:49:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.5930, loss: 3.5930 +2025-06-25 02:10:08,424 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 8:48:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.3796, loss: 3.3796 +2025-06-25 02:10:52,962 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 8:48:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.6212, loss: 3.6212 +2025-06-25 02:11:37,487 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 8:47:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.5863, loss: 3.5863 +2025-06-25 02:12:22,038 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 8:46:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9806, loss_cls: 3.5037, loss: 3.5037 +2025-06-25 02:13:06,651 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 8:45:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.4555, loss: 3.4555 +2025-06-25 02:13:51,161 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 8:45:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.5161, loss: 3.5161 +2025-06-25 02:14:35,838 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 8:44:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 3.5157, loss: 3.5157 +2025-06-25 02:15:20,414 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 8:43:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.5500, loss: 3.5500 +2025-06-25 02:16:04,933 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 8:42:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.5762, loss: 3.5762 +2025-06-25 02:16:49,388 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 8:42:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 3.5973, loss: 3.5973 +2025-06-25 02:17:34,003 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 8:41:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.7190, loss: 3.7190 +2025-06-25 02:18:18,618 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 8:40:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 3.6705, loss: 3.6705 +2025-06-25 02:19:03,201 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 8:39:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.7405, loss: 3.7405 +2025-06-25 02:19:47,874 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 8:38:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.5999, loss: 3.5999 +2025-06-25 02:20:32,466 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 8:38:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.5092, loss: 3.5092 +2025-06-25 02:21:17,014 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 8:37:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.4824, loss: 3.4824 +2025-06-25 02:22:01,581 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 8:36:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.5604, loss: 3.5604 +2025-06-25 02:22:46,119 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 8:35:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.5067, loss: 3.5067 +2025-06-25 02:23:30,730 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 8:35:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.5977, loss: 3.5977 +2025-06-25 02:24:15,302 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 8:34:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.5396, loss: 3.5396 +2025-06-25 02:24:59,770 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 8:33:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.5901, loss: 3.5901 +2025-06-25 02:25:44,289 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 8:32:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 3.5223, loss: 3.5223 +2025-06-25 02:26:28,810 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 8:32:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.6213, loss: 3.6213 +2025-06-25 02:27:13,301 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 8:31:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.6520, loss: 3.6520 +2025-06-25 02:27:57,852 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 8:30:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.6541, loss: 3.6541 +2025-06-25 02:28:00,408 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-25 02:32:01,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:32:01,662 - pyskl - INFO - +top1_acc 0.7575 +top5_acc 0.9459 +2025-06-25 02:32:01,683 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7575, top5_acc: 0.9459 +2025-06-25 02:33:09,272 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 8:30:04, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.4551, loss: 3.4551 +2025-06-25 02:33:53,845 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 8:29:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.4233, loss: 3.4233 +2025-06-25 02:34:38,515 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 8:28:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.5295, loss: 3.5295 +2025-06-25 02:35:23,196 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 8:27:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.3852, loss: 3.3852 +2025-06-25 02:36:07,821 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 8:27:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3917, loss: 3.3917 +2025-06-25 02:36:52,400 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 8:26:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 3.4544, loss: 3.4544 +2025-06-25 02:37:37,025 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 8:25:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.4884, loss: 3.4884 +2025-06-25 02:38:21,806 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 8:24:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.4175, loss: 3.4175 +2025-06-25 02:39:06,405 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 8:23:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.4407, loss: 3.4407 +2025-06-25 02:39:50,947 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 8:23:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.5263, loss: 3.5263 +2025-06-25 02:40:35,533 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 8:22:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.4847, loss: 3.4847 +2025-06-25 02:41:20,064 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 8:21:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.4968, loss: 3.4968 +2025-06-25 02:42:04,434 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 8:20:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.4627, loss: 3.4627 +2025-06-25 02:42:48,931 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 8:20:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.5752, loss: 3.5752 +2025-06-25 02:43:33,342 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 8:19:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.5404, loss: 3.5404 +2025-06-25 02:44:17,769 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 8:18:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.5187, loss: 3.5187 +2025-06-25 02:45:02,259 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 8:17:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9675, loss_cls: 3.5312, loss: 3.5312 +2025-06-25 02:45:46,722 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 8:17:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.4497, loss: 3.4497 +2025-06-25 02:46:31,170 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 8:16:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.5791, loss: 3.5791 +2025-06-25 02:47:15,641 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 8:15:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9637, loss_cls: 3.6326, loss: 3.6326 +2025-06-25 02:48:00,127 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 8:14:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.4665, loss: 3.4665 +2025-06-25 02:48:44,671 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 8:14:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 3.5156, loss: 3.5156 +2025-06-25 02:49:29,218 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 8:13:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.5317, loss: 3.5317 +2025-06-25 02:50:13,807 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 8:12:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.6284, loss: 3.6284 +2025-06-25 02:50:58,352 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 8:11:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.6263, loss: 3.6263 +2025-06-25 02:51:42,875 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 8:10:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.5809, loss: 3.5809 +2025-06-25 02:52:27,366 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 8:10:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.6423, loss: 3.6423 +2025-06-25 02:53:11,938 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 8:09:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 3.4945, loss: 3.4945 +2025-06-25 02:53:56,509 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 8:08:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9838, loss_cls: 3.5008, loss: 3.5008 +2025-06-25 02:54:40,986 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 8:07:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.7099, loss: 3.7099 +2025-06-25 02:55:25,542 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 8:07:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.5774, loss: 3.5774 +2025-06-25 02:56:10,181 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 8:06:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.6268, loss: 3.6268 +2025-06-25 02:56:54,813 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 8:05:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.6694, loss: 3.6694 +2025-06-25 02:57:39,495 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 8:04:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.6342, loss: 3.6342 +2025-06-25 02:57:42,083 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-25 03:17:37,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:17:37,933 - pyskl - INFO - +top1_acc 0.7737 +top5_acc 0.9525 +2025-06-25 03:17:37,955 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7737, top5_acc: 0.9525 +2025-06-25 03:18:45,811 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 8:04:22, time: 0.678, data_time: 0.230, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.5335, loss: 3.5335 +2025-06-25 03:19:30,646 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 8:03:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.5406, loss: 3.5406 +2025-06-25 03:20:15,484 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 8:02:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.4343, loss: 3.4343 +2025-06-25 03:21:00,282 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:02:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 3.3398, loss: 3.3398 +2025-06-25 03:21:45,306 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:01:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.4396, loss: 3.4396 +2025-06-25 03:22:30,079 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:00:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.4285, loss: 3.4285 +2025-06-25 03:23:14,679 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 7:59:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 3.3891, loss: 3.3891 +2025-06-25 03:23:59,202 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 7:59:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9812, loss_cls: 3.5117, loss: 3.5117 +2025-06-25 03:24:43,847 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 7:58:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.4569, loss: 3.4569 +2025-06-25 03:25:28,478 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 7:57:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 3.4370, loss: 3.4370 +2025-06-25 03:26:13,108 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 7:56:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 3.4181, loss: 3.4181 +2025-06-25 03:26:57,793 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 7:55:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.4279, loss: 3.4279 +2025-06-25 03:27:42,405 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 7:55:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 3.4567, loss: 3.4567 +2025-06-25 03:28:26,932 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 7:54:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.6077, loss: 3.6077 +2025-06-25 03:29:11,461 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 7:53:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.5307, loss: 3.5307 +2025-06-25 03:29:55,973 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 7:52:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9800, loss_cls: 3.5381, loss: 3.5381 +2025-06-25 03:30:40,498 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 7:52:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.5110, loss: 3.5110 +2025-06-25 03:31:24,953 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 7:51:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.5642, loss: 3.5642 +2025-06-25 03:32:09,463 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 7:50:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.5746, loss: 3.5746 +2025-06-25 03:32:54,005 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 7:49:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.5897, loss: 3.5897 +2025-06-25 03:33:38,507 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 7:49:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 3.5823, loss: 3.5823 +2025-06-25 03:34:23,041 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 7:48:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.5743, loss: 3.5743 +2025-06-25 03:35:07,622 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 7:47:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.6142, loss: 3.6142 +2025-06-25 03:35:52,167 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 7:46:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.5369, loss: 3.5369 +2025-06-25 03:36:36,677 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 7:46:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.5018, loss: 3.5018 +2025-06-25 03:37:21,139 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 7:45:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.6909, loss: 3.6909 +2025-06-25 03:38:05,704 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 7:44:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.5089, loss: 3.5089 +2025-06-25 03:38:50,316 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 7:43:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.5504, loss: 3.5504 +2025-06-25 03:39:34,877 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 7:42:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.6409, loss: 3.6409 +2025-06-25 03:40:19,462 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 7:42:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.5757, loss: 3.5757 +2025-06-25 03:41:04,046 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 7:41:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.5674, loss: 3.5674 +2025-06-25 03:41:48,587 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 7:40:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.5455, loss: 3.5455 +2025-06-25 03:42:33,080 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 7:39:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.4235, loss: 3.4235 +2025-06-25 03:43:17,585 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 7:39:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.5136, loss: 3.5136 +2025-06-25 03:43:20,123 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-25 03:47:17,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:47:17,733 - pyskl - INFO - +top1_acc 0.7596 +top5_acc 0.9504 +2025-06-25 03:47:17,756 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7596, top5_acc: 0.9504 +2025-06-25 03:48:25,698 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 7:38:42, time: 0.679, data_time: 0.233, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.5000, loss: 3.5000 +2025-06-25 03:49:10,462 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 7:37:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.3475, loss: 3.3475 +2025-06-25 03:49:55,198 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 7:37:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.4995, loss: 3.4995 +2025-06-25 03:50:39,875 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 7:36:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.4990, loss: 3.4990 +2025-06-25 03:51:24,671 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 7:35:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.4542, loss: 3.4542 +2025-06-25 03:52:09,444 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 7:34:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.3641, loss: 3.3641 +2025-06-25 03:52:53,899 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 7:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 3.2551, loss: 3.2551 +2025-06-25 03:53:38,357 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 7:33:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.4218, loss: 3.4218 +2025-06-25 03:54:22,870 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 7:32:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.5673, loss: 3.5673 +2025-06-25 03:55:07,365 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 7:31:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.4996, loss: 3.4996 +2025-06-25 03:55:51,851 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 7:31:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.4333, loss: 3.4333 +2025-06-25 03:56:36,647 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 7:30:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.5033, loss: 3.5033 +2025-06-25 03:57:21,059 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 7:29:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.6203, loss: 3.6203 +2025-06-25 03:58:05,533 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 7:28:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.5527, loss: 3.5527 +2025-06-25 03:58:50,191 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 7:28:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.3453, loss: 3.3453 +2025-06-25 03:59:34,793 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 7:27:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 3.4429, loss: 3.4429 +2025-06-25 04:00:19,413 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 7:26:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.4986, loss: 3.4986 +2025-06-25 04:01:03,969 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 7:25:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.5487, loss: 3.5487 +2025-06-25 04:01:48,602 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 7:24:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.4570, loss: 3.4570 +2025-06-25 04:02:33,226 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 7:24:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.3682, loss: 3.3682 +2025-06-25 04:03:17,822 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 7:23:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.4101, loss: 3.4101 +2025-06-25 04:04:02,358 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 7:22:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.5709, loss: 3.5709 +2025-06-25 04:04:47,093 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 7:21:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.5405, loss: 3.5405 +2025-06-25 04:05:31,689 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 7:21:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 3.5319, loss: 3.5319 +2025-06-25 04:06:16,295 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 7:20:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.5227, loss: 3.5227 +2025-06-25 04:07:00,966 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 7:19:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.6229, loss: 3.6229 +2025-06-25 04:07:45,550 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 7:18:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.5096, loss: 3.5096 +2025-06-25 04:08:30,275 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 7:18:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.5327, loss: 3.5327 +2025-06-25 04:09:14,743 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 7:17:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.5709, loss: 3.5709 +2025-06-25 04:09:59,211 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 7:16:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.5811, loss: 3.5811 +2025-06-25 04:10:43,697 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 7:15:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.4958, loss: 3.4958 +2025-06-25 04:11:28,189 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 7:15:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.5531, loss: 3.5531 +2025-06-25 04:12:12,783 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 7:14:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.4577, loss: 3.4577 +2025-06-25 04:12:57,385 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 7:13:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9819, loss_cls: 3.4980, loss: 3.4980 +2025-06-25 04:12:59,963 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-25 04:16:58,335 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:16:58,964 - pyskl - INFO - +top1_acc 0.7753 +top5_acc 0.9524 +2025-06-25 04:16:58,988 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7753, top5_acc: 0.9524 +2025-06-25 04:18:06,891 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 7:13:01, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.4317, loss: 3.4317 +2025-06-25 04:18:51,629 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 7:12:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.4004, loss: 3.4004 +2025-06-25 04:19:36,066 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 7:11:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.4690, loss: 3.4690 +2025-06-25 04:20:20,505 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 7:10:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 3.3329, loss: 3.3329 +2025-06-25 04:21:04,954 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 7:09:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.4213, loss: 3.4213 +2025-06-25 04:21:49,420 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 7:09:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 3.4254, loss: 3.4254 +2025-06-25 04:22:33,857 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 7:08:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.4041, loss: 3.4041 +2025-06-25 04:23:18,402 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 7:07:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 3.2863, loss: 3.2863 +2025-06-25 04:24:02,906 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 7:06:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.4376, loss: 3.4376 +2025-06-25 04:24:47,514 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 7:06:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.3729, loss: 3.3729 +2025-06-25 04:25:32,082 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 7:05:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 3.4389, loss: 3.4389 +2025-06-25 04:26:16,639 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 7:04:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.5752, loss: 3.5752 +2025-06-25 04:27:01,062 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:03:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 3.4227, loss: 3.4227 +2025-06-25 04:27:45,514 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:03:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 3.4517, loss: 3.4517 +2025-06-25 04:28:29,910 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:02:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.4324, loss: 3.4324 +2025-06-25 04:29:14,376 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:01:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.4431, loss: 3.4431 +2025-06-25 04:29:58,798 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:00:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.4865, loss: 3.4865 +2025-06-25 04:30:43,240 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:00:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.5017, loss: 3.5017 +2025-06-25 04:31:27,790 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 6:59:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.5213, loss: 3.5213 +2025-06-25 04:32:12,326 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 6:58:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.4073, loss: 3.4073 +2025-06-25 04:32:56,926 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 6:57:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.6058, loss: 3.6058 +2025-06-25 04:33:41,490 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 6:56:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.5635, loss: 3.5635 +2025-06-25 04:34:25,977 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 6:56:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.4087, loss: 3.4087 +2025-06-25 04:35:10,590 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 6:55:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.4844, loss: 3.4844 +2025-06-25 04:35:55,085 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 6:54:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.5164, loss: 3.5164 +2025-06-25 04:36:39,489 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 6:53:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.5978, loss: 3.5978 +2025-06-25 04:37:24,007 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 6:53:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.5851, loss: 3.5851 +2025-06-25 04:38:08,525 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 6:52:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.4161, loss: 3.4161 +2025-06-25 04:38:53,033 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 6:51:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.5191, loss: 3.5191 +2025-06-25 04:39:37,667 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 6:50:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 3.5683, loss: 3.5683 +2025-06-25 04:40:22,334 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 6:50:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.5290, loss: 3.5290 +2025-06-25 04:41:06,871 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 6:49:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.5950, loss: 3.5950 +2025-06-25 04:41:51,289 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 6:48:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.4963, loss: 3.4963 +2025-06-25 04:42:35,913 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 6:47:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.4416, loss: 3.4416 +2025-06-25 04:42:38,450 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-25 04:46:37,108 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:46:37,775 - pyskl - INFO - +top1_acc 0.7696 +top5_acc 0.9503 +2025-06-25 04:46:37,798 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7696, top5_acc: 0.9503 +2025-06-25 04:47:45,956 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 6:47:18, time: 0.682, data_time: 0.237, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 3.3333, loss: 3.3333 +2025-06-25 04:48:30,481 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 6:46:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.3453, loss: 3.3453 +2025-06-25 04:49:15,026 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 6:45:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.3651, loss: 3.3651 +2025-06-25 04:49:59,614 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 6:45:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.5264, loss: 3.5264 +2025-06-25 04:50:44,158 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 6:44:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.3261, loss: 3.3261 +2025-06-25 04:51:28,738 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 6:43:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.2898, loss: 3.2898 +2025-06-25 04:52:13,236 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 6:42:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.3325, loss: 3.3325 +2025-06-25 04:52:57,726 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 6:41:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.2980, loss: 3.2980 +2025-06-25 04:53:42,215 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 6:41:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.3942, loss: 3.3942 +2025-06-25 04:54:26,692 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 6:40:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.4402, loss: 3.4402 +2025-06-25 04:55:11,261 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 6:39:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.4977, loss: 3.4977 +2025-06-25 04:55:55,916 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 6:38:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.3482, loss: 3.3482 +2025-06-25 04:56:40,439 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 6:38:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.3726, loss: 3.3726 +2025-06-25 04:57:24,992 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 6:37:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.4873, loss: 3.4873 +2025-06-25 04:58:09,590 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 6:36:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.5714, loss: 3.5714 +2025-06-25 04:58:54,164 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 6:35:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.4753, loss: 3.4753 +2025-06-25 04:59:38,680 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 6:35:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 3.3748, loss: 3.3748 +2025-06-25 05:00:23,292 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 6:34:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 3.4437, loss: 3.4437 +2025-06-25 05:01:07,862 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 6:33:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.5211, loss: 3.5211 +2025-06-25 05:01:52,389 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 6:32:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.4044, loss: 3.4044 +2025-06-25 05:02:37,032 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 6:32:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 3.4595, loss: 3.4595 +2025-06-25 05:03:21,482 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 6:31:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.5256, loss: 3.5256 +2025-06-25 05:04:05,866 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 6:30:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.2964, loss: 3.2964 +2025-06-25 05:04:50,470 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 6:29:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.4013, loss: 3.4013 +2025-06-25 05:05:35,085 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 6:28:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.4184, loss: 3.4184 +2025-06-25 05:06:19,527 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 6:28:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.4203, loss: 3.4203 +2025-06-25 05:07:04,046 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 6:27:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.4824, loss: 3.4824 +2025-06-25 05:07:48,601 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 6:26:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.5192, loss: 3.5192 +2025-06-25 05:08:33,158 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 6:25:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.4896, loss: 3.4896 +2025-06-25 05:09:18,011 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 6:25:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.4995, loss: 3.4995 +2025-06-25 05:10:02,627 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 6:24:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.3730, loss: 3.3730 +2025-06-25 05:10:47,265 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 6:23:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.5211, loss: 3.5211 +2025-06-25 05:11:31,909 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 6:22:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.4753, loss: 3.4753 +2025-06-25 05:12:16,488 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 6:22:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.4381, loss: 3.4381 +2025-06-25 05:12:19,080 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-25 05:16:19,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:16:20,004 - pyskl - INFO - +top1_acc 0.7791 +top5_acc 0.9539 +2025-06-25 05:16:20,060 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_73.pth was removed +2025-06-25 05:16:21,143 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-06-25 05:16:21,144 - pyskl - INFO - Best top1_acc is 0.7791 at 79 epoch. +2025-06-25 05:16:21,168 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7791, top5_acc: 0.9539 +2025-06-25 05:17:28,700 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 6:21:36, time: 0.675, data_time: 0.228, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.4164, loss: 3.4164 +2025-06-25 05:18:13,361 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 6:20:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 3.3081, loss: 3.3081 +2025-06-25 05:18:57,956 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 6:20:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.3501, loss: 3.3501 +2025-06-25 05:19:42,715 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 6:19:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 3.3263, loss: 3.3263 +2025-06-25 05:20:27,368 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 6:18:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 3.4520, loss: 3.4520 +2025-06-25 05:21:11,994 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 6:17:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.3731, loss: 3.3731 +2025-06-25 05:21:56,589 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 6:17:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.4394, loss: 3.4394 +2025-06-25 05:22:41,206 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 6:16:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.4548, loss: 3.4548 +2025-06-25 05:23:25,656 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 6:15:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.4271, loss: 3.4271 +2025-06-25 05:24:10,140 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 6:14:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.3922, loss: 3.3922 +2025-06-25 05:24:54,658 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 6:13:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.4079, loss: 3.4079 +2025-06-25 05:25:39,241 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 6:13:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.4744, loss: 3.4744 +2025-06-25 05:26:23,746 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 6:12:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.4585, loss: 3.4585 +2025-06-25 05:27:08,338 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 6:11:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 3.3107, loss: 3.3107 +2025-06-25 05:27:53,235 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:10:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.4540, loss: 3.4540 +2025-06-25 05:28:38,126 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:10:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.4355, loss: 3.4355 +2025-06-25 05:29:22,851 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:09:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.4602, loss: 3.4602 +2025-06-25 05:30:07,267 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 6:08:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.3786, loss: 3.3786 +2025-06-25 05:30:51,934 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 6:07:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.5029, loss: 3.5029 +2025-06-25 05:31:36,432 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 6:07:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.5065, loss: 3.5065 +2025-06-25 05:32:20,963 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 6:06:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.4220, loss: 3.4220 +2025-06-25 05:33:05,476 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:05:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.5669, loss: 3.5669 +2025-06-25 05:33:49,910 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:04:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.4685, loss: 3.4685 +2025-06-25 05:34:34,463 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:04:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.4421, loss: 3.4421 +2025-06-25 05:35:18,980 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:03:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.5164, loss: 3.5164 +2025-06-25 05:36:03,518 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:02:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.4394, loss: 3.4394 +2025-06-25 05:36:48,145 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:01:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.3864, loss: 3.3864 +2025-06-25 05:37:32,794 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:01:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.4674, loss: 3.4674 +2025-06-25 05:38:17,465 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:00:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.4924, loss: 3.4924 +2025-06-25 05:39:02,128 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 5:59:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.4191, loss: 3.4191 +2025-06-25 05:39:46,685 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 5:58:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.4497, loss: 3.4497 +2025-06-25 05:40:31,367 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 5:57:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.3042, loss: 3.3042 +2025-06-25 05:41:16,046 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 5:57:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.3703, loss: 3.3703 +2025-06-25 05:42:00,883 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 5:56:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.4462, loss: 3.4462 +2025-06-25 05:42:03,677 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-25 06:01:04,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:01:05,035 - pyskl - INFO - +top1_acc 0.7689 +top5_acc 0.9529 +2025-06-25 06:01:05,057 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7689, top5_acc: 0.9529 +2025-06-25 06:02:13,116 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 5:55:56, time: 0.681, data_time: 0.230, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 3.3547, loss: 3.3547 +2025-06-25 06:02:57,995 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 5:55:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.2132, loss: 3.2132 +2025-06-25 06:03:42,827 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 5:54:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 3.3735, loss: 3.3735 +2025-06-25 06:04:27,454 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 5:53:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 3.2440, loss: 3.2440 +2025-06-25 06:05:12,185 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 5:52:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.3979, loss: 3.3979 +2025-06-25 06:05:57,003 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 5:52:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 3.3232, loss: 3.3232 +2025-06-25 06:06:41,763 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 5:51:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.3574, loss: 3.3574 +2025-06-25 06:07:26,531 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 5:50:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.4038, loss: 3.4038 +2025-06-25 06:08:11,258 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 5:49:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.4164, loss: 3.4164 +2025-06-25 06:08:55,934 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 5:49:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 3.4021, loss: 3.4021 +2025-06-25 06:09:40,661 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 5:48:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.4375, loss: 3.4375 +2025-06-25 06:10:25,234 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 5:47:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.2585, loss: 3.2585 +2025-06-25 06:11:09,788 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 5:46:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.3338, loss: 3.3338 +2025-06-25 06:11:54,564 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 5:46:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.4791, loss: 3.4791 +2025-06-25 06:12:39,158 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 5:45:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.5084, loss: 3.5084 +2025-06-25 06:13:23,721 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 5:44:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 3.2285, loss: 3.2285 +2025-06-25 06:14:08,288 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 5:43:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.4431, loss: 3.4431 +2025-06-25 06:14:52,981 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 5:43:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.3470, loss: 3.3470 +2025-06-25 06:15:37,672 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 5:42:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 3.4567, loss: 3.4567 +2025-06-25 06:16:22,310 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 5:41:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.5071, loss: 3.5071 +2025-06-25 06:17:07,035 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 5:40:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.4739, loss: 3.4739 +2025-06-25 06:17:51,866 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 5:39:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.3082, loss: 3.3082 +2025-06-25 06:18:36,661 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 5:39:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9869, loss_cls: 3.3503, loss: 3.3503 +2025-06-25 06:19:21,419 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 5:38:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.3882, loss: 3.3882 +2025-06-25 06:20:06,234 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 5:37:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9831, loss_cls: 3.4700, loss: 3.4700 +2025-06-25 06:20:50,908 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 5:36:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.5431, loss: 3.5431 +2025-06-25 06:21:35,691 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 5:36:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.4202, loss: 3.4202 +2025-06-25 06:22:20,362 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 5:35:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9850, loss_cls: 3.3908, loss: 3.3908 +2025-06-25 06:23:05,046 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 5:34:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.4489, loss: 3.4489 +2025-06-25 06:23:49,670 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 5:33:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.4367, loss: 3.4367 +2025-06-25 06:24:34,133 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 5:33:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.5820, loss: 3.5820 +2025-06-25 06:25:18,649 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 5:32:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.5233, loss: 3.5233 +2025-06-25 06:26:03,303 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 5:31:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.4198, loss: 3.4198 +2025-06-25 06:26:48,001 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 5:30:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.4857, loss: 3.4857 +2025-06-25 06:26:50,656 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-25 06:30:49,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:30:49,838 - pyskl - INFO - +top1_acc 0.7899 +top5_acc 0.9576 +2025-06-25 06:30:49,894 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_79.pth was removed +2025-06-25 06:30:50,963 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2025-06-25 06:30:50,965 - pyskl - INFO - Best top1_acc is 0.7899 at 81 epoch. +2025-06-25 06:30:50,985 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7899, top5_acc: 0.9576 +2025-06-25 06:31:58,969 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 5:30:19, time: 0.680, data_time: 0.232, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.3367, loss: 3.3367 +2025-06-25 06:32:43,714 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 5:29:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 3.4287, loss: 3.4287 +2025-06-25 06:33:28,371 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 5:28:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 3.1644, loss: 3.1644 +2025-06-25 06:34:12,871 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 5:28:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.3348, loss: 3.3348 +2025-06-25 06:34:57,353 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 5:27:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 3.2767, loss: 3.2767 +2025-06-25 06:35:42,153 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 5:26:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 3.2511, loss: 3.2511 +2025-06-25 06:36:26,714 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 5:25:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.4197, loss: 3.4197 +2025-06-25 06:37:11,172 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 5:24:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.3089, loss: 3.3089 +2025-06-25 06:37:55,574 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 5:24:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 3.3204, loss: 3.3204 +2025-06-25 06:38:40,119 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 5:23:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 3.3862, loss: 3.3862 +2025-06-25 06:39:24,810 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 5:22:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9881, loss_cls: 3.4495, loss: 3.4495 +2025-06-25 06:40:09,383 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 5:21:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.3879, loss: 3.3879 +2025-06-25 06:40:53,959 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 5:21:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.3441, loss: 3.3441 +2025-06-25 06:41:38,638 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 5:20:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 3.3225, loss: 3.3225 +2025-06-25 06:42:23,260 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 5:19:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.4698, loss: 3.4698 +2025-06-25 06:43:07,975 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 5:18:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9700, loss_cls: 3.4141, loss: 3.4141 +2025-06-25 06:43:52,623 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 5:18:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 3.3804, loss: 3.3804 +2025-06-25 06:44:37,229 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 5:17:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.4635, loss: 3.4635 +2025-06-25 06:45:21,698 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 5:16:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.4245, loss: 3.4245 +2025-06-25 06:46:06,095 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 5:15:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2657, loss: 3.2657 +2025-06-25 06:46:50,566 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 5:15:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.3367, loss: 3.3367 +2025-06-25 06:47:34,980 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 5:14:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9838, loss_cls: 3.4288, loss: 3.4288 +2025-06-25 06:48:19,564 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 5:13:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9694, loss_cls: 3.5250, loss: 3.5250 +2025-06-25 06:49:04,426 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:12:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 3.5542, loss: 3.5542 +2025-06-25 06:49:49,127 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:12:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.4113, loss: 3.4113 +2025-06-25 06:50:33,628 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:11:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.3015, loss: 3.3015 +2025-06-25 06:51:18,151 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:10:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.3713, loss: 3.3713 +2025-06-25 06:52:02,626 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:09:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.3060, loss: 3.3060 +2025-06-25 06:52:47,136 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 5:08:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.4592, loss: 3.4592 +2025-06-25 06:53:31,625 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 5:08:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.5130, loss: 3.5130 +2025-06-25 06:54:16,140 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:07:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.4506, loss: 3.4506 +2025-06-25 06:55:00,641 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:06:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.3248, loss: 3.3248 +2025-06-25 06:55:45,375 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:05:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.4585, loss: 3.4585 +2025-06-25 06:56:30,062 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:05:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.4083, loss: 3.4083 +2025-06-25 06:56:32,716 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-25 07:00:32,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:00:32,959 - pyskl - INFO - +top1_acc 0.7789 +top5_acc 0.9530 +2025-06-25 07:00:32,982 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7789, top5_acc: 0.9530 +2025-06-25 07:01:40,851 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:04:38, time: 0.679, data_time: 0.232, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 3.2304, loss: 3.2304 +2025-06-25 07:02:25,549 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:03:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 3.2779, loss: 3.2779 +2025-06-25 07:03:10,141 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:03:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 3.1702, loss: 3.1702 +2025-06-25 07:03:54,782 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:02:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 3.2252, loss: 3.2252 +2025-06-25 07:04:39,628 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:01:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 3.3720, loss: 3.3720 +2025-06-25 07:05:24,506 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:00:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.2183, loss: 3.2183 +2025-06-25 07:06:09,218 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:00:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.4059, loss: 3.4059 +2025-06-25 07:06:53,993 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 4:59:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 3.2468, loss: 3.2468 +2025-06-25 07:07:38,520 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 4:58:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.2911, loss: 3.2911 +2025-06-25 07:08:23,223 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 4:57:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.3872, loss: 3.3872 +2025-06-25 07:09:07,772 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 4:57:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.3371, loss: 3.3371 +2025-06-25 07:09:52,440 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 4:56:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.3020, loss: 3.3020 +2025-06-25 07:10:37,030 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 4:55:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.3315, loss: 3.3315 +2025-06-25 07:11:21,694 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 4:54:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.4227, loss: 3.4227 +2025-06-25 07:12:06,327 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 4:53:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.5312, loss: 3.5312 +2025-06-25 07:12:50,967 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 4:53:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.4077, loss: 3.4077 +2025-06-25 07:13:35,563 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 4:52:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 3.3176, loss: 3.3176 +2025-06-25 07:14:20,178 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 4:51:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.4760, loss: 3.4760 +2025-06-25 07:15:04,905 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 4:50:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.4666, loss: 3.4666 +2025-06-25 07:15:49,571 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 4:50:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.3415, loss: 3.3415 +2025-06-25 07:16:34,175 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 4:49:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.2496, loss: 3.2496 +2025-06-25 07:17:18,795 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 4:48:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 3.3018, loss: 3.3018 +2025-06-25 07:18:03,469 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 4:47:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.4034, loss: 3.4034 +2025-06-25 07:18:48,037 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 4:47:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.3175, loss: 3.3175 +2025-06-25 07:19:32,505 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 4:46:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.3465, loss: 3.3465 +2025-06-25 07:20:16,961 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 4:45:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.4431, loss: 3.4431 +2025-06-25 07:21:01,430 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 4:44:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.4031, loss: 3.4031 +2025-06-25 07:21:46,001 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 4:44:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9725, loss_cls: 3.4873, loss: 3.4873 +2025-06-25 07:22:30,614 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 4:43:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.3385, loss: 3.3385 +2025-06-25 07:23:15,080 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 4:42:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.2670, loss: 3.2670 +2025-06-25 07:23:59,548 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 4:41:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.3497, loss: 3.3497 +2025-06-25 07:24:44,030 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 4:41:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.3540, loss: 3.3540 +2025-06-25 07:25:28,548 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 4:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.4817, loss: 3.4817 +2025-06-25 07:26:12,989 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 4:39:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.3880, loss: 3.3880 +2025-06-25 07:26:15,492 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-25 07:30:15,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:30:16,080 - pyskl - INFO - +top1_acc 0.7910 +top5_acc 0.9571 +2025-06-25 07:30:16,136 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_81.pth was removed +2025-06-25 07:30:17,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-25 07:30:17,197 - pyskl - INFO - Best top1_acc is 0.7910 at 83 epoch. +2025-06-25 07:30:17,221 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7910, top5_acc: 0.9571 +2025-06-25 07:31:24,674 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 4:38:57, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 3.2537, loss: 3.2537 +2025-06-25 07:32:09,458 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 4:38:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.2540, loss: 3.2540 +2025-06-25 07:32:54,123 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 4:37:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.3618, loss: 3.3618 +2025-06-25 07:33:38,769 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 4:36:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 3.2056, loss: 3.2056 +2025-06-25 07:34:23,324 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 4:35:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.3111, loss: 3.3111 +2025-06-25 07:35:07,883 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 4:35:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 3.3357, loss: 3.3357 +2025-06-25 07:35:52,547 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 4:34:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.2155, loss: 3.2155 +2025-06-25 07:36:37,190 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 4:33:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 3.2476, loss: 3.2476 +2025-06-25 07:37:21,730 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 4:32:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 3.4394, loss: 3.4394 +2025-06-25 07:38:06,393 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 4:32:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.3631, loss: 3.3631 +2025-06-25 07:38:50,867 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 4:31:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 3.3477, loss: 3.3477 +2025-06-25 07:39:35,413 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 4:30:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.4155, loss: 3.4155 +2025-06-25 07:40:20,080 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 4:29:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 3.2646, loss: 3.2646 +2025-06-25 07:41:04,661 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 4:29:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.3866, loss: 3.3866 +2025-06-25 07:41:49,305 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 4:28:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.4845, loss: 3.4845 +2025-06-25 07:42:33,898 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 4:27:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 3.2759, loss: 3.2759 +2025-06-25 07:43:18,380 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 4:26:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.3764, loss: 3.3764 +2025-06-25 07:44:02,919 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 4:26:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.3786, loss: 3.3786 +2025-06-25 07:44:47,454 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 4:25:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9912, loss_cls: 3.2615, loss: 3.2615 +2025-06-25 07:45:31,997 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 4:24:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.3772, loss: 3.3772 +2025-06-25 07:46:16,498 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 4:23:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.4235, loss: 3.4235 +2025-06-25 07:47:01,081 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 4:22:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 3.2994, loss: 3.2994 +2025-06-25 07:47:45,540 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 4:22:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.3119, loss: 3.3119 +2025-06-25 07:48:29,904 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 4:21:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.3275, loss: 3.3275 +2025-06-25 07:49:14,280 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 4:20:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 3.2296, loss: 3.2296 +2025-06-25 07:49:58,820 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 4:19:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.3654, loss: 3.3654 +2025-06-25 07:50:43,294 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 4:19:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.3063, loss: 3.3063 +2025-06-25 07:51:27,693 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 4:18:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.3536, loss: 3.3536 +2025-06-25 07:52:12,120 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 4:17:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.1823, loss: 3.1823 +2025-06-25 07:52:56,553 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 4:16:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.4292, loss: 3.4292 +2025-06-25 07:53:41,157 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 4:16:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3619, loss: 3.3619 +2025-06-25 07:54:25,510 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 4:15:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.3943, loss: 3.3943 +2025-06-25 07:55:10,056 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 4:14:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.3725, loss: 3.3725 +2025-06-25 07:55:54,594 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:13:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.4879, loss: 3.4879 +2025-06-25 07:55:57,192 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-25 07:59:55,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:59:56,306 - pyskl - INFO - +top1_acc 0.7903 +top5_acc 0.9537 +2025-06-25 07:59:56,327 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.7903, top5_acc: 0.9537 +2025-06-25 08:01:04,027 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:13:15, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 3.2443, loss: 3.2443 +2025-06-25 08:01:48,603 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:12:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 3.1810, loss: 3.1810 +2025-06-25 08:02:33,262 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:11:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.2188, loss: 3.2188 +2025-06-25 08:03:17,857 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:10:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.2665, loss: 3.2665 +2025-06-25 08:04:02,417 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:10:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 3.2494, loss: 3.2494 +2025-06-25 08:04:46,974 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:09:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 3.1799, loss: 3.1799 +2025-06-25 08:05:31,554 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:08:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.2404, loss: 3.2404 +2025-06-25 08:06:16,115 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:07:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.2859, loss: 3.2859 +2025-06-25 08:07:00,641 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:07:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 3.2947, loss: 3.2947 +2025-06-25 08:07:45,143 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:06:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.3398, loss: 3.3398 +2025-06-25 08:08:29,535 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:05:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.2870, loss: 3.2870 +2025-06-25 08:09:13,914 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:04:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.3910, loss: 3.3910 +2025-06-25 08:09:58,235 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:04:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.2809, loss: 3.2809 +2025-06-25 08:10:42,412 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:03:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.2354, loss: 3.2354 +2025-06-25 08:11:26,784 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:02:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2272, loss: 3.2272 +2025-06-25 08:12:11,211 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:01:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.4136, loss: 3.4136 +2025-06-25 08:12:55,726 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:01:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.3717, loss: 3.3717 +2025-06-25 08:13:40,289 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:00:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.3024, loss: 3.3024 +2025-06-25 08:14:25,102 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 3:59:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.4663, loss: 3.4663 +2025-06-25 08:15:09,827 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 3:58:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.2743, loss: 3.2743 +2025-06-25 08:15:54,327 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 3:58:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.3848, loss: 3.3848 +2025-06-25 08:16:38,758 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 3:57:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 3.3651, loss: 3.3651 +2025-06-25 08:17:23,781 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 3:56:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.3530, loss: 3.3530 +2025-06-25 08:18:08,206 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 3:55:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.3302, loss: 3.3302 +2025-06-25 08:18:52,608 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 3:54:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.2131, loss: 3.2131 +2025-06-25 08:19:37,036 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 3:54:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.3479, loss: 3.3479 +2025-06-25 08:20:21,692 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 3:53:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.3309, loss: 3.3309 +2025-06-25 08:21:06,315 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 3:52:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2709, loss: 3.2709 +2025-06-25 08:21:50,811 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 3:51:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 3.4239, loss: 3.4239 +2025-06-25 08:22:35,241 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 3:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.2819, loss: 3.2819 +2025-06-25 08:23:19,712 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 3:50:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.3105, loss: 3.3105 +2025-06-25 08:24:04,191 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 3:49:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.4000, loss: 3.4000 +2025-06-25 08:24:48,765 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 3:48:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.3813, loss: 3.3813 +2025-06-25 08:25:33,191 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 3:48:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.3197, loss: 3.3197 +2025-06-25 08:25:35,753 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-25 08:44:26,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:44:26,672 - pyskl - INFO - +top1_acc 0.7962 +top5_acc 0.9586 +2025-06-25 08:44:26,733 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_83.pth was removed +2025-06-25 08:44:27,874 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-06-25 08:44:27,875 - pyskl - INFO - Best top1_acc is 0.7962 at 85 epoch. +2025-06-25 08:44:27,899 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.7962, top5_acc: 0.9586 +2025-06-25 08:45:36,059 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 3:47:33, time: 0.682, data_time: 0.235, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 3.1057, loss: 3.1057 +2025-06-25 08:46:20,571 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 3:46:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.1789, loss: 3.1789 +2025-06-25 08:47:05,240 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 3:46:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 3.1476, loss: 3.1476 +2025-06-25 08:47:49,871 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 3:45:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 3.3628, loss: 3.3628 +2025-06-25 08:48:34,502 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 3:44:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2308, loss: 3.2308 +2025-06-25 08:49:19,221 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 3:43:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.2885, loss: 3.2885 +2025-06-25 08:50:03,793 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 3:42:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 3.2732, loss: 3.2732 +2025-06-25 08:50:48,373 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 3:42:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.1493, loss: 3.1493 +2025-06-25 08:51:33,077 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 3:41:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.2779, loss: 3.2779 +2025-06-25 08:52:17,846 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 3:40:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 3.3438, loss: 3.3438 +2025-06-25 08:53:02,341 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 3:39:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 3.2575, loss: 3.2575 +2025-06-25 08:53:46,915 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 3:39:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.2795, loss: 3.2795 +2025-06-25 08:54:31,412 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 3:38:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.3195, loss: 3.3195 +2025-06-25 08:55:15,890 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 3:37:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.2182, loss: 3.2182 +2025-06-25 08:56:00,540 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 3:36:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 3.1416, loss: 3.1416 +2025-06-25 08:56:45,420 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 3:36:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 3.1568, loss: 3.1568 +2025-06-25 08:57:29,962 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 3:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.2755, loss: 3.2755 +2025-06-25 08:58:14,553 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 3:34:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.3823, loss: 3.3823 +2025-06-25 08:58:59,093 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 3:33:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 3.3937, loss: 3.3937 +2025-06-25 08:59:43,629 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 3:33:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.2948, loss: 3.2948 +2025-06-25 09:00:28,187 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 3:32:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.3331, loss: 3.3331 +2025-06-25 09:01:12,796 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 3:31:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 3.2668, loss: 3.2668 +2025-06-25 09:01:57,310 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 3:30:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.3609, loss: 3.3609 +2025-06-25 09:02:41,714 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 3:30:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 3.3178, loss: 3.3178 +2025-06-25 09:03:26,295 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 3:29:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.4498, loss: 3.4498 +2025-06-25 09:04:10,684 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 3:28:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 3.1629, loss: 3.1629 +2025-06-25 09:04:55,172 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 3:27:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.3074, loss: 3.3074 +2025-06-25 09:05:39,626 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 3:26:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.1988, loss: 3.1988 +2025-06-25 09:06:24,016 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 3:26:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.3789, loss: 3.3789 +2025-06-25 09:07:08,561 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 3:25:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.2948, loss: 3.2948 +2025-06-25 09:07:52,972 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 3:24:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.3256, loss: 3.3256 +2025-06-25 09:08:37,460 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 3:23:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.3528, loss: 3.3528 +2025-06-25 09:09:21,898 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 3:23:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.3562, loss: 3.3562 +2025-06-25 09:10:06,438 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 3:22:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 3.3241, loss: 3.3241 +2025-06-25 09:10:09,043 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-25 09:14:07,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:14:07,843 - pyskl - INFO - +top1_acc 0.7930 +top5_acc 0.9570 +2025-06-25 09:14:07,865 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.7930, top5_acc: 0.9570 +2025-06-25 09:15:16,328 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 3:21:52, time: 0.685, data_time: 0.236, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 3.1197, loss: 3.1197 +2025-06-25 09:16:01,039 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 3:21:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 3.1684, loss: 3.1684 +2025-06-25 09:16:45,762 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 3:20:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 3.1730, loss: 3.1730 +2025-06-25 09:17:30,361 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 3:19:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 3.2095, loss: 3.2095 +2025-06-25 09:18:15,054 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 3:18:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.2315, loss: 3.2315 +2025-06-25 09:18:59,739 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 3:18:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 3.1953, loss: 3.1953 +2025-06-25 09:19:44,400 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 3:17:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.2635, loss: 3.2635 +2025-06-25 09:20:28,963 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 3:16:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 3.3118, loss: 3.3118 +2025-06-25 09:21:13,607 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:15:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 3.1323, loss: 3.1323 +2025-06-25 09:21:58,544 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:15:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.2842, loss: 3.2842 +2025-06-25 09:22:43,519 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:14:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 3.1541, loss: 3.1541 +2025-06-25 09:23:28,463 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:13:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 3.3254, loss: 3.3254 +2025-06-25 09:24:13,358 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:12:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.2837, loss: 3.2837 +2025-06-25 09:24:58,152 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:12:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.2956, loss: 3.2956 +2025-06-25 09:25:42,989 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:11:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.2194, loss: 3.2194 +2025-06-25 09:26:27,827 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:10:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.1498, loss: 3.1498 +2025-06-25 09:27:12,584 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:09:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.2402, loss: 3.2402 +2025-06-25 09:27:57,297 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:08:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.3159, loss: 3.3159 +2025-06-25 09:28:42,030 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:08:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 3.1691, loss: 3.1691 +2025-06-25 09:29:26,998 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:07:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.2497, loss: 3.2497 +2025-06-25 09:30:11,634 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:06:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 3.1765, loss: 3.1765 +2025-06-25 09:30:56,279 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:05:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 3.2791, loss: 3.2791 +2025-06-25 09:31:40,865 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:05:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 3.2309, loss: 3.2309 +2025-06-25 09:32:25,477 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:04:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.2812, loss: 3.2812 +2025-06-25 09:33:10,126 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:03:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 3.1025, loss: 3.1025 +2025-06-25 09:33:54,842 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:02:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.2832, loss: 3.2832 +2025-06-25 09:34:39,610 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:02:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 3.2252, loss: 3.2252 +2025-06-25 09:35:24,327 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:01:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.2681, loss: 3.2681 +2025-06-25 09:36:08,956 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:00:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.1682, loss: 3.1682 +2025-06-25 09:36:53,619 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 2:59:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 3.2055, loss: 3.2055 +2025-06-25 09:37:38,390 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 2:59:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.2934, loss: 3.2934 +2025-06-25 09:38:23,119 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 2:58:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.2102, loss: 3.2102 +2025-06-25 09:39:07,822 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 2:57:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.3331, loss: 3.3331 +2025-06-25 09:39:52,451 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 2:56:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.2684, loss: 3.2684 +2025-06-25 09:39:55,153 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-25 09:43:53,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:43:54,269 - pyskl - INFO - +top1_acc 0.7803 +top5_acc 0.9538 +2025-06-25 09:43:54,293 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.7803, top5_acc: 0.9538 +2025-06-25 09:45:02,399 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 2:56:16, time: 0.681, data_time: 0.233, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0867, loss: 3.0867 +2025-06-25 09:45:47,108 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 2:55:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 3.1253, loss: 3.1253 +2025-06-25 09:46:31,645 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 2:54:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.0966, loss: 3.0966 +2025-06-25 09:47:16,254 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 2:53:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9888, loss_cls: 3.1951, loss: 3.1951 +2025-06-25 09:48:00,907 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 2:53:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 3.2129, loss: 3.2129 +2025-06-25 09:48:45,775 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 2:52:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 3.1830, loss: 3.1830 +2025-06-25 09:49:30,706 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 2:51:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 3.1250, loss: 3.1250 +2025-06-25 09:50:15,720 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 2:50:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 3.1323, loss: 3.1323 +2025-06-25 09:51:00,510 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 2:50:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.1696, loss: 3.1696 +2025-06-25 09:51:45,101 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 2:49:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 3.1295, loss: 3.1295 +2025-06-25 09:52:29,664 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 2:48:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.1549, loss: 3.1549 +2025-06-25 09:53:14,315 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 2:47:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 3.1924, loss: 3.1924 +2025-06-25 09:53:58,881 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 2:47:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.3127, loss: 3.3127 +2025-06-25 09:54:43,621 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 2:46:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 3.1565, loss: 3.1565 +2025-06-25 09:55:28,355 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 2:45:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.2547, loss: 3.2547 +2025-06-25 09:56:12,957 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 2:44:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 3.2240, loss: 3.2240 +2025-06-25 09:56:57,519 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 2:44:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.1505, loss: 3.1505 +2025-06-25 09:57:42,294 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 2:43:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 3.2791, loss: 3.2791 +2025-06-25 09:58:26,787 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 2:42:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.2174, loss: 3.2174 +2025-06-25 09:59:11,306 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 2:41:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 3.1033, loss: 3.1033 +2025-06-25 09:59:55,926 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 2:41:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 3.0898, loss: 3.0898 +2025-06-25 10:00:40,549 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 2:40:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.2360, loss: 3.2360 +2025-06-25 10:01:25,167 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 2:39:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 3.1950, loss: 3.1950 +2025-06-25 10:02:09,958 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 2:38:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.3293, loss: 3.3293 +2025-06-25 10:02:54,633 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 2:38:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 3.1493, loss: 3.1493 +2025-06-25 10:03:39,247 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 2:37:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 3.2791, loss: 3.2791 +2025-06-25 10:04:23,844 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 2:36:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.1525, loss: 3.1525 +2025-06-25 10:05:08,502 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 2:35:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.3097, loss: 3.3097 +2025-06-25 10:05:53,057 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 2:34:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 3.1641, loss: 3.1641 +2025-06-25 10:06:37,833 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 2:34:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.2845, loss: 3.2845 +2025-06-25 10:07:22,413 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 2:33:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.2810, loss: 3.2810 +2025-06-25 10:08:07,069 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 2:32:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 3.2486, loss: 3.2486 +2025-06-25 10:08:51,750 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 2:31:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.4285, loss: 3.4285 +2025-06-25 10:09:36,478 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 2:31:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.3176, loss: 3.3176 +2025-06-25 10:09:39,068 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-25 10:13:40,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:13:41,188 - pyskl - INFO - +top1_acc 0.7830 +top5_acc 0.9537 +2025-06-25 10:13:41,211 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.7830, top5_acc: 0.9537 +2025-06-25 10:14:49,334 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 2:30:37, time: 0.681, data_time: 0.233, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 3.1435, loss: 3.1435 +2025-06-25 10:15:33,966 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 2:29:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.1269, loss: 3.1269 +2025-06-25 10:16:18,704 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 2:29:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 3.1038, loss: 3.1038 +2025-06-25 10:17:03,264 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 2:28:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 3.1254, loss: 3.1254 +2025-06-25 10:17:47,939 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 2:27:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 3.0852, loss: 3.0852 +2025-06-25 10:18:32,697 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 2:26:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 3.0943, loss: 3.0943 +2025-06-25 10:19:17,309 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 2:26:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 3.1781, loss: 3.1781 +2025-06-25 10:20:01,910 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 2:25:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 3.1215, loss: 3.1215 +2025-06-25 10:20:46,433 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 2:24:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 3.2823, loss: 3.2823 +2025-06-25 10:21:30,993 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 2:23:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 3.2111, loss: 3.2111 +2025-06-25 10:22:15,488 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 2:23:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 3.1845, loss: 3.1845 +2025-06-25 10:23:00,014 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 2:22:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 3.1969, loss: 3.1969 +2025-06-25 10:23:44,538 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 2:21:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.1357, loss: 3.1357 +2025-06-25 10:24:29,108 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 2:20:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.2289, loss: 3.2289 +2025-06-25 10:25:13,697 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 2:19:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.2522, loss: 3.2522 +2025-06-25 10:25:58,290 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 2:19:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 3.0649, loss: 3.0649 +2025-06-25 10:26:42,858 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 2:18:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.2041, loss: 3.2041 +2025-06-25 10:27:27,409 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:17:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.2828, loss: 3.2828 +2025-06-25 10:28:11,941 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:16:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.2217, loss: 3.2217 +2025-06-25 10:28:56,521 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:16:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 3.2345, loss: 3.2345 +2025-06-25 10:29:41,089 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:15:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.3482, loss: 3.3482 +2025-06-25 10:30:25,671 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:14:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.2950, loss: 3.2950 +2025-06-25 10:31:10,288 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:13:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.3223, loss: 3.3223 +2025-06-25 10:31:54,911 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:13:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 3.2930, loss: 3.2930 +2025-06-25 10:32:39,538 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:12:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 3.2040, loss: 3.2040 +2025-06-25 10:33:24,112 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:11:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.2090, loss: 3.2090 +2025-06-25 10:34:08,635 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:10:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.2947, loss: 3.2947 +2025-06-25 10:34:53,213 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:10:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 3.1432, loss: 3.1432 +2025-06-25 10:35:37,893 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:09:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.1398, loss: 3.1398 +2025-06-25 10:36:22,370 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:08:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 3.2117, loss: 3.2117 +2025-06-25 10:37:06,895 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:07:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 3.1090, loss: 3.1090 +2025-06-25 10:37:51,489 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:07:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 3.1459, loss: 3.1459 +2025-06-25 10:38:36,149 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:06:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 3.1620, loss: 3.1620 +2025-06-25 10:39:20,704 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:05:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.2597, loss: 3.2597 +2025-06-25 10:39:23,399 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-25 10:43:22,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:43:22,729 - pyskl - INFO - +top1_acc 0.7422 +top5_acc 0.9330 +2025-06-25 10:43:22,753 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.7422, top5_acc: 0.9330 +2025-06-25 10:44:31,041 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:04:57, time: 0.683, data_time: 0.235, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 3.1502, loss: 3.1502 +2025-06-25 10:45:15,859 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:04:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 3.1026, loss: 3.1026 +2025-06-25 10:46:00,422 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:03:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9931, loss_cls: 2.9553, loss: 2.9553 +2025-06-25 10:46:45,081 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:02:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 3.2005, loss: 3.2005 +2025-06-25 10:47:29,892 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:01:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 3.1598, loss: 3.1598 +2025-06-25 10:48:14,577 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:01:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 3.1225, loss: 3.1225 +2025-06-25 10:48:59,184 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:00:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 3.0295, loss: 3.0295 +2025-06-25 10:49:43,636 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 1:59:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 3.1271, loss: 3.1271 +2025-06-25 10:50:28,100 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 1:58:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 3.1572, loss: 3.1572 +2025-06-25 10:51:12,521 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 1:58:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 3.1091, loss: 3.1091 +2025-06-25 10:51:56,897 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 1:57:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 3.2373, loss: 3.2373 +2025-06-25 10:52:41,222 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 1:56:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.2482, loss: 3.2482 +2025-06-25 10:53:25,749 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 1:55:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 3.1040, loss: 3.1040 +2025-06-25 10:54:10,333 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 1:55:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 3.2145, loss: 3.2145 +2025-06-25 10:54:55,051 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 1:54:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 3.1959, loss: 3.1959 +2025-06-25 10:55:39,701 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 1:53:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2620, loss: 3.2620 +2025-06-25 10:56:24,222 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 1:52:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 3.1392, loss: 3.1392 +2025-06-25 10:57:08,888 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 1:52:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 3.1289, loss: 3.1289 +2025-06-25 10:57:53,428 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 1:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.2217, loss: 3.2217 +2025-06-25 10:58:37,903 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 1:50:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.1978, loss: 3.1978 +2025-06-25 10:59:22,470 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 1:49:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 3.2389, loss: 3.2389 +2025-06-25 11:00:07,062 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 1:48:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 3.0953, loss: 3.0953 +2025-06-25 11:00:51,650 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 1:48:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.1253, loss: 3.1253 +2025-06-25 11:01:36,148 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 1:47:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 3.1615, loss: 3.1615 +2025-06-25 11:02:20,740 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 1:46:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 3.1253, loss: 3.1253 +2025-06-25 11:03:05,481 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 1:45:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.1943, loss: 3.1943 +2025-06-25 11:03:50,277 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 1:45:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.2684, loss: 3.2684 +2025-06-25 11:04:35,092 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 1:44:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.2848, loss: 3.2848 +2025-06-25 11:05:19,935 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 1:43:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 3.2126, loss: 3.2126 +2025-06-25 11:06:04,612 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 1:42:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 3.1307, loss: 3.1307 +2025-06-25 11:06:49,268 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 1:42:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.1985, loss: 3.1985 +2025-06-25 11:07:33,941 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 1:41:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.1791, loss: 3.1791 +2025-06-25 11:08:18,782 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 1:40:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.2943, loss: 3.2943 +2025-06-25 11:09:03,553 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 1:39:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.1557, loss: 3.1557 +2025-06-25 11:09:06,155 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-25 11:28:01,005 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:28:01,546 - pyskl - INFO - +top1_acc 0.7843 +top5_acc 0.9575 +2025-06-25 11:28:01,567 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.7843, top5_acc: 0.9575 +2025-06-25 11:29:09,093 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 1:39:17, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 3.1062, loss: 3.1062 +2025-06-25 11:29:53,719 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 1:38:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 3.0802, loss: 3.0802 +2025-06-25 11:30:38,317 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 1:37:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 3.0260, loss: 3.0260 +2025-06-25 11:31:22,874 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 1:37:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 3.0990, loss: 3.0990 +2025-06-25 11:32:07,759 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 1:36:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 3.0814, loss: 3.0814 +2025-06-25 11:32:52,477 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 1:35:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 3.1033, loss: 3.1033 +2025-06-25 11:33:37,240 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 1:34:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 3.1174, loss: 3.1174 +2025-06-25 11:34:22,010 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 1:33:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 3.1424, loss: 3.1424 +2025-06-25 11:35:06,691 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 1:33:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 3.2872, loss: 3.2872 +2025-06-25 11:35:51,547 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 1:32:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 3.1142, loss: 3.1142 +2025-06-25 11:36:36,151 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 1:31:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.1375, loss: 3.1375 +2025-06-25 11:37:20,933 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 1:30:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 3.1339, loss: 3.1339 +2025-06-25 11:38:05,614 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 1:30:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.1338, loss: 3.1338 +2025-06-25 11:38:50,412 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 1:29:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 3.1541, loss: 3.1541 +2025-06-25 11:39:35,063 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 1:28:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.2311, loss: 3.2311 +2025-06-25 11:40:19,672 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 1:27:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 3.0027, loss: 3.0027 +2025-06-25 11:41:04,187 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 1:27:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 3.1160, loss: 3.1160 +2025-06-25 11:41:48,850 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 1:26:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.3407, loss: 3.3407 +2025-06-25 11:42:33,468 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 1:25:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 3.1739, loss: 3.1739 +2025-06-25 11:43:18,074 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 1:24:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.0924, loss: 3.0924 +2025-06-25 11:44:02,710 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 1:24:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.0841, loss: 3.0841 +2025-06-25 11:44:47,306 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 1:23:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.1621, loss: 3.1621 +2025-06-25 11:45:32,009 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 1:22:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.2160, loss: 3.2160 +2025-06-25 11:46:16,654 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 1:21:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 3.1988, loss: 3.1988 +2025-06-25 11:47:01,246 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 1:21:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.1524, loss: 3.1524 +2025-06-25 11:47:45,847 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 1:20:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.2246, loss: 3.2246 +2025-06-25 11:48:30,519 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 1:19:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 3.1074, loss: 3.1074 +2025-06-25 11:49:15,342 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:18:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.2673, loss: 3.2673 +2025-06-25 11:50:00,055 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:18:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.1482, loss: 3.1482 +2025-06-25 11:50:44,801 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:17:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.2485, loss: 3.2485 +2025-06-25 11:51:29,535 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:16:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 3.1216, loss: 3.1216 +2025-06-25 11:52:14,174 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:15:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.2953, loss: 3.2953 +2025-06-25 11:52:58,867 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:14:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 3.2656, loss: 3.2656 +2025-06-25 11:53:43,462 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:14:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 3.1190, loss: 3.1190 +2025-06-25 11:53:46,064 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-25 11:57:47,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:57:48,047 - pyskl - INFO - +top1_acc 0.7719 +top5_acc 0.9491 +2025-06-25 11:57:48,070 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.7719, top5_acc: 0.9491 +2025-06-25 11:58:56,364 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:13:38, time: 0.683, data_time: 0.236, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.1363, loss: 3.1363 +2025-06-25 11:59:41,103 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:12:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 3.1312, loss: 3.1312 +2025-06-25 12:00:25,831 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:12:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 3.0682, loss: 3.0682 +2025-06-25 12:01:10,413 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:11:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.9894, loss: 2.9894 +2025-06-25 12:01:55,218 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:10:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.9897, loss: 2.9897 +2025-06-25 12:02:39,957 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:09:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 3.1807, loss: 3.1807 +2025-06-25 12:03:24,701 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:09:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 3.0190, loss: 3.0190 +2025-06-25 12:04:09,379 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:08:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 3.0851, loss: 3.0851 +2025-06-25 12:04:53,970 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:07:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 3.0330, loss: 3.0330 +2025-06-25 12:05:38,627 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:06:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 3.0979, loss: 3.0979 +2025-06-25 12:06:23,229 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:06:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 3.1051, loss: 3.1051 +2025-06-25 12:07:07,897 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:05:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 3.1058, loss: 3.1058 +2025-06-25 12:07:52,518 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:04:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.0802, loss: 3.0802 +2025-06-25 12:08:37,113 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:03:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 3.0617, loss: 3.0617 +2025-06-25 12:09:21,628 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:03:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 3.0555, loss: 3.0555 +2025-06-25 12:10:06,146 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:02:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.3362, loss: 3.3362 +2025-06-25 12:10:50,759 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:01:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9881, loss_cls: 3.2053, loss: 3.2053 +2025-06-25 12:11:35,502 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:00:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 3.1039, loss: 3.1039 +2025-06-25 12:12:20,376 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 0:59:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 3.2143, loss: 3.2143 +2025-06-25 12:13:05,043 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 0:59:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.0515, loss: 3.0515 +2025-06-25 12:13:49,591 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 0:58:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 3.1336, loss: 3.1336 +2025-06-25 12:14:34,205 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 0:57:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.1915, loss: 3.1915 +2025-06-25 12:15:18,904 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 0:56:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 3.1227, loss: 3.1227 +2025-06-25 12:16:03,611 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 0:56:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 3.1980, loss: 3.1980 +2025-06-25 12:16:48,207 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 0:55:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.9697, loss: 2.9697 +2025-06-25 12:17:32,817 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 0:54:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 3.0976, loss: 3.0976 +2025-06-25 12:18:17,413 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 0:53:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 3.0496, loss: 3.0496 +2025-06-25 12:19:02,070 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 0:53:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.2965, loss: 3.2965 +2025-06-25 12:19:46,634 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 0:52:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 3.0847, loss: 3.0847 +2025-06-25 12:20:31,255 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 0:51:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 3.0511, loss: 3.0511 +2025-06-25 12:21:15,819 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 0:50:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 3.2402, loss: 3.2402 +2025-06-25 12:22:00,537 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 0:50:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 3.0197, loss: 3.0197 +2025-06-25 12:22:45,147 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 0:49:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 3.1640, loss: 3.1640 +2025-06-25 12:23:29,769 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 0:48:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.1444, loss: 3.1444 +2025-06-25 12:23:32,377 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-25 12:27:30,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:27:31,304 - pyskl - INFO - +top1_acc 0.8062 +top5_acc 0.9619 +2025-06-25 12:27:31,363 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_85.pth was removed +2025-06-25 12:27:32,451 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-06-25 12:27:32,453 - pyskl - INFO - Best top1_acc is 0.8062 at 92 epoch. +2025-06-25 12:27:32,475 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8062, top5_acc: 0.9619 +2025-06-25 12:28:40,909 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 0:47:59, time: 0.684, data_time: 0.236, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.9871, loss: 2.9871 +2025-06-25 12:29:25,426 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 0:47:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 3.0227, loss: 3.0227 +2025-06-25 12:30:09,972 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 0:46:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 3.0594, loss: 3.0594 +2025-06-25 12:30:54,874 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 0:45:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 3.1232, loss: 3.1232 +2025-06-25 12:31:39,495 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 0:44:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 3.0146, loss: 3.0146 +2025-06-25 12:32:24,167 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 0:44:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 3.1081, loss: 3.1081 +2025-06-25 12:33:08,716 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 0:43:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 3.0090, loss: 3.0090 +2025-06-25 12:33:53,331 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 0:42:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 3.1643, loss: 3.1643 +2025-06-25 12:34:37,888 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 0:41:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 3.0946, loss: 3.0946 +2025-06-25 12:35:22,449 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 0:41:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 3.0549, loss: 3.0549 +2025-06-25 12:36:07,037 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 0:40:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.9758, loss: 2.9758 +2025-06-25 12:36:51,630 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 0:39:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.1566, loss: 3.1566 +2025-06-25 12:37:36,297 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 0:38:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 3.0496, loss: 3.0496 +2025-06-25 12:38:20,841 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 0:38:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 3.0105, loss: 3.0105 +2025-06-25 12:39:05,409 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 0:37:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 3.2260, loss: 3.2260 +2025-06-25 12:39:49,974 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 0:36:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 3.1688, loss: 3.1688 +2025-06-25 12:40:34,640 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 0:35:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.0966, loss: 3.0966 +2025-06-25 12:41:19,249 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 0:35:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 3.1292, loss: 3.1292 +2025-06-25 12:42:03,703 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 0:34:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 3.1002, loss: 3.1002 +2025-06-25 12:42:48,185 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 0:33:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 3.0667, loss: 3.0667 +2025-06-25 12:43:32,656 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 0:32:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 3.0970, loss: 3.0970 +2025-06-25 12:44:17,118 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 0:32:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 3.0341, loss: 3.0341 +2025-06-25 12:45:01,573 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 0:31:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 3.1465, loss: 3.1465 +2025-06-25 12:45:46,033 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 0:30:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 3.0592, loss: 3.0592 +2025-06-25 12:46:30,454 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 0:29:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 3.0523, loss: 3.0523 +2025-06-25 12:47:14,826 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 0:28:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 3.1335, loss: 3.1335 +2025-06-25 12:47:59,616 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 0:28:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 3.1779, loss: 3.1779 +2025-06-25 12:48:44,036 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 0:27:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 3.1188, loss: 3.1188 +2025-06-25 12:49:28,382 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 0:26:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.2227, loss: 3.2227 +2025-06-25 12:50:12,688 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 0:25:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 3.0512, loss: 3.0512 +2025-06-25 12:50:57,171 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 0:25:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 3.0897, loss: 3.0897 +2025-06-25 12:51:41,623 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 0:24:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 3.1433, loss: 3.1433 +2025-06-25 12:52:25,927 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 0:23:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 3.0562, loss: 3.0562 +2025-06-25 12:53:10,556 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 0:22:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.9991, loss: 2.9991 +2025-06-25 12:53:13,337 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-25 12:57:11,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:57:12,033 - pyskl - INFO - +top1_acc 0.7909 +top5_acc 0.9570 +2025-06-25 12:57:12,054 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.7909, top5_acc: 0.9570 +2025-06-25 12:58:20,282 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 0:22:18, time: 0.682, data_time: 0.235, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.9980, loss: 2.9980 +2025-06-25 12:59:05,185 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 0:21:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.9268, loss: 2.9268 +2025-06-25 12:59:49,774 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:20:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 3.0474, loss: 3.0474 +2025-06-25 13:00:34,335 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:20:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.9888, loss: 2.9888 +2025-06-25 13:01:18,774 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:19:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 3.0122, loss: 3.0122 +2025-06-25 13:02:03,395 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:18:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.1547, loss: 3.1547 +2025-06-25 13:02:47,948 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:17:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.1608, loss: 3.1608 +2025-06-25 13:03:32,472 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:16:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.9874, loss: 2.9874 +2025-06-25 13:04:17,047 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:16:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 2.9812, loss: 2.9812 +2025-06-25 13:05:01,516 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:15:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 3.0903, loss: 3.0903 +2025-06-25 13:05:45,959 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:14:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 3.0528, loss: 3.0528 +2025-06-25 13:06:30,418 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:13:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 3.0506, loss: 3.0506 +2025-06-25 13:07:14,999 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:13:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.9312, loss: 2.9312 +2025-06-25 13:07:59,690 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:12:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 3.1148, loss: 3.1148 +2025-06-25 13:08:44,230 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:11:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.1856, loss: 3.1856 +2025-06-25 13:09:28,701 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:10:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 3.0210, loss: 3.0210 +2025-06-25 13:10:13,167 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:10:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 3.0317, loss: 3.0317 +2025-06-25 13:10:57,930 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:09:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 3.0555, loss: 3.0555 +2025-06-25 13:11:42,579 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:08:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 3.0522, loss: 3.0522 +2025-06-25 13:12:27,052 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:07:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 3.1411, loss: 3.1411 +2025-06-25 13:13:11,523 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:07:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 3.1012, loss: 3.1012 +2025-06-25 13:13:56,039 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:06:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 3.1137, loss: 3.1137 +2025-06-25 13:14:40,473 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 3.0449, loss: 3.0449 +2025-06-25 13:15:25,149 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:04:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.1444, loss: 3.1444 +2025-06-25 13:16:09,638 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:04:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 3.0978, loss: 3.0978 +2025-06-25 13:16:54,144 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:03:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.1592, loss: 3.1592 +2025-06-25 13:17:38,657 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:02:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 3.0955, loss: 3.0955 +2025-06-25 13:18:23,341 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:01:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.9928, loss: 2.9928 +2025-06-25 13:19:07,886 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:01:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.2000, loss: 3.2000 +2025-06-25 13:19:52,483 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:00:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 3.0369, loss: 3.0369 +2025-06-25 13:20:37,078 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 23:59:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.1647, loss: 3.1647 +2025-06-25 13:21:21,659 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 23:58:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 3.0483, loss: 3.0483 +2025-06-25 13:22:06,231 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 23:57:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 3.0816, loss: 3.0816 +2025-06-25 13:22:50,715 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 23:57:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.9910, loss: 2.9910 +2025-06-25 13:22:53,246 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-25 13:26:51,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 13:26:51,970 - pyskl - INFO - +top1_acc 0.8038 +top5_acc 0.9602 +2025-06-25 13:26:51,991 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8038, top5_acc: 0.9602 +2025-06-25 13:27:59,447 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 23:56:36, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 2.9141, loss: 2.9141 +2025-06-25 13:28:44,095 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 23:55:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.7411, loss: 2.7411 +2025-06-25 13:29:28,644 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 23:55:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.8726, loss: 2.8726 +2025-06-25 13:30:13,199 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 23:54:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9969, loss_cls: 2.9754, loss: 2.9754 +2025-06-25 13:30:57,859 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 23:53:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.9160, loss: 2.9160 +2025-06-25 13:31:42,308 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 23:52:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.9325, loss: 2.9325 +2025-06-25 13:32:26,810 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 23:52:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 3.0594, loss: 3.0594 +2025-06-25 13:33:11,277 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 23:51:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 3.0228, loss: 3.0228 +2025-06-25 13:33:55,831 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 23:50:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.9372, loss: 2.9372 +2025-06-25 13:34:40,774 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 23:49:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 3.0214, loss: 3.0214 +2025-06-25 13:35:25,667 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 23:49:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 3.0591, loss: 3.0591 +2025-06-25 13:36:10,269 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 23:48:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.9989, loss: 2.9989 +2025-06-25 13:36:54,924 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 23:47:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 3.1113, loss: 3.1113 +2025-06-25 13:37:39,826 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 23:46:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.9780, loss: 2.9780 +2025-06-25 13:38:24,532 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 23:45:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 3.0394, loss: 3.0394 +2025-06-25 13:39:09,235 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 23:45:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 3.0653, loss: 3.0653 +2025-06-25 13:39:53,858 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 23:44:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 3.1226, loss: 3.1226 +2025-06-25 13:40:38,394 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 23:43:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 3.0529, loss: 3.0529 +2025-06-25 13:41:22,953 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 23:42:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 3.0528, loss: 3.0528 +2025-06-25 13:42:07,560 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 23:42:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 3.0392, loss: 3.0392 +2025-06-25 13:42:52,122 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 23:41:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 3.0873, loss: 3.0873 +2025-06-25 13:43:36,751 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 23:40:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 3.0598, loss: 3.0598 +2025-06-25 13:44:21,498 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 23:39:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 3.0216, loss: 3.0216 +2025-06-25 13:45:06,100 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 23:39:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 3.0601, loss: 3.0601 +2025-06-25 13:45:50,715 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 23:38:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.9765, loss: 2.9765 +2025-06-25 13:46:35,326 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 23:37:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 3.0702, loss: 3.0702 +2025-06-25 13:47:19,998 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 23:36:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 3.0398, loss: 3.0398 +2025-06-25 13:48:04,615 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 23:36:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 3.1073, loss: 3.1073 +2025-06-25 13:48:49,288 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 23:35:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 3.0529, loss: 3.0529 +2025-06-25 13:49:34,195 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 23:34:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.2499, loss: 3.2499 +2025-06-25 13:50:18,814 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 23:33:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.1039, loss: 3.1039 +2025-06-25 13:51:03,373 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 23:33:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.9796, loss: 2.9796 +2025-06-25 13:51:47,982 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 23:32:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 3.0841, loss: 3.0841 +2025-06-25 13:52:32,570 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 23:31:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 3.0252, loss: 3.0252 +2025-06-25 13:52:35,138 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-25 14:10:36,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:10:37,487 - pyskl - INFO - +top1_acc 0.8054 +top5_acc 0.9600 +2025-06-25 14:10:37,510 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8054, top5_acc: 0.9600 +2025-06-25 14:11:46,367 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 23:30:58, time: 0.688, data_time: 0.239, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.8316, loss: 2.8316 +2025-06-25 14:12:31,051 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 23:30:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.9309, loss: 2.9309 +2025-06-25 14:13:15,830 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 23:29:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.9785, loss: 2.9785 +2025-06-25 14:14:00,480 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 23:28:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.9615, loss: 2.9615 +2025-06-25 14:14:45,170 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 23:27:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 2.9104, loss: 2.9104 +2025-06-25 14:15:29,867 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 23:27:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.9963, loss: 2.9963 +2025-06-25 14:16:14,597 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 23:26:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.8999, loss: 2.8999 +2025-06-25 14:16:59,395 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 23:25:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.9958, loss: 2.9958 +2025-06-25 14:17:43,981 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 23:24:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.9857, loss: 2.9857 +2025-06-25 14:18:28,558 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 23:24:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9919, loss_cls: 3.0209, loss: 3.0209 +2025-06-25 14:19:13,176 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 23:23:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 3.1193, loss: 3.1193 +2025-06-25 14:19:57,863 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:22:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9985, loss: 2.9985 +2025-06-25 14:20:42,511 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:21:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 3.1482, loss: 3.1482 +2025-06-25 14:21:27,291 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:21:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 3.0441, loss: 3.0441 +2025-06-25 14:22:11,860 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:20:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 3.0393, loss: 3.0393 +2025-06-25 14:22:56,749 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:19:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.9741, loss: 2.9741 +2025-06-25 14:23:41,661 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:18:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 3.0686, loss: 3.0686 +2025-06-25 14:24:26,591 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:18:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9919, loss_cls: 3.0058, loss: 3.0058 +2025-06-25 14:25:11,323 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:17:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 3.0218, loss: 3.0218 +2025-06-25 14:25:55,954 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:16:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.9976, loss: 2.9976 +2025-06-25 14:26:40,619 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:15:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.9519, loss: 2.9519 +2025-06-25 14:27:25,168 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:15:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.9844, loss: 2.9844 +2025-06-25 14:28:09,683 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:14:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.9638, loss: 2.9638 +2025-06-25 14:28:54,243 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:13:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 3.1250, loss: 3.1250 +2025-06-25 14:29:39,009 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:12:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.9560, loss: 2.9560 +2025-06-25 14:30:23,551 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:11:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.9820, loss: 2.9820 +2025-06-25 14:31:08,196 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:11:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.0554, loss: 3.0554 +2025-06-25 14:31:52,686 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:10:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.9094, loss: 2.9094 +2025-06-25 14:32:37,264 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:09:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 3.0880, loss: 3.0880 +2025-06-25 14:33:21,703 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:08:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 3.0715, loss: 3.0715 +2025-06-25 14:34:06,491 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:08:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 3.0606, loss: 3.0606 +2025-06-25 14:34:51,187 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:07:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 3.0403, loss: 3.0403 +2025-06-25 14:35:35,977 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:06:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 3.1104, loss: 3.1104 +2025-06-25 14:36:20,589 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:05:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.9983, loss: 2.9983 +2025-06-25 14:36:23,174 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-25 14:40:21,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:40:21,911 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9613 +2025-06-25 14:40:21,969 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_92.pth was removed +2025-06-25 14:40:23,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-06-25 14:40:23,085 - pyskl - INFO - Best top1_acc is 0.8094 at 96 epoch. +2025-06-25 14:40:23,110 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8094, top5_acc: 0.9613 +2025-06-25 14:41:32,038 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:05:19, time: 0.689, data_time: 0.240, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 3.0420, loss: 3.0420 +2025-06-25 14:42:16,871 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:04:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.9002, loss: 2.9002 +2025-06-25 14:43:01,372 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:03:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.9078, loss: 2.9078 +2025-06-25 14:43:45,836 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:03:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.8537, loss: 2.8537 +2025-06-25 14:44:30,275 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:02:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.8747, loss: 2.8747 +2025-06-25 14:45:14,687 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:01:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.9113, loss: 2.9113 +2025-06-25 14:45:59,428 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:00:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 3.0805, loss: 3.0805 +2025-06-25 14:46:44,086 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:00:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.9470, loss: 2.9470 +2025-06-25 14:47:28,446 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 22:59:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.8299, loss: 2.8299 +2025-06-25 14:48:13,024 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 22:58:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.9602, loss: 2.9602 +2025-06-25 14:48:57,493 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 22:57:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 3.0045, loss: 3.0045 +2025-06-25 14:49:42,063 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 22:56:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.9730, loss: 2.9730 +2025-06-25 14:50:26,552 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 22:56:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.9355, loss: 2.9355 +2025-06-25 14:51:11,138 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 22:55:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.9881, loss: 2.9881 +2025-06-25 14:51:55,677 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 22:54:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9919, loss_cls: 2.9983, loss: 2.9983 +2025-06-25 14:52:40,133 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 22:53:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 3.0648, loss: 3.0648 +2025-06-25 14:53:24,759 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 22:53:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.9561, loss: 2.9561 +2025-06-25 14:54:09,327 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 22:52:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.9327, loss: 2.9327 +2025-06-25 14:54:53,852 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 22:51:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 3.0284, loss: 3.0284 +2025-06-25 14:55:38,475 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 22:50:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.9568, loss: 2.9568 +2025-06-25 14:56:23,064 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 22:50:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.9359, loss: 2.9359 +2025-06-25 14:57:07,676 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 22:49:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.9268, loss: 2.9268 +2025-06-25 14:57:52,327 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 22:48:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.9904, loss: 2.9904 +2025-06-25 14:58:36,991 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 22:47:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 3.1715, loss: 3.1715 +2025-06-25 14:59:21,631 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 22:47:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 3.1633, loss: 3.1633 +2025-06-25 15:00:06,242 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 22:46:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 3.0275, loss: 3.0275 +2025-06-25 15:00:50,903 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 22:45:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9925, loss_cls: 2.8953, loss: 2.8953 +2025-06-25 15:01:35,710 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 22:44:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 3.0124, loss: 3.0124 +2025-06-25 15:02:20,419 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 22:44:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 3.0230, loss: 3.0230 +2025-06-25 15:03:05,162 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 22:43:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.9945, loss: 2.9945 +2025-06-25 15:03:49,833 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 22:42:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 3.0411, loss: 3.0411 +2025-06-25 15:04:34,500 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 22:41:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.9055, loss: 2.9055 +2025-06-25 15:05:19,110 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 22:41:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 3.0351, loss: 3.0351 +2025-06-25 15:06:03,711 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 22:40:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.9436, loss: 2.9436 +2025-06-25 15:06:06,303 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-25 15:10:04,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:10:05,308 - pyskl - INFO - +top1_acc 0.8078 +top5_acc 0.9609 +2025-06-25 15:10:05,333 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8078, top5_acc: 0.9609 +2025-06-25 15:11:13,311 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 22:39:39, time: 0.680, data_time: 0.232, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9956, loss_cls: 2.8543, loss: 2.8543 +2025-06-25 15:11:58,069 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 22:38:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.8299, loss: 2.8299 +2025-06-25 15:12:42,830 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 22:38:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.9035, loss: 2.9035 +2025-06-25 15:13:27,505 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 22:37:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.8166, loss: 2.8166 +2025-06-25 15:14:12,164 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 22:36:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.8825, loss: 2.8825 +2025-06-25 15:14:56,806 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 22:35:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.9401, loss: 2.9401 +2025-06-25 15:15:41,678 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 22:35:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.9583, loss: 2.9583 +2025-06-25 15:16:26,323 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 22:34:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 3.0573, loss: 3.0573 +2025-06-25 15:17:10,911 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 22:33:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.9008, loss: 2.9008 +2025-06-25 15:17:55,550 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 22:32:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.8910, loss: 2.8910 +2025-06-25 15:18:40,233 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 22:32:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 3.0048, loss: 3.0048 +2025-06-25 15:19:24,894 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 22:31:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.9313, loss: 2.9313 +2025-06-25 15:20:09,507 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 22:30:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.9306, loss: 2.9306 +2025-06-25 15:20:54,050 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 22:29:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.9285, loss: 2.9285 +2025-06-25 15:21:38,651 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 22:29:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.8086, loss: 2.8086 +2025-06-25 15:22:23,263 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 22:28:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 2.8842, loss: 2.8842 +2025-06-25 15:23:07,837 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 22:27:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.9365, loss: 2.9365 +2025-06-25 15:23:52,489 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 22:26:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.8737, loss: 2.8737 +2025-06-25 15:24:37,141 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 22:25:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 3.0589, loss: 3.0589 +2025-06-25 15:25:21,751 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 22:25:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.9088, loss: 2.9088 +2025-06-25 15:26:06,381 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 22:24:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.9794, loss: 2.9794 +2025-06-25 15:26:51,017 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:23:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 3.0026, loss: 3.0026 +2025-06-25 15:27:35,638 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:22:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9906, loss_cls: 3.0315, loss: 3.0315 +2025-06-25 15:28:20,152 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:22:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 3.0594, loss: 3.0594 +2025-06-25 15:29:04,887 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:21:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 3.0307, loss: 3.0307 +2025-06-25 15:29:49,587 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:20:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 3.0245, loss: 3.0245 +2025-06-25 15:30:34,185 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:19:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.9692, loss: 2.9692 +2025-06-25 15:31:18,741 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:19:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.9375, loss: 2.9375 +2025-06-25 15:32:03,325 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:18:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 3.0586, loss: 3.0586 +2025-06-25 15:32:47,958 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:17:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.8945, loss: 2.8945 +2025-06-25 15:33:32,557 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:16:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.9885, loss: 2.9885 +2025-06-25 15:34:17,135 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:16:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.9995, loss: 2.9995 +2025-06-25 15:35:01,746 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:15:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.8821, loss: 2.8821 +2025-06-25 15:35:46,299 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:14:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.9709, loss: 2.9709 +2025-06-25 15:35:48,906 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-25 15:39:48,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:39:48,819 - pyskl - INFO - +top1_acc 0.8096 +top5_acc 0.9626 +2025-06-25 15:39:48,878 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_96.pth was removed +2025-06-25 15:39:49,983 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-06-25 15:39:49,985 - pyskl - INFO - Best top1_acc is 0.8096 at 98 epoch. +2025-06-25 15:39:50,009 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8096, top5_acc: 0.9626 +2025-06-25 15:40:58,490 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:13:59, time: 0.685, data_time: 0.237, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.9645, loss: 2.9645 +2025-06-25 15:41:43,156 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:13:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.7756, loss: 2.7756 +2025-06-25 15:42:27,778 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:12:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.8373, loss: 2.8373 +2025-06-25 15:43:12,302 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:11:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.8393, loss: 2.8393 +2025-06-25 15:43:56,833 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:10:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.8517, loss: 2.8517 +2025-06-25 15:44:41,406 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:10:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.9856, loss: 2.9856 +2025-06-25 15:45:26,184 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:09:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.9561, loss: 2.9561 +2025-06-25 15:46:10,849 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:08:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.9759, loss: 2.9759 +2025-06-25 15:46:55,442 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:07:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.8093, loss: 2.8093 +2025-06-25 15:47:40,049 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:07:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 2.9159, loss: 2.9159 +2025-06-25 15:48:24,527 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:06:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.8086, loss: 2.8086 +2025-06-25 15:49:09,026 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:05:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.9686, loss: 2.9686 +2025-06-25 15:49:53,531 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:04:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.9028, loss: 2.9028 +2025-06-25 15:50:38,025 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:04:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.9000, loss: 2.9000 +2025-06-25 15:51:22,589 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:03:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.9254, loss: 2.9254 +2025-06-25 15:52:07,165 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:02:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 3.0053, loss: 3.0053 +2025-06-25 15:52:51,666 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:01:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.9684, loss: 2.9684 +2025-06-25 15:53:36,191 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:01:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.9517, loss: 2.9517 +2025-06-25 15:54:20,723 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:00:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.8696, loss: 2.8696 +2025-06-25 15:55:05,318 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 21:59:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 3.1396, loss: 3.1396 +2025-06-25 15:55:49,951 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 21:58:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.9341, loss: 2.9341 +2025-06-25 15:56:34,513 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 21:58:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.8506, loss: 2.8506 +2025-06-25 15:57:19,030 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 21:57:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.8667, loss: 2.8667 +2025-06-25 15:58:03,526 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 21:56:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.9068, loss: 2.9068 +2025-06-25 15:58:48,089 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 21:55:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.9403, loss: 2.9403 +2025-06-25 15:59:32,714 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 21:55:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.9419, loss: 2.9419 +2025-06-25 16:00:17,341 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 21:54:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.9534, loss: 2.9534 +2025-06-25 16:01:01,957 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 21:53:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.9568, loss: 2.9568 +2025-06-25 16:01:46,468 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 21:52:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.9706, loss: 2.9706 +2025-06-25 16:02:31,021 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 21:51:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.9707, loss: 2.9707 +2025-06-25 16:03:15,502 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 21:51:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.9559, loss: 2.9559 +2025-06-25 16:04:00,019 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 21:50:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 3.0353, loss: 3.0353 +2025-06-25 16:04:44,528 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 21:49:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.9845, loss: 2.9845 +2025-06-25 16:05:29,118 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 21:48:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.8357, loss: 2.8357 +2025-06-25 16:05:31,734 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-25 16:09:31,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:09:31,825 - pyskl - INFO - +top1_acc 0.8168 +top5_acc 0.9642 +2025-06-25 16:09:31,879 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_98.pth was removed +2025-06-25 16:09:32,918 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-06-25 16:09:32,920 - pyskl - INFO - Best top1_acc is 0.8168 at 99 epoch. +2025-06-25 16:09:32,943 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8168, top5_acc: 0.9642 +2025-06-25 16:10:41,440 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 21:48:19, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.7844, loss: 2.7844 +2025-06-25 16:11:26,078 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 21:47:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.8044, loss: 2.8044 +2025-06-25 16:12:10,755 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 21:46:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.7813, loss: 2.7813 +2025-06-25 16:12:55,482 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 21:46:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.8321, loss: 2.8321 +2025-06-25 16:13:40,003 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 21:45:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9962, loss_cls: 2.8150, loss: 2.8150 +2025-06-25 16:14:24,613 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 21:44:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.8460, loss: 2.8460 +2025-06-25 16:15:09,197 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 21:43:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.7637, loss: 2.7637 +2025-06-25 16:15:53,701 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 21:43:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 3.0298, loss: 3.0298 +2025-06-25 16:16:38,264 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 21:42:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.7546, loss: 2.7546 +2025-06-25 16:17:22,854 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 21:41:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.8417, loss: 2.8417 +2025-06-25 16:18:07,463 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 21:40:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 2.8820, loss: 2.8820 +2025-06-25 16:18:52,035 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 21:39:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.9092, loss: 2.9092 +2025-06-25 16:19:36,608 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 21:39:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.9825, loss: 2.9825 +2025-06-25 16:20:21,154 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 21:38:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.9804, loss: 2.9804 +2025-06-25 16:21:05,682 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 21:37:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.8702, loss: 2.8702 +2025-06-25 16:21:50,163 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 21:36:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.8628, loss: 2.8628 +2025-06-25 16:22:34,623 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 21:36:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.0482, loss: 3.0482 +2025-06-25 16:23:19,087 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 21:35:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.9660, loss: 2.9660 +2025-06-25 16:24:03,500 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 21:34:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.8929, loss: 2.8929 +2025-06-25 16:24:48,049 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 21:33:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.8941, loss: 2.8941 +2025-06-25 16:25:32,543 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 21:33:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.9180, loss: 2.9180 +2025-06-25 16:26:17,065 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 21:32:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.9094, loss: 2.9094 +2025-06-25 16:27:01,691 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 21:31:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.8844, loss: 2.8844 +2025-06-25 16:27:46,424 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 21:30:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.8335, loss: 2.8335 +2025-06-25 16:28:31,027 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 21:30:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.9084, loss: 2.9084 +2025-06-25 16:29:15,590 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 21:29:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.9307, loss: 2.9307 +2025-06-25 16:30:00,157 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 21:28:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.9479, loss: 2.9479 +2025-06-25 16:30:44,653 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 21:27:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.8519, loss: 2.8519 +2025-06-25 16:31:29,174 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 21:27:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.9389, loss: 2.9389 +2025-06-25 16:32:13,682 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 21:26:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 3.0485, loss: 3.0485 +2025-06-25 16:32:58,226 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:25:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 3.0277, loss: 3.0277 +2025-06-25 16:33:42,749 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:24:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.9426, loss: 2.9426 +2025-06-25 16:34:27,406 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:24:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.9281, loss: 2.9281 +2025-06-25 16:35:11,986 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:23:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.9154, loss: 2.9154 +2025-06-25 16:35:14,724 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-25 16:54:18,934 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:54:19,515 - pyskl - INFO - +top1_acc 0.8107 +top5_acc 0.9605 +2025-06-25 16:54:19,538 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8107, top5_acc: 0.9605 +2025-06-25 16:55:28,072 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:22:38, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7963, loss: 2.7963 +2025-06-25 16:56:12,727 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:21:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.7785, loss: 2.7785 +2025-06-25 16:56:57,261 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:21:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.8485, loss: 2.8485 +2025-06-25 16:57:41,938 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:20:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.8030, loss: 2.8030 +2025-06-25 16:58:26,477 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:19:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.8893, loss: 2.8893 +2025-06-25 16:59:11,170 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:18:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.8581, loss: 2.8581 +2025-06-25 16:59:55,799 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:18:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.7908, loss: 2.7908 +2025-06-25 17:00:40,497 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:17:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.6533, loss: 2.6533 +2025-06-25 17:01:25,158 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:16:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.7179, loss: 2.7179 +2025-06-25 17:02:09,898 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:15:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.7978, loss: 2.7978 +2025-06-25 17:02:54,615 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:15:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.8749, loss: 2.8749 +2025-06-25 17:03:39,222 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:14:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.7814, loss: 2.7814 +2025-06-25 17:04:23,854 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:13:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.7735, loss: 2.7735 +2025-06-25 17:05:08,460 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:12:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.8166, loss: 2.8166 +2025-06-25 17:05:53,100 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:12:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 2.8212, loss: 2.8212 +2025-06-25 17:06:37,677 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:11:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.9674, loss: 2.9674 +2025-06-25 17:07:22,172 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:10:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.8722, loss: 2.8722 +2025-06-25 17:08:06,606 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:09:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.7321, loss: 2.7321 +2025-06-25 17:08:51,150 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:08:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9938, loss_cls: 2.8768, loss: 2.8768 +2025-06-25 17:09:35,575 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:08:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.9130, loss: 2.9130 +2025-06-25 17:10:19,894 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:07:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8640, loss: 2.8640 +2025-06-25 17:11:04,586 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:06:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.9883, loss: 2.9883 +2025-06-25 17:11:49,177 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:05:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.8700, loss: 2.8700 +2025-06-25 17:12:33,749 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:05:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.8816, loss: 2.8816 +2025-06-25 17:13:18,329 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:04:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.7543, loss: 2.7543 +2025-06-25 17:14:02,800 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:03:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.9199, loss: 2.9199 +2025-06-25 17:14:47,195 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:02:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.9625, loss: 2.9625 +2025-06-25 17:15:31,663 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:02:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.8242, loss: 2.8242 +2025-06-25 17:16:16,202 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:01:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.8810, loss: 2.8810 +2025-06-25 17:17:00,653 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:00:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.8234, loss: 2.8234 +2025-06-25 17:17:45,128 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 20:59:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 3.0002, loss: 3.0002 +2025-06-25 17:18:29,768 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 20:59:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.9870, loss: 2.9870 +2025-06-25 17:19:14,654 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 20:58:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.8724, loss: 2.8724 +2025-06-25 17:19:59,076 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 20:57:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.9641, loss: 2.9641 +2025-06-25 17:20:01,703 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-25 17:24:00,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:24:00,799 - pyskl - INFO - +top1_acc 0.8052 +top5_acc 0.9616 +2025-06-25 17:24:00,821 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8052, top5_acc: 0.9616 +2025-06-25 17:25:09,682 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 20:56:58, time: 0.689, data_time: 0.241, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.7639, loss: 2.7639 +2025-06-25 17:25:54,247 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 20:56:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.7477, loss: 2.7477 +2025-06-25 17:26:38,845 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 20:55:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7450, loss: 2.7450 +2025-06-25 17:27:23,520 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 20:54:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.7794, loss: 2.7794 +2025-06-25 17:28:08,238 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 20:53:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.7720, loss: 2.7720 +2025-06-25 17:28:52,884 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 20:53:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.6168, loss: 2.6168 +2025-06-25 17:29:37,430 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 20:52:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.8247, loss: 2.8247 +2025-06-25 17:30:21,981 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 20:51:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.8668, loss: 2.8668 +2025-06-25 17:31:06,508 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 20:50:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.7225, loss: 2.7225 +2025-06-25 17:31:51,104 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 20:50:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.7670, loss: 2.7670 +2025-06-25 17:32:35,671 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 20:49:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.7687, loss: 2.7687 +2025-06-25 17:33:20,240 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 20:48:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9981, loss_cls: 2.7287, loss: 2.7287 +2025-06-25 17:34:04,894 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 20:47:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.8136, loss: 2.8136 +2025-06-25 17:34:49,456 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 20:47:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.8948, loss: 2.8948 +2025-06-25 17:35:33,930 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 20:46:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.8518, loss: 2.8518 +2025-06-25 17:36:18,414 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 20:45:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.8338, loss: 2.8338 +2025-06-25 17:37:02,933 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 20:44:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.8875, loss: 2.8875 +2025-06-25 17:37:47,463 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 20:44:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.8801, loss: 2.8801 +2025-06-25 17:38:32,080 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 20:43:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.8832, loss: 2.8832 +2025-06-25 17:39:16,418 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 20:42:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.8340, loss: 2.8340 +2025-06-25 17:40:00,880 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 20:41:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9950, loss_cls: 2.9189, loss: 2.9189 +2025-06-25 17:40:45,502 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 20:41:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.9825, loss: 2.9825 +2025-06-25 17:41:29,969 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 20:40:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.8527, loss: 2.8527 +2025-06-25 17:42:14,345 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 20:39:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9931, loss_cls: 2.9713, loss: 2.9713 +2025-06-25 17:42:58,871 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 20:38:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.6303, loss: 2.6303 +2025-06-25 17:43:43,434 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 20:37:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.8131, loss: 2.8131 +2025-06-25 17:44:27,965 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 20:37:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.7996, loss: 2.7996 +2025-06-25 17:45:12,538 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 20:36:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.7880, loss: 2.7880 +2025-06-25 17:45:57,052 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 20:35:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.8393, loss: 2.8393 +2025-06-25 17:46:41,496 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 20:34:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.7639, loss: 2.7639 +2025-06-25 17:47:25,911 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 20:34:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.9340, loss: 2.9340 +2025-06-25 17:48:10,320 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 20:33:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.8552, loss: 2.8552 +2025-06-25 17:48:54,787 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 20:32:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.8655, loss: 2.8655 +2025-06-25 17:49:39,221 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 20:31:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.9318, loss: 2.9318 +2025-06-25 17:49:41,802 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-25 17:53:40,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:53:41,320 - pyskl - INFO - +top1_acc 0.8144 +top5_acc 0.9626 +2025-06-25 17:53:41,341 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8144, top5_acc: 0.9626 +2025-06-25 17:54:49,945 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 20:31:17, time: 0.686, data_time: 0.238, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.7270, loss: 2.7270 +2025-06-25 17:55:34,647 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 20:30:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.7250, loss: 2.7250 +2025-06-25 17:56:19,393 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 20:29:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.6865, loss: 2.6865 +2025-06-25 17:57:03,925 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 20:29:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9950, loss_cls: 2.7739, loss: 2.7739 +2025-06-25 17:57:48,424 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 20:28:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.7127, loss: 2.7127 +2025-06-25 17:58:32,965 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 20:27:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.6700, loss: 2.6700 +2025-06-25 17:59:17,583 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:26:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.8433, loss: 2.8433 +2025-06-25 18:00:02,196 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:25:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.6975, loss: 2.6975 +2025-06-25 18:00:46,671 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:25:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.7808, loss: 2.7808 +2025-06-25 18:01:31,113 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:24:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 2.7512, loss: 2.7512 +2025-06-25 18:02:15,669 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:23:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.8225, loss: 2.8225 +2025-06-25 18:02:59,965 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:22:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.7756, loss: 2.7756 +2025-06-25 18:03:44,304 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:22:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.8724, loss: 2.8724 +2025-06-25 18:04:28,761 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:21:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 2.8301, loss: 2.8301 +2025-06-25 18:05:13,238 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:20:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.7891, loss: 2.7891 +2025-06-25 18:05:57,557 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:19:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.8913, loss: 2.8913 +2025-06-25 18:06:42,075 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:19:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.8217, loss: 2.8217 +2025-06-25 18:07:26,415 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:18:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.7418, loss: 2.7418 +2025-06-25 18:08:10,859 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:17:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.7681, loss: 2.7681 +2025-06-25 18:08:55,251 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:16:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.8763, loss: 2.8763 +2025-06-25 18:09:39,712 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:16:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.9233, loss: 2.9233 +2025-06-25 18:10:24,172 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:15:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.8031, loss: 2.8031 +2025-06-25 18:11:08,549 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:14:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.8763, loss: 2.8763 +2025-06-25 18:11:52,997 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:13:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.8692, loss: 2.8692 +2025-06-25 18:12:37,417 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:13:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.8707, loss: 2.8707 +2025-06-25 18:13:21,886 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:12:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.8767, loss: 2.8767 +2025-06-25 18:14:06,434 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:11:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.9522, loss: 2.9522 +2025-06-25 18:14:50,995 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:10:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.8565, loss: 2.8565 +2025-06-25 18:15:35,498 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:10:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.8742, loss: 2.8742 +2025-06-25 18:16:19,978 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:09:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.8327, loss: 2.8327 +2025-06-25 18:17:04,534 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:08:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.7598, loss: 2.7598 +2025-06-25 18:17:49,013 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:07:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 2.8825, loss: 2.8825 +2025-06-25 18:18:33,444 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:06:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.8756, loss: 2.8756 +2025-06-25 18:19:18,098 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:06:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.8616, loss: 2.8616 +2025-06-25 18:19:20,682 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-25 18:23:19,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:23:19,879 - pyskl - INFO - +top1_acc 0.8160 +top5_acc 0.9623 +2025-06-25 18:23:19,902 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8160, top5_acc: 0.9623 +2025-06-25 18:24:28,423 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:05:35, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.7025, loss: 2.7025 +2025-06-25 18:25:12,959 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:04:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.6591, loss: 2.6591 +2025-06-25 18:25:57,481 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:04:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.6583, loss: 2.6583 +2025-06-25 18:26:42,007 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:03:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.7071, loss: 2.7071 +2025-06-25 18:27:26,629 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:02:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.7875, loss: 2.7875 +2025-06-25 18:28:11,284 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:01:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.6748, loss: 2.6748 +2025-06-25 18:28:55,811 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:01:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.6954, loss: 2.6954 +2025-06-25 18:29:40,327 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:00:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.7264, loss: 2.7264 +2025-06-25 18:30:24,844 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 19:59:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.6699, loss: 2.6699 +2025-06-25 18:31:09,311 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 19:58:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.7110, loss: 2.7110 +2025-06-25 18:31:53,754 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 19:58:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 2.7789, loss: 2.7789 +2025-06-25 18:32:38,246 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 19:57:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.7376, loss: 2.7376 +2025-06-25 18:33:22,777 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 19:56:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.7331, loss: 2.7331 +2025-06-25 18:34:07,497 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 19:55:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.7135, loss: 2.7135 +2025-06-25 18:34:51,966 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 19:54:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.7690, loss: 2.7690 +2025-06-25 18:35:36,486 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 19:54:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.7840, loss: 2.7840 +2025-06-25 18:36:21,079 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 19:53:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.7897, loss: 2.7897 +2025-06-25 18:37:05,603 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 19:52:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.7416, loss: 2.7416 +2025-06-25 18:37:50,029 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 19:51:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.6862, loss: 2.6862 +2025-06-25 18:38:34,608 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 19:51:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.8338, loss: 2.8338 +2025-06-25 18:39:19,044 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 19:50:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.8516, loss: 2.8516 +2025-06-25 18:40:03,575 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 19:49:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.7251, loss: 2.7251 +2025-06-25 18:40:48,021 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 19:48:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.7040, loss: 2.7040 +2025-06-25 18:41:32,473 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 19:48:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 2.8138, loss: 2.8138 +2025-06-25 18:42:16,994 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 19:47:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.9197, loss: 2.9197 +2025-06-25 18:43:01,426 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 19:46:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.7666, loss: 2.7666 +2025-06-25 18:43:45,981 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 19:45:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.8129, loss: 2.8129 +2025-06-25 18:44:30,550 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 19:45:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.8214, loss: 2.8214 +2025-06-25 18:45:14,961 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 19:44:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 2.8211, loss: 2.8211 +2025-06-25 18:45:59,369 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 19:43:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.7429, loss: 2.7429 +2025-06-25 18:46:43,906 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 19:42:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.8696, loss: 2.8696 +2025-06-25 18:47:28,352 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 19:42:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.8575, loss: 2.8575 +2025-06-25 18:48:12,915 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 19:41:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.7681, loss: 2.7681 +2025-06-25 18:48:57,475 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 19:40:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.8470, loss: 2.8470 +2025-06-25 18:49:00,073 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-25 18:52:59,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:52:59,861 - pyskl - INFO - +top1_acc 0.8143 +top5_acc 0.9636 +2025-06-25 18:52:59,884 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8143, top5_acc: 0.9636 +2025-06-25 18:54:08,075 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 19:39:54, time: 0.682, data_time: 0.234, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.6619, loss: 2.6619 +2025-06-25 18:54:52,853 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 19:39:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.6548, loss: 2.6548 +2025-06-25 18:55:37,520 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 19:38:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.5854, loss: 2.5854 +2025-06-25 18:56:22,059 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 19:37:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.6538, loss: 2.6538 +2025-06-25 18:57:06,626 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 19:36:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.7032, loss: 2.7032 +2025-06-25 18:57:51,199 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 19:36:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.6148, loss: 2.6148 +2025-06-25 18:58:35,750 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 19:35:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.6822, loss: 2.6822 +2025-06-25 18:59:20,225 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 19:34:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.6902, loss: 2.6902 +2025-06-25 19:00:04,784 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 19:33:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.6528, loss: 2.6528 +2025-06-25 19:00:49,411 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 19:33:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.6727, loss: 2.6727 +2025-06-25 19:01:33,969 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 19:32:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.8029, loss: 2.8029 +2025-06-25 19:02:18,461 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 19:31:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.7530, loss: 2.7530 +2025-06-25 19:03:03,084 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 19:30:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.7269, loss: 2.7269 +2025-06-25 19:03:47,705 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 19:30:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.7945, loss: 2.7945 +2025-06-25 19:04:32,258 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 19:29:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.6973, loss: 2.6973 +2025-06-25 19:05:16,790 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:28:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 2.6547, loss: 2.6547 +2025-06-25 19:06:01,288 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:27:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.7677, loss: 2.7677 +2025-06-25 19:06:45,824 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:27:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.7348, loss: 2.7348 +2025-06-25 19:07:30,296 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:26:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.7157, loss: 2.7157 +2025-06-25 19:08:14,817 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:25:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.7773, loss: 2.7773 +2025-06-25 19:08:59,412 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:24:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.8281, loss: 2.8281 +2025-06-25 19:09:43,913 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:23:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.6951, loss: 2.6951 +2025-06-25 19:10:28,353 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:23:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.8033, loss: 2.8033 +2025-06-25 19:11:12,882 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:22:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7749, loss: 2.7749 +2025-06-25 19:11:57,442 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:21:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.7600, loss: 2.7600 +2025-06-25 19:12:42,110 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:20:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.7973, loss: 2.7973 +2025-06-25 19:13:26,754 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:20:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.7528, loss: 2.7528 +2025-06-25 19:14:11,375 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:19:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.8570, loss: 2.8570 +2025-06-25 19:14:55,954 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:18:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.7035, loss: 2.7035 +2025-06-25 19:15:40,631 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:17:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 2.7555, loss: 2.7555 +2025-06-25 19:16:25,225 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:17:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.8119, loss: 2.8119 +2025-06-25 19:17:09,894 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:16:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.7366, loss: 2.7366 +2025-06-25 19:17:54,487 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:15:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.7542, loss: 2.7542 +2025-06-25 19:18:39,044 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:14:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.7815, loss: 2.7815 +2025-06-25 19:18:41,662 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-25 19:37:57,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 19:37:58,416 - pyskl - INFO - +top1_acc 0.8115 +top5_acc 0.9593 +2025-06-25 19:37:58,438 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8115, top5_acc: 0.9593 +2025-06-25 19:39:07,083 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:14:14, time: 0.686, data_time: 0.239, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.7168, loss: 2.7168 +2025-06-25 19:39:51,726 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:13:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.6660, loss: 2.6660 +2025-06-25 19:40:36,368 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:12:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.6645, loss: 2.6645 +2025-06-25 19:41:21,115 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:11:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.8141, loss: 2.8141 +2025-06-25 19:42:05,886 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:11:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.6494, loss: 2.6494 +2025-06-25 19:42:50,619 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:10:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.6518, loss: 2.6518 +2025-06-25 19:43:35,248 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:09:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.6966, loss: 2.6966 +2025-06-25 19:44:19,971 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:08:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.7187, loss: 2.7187 +2025-06-25 19:45:04,647 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:08:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.6430, loss: 2.6430 +2025-06-25 19:45:49,319 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:07:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.6755, loss: 2.6755 +2025-06-25 19:46:33,981 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:06:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.6938, loss: 2.6938 +2025-06-25 19:47:18,644 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:05:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.7431, loss: 2.7431 +2025-06-25 19:48:03,353 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:05:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.5269, loss: 2.5269 +2025-06-25 19:48:48,018 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:04:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.7315, loss: 2.7315 +2025-06-25 19:49:32,671 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:03:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.7447, loss: 2.7447 +2025-06-25 19:50:17,333 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:02:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.6379, loss: 2.6379 +2025-06-25 19:51:01,955 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:02:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.6710, loss: 2.6710 +2025-06-25 19:51:46,586 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:01:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.6789, loss: 2.6789 +2025-06-25 19:52:31,267 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:00:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.8417, loss: 2.8417 +2025-06-25 19:53:15,882 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 18:59:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.7744, loss: 2.7744 +2025-06-25 19:54:00,571 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 18:59:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 2.8058, loss: 2.8058 +2025-06-25 19:54:45,367 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 18:58:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.6539, loss: 2.6539 +2025-06-25 19:55:30,107 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 18:57:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9962, loss_cls: 2.6408, loss: 2.6408 +2025-06-25 19:56:14,886 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 18:56:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.6869, loss: 2.6869 +2025-06-25 19:56:59,799 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 18:56:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.6910, loss: 2.6910 +2025-06-25 19:57:44,505 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 18:55:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.7468, loss: 2.7468 +2025-06-25 19:58:29,002 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 18:54:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.7075, loss: 2.7075 +2025-06-25 19:59:13,566 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 18:53:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.6450, loss: 2.6450 +2025-06-25 19:59:58,163 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 18:53:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.7575, loss: 2.7575 +2025-06-25 20:00:42,725 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 18:52:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.7755, loss: 2.7755 +2025-06-25 20:01:27,276 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 18:51:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.6830, loss: 2.6830 +2025-06-25 20:02:11,934 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 18:50:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.7306, loss: 2.7306 +2025-06-25 20:02:56,525 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 18:49:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.8257, loss: 2.8257 +2025-06-25 20:03:41,046 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 18:49:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.7022, loss: 2.7022 +2025-06-25 20:03:43,648 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-25 20:07:44,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:07:45,552 - pyskl - INFO - +top1_acc 0.8169 +top5_acc 0.9625 +2025-06-25 20:07:45,607 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_99.pth was removed +2025-06-25 20:07:46,843 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-25 20:07:46,845 - pyskl - INFO - Best top1_acc is 0.8169 at 106 epoch. +2025-06-25 20:07:46,868 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8169, top5_acc: 0.9625 +2025-06-25 20:08:55,395 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 18:48:35, time: 0.685, data_time: 0.238, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.7110, loss: 2.7110 +2025-06-25 20:09:40,118 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 18:47:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.6841, loss: 2.6841 +2025-06-25 20:10:24,821 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 18:47:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.5760, loss: 2.5760 +2025-06-25 20:11:09,686 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 18:46:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.7068, loss: 2.7068 +2025-06-25 20:11:54,470 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 18:45:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.6080, loss: 2.6080 +2025-06-25 20:12:39,192 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 18:44:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.7247, loss: 2.7247 +2025-06-25 20:13:23,799 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 18:44:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.5702, loss: 2.5702 +2025-06-25 20:14:08,422 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 18:43:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9994, loss_cls: 2.5392, loss: 2.5392 +2025-06-25 20:14:53,011 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 18:42:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.4682, loss: 2.4682 +2025-06-25 20:15:37,625 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 18:41:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.5660, loss: 2.5660 +2025-06-25 20:16:22,390 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 18:41:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.7793, loss: 2.7793 +2025-06-25 20:17:07,048 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 18:40:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.6646, loss: 2.6646 +2025-06-25 20:17:51,734 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 18:39:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.6610, loss: 2.6610 +2025-06-25 20:18:36,362 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 18:38:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.7496, loss: 2.7496 +2025-06-25 20:19:20,970 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 18:37:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.5741, loss: 2.5741 +2025-06-25 20:20:05,562 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 18:37:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.7321, loss: 2.7321 +2025-06-25 20:20:50,163 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 18:36:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.7036, loss: 2.7036 +2025-06-25 20:21:34,765 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 18:35:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.6977, loss: 2.6977 +2025-06-25 20:22:19,382 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 18:34:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.7232, loss: 2.7232 +2025-06-25 20:23:04,066 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 18:34:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.8123, loss: 2.8123 +2025-06-25 20:23:48,711 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 18:33:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.6389, loss: 2.6389 +2025-06-25 20:24:33,433 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 18:32:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.7322, loss: 2.7322 +2025-06-25 20:25:18,088 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 18:31:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.7031, loss: 2.7031 +2025-06-25 20:26:02,728 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 18:31:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.6478, loss: 2.6478 +2025-06-25 20:26:47,310 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:30:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.6626, loss: 2.6626 +2025-06-25 20:27:32,068 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:29:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.6890, loss: 2.6890 +2025-06-25 20:28:16,695 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:28:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.7316, loss: 2.7316 +2025-06-25 20:29:01,275 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:28:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.7452, loss: 2.7452 +2025-06-25 20:29:45,861 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:27:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.6674, loss: 2.6674 +2025-06-25 20:30:30,525 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:26:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.6319, loss: 2.6319 +2025-06-25 20:31:15,324 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:25:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.7014, loss: 2.7014 +2025-06-25 20:32:00,079 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:25:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.7891, loss: 2.7891 +2025-06-25 20:32:44,777 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:24:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.6539, loss: 2.6539 +2025-06-25 20:33:29,394 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:23:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 2.6257, loss: 2.6257 +2025-06-25 20:33:31,979 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-25 20:37:30,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:37:31,540 - pyskl - INFO - +top1_acc 0.8251 +top5_acc 0.9653 +2025-06-25 20:37:31,602 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_106.pth was removed +2025-06-25 20:37:32,710 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-06-25 20:37:32,712 - pyskl - INFO - Best top1_acc is 0.8251 at 107 epoch. +2025-06-25 20:37:32,734 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8251, top5_acc: 0.9653 +2025-06-25 20:38:40,766 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:22:56, time: 0.680, data_time: 0.233, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.4459, loss: 2.4459 +2025-06-25 20:39:25,402 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:22:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.5139, loss: 2.5139 +2025-06-25 20:40:09,964 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:21:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.5358, loss: 2.5358 +2025-06-25 20:40:54,508 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:20:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.5947, loss: 2.5947 +2025-06-25 20:41:39,071 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:19:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.6421, loss: 2.6421 +2025-06-25 20:42:23,596 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:19:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.5747, loss: 2.5747 +2025-06-25 20:43:08,133 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:18:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.6119, loss: 2.6119 +2025-06-25 20:43:52,689 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:17:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.5948, loss: 2.5948 +2025-06-25 20:44:37,207 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:16:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.6567, loss: 2.6567 +2025-06-25 20:45:21,711 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:16:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.6870, loss: 2.6870 +2025-06-25 20:46:06,345 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:15:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5977, loss: 2.5977 +2025-06-25 20:46:50,926 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:14:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.5706, loss: 2.5706 +2025-06-25 20:47:35,485 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:13:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.6892, loss: 2.6892 +2025-06-25 20:48:20,036 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:13:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.5578, loss: 2.5578 +2025-06-25 20:49:04,627 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:12:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.6515, loss: 2.6515 +2025-06-25 20:49:49,187 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:11:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 2.6448, loss: 2.6448 +2025-06-25 20:50:33,734 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:10:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 2.6468, loss: 2.6468 +2025-06-25 20:51:18,251 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:10:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.7525, loss: 2.7525 +2025-06-25 20:52:02,757 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:09:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.6836, loss: 2.6836 +2025-06-25 20:52:47,262 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:08:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.7351, loss: 2.7351 +2025-06-25 20:53:31,758 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:07:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.5377, loss: 2.5377 +2025-06-25 20:54:16,215 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:07:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.6785, loss: 2.6785 +2025-06-25 20:55:00,956 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:06:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.6549, loss: 2.6549 +2025-06-25 20:55:45,511 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:05:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.6272, loss: 2.6272 +2025-06-25 20:56:30,082 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:04:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.6513, loss: 2.6513 +2025-06-25 20:57:14,633 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:03:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.6524, loss: 2.6524 +2025-06-25 20:57:59,265 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:03:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.7570, loss: 2.7570 +2025-06-25 20:58:43,919 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:02:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.6188, loss: 2.6188 +2025-06-25 20:59:28,578 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:01:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.6821, loss: 2.6821 +2025-06-25 21:00:13,256 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:00:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.6500, loss: 2.6500 +2025-06-25 21:00:57,785 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:00:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.7024, loss: 2.7024 +2025-06-25 21:01:42,324 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 17:59:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9975, loss_cls: 2.6808, loss: 2.6808 +2025-06-25 21:02:26,784 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 17:58:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.7304, loss: 2.7304 +2025-06-25 21:03:11,248 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 17:57:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9962, loss_cls: 2.6489, loss: 2.6489 +2025-06-25 21:03:13,776 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-25 21:07:11,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:07:12,470 - pyskl - INFO - +top1_acc 0.8273 +top5_acc 0.9652 +2025-06-25 21:07:12,526 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_107.pth was removed +2025-06-25 21:07:13,573 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-06-25 21:07:13,575 - pyskl - INFO - Best top1_acc is 0.8273 at 108 epoch. +2025-06-25 21:07:13,595 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8273, top5_acc: 0.9652 +2025-06-25 21:08:21,635 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 17:57:15, time: 0.680, data_time: 0.235, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.6346, loss: 2.6346 +2025-06-25 21:09:06,175 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 17:56:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.4934, loss: 2.4934 +2025-06-25 21:09:50,958 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 17:55:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.6424, loss: 2.6424 +2025-06-25 21:10:35,991 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 17:54:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.5902, loss: 2.5902 +2025-06-25 21:11:20,597 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 17:54:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.4881, loss: 2.4881 +2025-06-25 21:12:05,007 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 17:53:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.4850, loss: 2.4850 +2025-06-25 21:12:49,439 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 17:52:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.4702, loss: 2.4702 +2025-06-25 21:13:34,269 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 17:51:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.5290, loss: 2.5290 +2025-06-25 21:14:18,787 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 17:51:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.5646, loss: 2.5646 +2025-06-25 21:15:03,320 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 17:50:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.6018, loss: 2.6018 +2025-06-25 21:15:47,797 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 17:49:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.5991, loss: 2.5991 +2025-06-25 21:16:32,340 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 17:48:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.7224, loss: 2.7224 +2025-06-25 21:17:16,809 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 17:48:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.4453, loss: 2.4453 +2025-06-25 21:18:01,123 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 17:47:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.5426, loss: 2.5426 +2025-06-25 21:18:45,633 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 17:46:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.5571, loss: 2.5571 +2025-06-25 21:19:30,265 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 17:45:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.6556, loss: 2.6556 +2025-06-25 21:20:14,857 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 17:45:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.5371, loss: 2.5371 +2025-06-25 21:20:59,587 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 17:44:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.6042, loss: 2.6042 +2025-06-25 21:21:44,289 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 17:43:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.6293, loss: 2.6293 +2025-06-25 21:22:28,859 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 17:42:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.6035, loss: 2.6035 +2025-06-25 21:23:13,349 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 17:42:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.5835, loss: 2.5835 +2025-06-25 21:23:57,989 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 17:41:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.6479, loss: 2.6479 +2025-06-25 21:24:42,662 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 17:40:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.5939, loss: 2.5939 +2025-06-25 21:25:27,258 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 17:39:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.5613, loss: 2.5613 +2025-06-25 21:26:11,867 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 17:39:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.6476, loss: 2.6476 +2025-06-25 21:26:56,496 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 17:38:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.6915, loss: 2.6915 +2025-06-25 21:27:41,095 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 17:37:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.7051, loss: 2.7051 +2025-06-25 21:28:25,664 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 17:36:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.7096, loss: 2.7096 +2025-06-25 21:29:10,219 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 17:36:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.5986, loss: 2.5986 +2025-06-25 21:29:54,712 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 17:35:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 2.5509, loss: 2.5509 +2025-06-25 21:30:39,150 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 17:34:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.5785, loss: 2.5785 +2025-06-25 21:31:23,594 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 17:33:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.5141, loss: 2.5141 +2025-06-25 21:32:07,981 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 17:33:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.5867, loss: 2.5867 +2025-06-25 21:32:52,460 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 17:32:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.5792, loss: 2.5792 +2025-06-25 21:32:55,019 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-25 21:36:56,067 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:36:56,673 - pyskl - INFO - +top1_acc 0.8248 +top5_acc 0.9632 +2025-06-25 21:36:56,696 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8248, top5_acc: 0.9632 +2025-06-25 21:38:04,722 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:31:35, time: 0.680, data_time: 0.232, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.5369, loss: 2.5369 +2025-06-25 21:38:49,489 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:30:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.5549, loss: 2.5549 +2025-06-25 21:39:34,248 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:30:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.5274, loss: 2.5274 +2025-06-25 21:40:19,191 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:29:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.5122, loss: 2.5122 +2025-06-25 21:41:04,138 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:28:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.5100, loss: 2.5100 +2025-06-25 21:41:49,061 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:27:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.5523, loss: 2.5523 +2025-06-25 21:42:33,939 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:27:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.4899, loss: 2.4899 +2025-06-25 21:43:18,606 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:26:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.3777, loss: 2.3777 +2025-06-25 21:44:03,112 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:25:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.4806, loss: 2.4806 +2025-06-25 21:44:47,470 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:24:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.5526, loss: 2.5526 +2025-06-25 21:45:31,895 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:24:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.5006, loss: 2.5006 +2025-06-25 21:46:16,489 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:23:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.6418, loss: 2.6418 +2025-06-25 21:47:00,939 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:22:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.5435, loss: 2.5435 +2025-06-25 21:47:45,361 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:21:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.5027, loss: 2.5027 +2025-06-25 21:48:29,747 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:20:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.5821, loss: 2.5821 +2025-06-25 21:49:14,200 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:20:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.5906, loss: 2.5906 +2025-06-25 21:49:58,688 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:19:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.5780, loss: 2.5780 +2025-06-25 21:50:43,421 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:18:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.5210, loss: 2.5210 +2025-06-25 21:51:28,022 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:17:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.4897, loss: 2.4897 +2025-06-25 21:52:12,575 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:17:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.5000, loss: 2.5000 +2025-06-25 21:52:57,044 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:16:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.6249, loss: 2.6249 +2025-06-25 21:53:41,625 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:15:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.5968, loss: 2.5968 +2025-06-25 21:54:26,372 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:14:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.5709, loss: 2.5709 +2025-06-25 21:55:11,145 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:14:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.5072, loss: 2.5072 +2025-06-25 21:55:55,927 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:13:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.6927, loss: 2.6927 +2025-06-25 21:56:40,790 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:12:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.6382, loss: 2.6382 +2025-06-25 21:57:25,530 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:11:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.5656, loss: 2.5656 +2025-06-25 21:58:10,355 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:11:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.5929, loss: 2.5929 +2025-06-25 21:58:54,904 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:10:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.6876, loss: 2.6876 +2025-06-25 21:59:39,431 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:09:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.6758, loss: 2.6758 +2025-06-25 22:00:23,911 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:08:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.7477, loss: 2.7477 +2025-06-25 22:01:08,411 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:08:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.6513, loss: 2.6513 +2025-06-25 22:01:52,897 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:07:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.6371, loss: 2.6371 +2025-06-25 22:02:37,419 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:06:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.5612, loss: 2.5612 +2025-06-25 22:02:39,990 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-25 22:21:18,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:21:19,091 - pyskl - INFO - +top1_acc 0.8326 +top5_acc 0.9650 +2025-06-25 22:21:19,147 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_108.pth was removed +2025-06-25 22:21:20,198 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-25 22:21:20,200 - pyskl - INFO - Best top1_acc is 0.8326 at 110 epoch. +2025-06-25 22:21:20,222 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8326, top5_acc: 0.9650 +2025-06-25 22:22:29,165 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:05:55, time: 0.689, data_time: 0.238, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.4815, loss: 2.4815 +2025-06-25 22:23:14,429 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:05:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 2.3330, loss: 2.3330 +2025-06-25 22:23:59,384 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:04:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.3303, loss: 2.3303 +2025-06-25 22:24:43,990 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:03:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4699, loss: 2.4699 +2025-06-25 22:25:28,528 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:02:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 1.0000, loss_cls: 2.3757, loss: 2.3757 +2025-06-25 22:26:13,009 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:02:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.4857, loss: 2.4857 +2025-06-25 22:26:57,504 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:01:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.4790, loss: 2.4790 +2025-06-25 22:27:41,856 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:00:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.4136, loss: 2.4136 +2025-06-25 22:28:26,296 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 16:59:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.5847, loss: 2.5847 +2025-06-25 22:29:11,170 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 16:59:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.4732, loss: 2.4732 +2025-06-25 22:29:56,027 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 16:58:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9981, loss_cls: 2.6202, loss: 2.6202 +2025-06-25 22:30:40,795 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 16:57:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.4083, loss: 2.4083 +2025-06-25 22:31:25,626 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 16:56:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.3992, loss: 2.3992 +2025-06-25 22:32:10,134 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 16:56:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.4046, loss: 2.4046 +2025-06-25 22:32:54,676 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 16:55:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 2.4702, loss: 2.4702 +2025-06-25 22:33:39,316 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 16:54:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.6071, loss: 2.6071 +2025-06-25 22:34:23,954 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 16:53:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.5266, loss: 2.5266 +2025-06-25 22:35:08,477 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 16:53:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.5296, loss: 2.5296 +2025-06-25 22:35:52,977 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 16:52:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.6357, loss: 2.6357 +2025-06-25 22:36:37,541 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 16:51:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.5374, loss: 2.5374 +2025-06-25 22:37:22,130 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 16:50:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.5193, loss: 2.5193 +2025-06-25 22:38:06,648 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 16:50:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.5710, loss: 2.5710 +2025-06-25 22:38:51,374 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 16:49:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.6342, loss: 2.6342 +2025-06-25 22:39:36,008 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 16:48:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.6231, loss: 2.6231 +2025-06-25 22:40:20,522 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 16:47:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.6285, loss: 2.6285 +2025-06-25 22:41:05,054 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 16:46:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.6440, loss: 2.6440 +2025-06-25 22:41:49,476 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 16:46:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.4570, loss: 2.4570 +2025-06-25 22:42:34,037 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 16:45:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.5553, loss: 2.5553 +2025-06-25 22:43:18,543 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 16:44:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.5110, loss: 2.5110 +2025-06-25 22:44:03,068 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 16:43:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.4302, loss: 2.4302 +2025-06-25 22:44:47,440 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 16:43:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.6166, loss: 2.6166 +2025-06-25 22:45:31,998 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 16:42:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.5198, loss: 2.5198 +2025-06-25 22:46:16,482 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 16:41:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.4732, loss: 2.4732 +2025-06-25 22:47:00,966 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 16:40:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.5593, loss: 2.5593 +2025-06-25 22:47:03,542 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-25 22:51:02,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:51:03,171 - pyskl - INFO - +top1_acc 0.8190 +top5_acc 0.9657 +2025-06-25 22:51:03,195 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8190, top5_acc: 0.9657 +2025-06-25 22:52:11,954 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 16:40:15, time: 0.688, data_time: 0.240, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.4187, loss: 2.4187 +2025-06-25 22:52:56,694 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 16:39:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.3842, loss: 2.3842 +2025-06-25 22:53:41,379 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 16:38:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.4539, loss: 2.4539 +2025-06-25 22:54:26,015 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 16:37:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.4351, loss: 2.4351 +2025-06-25 22:55:10,666 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 16:37:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.4050, loss: 2.4050 +2025-06-25 22:55:55,322 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 16:36:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.3649, loss: 2.3649 +2025-06-25 22:56:39,998 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 16:35:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.4463, loss: 2.4463 +2025-06-25 22:57:24,586 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 16:34:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.4207, loss: 2.4207 +2025-06-25 22:58:09,267 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 16:34:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.4980, loss: 2.4980 +2025-06-25 22:58:54,023 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:33:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.4488, loss: 2.4488 +2025-06-25 22:59:38,801 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:32:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.5014, loss: 2.5014 +2025-06-25 23:00:23,498 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:31:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.4234, loss: 2.4234 +2025-06-25 23:01:08,436 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:31:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.5027, loss: 2.5027 +2025-06-25 23:01:53,302 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:30:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.4223, loss: 2.4223 +2025-06-25 23:02:38,038 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:29:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.5400, loss: 2.5400 +2025-06-25 23:03:22,735 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:28:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.4792, loss: 2.4792 +2025-06-25 23:04:07,312 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:28:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.5044, loss: 2.5044 +2025-06-25 23:04:51,975 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:27:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.4800, loss: 2.4800 +2025-06-25 23:05:36,519 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:26:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 2.4884, loss: 2.4884 +2025-06-25 23:06:21,285 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:25:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 2.4034, loss: 2.4034 +2025-06-25 23:07:05,846 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:25:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.5366, loss: 2.5366 +2025-06-25 23:07:50,430 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:24:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.5357, loss: 2.5357 +2025-06-25 23:08:35,097 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:23:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.5809, loss: 2.5809 +2025-06-25 23:09:19,760 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:22:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.5548, loss: 2.5548 +2025-06-25 23:10:04,400 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:22:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.4921, loss: 2.4921 +2025-06-25 23:10:48,944 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:21:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.5258, loss: 2.5258 +2025-06-25 23:11:33,572 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:20:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.5051, loss: 2.5051 +2025-06-25 23:12:18,198 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:19:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.4977, loss: 2.4977 +2025-06-25 23:13:02,743 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.5872, loss: 2.5872 +2025-06-25 23:13:47,270 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:18:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.5653, loss: 2.5653 +2025-06-25 23:14:31,819 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:17:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.4718, loss: 2.4718 +2025-06-25 23:15:16,376 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:16:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.5854, loss: 2.5854 +2025-06-25 23:16:00,932 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:16:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.4502, loss: 2.4502 +2025-06-25 23:16:45,445 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:15:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.4548, loss: 2.4548 +2025-06-25 23:16:48,038 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-25 23:20:47,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:20:48,077 - pyskl - INFO - +top1_acc 0.8153 +top5_acc 0.9627 +2025-06-25 23:20:48,102 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8153, top5_acc: 0.9627 +2025-06-25 23:21:57,085 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:14:36, time: 0.690, data_time: 0.240, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.4497, loss: 2.4497 +2025-06-25 23:22:41,720 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:13:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.4484, loss: 2.4484 +2025-06-25 23:23:26,134 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:13:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.3275, loss: 2.3275 +2025-06-25 23:24:10,560 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:12:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.2957, loss: 2.2957 +2025-06-25 23:24:55,056 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:11:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.3882, loss: 2.3882 +2025-06-25 23:25:39,532 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:10:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.3650, loss: 2.3650 +2025-06-25 23:26:23,937 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:10:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.4248, loss: 2.4248 +2025-06-25 23:27:08,375 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:09:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.4967, loss: 2.4967 +2025-06-25 23:27:52,853 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:08:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.4307, loss: 2.4307 +2025-06-25 23:28:37,313 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:07:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.3378, loss: 2.3378 +2025-06-25 23:29:21,753 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:07:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4956, loss: 2.4956 +2025-06-25 23:30:06,173 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:06:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 2.3594, loss: 2.3594 +2025-06-25 23:30:50,652 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:05:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.4079, loss: 2.4079 +2025-06-25 23:31:35,130 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:04:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 2.4079, loss: 2.4079 +2025-06-25 23:32:19,624 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:03:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.3711, loss: 2.3711 +2025-06-25 23:33:04,058 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:03:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.5087, loss: 2.5087 +2025-06-25 23:33:48,470 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:02:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.4730, loss: 2.4730 +2025-06-25 23:34:32,969 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:01:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.5175, loss: 2.5175 +2025-06-25 23:35:17,387 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:00:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.4427, loss: 2.4427 +2025-06-25 23:36:01,883 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:00:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 2.5292, loss: 2.5292 +2025-06-25 23:36:46,348 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 15:59:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.5445, loss: 2.5445 +2025-06-25 23:37:30,896 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 15:58:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.5612, loss: 2.5612 +2025-06-25 23:38:15,430 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 15:57:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.4404, loss: 2.4404 +2025-06-25 23:38:59,990 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 15:57:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4538, loss: 2.4538 +2025-06-25 23:39:44,495 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 15:56:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.4676, loss: 2.4676 +2025-06-25 23:40:28,951 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 15:55:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.3879, loss: 2.3879 +2025-06-25 23:41:13,498 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 15:54:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.5248, loss: 2.5248 +2025-06-25 23:41:57,937 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 15:54:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.5437, loss: 2.5437 +2025-06-25 23:42:42,575 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 15:53:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.4009, loss: 2.4009 +2025-06-25 23:43:27,094 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 15:52:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.4184, loss: 2.4184 +2025-06-25 23:44:11,629 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 15:51:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9900, loss_cls: 2.4306, loss: 2.4306 +2025-06-25 23:44:56,147 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 15:51:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.5925, loss: 2.5925 +2025-06-25 23:45:40,634 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 15:50:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.4681, loss: 2.4681 +2025-06-25 23:46:25,020 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 15:49:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.4582, loss: 2.4582 +2025-06-25 23:46:27,649 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-25 23:50:28,780 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:50:29,373 - pyskl - INFO - +top1_acc 0.8315 +top5_acc 0.9663 +2025-06-25 23:50:29,396 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8315, top5_acc: 0.9663 +2025-06-25 23:51:37,461 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 15:48:55, time: 0.681, data_time: 0.235, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.3342, loss: 2.3342 +2025-06-25 23:52:22,185 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 15:48:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.3644, loss: 2.3644 +2025-06-25 23:53:06,844 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 15:47:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.4792, loss: 2.4792 +2025-06-25 23:53:51,443 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 15:46:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.3373, loss: 2.3373 +2025-06-25 23:54:36,006 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 15:45:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.3183, loss: 2.3183 +2025-06-25 23:55:20,524 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 15:45:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.3222, loss: 2.3222 +2025-06-25 23:56:05,252 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 15:44:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.3789, loss: 2.3789 +2025-06-25 23:56:49,926 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 15:43:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.3431, loss: 2.3431 +2025-06-25 23:57:34,481 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 15:42:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.3508, loss: 2.3508 +2025-06-25 23:58:19,085 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 15:42:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 2.3624, loss: 2.3624 +2025-06-25 23:59:03,715 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 15:41:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.2960, loss: 2.2960 +2025-06-25 23:59:48,426 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 15:40:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.4409, loss: 2.4409 +2025-06-26 00:00:33,067 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 15:39:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.4018, loss: 2.4018 +2025-06-26 00:01:17,811 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 15:39:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.3919, loss: 2.3919 +2025-06-26 00:02:02,502 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 15:38:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.3955, loss: 2.3955 +2025-06-26 00:02:47,222 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 15:37:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.4135, loss: 2.4135 +2025-06-26 00:03:31,850 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 15:36:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.4266, loss: 2.4266 +2025-06-26 00:04:16,502 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 15:36:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.4340, loss: 2.4340 +2025-06-26 00:05:01,155 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 15:35:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.3387, loss: 2.3387 +2025-06-26 00:05:45,906 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:34:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.5169, loss: 2.5169 +2025-06-26 00:06:30,542 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:33:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.5212, loss: 2.5212 +2025-06-26 00:07:15,307 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:33:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.4895, loss: 2.4895 +2025-06-26 00:08:00,093 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:32:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.4203, loss: 2.4203 +2025-06-26 00:08:44,775 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:31:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.4173, loss: 2.4173 +2025-06-26 00:09:29,523 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:30:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.4801, loss: 2.4801 +2025-06-26 00:10:14,192 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:30:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 2.4786, loss: 2.4786 +2025-06-26 00:10:58,997 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:29:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.4101, loss: 2.4101 +2025-06-26 00:11:43,658 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:28:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.4170, loss: 2.4170 +2025-06-26 00:12:28,380 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:27:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.3927, loss: 2.3927 +2025-06-26 00:13:13,031 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:26:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.4226, loss: 2.4226 +2025-06-26 00:13:57,683 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:26:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.6119, loss: 2.6119 +2025-06-26 00:14:42,274 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:25:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.5281, loss: 2.5281 +2025-06-26 00:15:27,072 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:24:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.5010, loss: 2.5010 +2025-06-26 00:16:11,850 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:23:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.3988, loss: 2.3988 +2025-06-26 00:16:14,462 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-26 00:20:16,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:20:16,892 - pyskl - INFO - +top1_acc 0.8336 +top5_acc 0.9682 +2025-06-26 00:20:16,955 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_110.pth was removed +2025-06-26 00:20:18,055 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-06-26 00:20:18,056 - pyskl - INFO - Best top1_acc is 0.8336 at 114 epoch. +2025-06-26 00:20:18,078 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8336, top5_acc: 0.9682 +2025-06-26 00:21:26,479 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:23:16, time: 0.684, data_time: 0.239, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.3325, loss: 2.3325 +2025-06-26 00:22:11,031 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:22:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.3147, loss: 2.3147 +2025-06-26 00:22:55,636 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:21:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.3251, loss: 2.3251 +2025-06-26 00:23:40,237 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:20:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.3258, loss: 2.3258 +2025-06-26 00:24:24,967 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:20:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.2912, loss: 2.2912 +2025-06-26 00:25:09,560 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:19:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9994, loss_cls: 2.3562, loss: 2.3562 +2025-06-26 00:25:54,210 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:18:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 2.3622, loss: 2.3622 +2025-06-26 00:26:39,188 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:17:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.2531, loss: 2.2531 +2025-06-26 00:27:23,948 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:17:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.2739, loss: 2.2739 +2025-06-26 00:28:08,677 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:16:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.3780, loss: 2.3780 +2025-06-26 00:28:53,413 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:15:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.3659, loss: 2.3659 +2025-06-26 00:29:38,078 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:14:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.4259, loss: 2.4259 +2025-06-26 00:30:22,738 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:14:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.4154, loss: 2.4154 +2025-06-26 00:31:07,362 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:13:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.3938, loss: 2.3938 +2025-06-26 00:31:51,975 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:12:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.2708, loss: 2.2708 +2025-06-26 00:32:36,541 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:11:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4177, loss: 2.4177 +2025-06-26 00:33:21,158 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:11:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.4203, loss: 2.4203 +2025-06-26 00:34:05,869 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:10:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.4186, loss: 2.4186 +2025-06-26 00:34:50,565 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:09:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.3824, loss: 2.3824 +2025-06-26 00:35:35,189 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:08:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.3859, loss: 2.3859 +2025-06-26 00:36:20,140 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:08:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.3057, loss: 2.3057 +2025-06-26 00:37:05,165 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:07:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3928, loss: 2.3928 +2025-06-26 00:37:49,899 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:06:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.4053, loss: 2.4053 +2025-06-26 00:38:34,719 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:05:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.3312, loss: 2.3312 +2025-06-26 00:39:19,543 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:05:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.3836, loss: 2.3836 +2025-06-26 00:40:04,570 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:04:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.4827, loss: 2.4827 +2025-06-26 00:40:49,354 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:03:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.4362, loss: 2.4362 +2025-06-26 00:41:34,124 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:02:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.3500, loss: 2.3500 +2025-06-26 00:42:19,040 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:02:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.5144, loss: 2.5144 +2025-06-26 00:43:03,837 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:01:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.3819, loss: 2.3819 +2025-06-26 00:43:48,662 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:00:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.4637, loss: 2.4637 +2025-06-26 00:44:33,454 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 14:59:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 2.4450, loss: 2.4450 +2025-06-26 00:45:18,306 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 14:59:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.3414, loss: 2.3414 +2025-06-26 00:46:03,158 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 14:58:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.4892, loss: 2.4892 +2025-06-26 00:46:05,764 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-26 01:04:46,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:04:47,220 - pyskl - INFO - +top1_acc 0.8251 +top5_acc 0.9646 +2025-06-26 01:04:47,244 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8251, top5_acc: 0.9646 +2025-06-26 01:05:55,839 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 14:57:37, time: 0.686, data_time: 0.239, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 2.2927, loss: 2.2927 +2025-06-26 01:06:40,448 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 14:56:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.2722, loss: 2.2722 +2025-06-26 01:07:24,967 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 14:56:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.2440, loss: 2.2440 +2025-06-26 01:08:09,553 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 14:55:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.2793, loss: 2.2793 +2025-06-26 01:08:54,207 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 14:54:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.3007, loss: 2.3007 +2025-06-26 01:09:38,853 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 14:53:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 1.0000, loss_cls: 2.3299, loss: 2.3299 +2025-06-26 01:10:23,402 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 14:53:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.2763, loss: 2.2763 +2025-06-26 01:11:07,969 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 14:52:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 2.3070, loss: 2.3070 +2025-06-26 01:11:52,546 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 14:51:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.3853, loss: 2.3853 +2025-06-26 01:12:37,067 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 14:50:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.4459, loss: 2.4459 +2025-06-26 01:13:21,911 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 14:50:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.3778, loss: 2.3778 +2025-06-26 01:14:06,462 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 14:49:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.3221, loss: 2.3221 +2025-06-26 01:14:51,080 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 14:48:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 2.2901, loss: 2.2901 +2025-06-26 01:15:35,694 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 14:47:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.3498, loss: 2.3498 +2025-06-26 01:16:20,199 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 14:47:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.3893, loss: 2.3893 +2025-06-26 01:17:04,635 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 14:46:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.5027, loss: 2.5027 +2025-06-26 01:17:49,148 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 14:45:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.3854, loss: 2.3854 +2025-06-26 01:18:33,650 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 14:44:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.4322, loss: 2.4322 +2025-06-26 01:19:18,174 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 14:44:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.3385, loss: 2.3385 +2025-06-26 01:20:02,738 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 14:43:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.4332, loss: 2.4332 +2025-06-26 01:20:47,378 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 14:42:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.4012, loss: 2.4012 +2025-06-26 01:21:31,933 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 14:41:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.4281, loss: 2.4281 +2025-06-26 01:22:16,568 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 14:40:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.4283, loss: 2.4283 +2025-06-26 01:23:01,205 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 14:40:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.3100, loss: 2.3100 +2025-06-26 01:23:45,954 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 14:39:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.3017, loss: 2.3017 +2025-06-26 01:24:30,693 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 14:38:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.3215, loss: 2.3215 +2025-06-26 01:25:15,306 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 14:37:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3429, loss: 2.3429 +2025-06-26 01:25:59,771 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 14:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.4397, loss: 2.4397 +2025-06-26 01:26:44,226 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:36:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.3374, loss: 2.3374 +2025-06-26 01:27:28,692 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:35:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.3887, loss: 2.3887 +2025-06-26 01:28:13,225 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:34:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.3877, loss: 2.3877 +2025-06-26 01:28:57,753 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:34:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.3856, loss: 2.3856 +2025-06-26 01:29:42,520 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:33:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.4039, loss: 2.4039 +2025-06-26 01:30:27,323 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:32:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.3662, loss: 2.3662 +2025-06-26 01:30:29,926 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-26 01:34:28,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:34:28,813 - pyskl - INFO - +top1_acc 0.8290 +top5_acc 0.9629 +2025-06-26 01:34:28,837 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8290, top5_acc: 0.9629 +2025-06-26 01:35:37,604 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:31:57, time: 0.688, data_time: 0.240, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.3079, loss: 2.3079 +2025-06-26 01:36:22,250 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:31:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.2245, loss: 2.2245 +2025-06-26 01:37:06,924 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:30:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.2501, loss: 2.2501 +2025-06-26 01:37:51,900 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:29:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.2419, loss: 2.2419 +2025-06-26 01:38:36,743 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:28:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.2803, loss: 2.2803 +2025-06-26 01:39:21,643 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:28:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.2517, loss: 2.2517 +2025-06-26 01:40:06,402 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:27:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.2518, loss: 2.2518 +2025-06-26 01:40:51,107 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:26:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.2146, loss: 2.2146 +2025-06-26 01:41:35,752 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:25:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.2520, loss: 2.2520 +2025-06-26 01:42:20,337 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:25:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.3204, loss: 2.3204 +2025-06-26 01:43:04,961 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:24:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 2.2589, loss: 2.2589 +2025-06-26 01:43:49,643 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:23:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 2.2872, loss: 2.2872 +2025-06-26 01:44:34,312 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:22:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.2115, loss: 2.2115 +2025-06-26 01:45:18,924 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:22:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.4085, loss: 2.4085 +2025-06-26 01:46:03,638 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:21:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.3580, loss: 2.3580 +2025-06-26 01:46:48,221 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:20:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 2.2689, loss: 2.2689 +2025-06-26 01:47:32,851 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:19:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.2424, loss: 2.2424 +2025-06-26 01:48:17,535 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:19:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.2432, loss: 2.2432 +2025-06-26 01:49:02,200 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:18:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.3016, loss: 2.3016 +2025-06-26 01:49:46,850 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:17:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.3967, loss: 2.3967 +2025-06-26 01:50:31,535 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:16:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.3229, loss: 2.3229 +2025-06-26 01:51:16,113 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:16:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.2546, loss: 2.2546 +2025-06-26 01:52:00,624 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:15:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.3620, loss: 2.3620 +2025-06-26 01:52:45,194 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:14:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3302, loss: 2.3302 +2025-06-26 01:53:29,685 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:13:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.3222, loss: 2.3222 +2025-06-26 01:54:14,252 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:13:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.2957, loss: 2.2957 +2025-06-26 01:54:58,767 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:12:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.3204, loss: 2.3204 +2025-06-26 01:55:43,378 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:11:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.3366, loss: 2.3366 +2025-06-26 01:56:27,978 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:10:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.3523, loss: 2.3523 +2025-06-26 01:57:12,628 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:10:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.2850, loss: 2.2850 +2025-06-26 01:57:57,284 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:09:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.3466, loss: 2.3466 +2025-06-26 01:58:41,905 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:08:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.3503, loss: 2.3503 +2025-06-26 01:59:26,514 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:07:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.3970, loss: 2.3970 +2025-06-26 02:00:11,076 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:06:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.4453, loss: 2.4453 +2025-06-26 02:00:13,816 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-26 02:04:12,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:04:13,325 - pyskl - INFO - +top1_acc 0.8318 +top5_acc 0.9641 +2025-06-26 02:04:13,346 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8318, top5_acc: 0.9641 +2025-06-26 02:05:22,738 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:06:18, time: 0.694, data_time: 0.247, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.2756, loss: 2.2756 +2025-06-26 02:06:07,338 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:05:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.2728, loss: 2.2728 +2025-06-26 02:06:51,823 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:04:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.2028, loss: 2.2028 +2025-06-26 02:07:36,262 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:04:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.1817, loss: 2.1817 +2025-06-26 02:08:20,853 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:03:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.1946, loss: 2.1946 +2025-06-26 02:09:05,482 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:02:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 2.2244, loss: 2.2244 +2025-06-26 02:09:50,190 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:01:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.1888, loss: 2.1888 +2025-06-26 02:10:34,896 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:01:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.2876, loss: 2.2876 +2025-06-26 02:11:19,587 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:00:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 2.2488, loss: 2.2488 +2025-06-26 02:12:04,539 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 13:59:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.1954, loss: 2.1954 +2025-06-26 02:12:49,258 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 13:58:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.2394, loss: 2.2394 +2025-06-26 02:13:33,963 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 13:57:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 1.0000, loss_cls: 2.2028, loss: 2.2028 +2025-06-26 02:14:18,588 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 13:57:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.2862, loss: 2.2862 +2025-06-26 02:15:03,056 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 13:56:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.2578, loss: 2.2578 +2025-06-26 02:15:47,604 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 13:55:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.2026, loss: 2.2026 +2025-06-26 02:16:32,154 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 13:54:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.2503, loss: 2.2503 +2025-06-26 02:17:16,798 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 13:54:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.2401, loss: 2.2401 +2025-06-26 02:18:01,378 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 13:53:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 2.2406, loss: 2.2406 +2025-06-26 02:18:45,952 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 13:52:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 1.0000, loss_cls: 2.1993, loss: 2.1993 +2025-06-26 02:19:30,643 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 13:51:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.2885, loss: 2.2885 +2025-06-26 02:20:15,308 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 13:51:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.2987, loss: 2.2987 +2025-06-26 02:20:59,761 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 13:50:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.2248, loss: 2.2248 +2025-06-26 02:21:44,208 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 13:49:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 2.2910, loss: 2.2910 +2025-06-26 02:22:28,772 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 13:48:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.2719, loss: 2.2719 +2025-06-26 02:23:13,319 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 13:48:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.2994, loss: 2.2994 +2025-06-26 02:23:57,866 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 13:47:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.2733, loss: 2.2733 +2025-06-26 02:24:42,542 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 13:46:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.2635, loss: 2.2635 +2025-06-26 02:25:27,147 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 13:45:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.2010, loss: 2.2010 +2025-06-26 02:26:11,770 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 13:45:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.2424, loss: 2.2424 +2025-06-26 02:26:56,443 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 13:44:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.2425, loss: 2.2425 +2025-06-26 02:27:41,026 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 13:43:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 2.2256, loss: 2.2256 +2025-06-26 02:28:25,661 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 13:42:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.1996, loss: 2.1996 +2025-06-26 02:29:10,237 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 13:42:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2526, loss: 2.2526 +2025-06-26 02:29:54,878 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 13:41:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.2858, loss: 2.2858 +2025-06-26 02:29:57,558 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-26 02:33:57,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:33:57,976 - pyskl - INFO - +top1_acc 0.8290 +top5_acc 0.9628 +2025-06-26 02:33:57,999 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8290, top5_acc: 0.9628 +2025-06-26 02:35:07,448 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 13:40:38, time: 0.694, data_time: 0.248, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.1613, loss: 2.1613 +2025-06-26 02:35:52,175 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 13:39:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0906, loss: 2.0906 +2025-06-26 02:36:36,883 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 13:39:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.2370, loss: 2.2370 +2025-06-26 02:37:21,596 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:38:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.1435, loss: 2.1435 +2025-06-26 02:38:06,532 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:37:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.2325, loss: 2.2325 +2025-06-26 02:38:51,221 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:36:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 2.1331, loss: 2.1331 +2025-06-26 02:39:36,023 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:36:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.2550, loss: 2.2550 +2025-06-26 02:40:20,733 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:35:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1103, loss: 2.1103 +2025-06-26 02:41:05,280 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:34:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1441, loss: 2.1441 +2025-06-26 02:41:49,807 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:33:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.1650, loss: 2.1650 +2025-06-26 02:42:34,391 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:33:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.2319, loss: 2.2319 +2025-06-26 02:43:18,926 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:32:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 2.2677, loss: 2.2677 +2025-06-26 02:44:03,530 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:31:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.2239, loss: 2.2239 +2025-06-26 02:44:48,188 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:30:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.2786, loss: 2.2786 +2025-06-26 02:45:32,806 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:30:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.2877, loss: 2.2877 +2025-06-26 02:46:17,445 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:29:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.1555, loss: 2.1555 +2025-06-26 02:47:01,982 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:28:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.1972, loss: 2.1972 +2025-06-26 02:47:46,442 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:27:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0829, loss: 2.0829 +2025-06-26 02:48:30,919 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:27:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.2143, loss: 2.2143 +2025-06-26 02:49:15,464 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:26:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.1651, loss: 2.1651 +2025-06-26 02:49:59,968 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:25:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 2.2044, loss: 2.2044 +2025-06-26 02:50:44,389 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:24:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.2246, loss: 2.2246 +2025-06-26 02:51:28,830 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:23:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.2222, loss: 2.2222 +2025-06-26 02:52:13,382 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:23:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.2366, loss: 2.2366 +2025-06-26 02:52:57,861 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:22:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.2329, loss: 2.2329 +2025-06-26 02:53:42,435 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:21:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.2507, loss: 2.2507 +2025-06-26 02:54:26,963 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:20:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.2169, loss: 2.2169 +2025-06-26 02:55:11,450 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:20:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.1893, loss: 2.1893 +2025-06-26 02:55:55,970 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:19:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.2783, loss: 2.2783 +2025-06-26 02:56:40,492 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:18:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2743, loss: 2.2743 +2025-06-26 02:57:25,003 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:17:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.2523, loss: 2.2523 +2025-06-26 02:58:09,852 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:17:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.2573, loss: 2.2573 +2025-06-26 02:58:54,688 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:16:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.2428, loss: 2.2428 +2025-06-26 02:59:39,872 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:15:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.2350, loss: 2.2350 +2025-06-26 02:59:42,522 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-26 03:03:41,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:03:42,568 - pyskl - INFO - +top1_acc 0.8396 +top5_acc 0.9654 +2025-06-26 03:03:42,621 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_114.pth was removed +2025-06-26 03:03:43,648 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-26 03:03:43,650 - pyskl - INFO - Best top1_acc is 0.8396 at 119 epoch. +2025-06-26 03:03:43,671 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8396, top5_acc: 0.9654 +2025-06-26 03:04:52,593 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:14:58, time: 0.689, data_time: 0.243, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1999, loss: 2.1999 +2025-06-26 03:05:37,243 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:14:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1464, loss: 2.1464 +2025-06-26 03:06:21,815 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:13:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 2.1142, loss: 2.1142 +2025-06-26 03:07:06,407 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:12:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.1667, loss: 2.1667 +2025-06-26 03:07:51,085 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:11:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.0668, loss: 2.0668 +2025-06-26 03:08:35,642 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:11:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.1761, loss: 2.1761 +2025-06-26 03:09:20,176 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:10:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0533, loss: 2.0533 +2025-06-26 03:10:04,721 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:09:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1263, loss: 2.1263 +2025-06-26 03:10:49,191 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:08:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 2.1669, loss: 2.1669 +2025-06-26 03:11:33,696 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:08:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.2028, loss: 2.2028 +2025-06-26 03:12:18,170 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:07:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.1462, loss: 2.1462 +2025-06-26 03:13:02,778 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:06:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.1400, loss: 2.1400 +2025-06-26 03:13:47,279 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:05:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.2780, loss: 2.2780 +2025-06-26 03:14:31,800 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:05:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.2146, loss: 2.2146 +2025-06-26 03:15:16,275 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:04:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1654, loss: 2.1654 +2025-06-26 03:16:00,917 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:03:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.1478, loss: 2.1478 +2025-06-26 03:16:45,578 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:02:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.1885, loss: 2.1885 +2025-06-26 03:17:30,165 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:02:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 2.2242, loss: 2.2242 +2025-06-26 03:18:14,800 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:01:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.1864, loss: 2.1864 +2025-06-26 03:18:59,508 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:00:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1945, loss: 2.1945 +2025-06-26 03:19:44,198 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 12:59:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1868, loss: 2.1868 +2025-06-26 03:20:28,839 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 12:59:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0900, loss: 2.0900 +2025-06-26 03:21:13,419 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 12:58:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1989, loss: 2.1989 +2025-06-26 03:21:58,028 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 12:57:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0719, loss: 2.0719 +2025-06-26 03:22:42,734 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 12:56:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.1595, loss: 2.1595 +2025-06-26 03:23:27,562 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 12:56:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0742, loss: 2.0742 +2025-06-26 03:24:12,206 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 12:55:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.1581, loss: 2.1581 +2025-06-26 03:24:57,016 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 12:54:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1640, loss: 2.1640 +2025-06-26 03:25:41,630 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 12:53:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1381, loss: 2.1381 +2025-06-26 03:26:26,234 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 12:53:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.2476, loss: 2.2476 +2025-06-26 03:27:10,955 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 12:52:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.1145, loss: 2.1145 +2025-06-26 03:27:55,643 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 12:51:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.1938, loss: 2.1938 +2025-06-26 03:28:40,181 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 12:50:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.2123, loss: 2.2123 +2025-06-26 03:29:24,867 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 12:50:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.1237, loss: 2.1237 +2025-06-26 03:29:27,520 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-26 03:47:50,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:47:51,031 - pyskl - INFO - +top1_acc 0.8406 +top5_acc 0.9680 +2025-06-26 03:47:51,094 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_119.pth was removed +2025-06-26 03:47:52,229 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-06-26 03:47:52,231 - pyskl - INFO - Best top1_acc is 0.8406 at 120 epoch. +2025-06-26 03:47:52,263 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8406, top5_acc: 0.9680 +2025-06-26 03:49:01,234 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 12:49:19, time: 0.690, data_time: 0.243, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0047, loss: 2.0047 +2025-06-26 03:49:45,765 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 12:48:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 2.0746, loss: 2.0746 +2025-06-26 03:50:30,674 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 12:47:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0598, loss: 2.0598 +2025-06-26 03:51:15,371 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 12:47:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0585, loss: 2.0585 +2025-06-26 03:52:00,081 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 12:46:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.1811, loss: 2.1811 +2025-06-26 03:52:44,589 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 12:45:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0998, loss: 2.0998 +2025-06-26 03:53:28,963 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 12:44:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 2.0823, loss: 2.0823 +2025-06-26 03:54:13,481 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 12:44:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0669, loss: 2.0669 +2025-06-26 03:54:58,278 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 12:43:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.1006, loss: 2.1006 +2025-06-26 03:55:42,875 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 12:42:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.1161, loss: 2.1161 +2025-06-26 03:56:27,717 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 12:41:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.1291, loss: 2.1291 +2025-06-26 03:57:12,350 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 12:40:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 2.1392, loss: 2.1392 +2025-06-26 03:57:56,977 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 12:40:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.1885, loss: 2.1885 +2025-06-26 03:58:41,534 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:39:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0406, loss: 2.0406 +2025-06-26 03:59:26,031 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:38:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0748, loss: 2.0748 +2025-06-26 04:00:10,461 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:37:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.1896, loss: 2.1896 +2025-06-26 04:00:54,932 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:37:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0821, loss: 2.0821 +2025-06-26 04:01:39,651 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:36:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.1376, loss: 2.1376 +2025-06-26 04:02:24,212 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:35:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.1044, loss: 2.1044 +2025-06-26 04:03:08,755 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:34:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.1790, loss: 2.1790 +2025-06-26 04:03:53,301 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:34:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0834, loss: 2.0834 +2025-06-26 04:04:37,830 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:33:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.1022, loss: 2.1022 +2025-06-26 04:05:22,275 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:32:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.1718, loss: 2.1718 +2025-06-26 04:06:06,851 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:31:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.1031, loss: 2.1031 +2025-06-26 04:06:51,794 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:31:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 2.0998, loss: 2.0998 +2025-06-26 04:07:36,563 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:30:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.1870, loss: 2.1870 +2025-06-26 04:08:21,188 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:29:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.1190, loss: 2.1190 +2025-06-26 04:09:05,950 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:28:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.0984, loss: 2.0984 +2025-06-26 04:09:50,643 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:28:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.1523, loss: 2.1523 +2025-06-26 04:10:35,442 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:27:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.2004, loss: 2.2004 +2025-06-26 04:11:20,232 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:26:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.1421, loss: 2.1421 +2025-06-26 04:12:04,972 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:25:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1358, loss: 2.1358 +2025-06-26 04:12:49,638 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:25:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1215, loss: 2.1215 +2025-06-26 04:13:34,438 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:24:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.1907, loss: 2.1907 +2025-06-26 04:13:37,099 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-26 04:17:35,818 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:17:36,372 - pyskl - INFO - +top1_acc 0.8413 +top5_acc 0.9687 +2025-06-26 04:17:36,435 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_120.pth was removed +2025-06-26 04:17:37,464 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-06-26 04:17:37,465 - pyskl - INFO - Best top1_acc is 0.8413 at 121 epoch. +2025-06-26 04:17:37,485 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8413, top5_acc: 0.9687 +2025-06-26 04:18:46,318 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:23:39, time: 0.688, data_time: 0.239, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 2.0434, loss: 2.0434 +2025-06-26 04:19:30,735 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:22:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0284, loss: 2.0284 +2025-06-26 04:20:15,364 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:22:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9629, loss: 1.9629 +2025-06-26 04:20:59,847 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:21:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.1042, loss: 2.1042 +2025-06-26 04:21:44,301 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:20:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0705, loss: 2.0705 +2025-06-26 04:22:29,113 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:19:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.9953, loss: 1.9953 +2025-06-26 04:23:13,717 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:19:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0955, loss: 2.0955 +2025-06-26 04:23:58,553 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:18:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0361, loss: 2.0361 +2025-06-26 04:24:43,227 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:17:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.1328, loss: 2.1328 +2025-06-26 04:25:27,911 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:16:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.1306, loss: 2.1306 +2025-06-26 04:26:12,630 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:16:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0838, loss: 2.0838 +2025-06-26 04:26:57,174 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:15:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0811, loss: 2.0811 +2025-06-26 04:27:41,836 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:14:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.0322, loss: 2.0322 +2025-06-26 04:28:26,481 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:13:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.1413, loss: 2.1413 +2025-06-26 04:29:11,206 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:13:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0704, loss: 2.0704 +2025-06-26 04:29:56,013 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:12:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.1191, loss: 2.1191 +2025-06-26 04:30:40,661 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:11:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0242, loss: 2.0242 +2025-06-26 04:31:25,374 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:10:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0511, loss: 2.0511 +2025-06-26 04:32:10,203 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:10:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 2.1668, loss: 2.1668 +2025-06-26 04:32:54,934 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:09:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0842, loss: 2.0842 +2025-06-26 04:33:39,667 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:08:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.1335, loss: 2.1335 +2025-06-26 04:34:24,458 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:07:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 2.1125, loss: 2.1125 +2025-06-26 04:35:09,119 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:07:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0220, loss: 2.0220 +2025-06-26 04:35:53,893 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:06:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 2.0505, loss: 2.0505 +2025-06-26 04:36:38,620 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:05:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.1112, loss: 2.1112 +2025-06-26 04:37:23,382 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:04:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.0420, loss: 2.0420 +2025-06-26 04:38:08,086 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:03:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0551, loss: 2.0551 +2025-06-26 04:38:52,929 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:03:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0940, loss: 2.0940 +2025-06-26 04:39:37,886 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:02:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1711, loss: 2.1711 +2025-06-26 04:40:22,711 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:01:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0272, loss: 2.0272 +2025-06-26 04:41:07,706 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:00:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.1249, loss: 2.1249 +2025-06-26 04:41:52,426 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:00:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0777, loss: 2.0777 +2025-06-26 04:42:37,284 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 11:59:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.2427, loss: 2.2427 +2025-06-26 04:43:22,107 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 11:58:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.0364, loss: 2.0364 +2025-06-26 04:43:24,755 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-26 04:47:23,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:47:23,945 - pyskl - INFO - +top1_acc 0.8395 +top5_acc 0.9654 +2025-06-26 04:47:23,969 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8395, top5_acc: 0.9654 +2025-06-26 04:48:32,907 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 11:58:00, time: 0.689, data_time: 0.241, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 2.0213, loss: 2.0213 +2025-06-26 04:49:17,766 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 11:57:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0428, loss: 2.0428 +2025-06-26 04:50:02,546 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 11:56:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9917, loss: 1.9917 +2025-06-26 04:50:47,292 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 11:55:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0913, loss: 2.0913 +2025-06-26 04:51:31,904 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 11:54:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 2.0816, loss: 2.0816 +2025-06-26 04:52:16,591 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 11:54:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0639, loss: 2.0639 +2025-06-26 04:53:01,092 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 11:53:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0798, loss: 2.0798 +2025-06-26 04:53:45,743 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 11:52:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0427, loss: 2.0427 +2025-06-26 04:54:30,291 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 11:51:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.0169, loss: 2.0169 +2025-06-26 04:55:14,759 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 11:51:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0110, loss: 2.0110 +2025-06-26 04:55:59,217 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 11:50:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9781, loss: 1.9781 +2025-06-26 04:56:43,697 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 11:49:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.0202, loss: 2.0202 +2025-06-26 04:57:28,279 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 11:48:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.0446, loss: 2.0446 +2025-06-26 04:58:12,880 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 11:48:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0768, loss: 2.0768 +2025-06-26 04:58:57,480 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 11:47:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9938, loss: 1.9938 +2025-06-26 04:59:42,023 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 11:46:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0743, loss: 2.0743 +2025-06-26 05:00:26,527 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 11:45:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.0693, loss: 2.0693 +2025-06-26 05:01:11,006 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 11:45:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0047, loss: 2.0047 +2025-06-26 05:01:55,652 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 11:44:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 2.0542, loss: 2.0542 +2025-06-26 05:02:40,162 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 11:43:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0299, loss: 2.0299 +2025-06-26 05:03:24,805 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 11:42:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.9665, loss: 1.9665 +2025-06-26 05:04:09,375 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 11:42:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.0693, loss: 2.0693 +2025-06-26 05:04:54,024 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:41:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.9289, loss: 1.9289 +2025-06-26 05:05:38,526 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:40:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.0191, loss: 2.0191 +2025-06-26 05:06:23,090 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:39:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.1267, loss: 2.1267 +2025-06-26 05:07:07,578 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:39:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.1201, loss: 2.1201 +2025-06-26 05:07:52,023 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:38:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0623, loss: 2.0623 +2025-06-26 05:08:36,490 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:37:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0918, loss: 2.0918 +2025-06-26 05:09:20,988 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:36:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.1190, loss: 2.1190 +2025-06-26 05:10:05,637 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:36:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.9586, loss: 1.9586 +2025-06-26 05:10:50,126 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:35:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.1096, loss: 2.1096 +2025-06-26 05:11:34,533 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:34:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.0122, loss: 2.0122 +2025-06-26 05:12:19,071 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:33:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0783, loss: 2.0783 +2025-06-26 05:13:03,699 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:33:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.1067, loss: 2.1067 +2025-06-26 05:13:06,476 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-26 05:17:05,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:17:05,715 - pyskl - INFO - +top1_acc 0.8436 +top5_acc 0.9666 +2025-06-26 05:17:05,770 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_121.pth was removed +2025-06-26 05:17:06,809 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-26 05:17:06,810 - pyskl - INFO - Best top1_acc is 0.8436 at 123 epoch. +2025-06-26 05:17:06,832 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8436, top5_acc: 0.9666 +2025-06-26 05:18:15,363 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:32:19, time: 0.685, data_time: 0.239, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.0830, loss: 2.0830 +2025-06-26 05:18:59,943 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:31:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9778, loss: 1.9778 +2025-06-26 05:19:44,509 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:30:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.9544, loss: 1.9544 +2025-06-26 05:20:28,999 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:30:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0348, loss: 2.0348 +2025-06-26 05:21:13,435 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:29:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.9945, loss: 1.9945 +2025-06-26 05:21:57,904 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:28:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9781, loss: 1.9781 +2025-06-26 05:22:42,385 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:27:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.0170, loss: 2.0170 +2025-06-26 05:23:26,872 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:27:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9919, loss: 1.9919 +2025-06-26 05:24:11,255 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:26:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0052, loss: 2.0052 +2025-06-26 05:24:55,815 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:25:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.9970, loss: 1.9970 +2025-06-26 05:25:40,278 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:24:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9765, loss: 1.9765 +2025-06-26 05:26:24,846 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:24:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8860, loss: 1.8860 +2025-06-26 05:27:09,340 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:23:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.9744, loss: 1.9744 +2025-06-26 05:27:53,764 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:22:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9437, loss: 1.9437 +2025-06-26 05:28:38,208 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:21:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9678, loss: 1.9678 +2025-06-26 05:29:22,600 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:20:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9455, loss: 1.9455 +2025-06-26 05:30:07,035 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:20:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.9331, loss: 1.9331 +2025-06-26 05:30:51,563 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:19:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8864, loss: 1.8864 +2025-06-26 05:31:36,050 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:18:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 2.0608, loss: 2.0608 +2025-06-26 05:32:20,439 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:17:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0306, loss: 2.0306 +2025-06-26 05:33:04,816 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:17:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0057, loss: 2.0057 +2025-06-26 05:33:49,186 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:16:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0086, loss: 2.0086 +2025-06-26 05:34:33,619 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:15:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9645, loss: 1.9645 +2025-06-26 05:35:18,114 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:14:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9522, loss: 1.9522 +2025-06-26 05:36:02,741 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:14:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0569, loss: 2.0569 +2025-06-26 05:36:47,174 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:13:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.9404, loss: 1.9404 +2025-06-26 05:37:31,585 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:12:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.0866, loss: 2.0866 +2025-06-26 05:38:16,071 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:11:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 2.0056, loss: 2.0056 +2025-06-26 05:39:00,553 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:11:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9270, loss: 1.9270 +2025-06-26 05:39:45,010 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:10:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0508, loss: 2.0508 +2025-06-26 05:40:29,514 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:09:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.0464, loss: 2.0464 +2025-06-26 05:41:13,997 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:08:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.9529, loss: 1.9529 +2025-06-26 05:41:58,630 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:08:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0935, loss: 2.0935 +2025-06-26 05:42:43,104 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:07:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9897, loss: 1.9897 +2025-06-26 05:42:45,702 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-26 05:46:44,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:46:45,293 - pyskl - INFO - +top1_acc 0.8403 +top5_acc 0.9650 +2025-06-26 05:46:45,317 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8403, top5_acc: 0.9650 +2025-06-26 05:47:53,863 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:06:38, time: 0.685, data_time: 0.239, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0066, loss: 2.0066 +2025-06-26 05:48:38,449 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:05:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9269, loss: 1.9269 +2025-06-26 05:49:22,927 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:05:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9110, loss: 1.9110 +2025-06-26 05:50:07,532 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:04:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 +2025-06-26 05:50:52,051 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:03:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8662, loss: 1.8662 +2025-06-26 05:51:36,759 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:02:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8770, loss: 1.8770 +2025-06-26 05:52:21,201 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:02:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9437, loss: 1.9437 +2025-06-26 05:53:05,641 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:01:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9793, loss: 1.9793 +2025-06-26 05:53:50,071 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:00:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8411, loss: 1.8411 +2025-06-26 05:54:34,502 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 10:59:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0116, loss: 2.0116 +2025-06-26 05:55:18,894 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 10:59:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.9214, loss: 1.9214 +2025-06-26 05:56:03,424 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 10:58:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9625, loss: 1.9625 +2025-06-26 05:56:47,879 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 10:57:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.9299, loss: 1.9299 +2025-06-26 05:57:32,406 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 10:56:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8796, loss: 1.8796 +2025-06-26 05:58:17,063 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 10:56:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9459, loss: 1.9459 +2025-06-26 05:59:01,630 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 10:55:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.0378, loss: 2.0378 +2025-06-26 05:59:46,264 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 10:54:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9463, loss: 1.9463 +2025-06-26 06:00:30,832 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 10:53:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.9660, loss: 1.9660 +2025-06-26 06:01:15,429 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 10:53:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9047, loss: 1.9047 +2025-06-26 06:01:59,918 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 10:52:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9563, loss: 1.9563 +2025-06-26 06:02:44,842 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 10:51:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.9415, loss: 1.9415 +2025-06-26 06:03:29,698 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 10:50:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9097, loss: 1.9097 +2025-06-26 06:04:14,454 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 10:50:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.9707, loss: 1.9707 +2025-06-26 06:04:59,143 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 10:49:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9725, loss: 1.9725 +2025-06-26 06:05:43,855 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 10:48:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9776, loss: 1.9776 +2025-06-26 06:06:28,532 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 10:47:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.9254, loss: 1.9254 +2025-06-26 06:07:12,851 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 10:46:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8929, loss: 1.8929 +2025-06-26 06:07:57,477 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 10:46:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8887, loss: 1.8887 +2025-06-26 06:08:42,043 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 10:45:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9250, loss: 1.9250 +2025-06-26 06:09:26,603 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 10:44:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9364, loss: 1.9364 +2025-06-26 06:10:11,097 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 10:43:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.9568, loss: 1.9568 +2025-06-26 06:10:55,637 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 10:43:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9830, loss: 1.9830 +2025-06-26 06:11:40,272 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:42:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9711, loss: 1.9711 +2025-06-26 06:12:24,884 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:41:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9056, loss: 1.9056 +2025-06-26 06:12:27,539 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-26 06:31:36,246 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:31:36,862 - pyskl - INFO - +top1_acc 0.8437 +top5_acc 0.9661 +2025-06-26 06:31:36,911 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_123.pth was removed +2025-06-26 06:31:38,011 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-26 06:31:38,013 - pyskl - INFO - Best top1_acc is 0.8437 at 125 epoch. +2025-06-26 06:31:38,040 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8437, top5_acc: 0.9661 +2025-06-26 06:32:46,115 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:40:58, time: 0.681, data_time: 0.236, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9745, loss: 1.9745 +2025-06-26 06:33:30,730 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:40:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9170, loss: 1.9170 +2025-06-26 06:34:15,327 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:39:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.9551, loss: 1.9551 +2025-06-26 06:34:59,835 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:38:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8953, loss: 1.8953 +2025-06-26 06:35:44,469 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:37:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8665, loss: 1.8665 +2025-06-26 06:36:29,059 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:37:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.8338, loss: 1.8338 +2025-06-26 06:37:13,621 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:36:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9048, loss: 1.9048 +2025-06-26 06:37:58,173 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:35:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9959, loss: 1.9959 +2025-06-26 06:38:42,706 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:34:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9216, loss: 1.9216 +2025-06-26 06:39:27,409 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:34:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9219, loss: 1.9219 +2025-06-26 06:40:12,082 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:33:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8854, loss: 1.8854 +2025-06-26 06:40:56,642 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:32:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.8833, loss: 1.8833 +2025-06-26 06:41:41,326 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:31:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8588, loss: 1.8588 +2025-06-26 06:42:25,961 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:31:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 +2025-06-26 06:43:10,594 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:30:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.9290, loss: 1.9290 +2025-06-26 06:43:55,243 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:29:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9162, loss: 1.9162 +2025-06-26 06:44:39,993 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:28:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9118, loss: 1.9118 +2025-06-26 06:45:24,472 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:28:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.9505, loss: 1.9505 +2025-06-26 06:46:09,014 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:27:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9004, loss: 1.9004 +2025-06-26 06:46:53,522 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:26:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9766, loss: 1.9766 +2025-06-26 06:47:37,896 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:25:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2025-06-26 06:48:22,392 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:25:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.9846, loss: 1.9846 +2025-06-26 06:49:07,038 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:24:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9542, loss: 1.9542 +2025-06-26 06:49:51,585 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:23:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0050, loss: 2.0050 +2025-06-26 06:50:36,026 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:22:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9198, loss: 1.9198 +2025-06-26 06:51:20,461 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:22:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.9011, loss: 1.9011 +2025-06-26 06:52:04,936 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:21:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9202, loss: 1.9202 +2025-06-26 06:52:49,613 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:20:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9637, loss: 1.9637 +2025-06-26 06:53:34,518 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:19:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9124, loss: 1.9124 +2025-06-26 06:54:19,376 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:19:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9366, loss: 1.9366 +2025-06-26 06:55:04,024 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:18:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9680, loss: 1.9680 +2025-06-26 06:55:48,635 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:17:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.9247, loss: 1.9247 +2025-06-26 06:56:33,338 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:16:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9573, loss: 1.9573 +2025-06-26 06:57:17,886 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:16:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0389, loss: 2.0389 +2025-06-26 06:57:20,536 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-26 07:01:21,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:01:22,672 - pyskl - INFO - +top1_acc 0.8430 +top5_acc 0.9678 +2025-06-26 07:01:22,695 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8430, top5_acc: 0.9678 +2025-06-26 07:02:31,184 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:15:18, time: 0.685, data_time: 0.239, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8595, loss: 1.8595 +2025-06-26 07:03:15,842 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:14:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8369, loss: 1.8369 +2025-06-26 07:04:00,510 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:13:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.8786, loss: 1.8786 +2025-06-26 07:04:45,138 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:13:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8577, loss: 1.8577 +2025-06-26 07:05:29,735 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:12:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9200, loss: 1.9200 +2025-06-26 07:06:14,342 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:11:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9138, loss: 1.9138 +2025-06-26 07:06:59,023 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:10:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.9037, loss: 1.9037 +2025-06-26 07:07:43,573 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:10:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8802, loss: 1.8802 +2025-06-26 07:08:28,178 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:09:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8643, loss: 1.8643 +2025-06-26 07:09:12,753 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:08:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8642, loss: 1.8642 +2025-06-26 07:09:57,457 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:07:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.9102, loss: 1.9102 +2025-06-26 07:10:42,491 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:06:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.8649, loss: 1.8649 +2025-06-26 07:11:26,998 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:06:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.9016, loss: 1.9016 +2025-06-26 07:12:11,518 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:05:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8300, loss: 1.8300 +2025-06-26 07:12:56,182 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:04:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8488, loss: 1.8488 +2025-06-26 07:13:40,860 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:03:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8566, loss: 1.8566 +2025-06-26 07:14:25,505 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:03:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9444, loss: 1.9444 +2025-06-26 07:15:10,114 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:02:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8725, loss: 1.8725 +2025-06-26 07:15:54,685 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:01:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.8669, loss: 1.8669 +2025-06-26 07:16:39,375 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:00:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8947, loss: 1.8947 +2025-06-26 07:17:24,013 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:00:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.9470, loss: 1.9470 +2025-06-26 07:18:08,622 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 9:59:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.9138, loss: 1.9138 +2025-06-26 07:18:53,160 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 9:58:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8745, loss: 1.8745 +2025-06-26 07:19:37,738 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 9:57:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8284, loss: 1.8284 +2025-06-26 07:20:22,324 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 9:57:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9192, loss: 1.9192 +2025-06-26 07:21:06,944 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 9:56:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.8833, loss: 1.8833 +2025-06-26 07:21:51,515 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 9:55:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8384, loss: 1.8384 +2025-06-26 07:22:36,118 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 9:54:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8914, loss: 1.8914 +2025-06-26 07:23:20,661 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 9:54:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8349, loss: 1.8349 +2025-06-26 07:24:05,205 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 9:53:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8683, loss: 1.8683 +2025-06-26 07:24:49,695 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 9:52:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8449, loss: 1.8449 +2025-06-26 07:25:34,344 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 9:51:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8231, loss: 1.8231 +2025-06-26 07:26:19,035 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 9:51:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9101, loss: 1.9101 +2025-06-26 07:27:03,586 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 9:50:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8446, loss: 1.8446 +2025-06-26 07:27:06,232 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-26 07:31:04,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:31:05,115 - pyskl - INFO - +top1_acc 0.8542 +top5_acc 0.9698 +2025-06-26 07:31:05,175 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_125.pth was removed +2025-06-26 07:31:06,273 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-26 07:31:06,274 - pyskl - INFO - Best top1_acc is 0.8542 at 127 epoch. +2025-06-26 07:31:06,300 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8542, top5_acc: 0.9698 +2025-06-26 07:32:14,685 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 9:49:38, time: 0.684, data_time: 0.238, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.8102, loss: 1.8102 +2025-06-26 07:32:59,136 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 9:48:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8366, loss: 1.8366 +2025-06-26 07:33:43,581 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 9:48:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8028, loss: 1.8028 +2025-06-26 07:34:27,994 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 9:47:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.8315, loss: 1.8315 +2025-06-26 07:35:12,397 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 9:46:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7860, loss: 1.7860 +2025-06-26 07:35:56,854 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 9:45:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8046, loss: 1.8046 +2025-06-26 07:36:41,295 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 9:45:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.8045, loss: 1.8045 +2025-06-26 07:37:25,826 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:44:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8542, loss: 1.8542 +2025-06-26 07:38:10,325 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:43:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7175, loss: 1.7175 +2025-06-26 07:38:54,929 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:42:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8409, loss: 1.8409 +2025-06-26 07:39:39,435 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:42:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7811, loss: 1.7811 +2025-06-26 07:40:24,022 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:41:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.7441, loss: 1.7441 +2025-06-26 07:41:08,455 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:40:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8166, loss: 1.8166 +2025-06-26 07:41:53,018 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:39:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7713, loss: 1.7713 +2025-06-26 07:42:37,799 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:39:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8318, loss: 1.8318 +2025-06-26 07:43:22,457 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:38:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8296, loss: 1.8296 +2025-06-26 07:44:07,050 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:37:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8361, loss: 1.8361 +2025-06-26 07:44:51,683 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:36:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8566, loss: 1.8566 +2025-06-26 07:45:36,241 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:36:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7913, loss: 1.7913 +2025-06-26 07:46:20,692 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:35:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.8096, loss: 1.8096 +2025-06-26 07:47:05,308 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:34:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8372, loss: 1.8372 +2025-06-26 07:47:50,247 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:33:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8701, loss: 1.8701 +2025-06-26 07:48:34,940 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:33:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8276, loss: 1.8276 +2025-06-26 07:49:19,704 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:32:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8250, loss: 1.8250 +2025-06-26 07:50:04,458 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:31:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8821, loss: 1.8821 +2025-06-26 07:50:49,050 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:30:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8843, loss: 1.8843 +2025-06-26 07:51:33,756 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:29:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.8299, loss: 1.8299 +2025-06-26 07:52:18,634 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:29:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9156, loss: 1.9156 +2025-06-26 07:53:03,296 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:28:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.8568, loss: 1.8568 +2025-06-26 07:53:47,958 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:27:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8358, loss: 1.8358 +2025-06-26 07:54:32,283 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:26:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.8579, loss: 1.8579 +2025-06-26 07:55:16,898 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:26:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8771, loss: 1.8771 +2025-06-26 07:56:01,384 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:25:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8809, loss: 1.8809 +2025-06-26 07:56:45,875 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:24:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8700, loss: 1.8700 +2025-06-26 07:56:48,572 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-26 08:00:50,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:00:51,015 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9690 +2025-06-26 08:00:51,036 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8497, top5_acc: 0.9690 +2025-06-26 08:01:59,127 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:23:57, time: 0.681, data_time: 0.235, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.7929, loss: 1.7929 +2025-06-26 08:02:43,811 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:23:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7998, loss: 1.7998 +2025-06-26 08:03:28,522 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:22:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8416, loss: 1.8416 +2025-06-26 08:04:13,198 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:21:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7529, loss: 1.7529 +2025-06-26 08:04:57,918 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:20:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7483, loss: 1.7483 +2025-06-26 08:05:42,618 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:20:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7621, loss: 1.7621 +2025-06-26 08:06:27,237 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:19:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.7871, loss: 1.7871 +2025-06-26 08:07:11,863 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:18:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.8341, loss: 1.8341 +2025-06-26 08:07:56,559 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:17:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8413, loss: 1.8413 +2025-06-26 08:08:41,208 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:17:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7441, loss: 1.7441 +2025-06-26 08:09:25,860 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:16:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7667, loss: 1.7667 +2025-06-26 08:10:10,496 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:15:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7318, loss: 1.7318 +2025-06-26 08:10:54,871 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:14:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7650, loss: 1.7650 +2025-06-26 08:11:39,332 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:14:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7683, loss: 1.7683 +2025-06-26 08:12:23,965 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:13:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7463, loss: 1.7463 +2025-06-26 08:13:08,685 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:12:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8213, loss: 1.8213 +2025-06-26 08:13:53,507 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:11:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7797, loss: 1.7797 +2025-06-26 08:14:38,302 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:11:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8216, loss: 1.8216 +2025-06-26 08:15:22,966 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:10:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7937, loss: 1.7937 +2025-06-26 08:16:07,611 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:09:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8304, loss: 1.8304 +2025-06-26 08:16:52,249 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:08:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7429, loss: 1.7429 +2025-06-26 08:17:36,843 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:08:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8072, loss: 1.8072 +2025-06-26 08:18:21,436 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:07:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8149, loss: 1.8149 +2025-06-26 08:19:05,904 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:06:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7795, loss: 1.7795 +2025-06-26 08:19:50,362 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:05:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.8386, loss: 1.8386 +2025-06-26 08:20:34,942 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:05:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.7465, loss: 1.7465 +2025-06-26 08:21:19,490 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:04:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7788, loss: 1.7788 +2025-06-26 08:22:04,043 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:03:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8723, loss: 1.8723 +2025-06-26 08:22:48,680 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:02:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.7806, loss: 1.7806 +2025-06-26 08:23:33,291 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:02:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7728, loss: 1.7728 +2025-06-26 08:24:17,881 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:01:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7910, loss: 1.7910 +2025-06-26 08:25:02,325 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:00:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8302, loss: 1.8302 +2025-06-26 08:25:46,771 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 8:59:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7495, loss: 1.7495 +2025-06-26 08:26:31,201 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 8:59:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7811, loss: 1.7811 +2025-06-26 08:26:33,777 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-26 08:30:32,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:30:32,839 - pyskl - INFO - +top1_acc 0.8538 +top5_acc 0.9684 +2025-06-26 08:30:32,860 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8538, top5_acc: 0.9684 +2025-06-26 08:31:41,108 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 8:58:17, time: 0.682, data_time: 0.236, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7478, loss: 1.7478 +2025-06-26 08:32:25,770 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 8:57:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7617, loss: 1.7617 +2025-06-26 08:33:10,485 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 8:56:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7323, loss: 1.7323 +2025-06-26 08:33:54,942 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 8:56:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6977, loss: 1.6977 +2025-06-26 08:34:39,599 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 8:55:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.7283, loss: 1.7283 +2025-06-26 08:35:24,052 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 8:54:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7060, loss: 1.7060 +2025-06-26 08:36:08,553 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 8:53:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7334, loss: 1.7334 +2025-06-26 08:36:53,076 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 8:53:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8056, loss: 1.8056 +2025-06-26 08:37:37,654 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 8:52:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8021, loss: 1.8021 +2025-06-26 08:38:22,276 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 8:51:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7563, loss: 1.7563 +2025-06-26 08:39:06,792 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 8:50:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7508, loss: 1.7508 +2025-06-26 08:39:51,326 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 8:49:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7527, loss: 1.7527 +2025-06-26 08:40:35,979 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 8:49:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8234, loss: 1.8234 +2025-06-26 08:41:20,576 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 8:48:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7405, loss: 1.7405 +2025-06-26 08:42:05,055 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 8:47:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7753, loss: 1.7753 +2025-06-26 08:42:49,525 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 8:46:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8096, loss: 1.8096 +2025-06-26 08:43:34,052 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 8:46:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7768, loss: 1.7768 +2025-06-26 08:44:18,514 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:45:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7463, loss: 1.7463 +2025-06-26 08:45:02,952 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:44:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7916, loss: 1.7916 +2025-06-26 08:45:47,403 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:43:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.8064, loss: 1.8064 +2025-06-26 08:46:31,893 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:43:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7258, loss: 1.7258 +2025-06-26 08:47:16,336 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:42:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7693, loss: 1.7693 +2025-06-26 08:48:00,805 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:41:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7620, loss: 1.7620 +2025-06-26 08:48:45,263 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:40:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8120, loss: 1.8120 +2025-06-26 08:49:29,637 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:40:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7960, loss: 1.7960 +2025-06-26 08:50:14,141 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:39:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8041, loss: 1.8041 +2025-06-26 08:50:58,637 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:38:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7889, loss: 1.7889 +2025-06-26 08:51:43,310 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:37:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7802, loss: 1.7802 +2025-06-26 08:52:27,933 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:37:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7434, loss: 1.7434 +2025-06-26 08:53:12,523 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:36:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7437, loss: 1.7437 +2025-06-26 08:53:57,002 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:35:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6252, loss: 1.6252 +2025-06-26 08:54:41,393 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:34:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7246, loss: 1.7246 +2025-06-26 08:55:25,990 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:34:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6813, loss: 1.6813 +2025-06-26 08:56:10,714 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:33:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7013, loss: 1.7013 +2025-06-26 08:56:13,373 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-26 09:15:38,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:15:38,954 - pyskl - INFO - +top1_acc 0.8553 +top5_acc 0.9686 +2025-06-26 09:15:39,011 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_127.pth was removed +2025-06-26 09:15:40,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-26 09:15:40,085 - pyskl - INFO - Best top1_acc is 0.8553 at 130 epoch. +2025-06-26 09:15:40,107 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8553, top5_acc: 0.9686 +2025-06-26 09:16:48,806 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:32:37, time: 0.687, data_time: 0.240, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6874, loss: 1.6874 +2025-06-26 09:17:33,353 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:31:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6784, loss: 1.6784 +2025-06-26 09:18:17,952 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:31:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6665, loss: 1.6665 +2025-06-26 09:19:02,512 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:30:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6850, loss: 1.6850 +2025-06-26 09:19:47,054 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:29:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7363, loss: 1.7363 +2025-06-26 09:20:31,639 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:28:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7409, loss: 1.7409 +2025-06-26 09:21:16,139 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:28:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7885, loss: 1.7885 +2025-06-26 09:22:00,582 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:27:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6977, loss: 1.6977 +2025-06-26 09:22:45,073 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:26:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7574, loss: 1.7574 +2025-06-26 09:23:29,480 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:25:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6921, loss: 1.6921 +2025-06-26 09:24:13,921 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:25:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7785, loss: 1.7785 +2025-06-26 09:24:58,367 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:24:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7322, loss: 1.7322 +2025-06-26 09:25:42,880 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:23:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6810, loss: 1.6810 +2025-06-26 09:26:27,413 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:22:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7734, loss: 1.7734 +2025-06-26 09:27:11,979 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:22:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6664, loss: 1.6664 +2025-06-26 09:27:56,535 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:21:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6826, loss: 1.6826 +2025-06-26 09:28:41,053 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6743, loss: 1.6743 +2025-06-26 09:29:25,633 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:19:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7609, loss: 1.7609 +2025-06-26 09:30:10,205 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:19:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.7007, loss: 1.7007 +2025-06-26 09:30:54,849 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:18:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6928, loss: 1.6928 +2025-06-26 09:31:39,535 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:17:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7294, loss: 1.7294 +2025-06-26 09:32:24,197 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:16:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.7134, loss: 1.7134 +2025-06-26 09:33:08,854 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:16:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6991, loss: 1.6991 +2025-06-26 09:33:53,526 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:15:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7630, loss: 1.7630 +2025-06-26 09:34:38,065 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:14:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6448, loss: 1.6448 +2025-06-26 09:35:22,581 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:13:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7695, loss: 1.7695 +2025-06-26 09:36:07,099 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:12:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6998, loss: 1.6998 +2025-06-26 09:36:51,559 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:12:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6752, loss: 1.6752 +2025-06-26 09:37:36,048 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:11:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8030, loss: 1.8030 +2025-06-26 09:38:20,534 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:10:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7105, loss: 1.7105 +2025-06-26 09:39:05,092 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:09:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7429, loss: 1.7429 +2025-06-26 09:39:49,653 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:09:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6901, loss: 1.6901 +2025-06-26 09:40:34,592 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:08:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7087, loss: 1.7087 +2025-06-26 09:41:19,574 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:07:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7201, loss: 1.7201 +2025-06-26 09:41:22,207 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-26 09:45:21,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:45:21,860 - pyskl - INFO - +top1_acc 0.8593 +top5_acc 0.9689 +2025-06-26 09:45:21,923 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_130.pth was removed +2025-06-26 09:45:23,031 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-06-26 09:45:23,033 - pyskl - INFO - Best top1_acc is 0.8593 at 131 epoch. +2025-06-26 09:45:23,057 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8593, top5_acc: 0.9689 +2025-06-26 09:46:32,210 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:06:57, time: 0.691, data_time: 0.244, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.7274, loss: 1.7274 +2025-06-26 09:47:16,985 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:06:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7247, loss: 1.7247 +2025-06-26 09:48:01,739 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:05:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6838, loss: 1.6838 +2025-06-26 09:48:46,378 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:04:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6883, loss: 1.6883 +2025-06-26 09:49:31,137 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:03:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7364, loss: 1.7364 +2025-06-26 09:50:15,746 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:03:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6042, loss: 1.6042 +2025-06-26 09:51:00,228 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:02:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6736, loss: 1.6736 +2025-06-26 09:51:44,766 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:01:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7019, loss: 1.7019 +2025-06-26 09:52:29,254 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:00:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6718, loss: 1.6718 +2025-06-26 09:53:13,952 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:00:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6737, loss: 1.6737 +2025-06-26 09:53:58,556 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 7:59:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6875, loss: 1.6875 +2025-06-26 09:54:43,018 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 7:58:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7294, loss: 1.7294 +2025-06-26 09:55:27,323 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 7:57:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6886, loss: 1.6886 +2025-06-26 09:56:11,740 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 7:57:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6924, loss: 1.6924 +2025-06-26 09:56:56,254 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 7:56:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6608, loss: 1.6608 +2025-06-26 09:57:40,682 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 7:55:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.7228, loss: 1.7228 +2025-06-26 09:58:25,197 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 7:54:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6802, loss: 1.6802 +2025-06-26 09:59:09,638 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 7:54:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.7313, loss: 1.7313 +2025-06-26 09:59:54,033 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 7:53:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6188, loss: 1.6188 +2025-06-26 10:00:38,437 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 7:52:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6338, loss: 1.6338 +2025-06-26 10:01:22,809 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 7:51:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5855, loss: 1.5855 +2025-06-26 10:02:07,344 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 7:51:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7007, loss: 1.7007 +2025-06-26 10:02:51,768 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 7:50:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7388, loss: 1.7388 +2025-06-26 10:03:36,328 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 7:49:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7051, loss: 1.7051 +2025-06-26 10:04:20,842 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 7:48:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-06-26 10:05:05,254 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 7:48:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 +2025-06-26 10:05:49,737 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:47:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7137, loss: 1.7137 +2025-06-26 10:06:34,221 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:46:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6363, loss: 1.6363 +2025-06-26 10:07:18,692 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:45:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6730, loss: 1.6730 +2025-06-26 10:08:03,007 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:45:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6881, loss: 1.6881 +2025-06-26 10:08:47,535 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:44:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6958, loss: 1.6958 +2025-06-26 10:09:32,081 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6608, loss: 1.6608 +2025-06-26 10:10:16,582 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:42:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6251, loss: 1.6251 +2025-06-26 10:11:01,048 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:42:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6409, loss: 1.6409 +2025-06-26 10:11:03,645 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-26 10:15:05,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:15:05,969 - pyskl - INFO - +top1_acc 0.8626 +top5_acc 0.9710 +2025-06-26 10:15:06,022 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_131.pth was removed +2025-06-26 10:15:07,047 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-06-26 10:15:07,049 - pyskl - INFO - Best top1_acc is 0.8626 at 132 epoch. +2025-06-26 10:15:07,071 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8626, top5_acc: 0.9710 +2025-06-26 10:16:15,978 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:41:16, time: 0.689, data_time: 0.242, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6719, loss: 1.6719 +2025-06-26 10:17:00,838 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:40:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6144, loss: 1.6144 +2025-06-26 10:17:45,650 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:39:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6373, loss: 1.6373 +2025-06-26 10:18:30,320 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:39:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.6163, loss: 1.6163 +2025-06-26 10:19:14,926 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:38:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6226, loss: 1.6226 +2025-06-26 10:19:59,477 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:37:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6841, loss: 1.6841 +2025-06-26 10:20:44,098 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:36:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6440, loss: 1.6440 +2025-06-26 10:21:28,717 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:35:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6956, loss: 1.6956 +2025-06-26 10:22:13,285 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:35:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6579, loss: 1.6579 +2025-06-26 10:22:57,934 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:34:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6826, loss: 1.6826 +2025-06-26 10:23:42,541 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6239, loss: 1.6239 +2025-06-26 10:24:27,150 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:32:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6588, loss: 1.6588 +2025-06-26 10:25:11,651 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:32:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6248, loss: 1.6248 +2025-06-26 10:25:56,187 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:31:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6595, loss: 1.6595 +2025-06-26 10:26:40,722 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:30:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6206, loss: 1.6206 +2025-06-26 10:27:25,281 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:29:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6375, loss: 1.6375 +2025-06-26 10:28:09,865 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:29:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6464, loss: 1.6464 +2025-06-26 10:28:54,360 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:28:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6747, loss: 1.6747 +2025-06-26 10:29:38,870 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:27:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6815, loss: 1.6815 +2025-06-26 10:30:23,343 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:26:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.6539, loss: 1.6539 +2025-06-26 10:31:08,164 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:26:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5956, loss: 1.5956 +2025-06-26 10:31:52,838 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:25:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6290, loss: 1.6290 +2025-06-26 10:32:37,382 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:24:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6414, loss: 1.6414 +2025-06-26 10:33:21,934 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:23:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6780, loss: 1.6780 +2025-06-26 10:34:06,682 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:23:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5513, loss: 1.5513 +2025-06-26 10:34:51,639 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:22:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6277, loss: 1.6277 +2025-06-26 10:35:36,594 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:21:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6304, loss: 1.6304 +2025-06-26 10:36:21,087 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:20:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6351, loss: 1.6351 +2025-06-26 10:37:05,586 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:20:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5995, loss: 1.5995 +2025-06-26 10:37:50,178 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:19:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6131, loss: 1.6131 +2025-06-26 10:38:34,795 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:18:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6464, loss: 1.6464 +2025-06-26 10:39:19,346 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:17:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6377, loss: 1.6377 +2025-06-26 10:40:04,103 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:17:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.6592, loss: 1.6592 +2025-06-26 10:40:48,961 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:16:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6305, loss: 1.6305 +2025-06-26 10:40:51,579 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-26 10:44:51,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:44:51,879 - pyskl - INFO - +top1_acc 0.8568 +top5_acc 0.9691 +2025-06-26 10:44:51,903 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8568, top5_acc: 0.9691 +2025-06-26 10:46:00,628 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:15:36, time: 0.687, data_time: 0.241, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6615, loss: 1.6615 +2025-06-26 10:46:45,227 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:14:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6236, loss: 1.6236 +2025-06-26 10:47:29,763 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:14:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6350, loss: 1.6350 +2025-06-26 10:48:14,359 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:13:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5670, loss: 1.5670 +2025-06-26 10:48:58,978 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:12:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6305, loss: 1.6305 +2025-06-26 10:49:43,446 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:11:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6233, loss: 1.6233 +2025-06-26 10:50:27,935 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:11:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6291, loss: 1.6291 +2025-06-26 10:51:12,446 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:10:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2025-06-26 10:51:57,052 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:09:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5667, loss: 1.5667 +2025-06-26 10:52:41,655 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:08:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6406, loss: 1.6406 +2025-06-26 10:53:26,154 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:08:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6390, loss: 1.6390 +2025-06-26 10:54:10,642 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:07:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6170, loss: 1.6170 +2025-06-26 10:54:55,127 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:06:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6012, loss: 1.6012 +2025-06-26 10:55:39,654 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:05:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5770, loss: 1.5770 +2025-06-26 10:56:24,113 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:05:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6635, loss: 1.6635 +2025-06-26 10:57:08,672 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:04:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6510, loss: 1.6510 +2025-06-26 10:57:53,145 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:03:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6214, loss: 1.6214 +2025-06-26 10:58:37,660 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:02:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6064, loss: 1.6064 +2025-06-26 10:59:22,114 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:02:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5996, loss: 1.5996 +2025-06-26 11:00:06,633 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:01:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5938, loss: 1.5938 +2025-06-26 11:00:51,169 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:00:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5590, loss: 1.5590 +2025-06-26 11:01:35,695 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 6:59:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5873, loss: 1.5873 +2025-06-26 11:02:20,305 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 6:58:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5948, loss: 1.5948 +2025-06-26 11:03:04,863 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 6:58:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5755, loss: 1.5755 +2025-06-26 11:03:49,282 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 6:57:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6111, loss: 1.6111 +2025-06-26 11:04:33,835 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 6:56:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6637, loss: 1.6637 +2025-06-26 11:05:18,427 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 6:55:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5660, loss: 1.5660 +2025-06-26 11:06:02,970 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 6:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6757, loss: 1.6757 +2025-06-26 11:06:47,474 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 6:54:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5764, loss: 1.5764 +2025-06-26 11:07:31,931 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 6:53:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5733, loss: 1.5733 +2025-06-26 11:08:16,412 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 6:52:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5671, loss: 1.5671 +2025-06-26 11:09:00,895 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 6:52:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5598, loss: 1.5598 +2025-06-26 11:09:45,481 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 6:51:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6186, loss: 1.6186 +2025-06-26 11:10:30,008 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 6:50:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6329, loss: 1.6329 +2025-06-26 11:10:32,601 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-26 11:14:32,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:14:33,458 - pyskl - INFO - +top1_acc 0.8611 +top5_acc 0.9703 +2025-06-26 11:14:33,479 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8611, top5_acc: 0.9703 +2025-06-26 11:15:41,788 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 6:49:56, time: 0.683, data_time: 0.238, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5735, loss: 1.5735 +2025-06-26 11:16:26,430 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:49:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5823, loss: 1.5823 +2025-06-26 11:17:10,983 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:48:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5894, loss: 1.5894 +2025-06-26 11:17:55,455 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:47:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6049, loss: 1.6049 +2025-06-26 11:18:39,997 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:46:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5623, loss: 1.5623 +2025-06-26 11:19:24,566 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:46:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5460, loss: 1.5460 +2025-06-26 11:20:09,172 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:45:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5877, loss: 1.5877 +2025-06-26 11:20:53,766 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:44:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5515, loss: 1.5515 +2025-06-26 11:21:38,305 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:43:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6317, loss: 1.6317 +2025-06-26 11:22:22,793 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:43:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6349, loss: 1.6349 +2025-06-26 11:23:07,385 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:42:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5947, loss: 1.5947 +2025-06-26 11:23:52,059 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:41:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6202, loss: 1.6202 +2025-06-26 11:24:36,598 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:40:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5382, loss: 1.5382 +2025-06-26 11:25:21,183 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:40:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5952, loss: 1.5952 +2025-06-26 11:26:05,701 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:39:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5819, loss: 1.5819 +2025-06-26 11:26:50,378 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:38:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5907, loss: 1.5907 +2025-06-26 11:27:34,892 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:37:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2025-06-26 11:28:19,434 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:37:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5454, loss: 1.5454 +2025-06-26 11:29:04,093 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:36:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5299, loss: 1.5299 +2025-06-26 11:29:48,680 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:35:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5162, loss: 1.5162 +2025-06-26 11:30:33,259 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:34:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5978, loss: 1.5978 +2025-06-26 11:31:17,854 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:34:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5369, loss: 1.5369 +2025-06-26 11:32:02,467 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:33:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5971, loss: 1.5971 +2025-06-26 11:32:47,038 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:32:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5917, loss: 1.5917 +2025-06-26 11:33:31,653 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:31:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.5890, loss: 1.5890 +2025-06-26 11:34:16,216 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:31:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5644, loss: 1.5644 +2025-06-26 11:35:00,858 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:30:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6039, loss: 1.6039 +2025-06-26 11:35:45,435 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:29:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6147, loss: 1.6147 +2025-06-26 11:36:30,096 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:28:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5689, loss: 1.5689 +2025-06-26 11:37:14,723 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:28:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5250, loss: 1.5250 +2025-06-26 11:37:59,346 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:27:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5781, loss: 1.5781 +2025-06-26 11:38:43,997 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:26:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6407, loss: 1.6407 +2025-06-26 11:39:28,667 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:25:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5849, loss: 1.5849 +2025-06-26 11:40:13,329 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:25:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5795, loss: 1.5795 +2025-06-26 11:40:15,981 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-26 12:00:07,711 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:00:08,489 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9708 +2025-06-26 12:00:08,545 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_132.pth was removed +2025-06-26 12:00:09,592 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-26 12:00:09,594 - pyskl - INFO - Best top1_acc is 0.8648 at 135 epoch. +2025-06-26 12:00:09,618 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8648, top5_acc: 0.9708 +2025-06-26 12:01:18,020 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:24:16, time: 0.684, data_time: 0.236, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5747, loss: 1.5747 +2025-06-26 12:02:02,807 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:23:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5822, loss: 1.5822 +2025-06-26 12:02:47,462 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:22:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6187, loss: 1.6187 +2025-06-26 12:03:32,015 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:22:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5538, loss: 1.5538 +2025-06-26 12:04:16,475 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:21:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6058, loss: 1.6058 +2025-06-26 12:05:00,968 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:20:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5912, loss: 1.5912 +2025-06-26 12:05:45,466 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:19:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5606, loss: 1.5606 +2025-06-26 12:06:29,815 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:18:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5408, loss: 1.5408 +2025-06-26 12:07:14,134 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:18:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5586, loss: 1.5586 +2025-06-26 12:07:58,599 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:17:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5754, loss: 1.5754 +2025-06-26 12:08:43,021 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:16:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5652, loss: 1.5652 +2025-06-26 12:09:27,459 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:15:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5755, loss: 1.5755 +2025-06-26 12:10:12,046 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:15:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5429, loss: 1.5429 +2025-06-26 12:10:56,729 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:14:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5628, loss: 1.5628 +2025-06-26 12:11:41,406 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:13:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5282, loss: 1.5282 +2025-06-26 12:12:26,102 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:12:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5138, loss: 1.5138 +2025-06-26 12:13:10,677 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:12:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4931, loss: 1.4931 +2025-06-26 12:13:55,225 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:11:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5700, loss: 1.5700 +2025-06-26 12:14:39,759 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:10:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5460, loss: 1.5460 +2025-06-26 12:15:24,439 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:09:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5764, loss: 1.5764 +2025-06-26 12:16:09,056 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:09:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6035, loss: 1.6035 +2025-06-26 12:16:53,695 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:08:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5821, loss: 1.5821 +2025-06-26 12:17:38,499 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:07:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5677, loss: 1.5677 +2025-06-26 12:18:23,080 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:06:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5599, loss: 1.5599 +2025-06-26 12:19:07,670 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:06:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5753, loss: 1.5753 +2025-06-26 12:19:52,274 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:05:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5160, loss: 1.5160 +2025-06-26 12:20:36,887 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:04:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5365, loss: 1.5365 +2025-06-26 12:21:21,603 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:03:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6128, loss: 1.6128 +2025-06-26 12:22:06,252 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:03:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5796, loss: 1.5796 +2025-06-26 12:22:50,770 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:02:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5569, loss: 1.5569 +2025-06-26 12:23:35,396 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:01:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-06-26 12:24:20,033 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:00:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5842, loss: 1.5842 +2025-06-26 12:25:04,646 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:00:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5411, loss: 1.5411 +2025-06-26 12:25:49,257 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 5:59:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5819, loss: 1.5819 +2025-06-26 12:25:51,853 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-26 12:29:53,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:29:53,670 - pyskl - INFO - +top1_acc 0.8603 +top5_acc 0.9692 +2025-06-26 12:29:53,698 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8603, top5_acc: 0.9692 +2025-06-26 12:31:02,487 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 5:58:36, time: 0.688, data_time: 0.239, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5582, loss: 1.5582 +2025-06-26 12:31:47,169 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 5:57:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5274, loss: 1.5274 +2025-06-26 12:32:31,955 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 5:57:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5154, loss: 1.5154 +2025-06-26 12:33:16,620 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 5:56:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5269, loss: 1.5269 +2025-06-26 12:34:01,260 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 5:55:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5008, loss: 1.5008 +2025-06-26 12:34:45,910 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 5:54:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5479, loss: 1.5479 +2025-06-26 12:35:30,580 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 5:54:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5347, loss: 1.5347 +2025-06-26 12:36:15,278 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 5:53:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5011, loss: 1.5011 +2025-06-26 12:36:59,967 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 5:52:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5437, loss: 1.5437 +2025-06-26 12:37:44,660 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 5:51:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5208, loss: 1.5208 +2025-06-26 12:38:29,601 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 5:51:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5139, loss: 1.5139 +2025-06-26 12:39:14,412 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:50:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5423, loss: 1.5423 +2025-06-26 12:39:59,419 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:49:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4953, loss: 1.4953 +2025-06-26 12:40:44,081 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:48:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5751, loss: 1.5751 +2025-06-26 12:41:29,284 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:48:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5329, loss: 1.5329 +2025-06-26 12:42:14,023 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:47:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-06-26 12:42:58,593 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:46:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5180, loss: 1.5180 +2025-06-26 12:43:43,250 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:45:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5286, loss: 1.5286 +2025-06-26 12:44:27,983 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:45:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6060, loss: 1.6060 +2025-06-26 12:45:12,640 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:44:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5010, loss: 1.5010 +2025-06-26 12:45:57,561 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:43:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5307, loss: 1.5307 +2025-06-26 12:46:42,227 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:42:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5017, loss: 1.5017 +2025-06-26 12:47:26,940 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:42:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5025, loss: 1.5025 +2025-06-26 12:48:11,511 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:41:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4908, loss: 1.4908 +2025-06-26 12:48:56,143 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:40:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5314, loss: 1.5314 +2025-06-26 12:49:40,784 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:39:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5128, loss: 1.5128 +2025-06-26 12:50:25,408 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:38:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5485, loss: 1.5485 +2025-06-26 12:51:10,146 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:38:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5059, loss: 1.5059 +2025-06-26 12:51:54,807 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:37:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5613, loss: 1.5613 +2025-06-26 12:52:39,472 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:36:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5326, loss: 1.5326 +2025-06-26 12:53:24,064 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:35:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5700, loss: 1.5700 +2025-06-26 12:54:08,376 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:35:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5142, loss: 1.5142 +2025-06-26 12:54:53,125 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:34:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5343, loss: 1.5343 +2025-06-26 12:55:37,869 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:33:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4896, loss: 1.4896 +2025-06-26 12:55:40,474 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-26 12:59:39,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:59:39,896 - pyskl - INFO - +top1_acc 0.8651 +top5_acc 0.9704 +2025-06-26 12:59:39,949 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_135.pth was removed +2025-06-26 12:59:40,985 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-26 12:59:40,987 - pyskl - INFO - Best top1_acc is 0.8651 at 137 epoch. +2025-06-26 12:59:41,009 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8651, top5_acc: 0.9704 +2025-06-26 13:00:49,639 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:32:56, time: 0.686, data_time: 0.241, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4969, loss: 1.4969 +2025-06-26 13:01:34,193 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:32:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5156, loss: 1.5156 +2025-06-26 13:02:18,801 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:31:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4796, loss: 1.4796 +2025-06-26 13:03:03,399 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:30:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-06-26 13:03:48,013 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:29:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5625, loss: 1.5625 +2025-06-26 13:04:32,574 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:29:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5258, loss: 1.5258 +2025-06-26 13:05:17,315 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:28:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5204, loss: 1.5204 +2025-06-26 13:06:01,786 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:27:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4939, loss: 1.4939 +2025-06-26 13:06:46,327 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:26:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4648, loss: 1.4648 +2025-06-26 13:07:30,851 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:26:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5310, loss: 1.5310 +2025-06-26 13:08:15,377 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:25:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4804, loss: 1.4804 +2025-06-26 13:08:59,849 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:24:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5593, loss: 1.5593 +2025-06-26 13:09:44,398 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:23:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4805, loss: 1.4805 +2025-06-26 13:10:28,914 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:23:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5186, loss: 1.5186 +2025-06-26 13:11:13,432 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:22:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5106, loss: 1.5106 +2025-06-26 13:11:57,917 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:21:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4954, loss: 1.4954 +2025-06-26 13:12:42,340 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:20:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4969, loss: 1.4969 +2025-06-26 13:13:26,829 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:20:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5359, loss: 1.5359 +2025-06-26 13:14:11,260 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:19:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4940, loss: 1.4940 +2025-06-26 13:14:55,717 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:18:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4878, loss: 1.4878 +2025-06-26 13:15:40,190 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:17:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4999, loss: 1.4999 +2025-06-26 13:16:24,647 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:17:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5723, loss: 1.5723 +2025-06-26 13:17:09,078 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:16:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4944, loss: 1.4944 +2025-06-26 13:17:53,546 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:15:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5089, loss: 1.5089 +2025-06-26 13:18:38,100 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:14:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4973, loss: 1.4973 +2025-06-26 13:19:22,591 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:14:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4700, loss: 1.4700 +2025-06-26 13:20:06,989 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:13:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5294, loss: 1.5294 +2025-06-26 13:20:51,532 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:12:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5178, loss: 1.5178 +2025-06-26 13:21:36,159 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:11:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5076, loss: 1.5076 +2025-06-26 13:22:20,683 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:11:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5378, loss: 1.5378 +2025-06-26 13:23:05,254 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:10:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5583, loss: 1.5583 +2025-06-26 13:23:49,745 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:09:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4931, loss: 1.4931 +2025-06-26 13:24:34,235 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:08:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5344, loss: 1.5344 +2025-06-26 13:25:18,709 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:08:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4954, loss: 1.4954 +2025-06-26 13:25:21,264 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-26 13:29:22,056 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 13:29:22,611 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9709 +2025-06-26 13:29:22,662 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_137.pth was removed +2025-06-26 13:29:23,668 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-26 13:29:23,670 - pyskl - INFO - Best top1_acc is 0.8652 at 138 epoch. +2025-06-26 13:29:23,689 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8652, top5_acc: 0.9709 +2025-06-26 13:30:32,490 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:07:16, time: 0.688, data_time: 0.242, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4774, loss: 1.4774 +2025-06-26 13:31:17,187 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:06:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5050, loss: 1.5050 +2025-06-26 13:32:01,902 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:05:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5487, loss: 1.5487 +2025-06-26 13:32:46,606 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:05:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4858, loss: 1.4858 +2025-06-26 13:33:31,226 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:04:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4632, loss: 1.4632 +2025-06-26 13:34:15,776 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:03:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4630, loss: 1.4630 +2025-06-26 13:35:00,293 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:02:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.4806, loss: 1.4806 +2025-06-26 13:35:45,045 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:01:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-06-26 13:36:29,732 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:01:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3953, loss: 1.3953 +2025-06-26 13:37:14,302 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:00:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4849, loss: 1.4849 +2025-06-26 13:37:58,812 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 4:59:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4523, loss: 1.4523 +2025-06-26 13:38:43,382 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 4:58:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4819, loss: 1.4819 +2025-06-26 13:39:28,021 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 4:58:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5042, loss: 1.5042 +2025-06-26 13:40:12,752 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 4:57:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4833, loss: 1.4833 +2025-06-26 13:40:57,569 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 4:56:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4970, loss: 1.4970 +2025-06-26 13:41:42,159 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 4:55:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4679, loss: 1.4679 +2025-06-26 13:42:26,738 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 4:55:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 +2025-06-26 13:43:11,326 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 4:54:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4987, loss: 1.4987 +2025-06-26 13:43:55,934 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 4:53:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-06-26 13:44:40,478 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 4:52:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4748, loss: 1.4748 +2025-06-26 13:45:25,101 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:52:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4777, loss: 1.4777 +2025-06-26 13:46:09,644 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:51:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5016, loss: 1.5016 +2025-06-26 13:46:54,346 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:50:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4584, loss: 1.4584 +2025-06-26 13:47:39,205 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:49:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5286, loss: 1.5286 +2025-06-26 13:48:23,750 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:49:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4790, loss: 1.4790 +2025-06-26 13:49:08,320 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:48:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4799, loss: 1.4799 +2025-06-26 13:49:52,979 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:47:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5445, loss: 1.5445 +2025-06-26 13:50:37,549 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:46:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4897, loss: 1.4897 +2025-06-26 13:51:22,173 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:46:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4885, loss: 1.4885 +2025-06-26 13:52:06,794 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:45:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5118, loss: 1.5118 +2025-06-26 13:52:51,312 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:44:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-06-26 13:53:35,817 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:43:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5029, loss: 1.5029 +2025-06-26 13:54:20,383 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:43:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4682, loss: 1.4682 +2025-06-26 13:55:04,963 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:42:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5085, loss: 1.5085 +2025-06-26 13:55:07,604 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-26 13:59:06,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 13:59:07,012 - pyskl - INFO - +top1_acc 0.8657 +top5_acc 0.9709 +2025-06-26 13:59:07,068 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_138.pth was removed +2025-06-26 13:59:08,126 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-26 13:59:08,128 - pyskl - INFO - Best top1_acc is 0.8657 at 139 epoch. +2025-06-26 13:59:08,153 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8657, top5_acc: 0.9709 +2025-06-26 14:00:16,214 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:41:36, time: 0.681, data_time: 0.235, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4828, loss: 1.4828 +2025-06-26 14:01:00,862 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:40:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4434, loss: 1.4434 +2025-06-26 14:01:45,319 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:40:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4778, loss: 1.4778 +2025-06-26 14:02:29,869 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:39:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4298, loss: 1.4298 +2025-06-26 14:03:14,380 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:38:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4664, loss: 1.4664 +2025-06-26 14:03:58,786 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:37:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4850, loss: 1.4850 +2025-06-26 14:04:43,204 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:37:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4636, loss: 1.4636 +2025-06-26 14:05:27,730 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:36:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4669, loss: 1.4669 +2025-06-26 14:06:12,269 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:35:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4600, loss: 1.4600 +2025-06-26 14:06:56,838 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:34:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4952, loss: 1.4952 +2025-06-26 14:07:41,525 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:34:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4227, loss: 1.4227 +2025-06-26 14:08:26,169 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:33:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-06-26 14:09:10,780 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:32:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5158, loss: 1.5158 +2025-06-26 14:09:55,256 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:31:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4670, loss: 1.4670 +2025-06-26 14:10:39,873 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:31:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5089, loss: 1.5089 +2025-06-26 14:11:24,429 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:30:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5237, loss: 1.5237 +2025-06-26 14:12:08,955 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:29:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5231, loss: 1.5231 +2025-06-26 14:12:53,442 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:28:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4240, loss: 1.4240 +2025-06-26 14:13:38,030 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:28:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4318, loss: 1.4318 +2025-06-26 14:14:22,525 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:27:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4872, loss: 1.4872 +2025-06-26 14:15:07,132 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:26:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4635, loss: 1.4635 +2025-06-26 14:15:51,779 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:25:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4775, loss: 1.4775 +2025-06-26 14:16:36,279 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:24:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4727, loss: 1.4727 +2025-06-26 14:17:20,792 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:24:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4825, loss: 1.4825 +2025-06-26 14:18:05,423 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:23:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4518, loss: 1.4518 +2025-06-26 14:18:49,911 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:22:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4902, loss: 1.4902 +2025-06-26 14:19:34,478 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:21:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4511, loss: 1.4511 +2025-06-26 14:20:18,974 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:21:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4647, loss: 1.4647 +2025-06-26 14:21:03,431 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:20:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5276, loss: 1.5276 +2025-06-26 14:21:47,911 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:19:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4721, loss: 1.4721 +2025-06-26 14:22:32,361 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:18:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4816, loss: 1.4816 +2025-06-26 14:23:16,837 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:18:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4698, loss: 1.4698 +2025-06-26 14:24:01,412 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:17:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4202, loss: 1.4202 +2025-06-26 14:24:45,972 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:16:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5189, loss: 1.5189 +2025-06-26 14:24:48,712 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-26 14:42:51,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:42:52,566 - pyskl - INFO - +top1_acc 0.8675 +top5_acc 0.9707 +2025-06-26 14:42:52,628 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_139.pth was removed +2025-06-26 14:42:53,737 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-26 14:42:53,739 - pyskl - INFO - Best top1_acc is 0.8675 at 140 epoch. +2025-06-26 14:42:53,763 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8675, top5_acc: 0.9707 +2025-06-26 14:44:02,543 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:15:55, time: 0.688, data_time: 0.242, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4105, loss: 1.4105 +2025-06-26 14:44:47,224 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:15:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4918, loss: 1.4918 +2025-06-26 14:45:31,958 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:14:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4566, loss: 1.4566 +2025-06-26 14:46:16,513 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:13:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4526, loss: 1.4526 +2025-06-26 14:47:01,175 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:12:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-06-26 14:47:45,782 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:12:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-26 14:48:30,558 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:11:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4534, loss: 1.4534 +2025-06-26 14:49:15,225 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:10:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4607, loss: 1.4607 +2025-06-26 14:49:59,811 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:09:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4767, loss: 1.4767 +2025-06-26 14:50:44,282 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:09:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4338, loss: 1.4338 +2025-06-26 14:51:28,852 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:08:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4761, loss: 1.4761 +2025-06-26 14:52:13,424 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:07:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4785, loss: 1.4785 +2025-06-26 14:52:58,017 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:06:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4411, loss: 1.4411 +2025-06-26 14:53:42,646 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:06:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4687, loss: 1.4687 +2025-06-26 14:54:27,263 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:05:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4351, loss: 1.4351 +2025-06-26 14:55:11,981 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:04:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4569, loss: 1.4569 +2025-06-26 14:55:56,627 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:03:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4260, loss: 1.4260 +2025-06-26 14:56:41,254 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:03:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4962, loss: 1.4962 +2025-06-26 14:57:25,890 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:02:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-06-26 14:58:10,434 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:01:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4811, loss: 1.4811 +2025-06-26 14:58:55,002 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:00:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4846, loss: 1.4846 +2025-06-26 14:59:39,505 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:00:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4924, loss: 1.4924 +2025-06-26 15:00:24,163 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 3:59:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4575, loss: 1.4575 +2025-06-26 15:01:08,785 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 3:58:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-06-26 15:01:53,317 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 3:57:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4658, loss: 1.4658 +2025-06-26 15:02:37,818 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 3:57:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4087, loss: 1.4087 +2025-06-26 15:03:22,318 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 3:56:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4823, loss: 1.4823 +2025-06-26 15:04:06,944 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 3:55:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4270, loss: 1.4270 +2025-06-26 15:04:51,634 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 3:54:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4446, loss: 1.4446 +2025-06-26 15:05:36,343 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 3:54:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4371, loss: 1.4371 +2025-06-26 15:06:21,001 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:53:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4602, loss: 1.4602 +2025-06-26 15:07:05,613 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:52:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4728, loss: 1.4728 +2025-06-26 15:07:50,306 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:51:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4342, loss: 1.4342 +2025-06-26 15:08:34,956 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:51:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3892, loss: 1.3892 +2025-06-26 15:08:37,638 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-26 15:12:36,242 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:12:36,854 - pyskl - INFO - +top1_acc 0.8621 +top5_acc 0.9696 +2025-06-26 15:12:36,875 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8621, top5_acc: 0.9696 +2025-06-26 15:13:45,099 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:50:15, time: 0.682, data_time: 0.233, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4657, loss: 1.4657 +2025-06-26 15:14:30,112 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:49:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4242, loss: 1.4242 +2025-06-26 15:15:15,027 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:48:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-06-26 15:15:59,796 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:48:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4622, loss: 1.4622 +2025-06-26 15:16:44,446 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:47:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4259, loss: 1.4259 +2025-06-26 15:17:29,172 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:46:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3754, loss: 1.3754 +2025-06-26 15:18:14,012 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:45:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4357, loss: 1.4357 +2025-06-26 15:18:58,785 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:44:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4959, loss: 1.4959 +2025-06-26 15:19:43,543 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:44:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4549, loss: 1.4549 +2025-06-26 15:20:28,199 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:43:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4545, loss: 1.4545 +2025-06-26 15:21:12,962 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:42:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3957, loss: 1.3957 +2025-06-26 15:21:57,622 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:41:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-06-26 15:22:42,185 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:41:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4468, loss: 1.4468 +2025-06-26 15:23:26,818 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:40:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4289, loss: 1.4289 +2025-06-26 15:24:11,363 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:39:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4405, loss: 1.4405 +2025-06-26 15:24:55,986 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:38:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4893, loss: 1.4893 +2025-06-26 15:25:40,603 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:38:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4448, loss: 1.4448 +2025-06-26 15:26:25,202 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:37:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-06-26 15:27:09,870 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:36:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4083, loss: 1.4083 +2025-06-26 15:27:54,554 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:35:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4404, loss: 1.4404 +2025-06-26 15:28:39,105 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:35:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-06-26 15:29:23,706 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:34:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4284, loss: 1.4284 +2025-06-26 15:30:08,316 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:33:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4891, loss: 1.4891 +2025-06-26 15:30:52,892 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:32:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4545, loss: 1.4545 +2025-06-26 15:31:37,494 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:32:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4654, loss: 1.4654 +2025-06-26 15:32:22,068 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:31:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4130, loss: 1.4130 +2025-06-26 15:33:06,690 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:30:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4030, loss: 1.4030 +2025-06-26 15:33:51,293 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:29:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4204, loss: 1.4204 +2025-06-26 15:34:35,800 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:29:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4790, loss: 1.4790 +2025-06-26 15:35:20,331 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:28:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4835, loss: 1.4835 +2025-06-26 15:36:04,926 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:27:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-06-26 15:36:49,498 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:26:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4076, loss: 1.4076 +2025-06-26 15:37:34,094 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:26:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4458, loss: 1.4458 +2025-06-26 15:38:18,914 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:25:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4256, loss: 1.4256 +2025-06-26 15:38:21,536 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-26 15:42:22,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:42:23,205 - pyskl - INFO - +top1_acc 0.8683 +top5_acc 0.9722 +2025-06-26 15:42:23,259 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_140.pth was removed +2025-06-26 15:42:24,292 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-26 15:42:24,293 - pyskl - INFO - Best top1_acc is 0.8683 at 142 epoch. +2025-06-26 15:42:24,313 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8683, top5_acc: 0.9722 +2025-06-26 15:43:33,284 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:24:35, time: 0.690, data_time: 0.240, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4115, loss: 1.4115 +2025-06-26 15:44:18,111 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:23:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-06-26 15:45:02,847 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:23:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-06-26 15:45:47,471 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:22:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-26 15:46:32,072 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:21:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4525, loss: 1.4525 +2025-06-26 15:47:16,743 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:20:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4548, loss: 1.4548 +2025-06-26 15:48:01,373 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:20:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3440, loss: 1.3440 +2025-06-26 15:48:46,035 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:19:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4621, loss: 1.4621 +2025-06-26 15:49:30,742 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:18:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4430, loss: 1.4430 +2025-06-26 15:50:15,300 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:17:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4649, loss: 1.4649 +2025-06-26 15:50:59,999 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:17:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4449, loss: 1.4449 +2025-06-26 15:51:44,734 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:16:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4256, loss: 1.4256 +2025-06-26 15:52:29,448 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:15:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4339, loss: 1.4339 +2025-06-26 15:53:13,937 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:14:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4164, loss: 1.4164 +2025-06-26 15:53:58,476 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-06-26 15:54:43,145 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:13:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4444, loss: 1.4444 +2025-06-26 15:55:27,604 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:12:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4500, loss: 1.4500 +2025-06-26 15:56:12,269 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:11:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4090, loss: 1.4090 +2025-06-26 15:56:56,965 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:11:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-06-26 15:57:41,922 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:10:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4520, loss: 1.4520 +2025-06-26 15:58:26,587 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:09:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4432, loss: 1.4432 +2025-06-26 15:59:11,279 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:08:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4280, loss: 1.4280 +2025-06-26 15:59:55,966 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:08:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4330, loss: 1.4330 +2025-06-26 16:00:40,567 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:07:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4459, loss: 1.4459 +2025-06-26 16:01:25,146 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:06:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4322, loss: 1.4322 +2025-06-26 16:02:09,812 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:05:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4700, loss: 1.4700 +2025-06-26 16:02:54,548 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:04:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4599, loss: 1.4599 +2025-06-26 16:03:39,180 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:04:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4224, loss: 1.4224 +2025-06-26 16:04:23,711 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:03:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4364, loss: 1.4364 +2025-06-26 16:05:08,313 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:02:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4038, loss: 1.4038 +2025-06-26 16:05:52,926 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:01:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4296, loss: 1.4296 +2025-06-26 16:06:37,480 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:01:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4698, loss: 1.4698 +2025-06-26 16:07:22,131 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:00:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4211, loss: 1.4211 +2025-06-26 16:08:06,750 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 2:59:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4495, loss: 1.4495 +2025-06-26 16:08:09,358 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-26 16:12:08,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:12:09,410 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9711 +2025-06-26 16:12:09,465 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/bm/best_top1_acc_epoch_142.pth was removed +2025-06-26 16:12:10,507 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-26 16:12:10,508 - pyskl - INFO - Best top1_acc is 0.8687 at 143 epoch. +2025-06-26 16:12:10,531 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8687, top5_acc: 0.9711 +2025-06-26 16:13:19,476 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 2:58:55, time: 0.689, data_time: 0.242, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4232, loss: 1.4232 +2025-06-26 16:14:04,132 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 2:58:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4106, loss: 1.4106 +2025-06-26 16:14:48,798 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 2:57:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-06-26 16:15:33,300 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 2:56:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 +2025-06-26 16:16:17,767 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 2:55:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4314, loss: 1.4314 +2025-06-26 16:17:02,489 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:55:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-06-26 16:17:47,244 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:54:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4363, loss: 1.4363 +2025-06-26 16:18:32,292 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:53:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4133, loss: 1.4133 +2025-06-26 16:19:17,029 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:52:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-26 16:20:01,728 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:52:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4063, loss: 1.4063 +2025-06-26 16:20:46,373 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-06-26 16:21:30,946 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:50:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4182, loss: 1.4182 +2025-06-26 16:22:15,531 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:49:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4567, loss: 1.4567 +2025-06-26 16:23:00,249 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:49:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4538, loss: 1.4538 +2025-06-26 16:23:44,906 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:48:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4152, loss: 1.4152 +2025-06-26 16:24:29,922 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:47:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4417, loss: 1.4417 +2025-06-26 16:25:14,775 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:46:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3856, loss: 1.3856 +2025-06-26 16:25:59,551 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:46:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3899, loss: 1.3899 +2025-06-26 16:26:44,206 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:45:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4419, loss: 1.4419 +2025-06-26 16:27:28,866 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:44:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4380, loss: 1.4380 +2025-06-26 16:28:13,518 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:43:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3969, loss: 1.3969 +2025-06-26 16:28:58,141 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:43:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4550, loss: 1.4550 +2025-06-26 16:29:42,742 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:42:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4159, loss: 1.4159 +2025-06-26 16:30:27,403 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:41:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4063, loss: 1.4063 +2025-06-26 16:31:12,054 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:40:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4386, loss: 1.4386 +2025-06-26 16:31:56,672 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:40:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4257, loss: 1.4257 +2025-06-26 16:32:41,150 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:39:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4513, loss: 1.4513 +2025-06-26 16:33:25,783 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:38:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4242, loss: 1.4242 +2025-06-26 16:34:10,333 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:37:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4288, loss: 1.4288 +2025-06-26 16:34:54,834 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:37:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4323, loss: 1.4323 +2025-06-26 16:35:39,337 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:36:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3937, loss: 1.3937 +2025-06-26 16:36:23,922 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:35:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4443, loss: 1.4443 +2025-06-26 16:37:08,464 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:34:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4323, loss: 1.4323 +2025-06-26 16:37:52,974 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:34:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4121, loss: 1.4121 +2025-06-26 16:37:55,573 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-26 16:41:55,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:41:56,402 - pyskl - INFO - +top1_acc 0.8636 +top5_acc 0.9696 +2025-06-26 16:41:56,423 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8636, top5_acc: 0.9696 +2025-06-26 16:43:04,819 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:33:15, time: 0.684, data_time: 0.237, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4132, loss: 1.4132 +2025-06-26 16:43:49,418 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:32:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4263, loss: 1.4263 +2025-06-26 16:44:33,833 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:31:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4687, loss: 1.4687 +2025-06-26 16:45:18,250 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:30:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-06-26 16:46:02,697 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:30:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4047, loss: 1.4047 +2025-06-26 16:46:47,136 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:29:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4010, loss: 1.4010 +2025-06-26 16:47:31,606 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:28:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4456, loss: 1.4456 +2025-06-26 16:48:16,118 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:27:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4246, loss: 1.4246 +2025-06-26 16:49:00,751 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:27:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-06-26 16:49:45,614 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:26:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-06-26 16:50:30,508 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:25:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4167, loss: 1.4167 +2025-06-26 16:51:15,291 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:24:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-06-26 16:52:00,118 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:24:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4078, loss: 1.4078 +2025-06-26 16:52:44,941 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:23:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4053, loss: 1.4053 +2025-06-26 16:53:29,751 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:22:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4619, loss: 1.4619 +2025-06-26 16:54:14,589 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:21:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4250, loss: 1.4250 +2025-06-26 16:54:59,521 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:21:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4518, loss: 1.4518 +2025-06-26 16:55:44,379 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:20:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-06-26 16:56:29,090 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:19:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4188, loss: 1.4188 +2025-06-26 16:57:13,870 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:18:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3723, loss: 1.3723 +2025-06-26 16:57:58,598 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:18:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4168, loss: 1.4168 +2025-06-26 16:58:43,326 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:17:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4344, loss: 1.4344 +2025-06-26 16:59:27,995 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:16:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4724, loss: 1.4724 +2025-06-26 17:00:12,610 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:15:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4345, loss: 1.4345 +2025-06-26 17:00:57,146 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:15:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-06-26 17:01:41,749 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:14:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4358, loss: 1.4358 +2025-06-26 17:02:26,329 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:13:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4012, loss: 1.4012 +2025-06-26 17:03:10,931 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:12:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-06-26 17:03:55,505 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:12:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3961, loss: 1.3961 +2025-06-26 17:04:40,282 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:11:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4316, loss: 1.4316 +2025-06-26 17:05:25,034 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:10:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4417, loss: 1.4417 +2025-06-26 17:06:09,660 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:09:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4260, loss: 1.4260 +2025-06-26 17:06:54,358 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:09:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4547, loss: 1.4547 +2025-06-26 17:07:39,021 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:08:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4083, loss: 1.4083 +2025-06-26 17:07:41,635 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-26 17:26:28,220 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:26:28,828 - pyskl - INFO - +top1_acc 0.8665 +top5_acc 0.9711 +2025-06-26 17:26:28,852 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8665, top5_acc: 0.9711 +2025-06-26 17:27:37,598 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:07:35, time: 0.687, data_time: 0.239, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4279, loss: 1.4279 +2025-06-26 17:28:22,588 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:06:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4152, loss: 1.4152 +2025-06-26 17:29:07,337 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:06:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-06-26 17:29:51,847 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:05:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-26 17:30:36,508 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:04:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-06-26 17:31:21,176 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:03:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4057, loss: 1.4057 +2025-06-26 17:32:05,765 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:03:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4354, loss: 1.4354 +2025-06-26 17:32:50,376 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:02:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-06-26 17:33:34,990 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:01:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4508, loss: 1.4508 +2025-06-26 17:34:19,739 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:00:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-06-26 17:35:04,351 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:00:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4244, loss: 1.4244 +2025-06-26 17:35:49,039 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:59:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4052, loss: 1.4052 +2025-06-26 17:36:33,752 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:58:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4364, loss: 1.4364 +2025-06-26 17:37:18,434 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:57:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4295, loss: 1.4295 +2025-06-26 17:38:03,170 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:57:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4210, loss: 1.4210 +2025-06-26 17:38:47,822 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:56:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4437, loss: 1.4437 +2025-06-26 17:39:32,610 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:55:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4048, loss: 1.4048 +2025-06-26 17:40:17,387 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:54:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3722, loss: 1.3722 +2025-06-26 17:41:02,112 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:54:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4266, loss: 1.4266 +2025-06-26 17:41:46,910 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:53:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-06-26 17:42:31,709 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:52:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3989, loss: 1.3989 +2025-06-26 17:43:16,482 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:51:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3815, loss: 1.3815 +2025-06-26 17:44:01,272 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:51:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4217, loss: 1.4217 +2025-06-26 17:44:46,092 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:50:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-06-26 17:45:30,802 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:49:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4140, loss: 1.4140 +2025-06-26 17:46:15,543 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:48:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-06-26 17:47:00,527 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:47:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4289, loss: 1.4289 +2025-06-26 17:47:45,303 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:47:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3797, loss: 1.3797 +2025-06-26 17:48:29,869 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:46:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4322, loss: 1.4322 +2025-06-26 17:49:14,377 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:45:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-06-26 17:49:58,939 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:44:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4037, loss: 1.4037 +2025-06-26 17:50:43,721 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:44:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-26 17:51:28,276 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:43:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3887, loss: 1.3887 +2025-06-26 17:52:12,965 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:42:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-06-26 17:52:15,648 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-26 17:56:16,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:56:17,557 - pyskl - INFO - +top1_acc 0.8669 +top5_acc 0.9714 +2025-06-26 17:56:17,577 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8669, top5_acc: 0.9714 +2025-06-26 17:57:26,374 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:41:55, time: 0.688, data_time: 0.241, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-06-26 17:58:10,926 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:41:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3689, loss: 1.3689 +2025-06-26 17:58:55,501 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:40:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-06-26 17:59:40,022 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:39:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4065, loss: 1.4065 +2025-06-26 18:00:24,675 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:38:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3777, loss: 1.3777 +2025-06-26 18:01:09,218 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:38:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4516, loss: 1.4516 +2025-06-26 18:01:54,015 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:37:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3998, loss: 1.3998 +2025-06-26 18:02:38,568 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:36:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4007, loss: 1.4007 +2025-06-26 18:03:23,198 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:35:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4030, loss: 1.4030 +2025-06-26 18:04:07,943 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:35:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4444, loss: 1.4444 +2025-06-26 18:04:52,572 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:34:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-06-26 18:05:36,948 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:33:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4049, loss: 1.4049 +2025-06-26 18:06:21,466 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:32:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4495, loss: 1.4495 +2025-06-26 18:07:05,962 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:32:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3562, loss: 1.3562 +2025-06-26 18:07:50,401 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:31:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3661, loss: 1.3661 +2025-06-26 18:08:34,938 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:30:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4210, loss: 1.4210 +2025-06-26 18:09:19,490 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:29:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3779, loss: 1.3779 +2025-06-26 18:10:04,038 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:29:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4156, loss: 1.4156 +2025-06-26 18:10:48,566 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:28:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4023, loss: 1.4023 +2025-06-26 18:11:33,018 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:27:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4050, loss: 1.4050 +2025-06-26 18:12:17,577 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:26:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4657, loss: 1.4657 +2025-06-26 18:13:01,885 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:26:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3863, loss: 1.3863 +2025-06-26 18:13:46,305 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:25:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4257, loss: 1.4257 +2025-06-26 18:14:31,014 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:24:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3623, loss: 1.3623 +2025-06-26 18:15:15,489 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:23:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3613, loss: 1.3613 +2025-06-26 18:16:00,022 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:23:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3920, loss: 1.3920 +2025-06-26 18:16:44,561 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:22:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4027, loss: 1.4027 +2025-06-26 18:17:29,164 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:21:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4013, loss: 1.4013 +2025-06-26 18:18:13,652 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:20:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4221, loss: 1.4221 +2025-06-26 18:18:58,191 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:20:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4308, loss: 1.4308 +2025-06-26 18:19:42,879 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:19:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4317, loss: 1.4317 +2025-06-26 18:20:27,499 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:18:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4595, loss: 1.4595 +2025-06-26 18:21:12,080 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:17:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-26 18:21:56,625 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:17:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3853, loss: 1.3853 +2025-06-26 18:21:59,335 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-26 18:25:58,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:25:59,392 - pyskl - INFO - +top1_acc 0.8653 +top5_acc 0.9699 +2025-06-26 18:25:59,414 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8653, top5_acc: 0.9699 +2025-06-26 18:27:08,158 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:16:15, time: 0.687, data_time: 0.240, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4209, loss: 1.4209 +2025-06-26 18:27:52,689 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:15:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4144, loss: 1.4144 +2025-06-26 18:28:37,183 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:14:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-06-26 18:29:21,644 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:13:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-26 18:30:06,152 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:13:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4258, loss: 1.4258 +2025-06-26 18:30:50,657 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:12:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4196, loss: 1.4196 +2025-06-26 18:31:35,197 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:11:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-06-26 18:32:19,675 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:10:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3993, loss: 1.3993 +2025-06-26 18:33:04,079 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:10:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-06-26 18:33:48,499 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:09:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4364, loss: 1.4364 +2025-06-26 18:34:32,970 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:08:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4509, loss: 1.4509 +2025-06-26 18:35:17,361 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:07:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3984, loss: 1.3984 +2025-06-26 18:36:01,788 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:07:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-26 18:36:46,251 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:06:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4443, loss: 1.4443 +2025-06-26 18:37:30,756 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:05:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3969, loss: 1.3969 +2025-06-26 18:38:15,274 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:04:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4295, loss: 1.4295 +2025-06-26 18:38:59,741 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:04:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3932, loss: 1.3932 +2025-06-26 18:39:44,163 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:03:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-06-26 18:40:28,641 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:02:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4112, loss: 1.4112 +2025-06-26 18:41:13,088 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:01:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-26 18:41:57,590 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:01:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-06-26 18:42:42,130 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:00:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-06-26 18:43:26,660 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:59:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3775, loss: 1.3775 +2025-06-26 18:44:11,245 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:58:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-26 18:44:55,592 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:58:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4083, loss: 1.4083 +2025-06-26 18:45:40,140 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:57:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4386, loss: 1.4386 +2025-06-26 18:46:24,815 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:56:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4305, loss: 1.4305 +2025-06-26 18:47:09,441 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:55:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3837, loss: 1.3837 +2025-06-26 18:47:54,034 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:55:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4218, loss: 1.4218 +2025-06-26 18:48:38,587 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:54:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4136, loss: 1.4136 +2025-06-26 18:49:23,219 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:53:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4128, loss: 1.4128 +2025-06-26 18:50:07,712 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:52:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3855, loss: 1.3855 +2025-06-26 18:50:52,282 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:52:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-06-26 18:51:36,821 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:51:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-06-26 18:51:39,517 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-26 18:55:38,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:55:38,920 - pyskl - INFO - +top1_acc 0.8643 +top5_acc 0.9691 +2025-06-26 18:55:38,942 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8643, top5_acc: 0.9691 +2025-06-26 18:56:47,540 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:50:35, time: 0.686, data_time: 0.236, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4047, loss: 1.4047 +2025-06-26 18:57:32,255 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:49:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3513, loss: 1.3513 +2025-06-26 18:58:16,733 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:49:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3935, loss: 1.3935 +2025-06-26 18:59:01,331 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:48:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-26 18:59:45,876 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:47:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-06-26 19:00:30,330 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:46:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3683, loss: 1.3683 +2025-06-26 19:01:14,896 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:46:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3899, loss: 1.3899 +2025-06-26 19:01:59,424 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:45:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4024, loss: 1.4024 +2025-06-26 19:02:44,019 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:44:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3899, loss: 1.3899 +2025-06-26 19:03:28,576 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:43:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3862, loss: 1.3862 +2025-06-26 19:04:13,282 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:43:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4229, loss: 1.4229 +2025-06-26 19:04:57,915 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:42:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-06-26 19:05:42,507 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:41:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4024, loss: 1.4024 +2025-06-26 19:06:27,264 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:40:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3411, loss: 1.3411 +2025-06-26 19:07:11,945 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:40:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4145, loss: 1.4145 +2025-06-26 19:07:56,587 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:39:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3839, loss: 1.3839 +2025-06-26 19:08:41,275 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:38:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4259, loss: 1.4259 +2025-06-26 19:09:25,690 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:37:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3991, loss: 1.3991 +2025-06-26 19:10:10,226 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:37:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3916, loss: 1.3916 +2025-06-26 19:10:54,897 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:36:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3788, loss: 1.3788 +2025-06-26 19:11:39,567 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:35:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4214, loss: 1.4214 +2025-06-26 19:12:24,159 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:34:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4540, loss: 1.4540 +2025-06-26 19:13:08,781 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:33:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4005, loss: 1.4005 +2025-06-26 19:13:53,336 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:33:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3923, loss: 1.3923 +2025-06-26 19:14:37,896 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:32:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4273, loss: 1.4273 +2025-06-26 19:15:22,523 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:31:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4234, loss: 1.4234 +2025-06-26 19:16:07,063 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:30:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3981, loss: 1.3981 +2025-06-26 19:16:51,655 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:30:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4360, loss: 1.4360 +2025-06-26 19:17:36,005 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:29:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4203, loss: 1.4203 +2025-06-26 19:18:20,612 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:28:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4016, loss: 1.4016 +2025-06-26 19:19:05,269 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:27:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4027, loss: 1.4027 +2025-06-26 19:19:50,150 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4388, loss: 1.4388 +2025-06-26 19:20:34,995 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:26:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4050, loss: 1.4050 +2025-06-26 19:21:19,740 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:25:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4407, loss: 1.4407 +2025-06-26 19:21:22,339 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-26 19:25:21,464 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:25:22,051 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9708 +2025-06-26 19:25:22,073 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8652, top5_acc: 0.9708 +2025-06-26 19:26:30,928 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:24:54, time: 0.688, data_time: 0.238, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4128, loss: 1.4128 +2025-06-26 19:27:15,682 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3738, loss: 1.3738 +2025-06-26 19:28:00,438 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:23:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4042, loss: 1.4042 +2025-06-26 19:28:45,058 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:22:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4028, loss: 1.4028 +2025-06-26 19:29:29,718 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:21:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4067, loss: 1.4067 +2025-06-26 19:30:14,313 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3770, loss: 1.3770 +2025-06-26 19:30:58,965 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3674, loss: 1.3674 +2025-06-26 19:31:43,627 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:19:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4431, loss: 1.4431 +2025-06-26 19:32:28,283 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:18:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-26 19:33:13,002 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3931, loss: 1.3931 +2025-06-26 19:33:57,654 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4102, loss: 1.4102 +2025-06-26 19:34:42,300 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:16:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4100, loss: 1.4100 +2025-06-26 19:35:26,976 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:15:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-06-26 19:36:11,630 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3641, loss: 1.3641 +2025-06-26 19:36:56,275 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3796, loss: 1.3796 +2025-06-26 19:37:40,943 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-06-26 19:38:25,590 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:12:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4186, loss: 1.4186 +2025-06-26 19:39:10,291 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4136, loss: 1.4136 +2025-06-26 19:39:54,963 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3538, loss: 1.3538 +2025-06-26 19:40:39,626 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-06-26 19:41:24,375 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:09:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4447, loss: 1.4447 +2025-06-26 19:42:09,098 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3896, loss: 1.3896 +2025-06-26 19:42:53,764 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3705, loss: 1.3705 +2025-06-26 19:43:38,419 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3934, loss: 1.3934 +2025-06-26 19:44:23,140 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:06:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4107, loss: 1.4107 +2025-06-26 19:45:07,923 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4335, loss: 1.4335 +2025-06-26 19:45:52,618 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4653, loss: 1.4653 +2025-06-26 19:46:37,312 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-06-26 19:47:21,987 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3738, loss: 1.3738 +2025-06-26 19:48:06,765 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3663, loss: 1.3663 +2025-06-26 19:48:51,350 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-06-26 19:49:36,174 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4010, loss: 1.4010 +2025-06-26 19:50:21,163 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3867, loss: 1.3867 +2025-06-26 19:51:05,775 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3976, loss: 1.3976 +2025-06-26 19:51:08,442 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-26 19:55:06,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:55:07,395 - pyskl - INFO - +top1_acc 0.8661 +top5_acc 0.9710 +2025-06-26 19:55:07,416 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8661, top5_acc: 0.9710 +2025-06-26 19:55:19,140 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-26 20:28:59,626 - pyskl - INFO - Testing results of the last checkpoint +2025-06-26 20:28:59,626 - pyskl - INFO - top1_acc: 0.8694 +2025-06-26 20:28:59,626 - pyskl - INFO - top5_acc: 0.9735 +2025-06-26 20:28:59,627 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/bm/best_top1_acc_epoch_143.pth +2025-06-26 21:02:37,769 - pyskl - INFO - Testing results of the best checkpoint +2025-06-26 21:02:37,770 - pyskl - INFO - top1_acc: 0.8723 +2025-06-26 21:02:37,770 - pyskl - INFO - top5_acc: 0.9730