2025-08-12 10:00:59,110 - 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 0,1: 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+ ------------------------------------------------------------ 2025-08-12 10:00:59,581 - pyskl - INFO - Config: modality = 'bm' graph = 'coco_new' work_dir = './work_dirs/k400/bm' model = dict( type='RecognizerGCN', backbone=dict( type='GCN_Module_LLM_K400', llm_model='gpt4o', llm_modality='bm', num_classes=400, tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='coco_new', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict( type='SimpleHead', joint_cfg='coco_new', num_classes=400, in_channels=384, work_dir='./work_dirs/k400/bm', interval_epoch=50, weight_1=0.005, weight_2=0.01)) memcached = True mc_cfg = ('localhost', 22077) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/k400/k400_hrnet.pkl' left_kp = [1, 3, 5, 7, 9, 11, 13, 15] right_kp = [2, 4, 6, 8, 10, 12, 14, 16] box_thr = 0.5 valid_ratio = 0.0 train_pipeline = [ dict(type='DecompressPose', squeeze=True), dict(type='UniformSampleFrames', clip_len=100), dict(type='PoseDecode'), dict( type='Flip', flip_ratio=0.5, left_kp=[1, 3, 5, 7, 9, 11, 13, 15], right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), dict(type='Kinetics_Transform'), dict(type='GenSkeFeat', dataset='coco_new', feats=['bm']), dict(type='FormatGCNInput', num_person=2), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='DecompressPose', squeeze=True), dict(type='UniformSampleFrames', clip_len=100, num_clips=1), dict(type='PoseDecode'), dict(type='Kinetics_Transform'), dict(type='GenSkeFeat', dataset='coco_new', feats=['bm']), dict(type='FormatGCNInput', num_person=2), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='DecompressPose', squeeze=True), dict(type='UniformSampleFrames', clip_len=100, num_clips=10), dict(type='PoseDecode'), dict(type='Kinetics_Transform'), dict(type='GenSkeFeat', dataset='coco_new', feats=['bm']), dict(type='FormatGCNInput', num_person=2), 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/k400/k400_hrnet.pkl', split='train', pipeline=[ dict(type='DecompressPose', squeeze=True), dict(type='UniformSampleFrames', clip_len=100), dict(type='PoseDecode'), dict( type='Flip', flip_ratio=0.5, left_kp=[1, 3, 5, 7, 9, 11, 13, 15], right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), dict(type='Kinetics_Transform'), dict(type='GenSkeFeat', dataset='coco_new', feats=['bm']), dict(type='FormatGCNInput', num_person=2), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], box_thr=0.5, valid_ratio=0.0, memcached=True, mc_cfg=('localhost', 22077)), val=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/k400/k400_hrnet.pkl', split='val', pipeline=[ dict(type='DecompressPose', squeeze=True), dict(type='UniformSampleFrames', clip_len=100, num_clips=1), dict(type='PoseDecode'), dict(type='Kinetics_Transform'), dict(type='GenSkeFeat', dataset='coco_new', feats=['bm']), dict(type='FormatGCNInput', num_person=2), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], box_thr=0.5, memcached=True, mc_cfg=('localhost', 22077)), test=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/k400/k400_hrnet.pkl', split='val', pipeline=[ dict(type='DecompressPose', squeeze=True), dict(type='UniformSampleFrames', clip_len=100, num_clips=10), dict(type='PoseDecode'), dict(type='Kinetics_Transform'), dict(type='GenSkeFeat', dataset='coco_new', feats=['bm']), dict(type='FormatGCNInput', num_person=2), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], box_thr=0.5, memcached=True, mc_cfg=('localhost', 22077))) optimizer = dict( type='SGD', lr=0.05, 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', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 2) 2025-08-12 10:01:12,789 - pyskl - INFO - Set random seed to 679280421, deterministic: False 2025-08-12 10:01:23,382 - pyskl - INFO - 239737 videos remain after valid thresholding 2025-08-12 10:01:33,117 - pyskl - INFO - 19743 videos remain after valid thresholding 2025-08-12 10:01:33,123 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/k400/bm 2025-08-12 10:01:33,123 - 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 -------------------- 2025-08-12 10:01:33,125 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2025-08-12 10:01:33,127 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/k400/bm by HardDiskBackend. 2025-08-12 10:02:53,970 - pyskl - INFO - Epoch [1][100/7492] lr: 5.000e-02, eta: 10 days, 12:19:23, time: 0.808, data_time: 0.287, memory: 13024, top1_acc: 0.0025, top5_acc: 0.0141, loss_cls: 12.1073, loss: 12.1073 2025-08-12 10:03:45,162 - pyskl - INFO - Epoch [1][200/7492] lr: 5.000e-02, eta: 8 days, 14:02:14, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.0047, top5_acc: 0.0312, loss_cls: 11.8241, loss: 11.8241 2025-08-12 10:04:37,021 - pyskl - INFO - Epoch [1][300/7492] lr: 5.000e-02, eta: 7 days, 23:17:34, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0075, top5_acc: 0.0362, loss_cls: 11.6287, loss: 11.6287 2025-08-12 10:05:28,243 - pyskl - INFO - Epoch [1][400/7492] lr: 5.000e-02, eta: 7 days, 15:24:59, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.0109, top5_acc: 0.0512, loss_cls: 11.5251, loss: 11.5251 2025-08-12 10:06:19,639 - pyskl - INFO - Epoch [1][500/7492] lr: 5.000e-02, eta: 7 days, 10:47:38, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0125, top5_acc: 0.0522, loss_cls: 11.4520, loss: 11.4520 2025-08-12 10:07:10,902 - pyskl - INFO - Epoch [1][600/7492] lr: 5.000e-02, eta: 7 days, 7:38:16, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0166, top5_acc: 0.0578, loss_cls: 11.3918, loss: 11.3918 2025-08-12 10:08:02,181 - pyskl - INFO - Epoch [1][700/7492] lr: 5.000e-02, eta: 7 days, 5:23:13, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0122, top5_acc: 0.0578, loss_cls: 11.3556, loss: 11.3556 2025-08-12 10:08:53,686 - pyskl - INFO - Epoch [1][800/7492] lr: 5.000e-02, eta: 7 days, 3:46:59, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0134, top5_acc: 0.0531, loss_cls: 11.3141, loss: 11.3141 2025-08-12 10:09:45,196 - pyskl - INFO - Epoch [1][900/7492] lr: 5.000e-02, eta: 7 days, 2:32:03, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0172, top5_acc: 0.0631, loss_cls: 11.2852, loss: 11.2852 2025-08-12 10:10:36,902 - pyskl - INFO - Epoch [1][1000/7492] lr: 5.000e-02, eta: 7 days, 1:35:37, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0175, top5_acc: 0.0731, loss_cls: 11.2018, loss: 11.2018 2025-08-12 10:11:28,722 - pyskl - INFO - Epoch [1][1100/7492] lr: 5.000e-02, eta: 7 days, 0:51:11, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0181, top5_acc: 0.0800, loss_cls: 11.1615, loss: 11.1615 2025-08-12 10:12:20,056 - pyskl - INFO - Epoch [1][1200/7492] lr: 5.000e-02, eta: 7 days, 0:06:29, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0175, top5_acc: 0.0822, loss_cls: 11.1147, loss: 11.1147 2025-08-12 10:13:11,617 - pyskl - INFO - Epoch [1][1300/7492] lr: 5.000e-02, eta: 6 days, 23:31:46, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0225, top5_acc: 0.0853, loss_cls: 11.1018, loss: 11.1018 2025-08-12 10:14:03,245 - pyskl - INFO - Epoch [1][1400/7492] lr: 5.000e-02, eta: 6 days, 23:02:48, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0203, top5_acc: 0.0872, loss_cls: 11.0497, loss: 11.0497 2025-08-12 10:14:54,769 - pyskl - INFO - Epoch [1][1500/7492] lr: 5.000e-02, eta: 6 days, 22:36:16, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0197, top5_acc: 0.0850, loss_cls: 11.0677, loss: 11.0677 2025-08-12 10:15:46,351 - pyskl - INFO - Epoch [1][1600/7492] lr: 5.000e-02, eta: 6 days, 22:13:38, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0203, top5_acc: 0.0956, loss_cls: 11.0084, loss: 11.0084 2025-08-12 10:16:37,678 - pyskl - INFO - Epoch [1][1700/7492] lr: 5.000e-02, eta: 6 days, 21:50:45, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0306, top5_acc: 0.0991, loss_cls: 10.9795, loss: 10.9795 2025-08-12 10:17:29,376 - pyskl - INFO - Epoch [1][1800/7492] lr: 5.000e-02, eta: 6 days, 21:34:11, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0316, top5_acc: 0.1050, loss_cls: 10.9075, loss: 10.9075 2025-08-12 10:18:21,154 - pyskl - INFO - Epoch [1][1900/7492] lr: 5.000e-02, eta: 6 days, 21:20:02, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0247, top5_acc: 0.0941, loss_cls: 10.9382, loss: 10.9382 2025-08-12 10:19:12,812 - pyskl - INFO - Epoch [1][2000/7492] lr: 5.000e-02, eta: 6 days, 21:06:06, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0256, top5_acc: 0.1044, loss_cls: 10.8901, loss: 10.8901 2025-08-12 10:20:04,511 - pyskl - INFO - Epoch [1][2100/7492] lr: 5.000e-02, eta: 6 days, 20:53:47, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0275, top5_acc: 0.1016, loss_cls: 10.8797, loss: 10.8797 2025-08-12 10:20:55,931 - pyskl - INFO - Epoch [1][2200/7492] lr: 5.000e-02, eta: 6 days, 20:40:08, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0250, top5_acc: 0.0947, loss_cls: 10.8998, loss: 10.8998 2025-08-12 10:21:47,532 - pyskl - INFO - Epoch [1][2300/7492] lr: 5.000e-02, eta: 6 days, 20:29:04, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0247, top5_acc: 0.1003, loss_cls: 10.8501, loss: 10.8501 2025-08-12 10:22:38,826 - pyskl - INFO - Epoch [1][2400/7492] lr: 5.000e-02, eta: 6 days, 20:16:27, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0247, top5_acc: 0.1078, loss_cls: 10.8416, loss: 10.8416 2025-08-12 10:23:30,355 - pyskl - INFO - Epoch [1][2500/7492] lr: 5.000e-02, eta: 6 days, 20:06:33, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0334, top5_acc: 0.1138, loss_cls: 10.7766, loss: 10.7766 2025-08-12 10:24:21,840 - pyskl - INFO - Epoch [1][2600/7492] lr: 5.000e-02, eta: 6 days, 19:57:01, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0303, top5_acc: 0.1141, loss_cls: 10.7648, loss: 10.7648 2025-08-12 10:25:13,543 - pyskl - INFO - Epoch [1][2700/7492] lr: 5.000e-02, eta: 6 days, 19:49:37, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0344, top5_acc: 0.1125, loss_cls: 10.7926, loss: 10.7926 2025-08-12 10:26:05,160 - pyskl - INFO - Epoch [1][2800/7492] lr: 5.000e-02, eta: 6 days, 19:42:09, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0319, top5_acc: 0.1153, loss_cls: 10.7399, loss: 10.7399 2025-08-12 10:26:56,628 - pyskl - INFO - Epoch [1][2900/7492] lr: 5.000e-02, eta: 6 days, 19:34:10, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0341, top5_acc: 0.1153, loss_cls: 10.7186, loss: 10.7186 2025-08-12 10:27:48,327 - pyskl - INFO - Epoch [1][3000/7492] lr: 5.000e-02, eta: 6 days, 19:28:05, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0372, top5_acc: 0.1338, loss_cls: 10.6515, loss: 10.6515 2025-08-12 10:28:40,158 - pyskl - INFO - Epoch [1][3100/7492] lr: 5.000e-02, eta: 6 days, 19:23:08, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0316, top5_acc: 0.1222, loss_cls: 10.7563, loss: 10.7563 2025-08-12 10:29:31,887 - pyskl - INFO - Epoch [1][3200/7492] lr: 5.000e-02, eta: 6 days, 19:17:51, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0350, top5_acc: 0.1256, loss_cls: 10.7312, loss: 10.7312 2025-08-12 10:30:23,911 - pyskl - INFO - Epoch [1][3300/7492] lr: 5.000e-02, eta: 6 days, 19:14:30, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.0347, top5_acc: 0.1294, loss_cls: 10.7183, loss: 10.7183 2025-08-12 10:31:15,360 - pyskl - INFO - Epoch [1][3400/7492] lr: 5.000e-02, eta: 6 days, 19:08:09, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0375, top5_acc: 0.1366, loss_cls: 10.6795, loss: 10.6795 2025-08-12 10:32:06,801 - pyskl - INFO - Epoch [1][3500/7492] lr: 5.000e-02, eta: 6 days, 19:02:03, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0403, top5_acc: 0.1316, loss_cls: 10.6611, loss: 10.6611 2025-08-12 10:32:58,507 - pyskl - INFO - Epoch [1][3600/7492] lr: 5.000e-02, eta: 6 days, 18:57:38, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0369, top5_acc: 0.1363, loss_cls: 10.6907, loss: 10.6907 2025-08-12 10:33:49,850 - pyskl - INFO - Epoch [1][3700/7492] lr: 5.000e-02, eta: 6 days, 18:51:34, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0416, top5_acc: 0.1406, loss_cls: 10.5809, loss: 10.5809 2025-08-12 10:34:41,344 - pyskl - INFO - Epoch [1][3800/7492] lr: 5.000e-02, eta: 6 days, 18:46:31, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0359, top5_acc: 0.1316, loss_cls: 10.6212, loss: 10.6212 2025-08-12 10:35:33,093 - pyskl - INFO - Epoch [1][3900/7492] lr: 5.000e-02, eta: 6 days, 18:42:55, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0387, top5_acc: 0.1381, loss_cls: 10.6620, loss: 10.6620 2025-08-12 10:36:24,575 - pyskl - INFO - Epoch [1][4000/7492] lr: 5.000e-02, eta: 6 days, 18:38:12, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0347, top5_acc: 0.1344, loss_cls: 10.6402, loss: 10.6402 2025-08-12 10:37:16,071 - pyskl - INFO - Epoch [1][4100/7492] lr: 5.000e-02, eta: 6 days, 18:33:43, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0400, top5_acc: 0.1425, loss_cls: 10.5840, loss: 10.5840 2025-08-12 10:38:07,502 - pyskl - INFO - Epoch [1][4200/7492] lr: 5.000e-02, eta: 6 days, 18:29:08, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0422, top5_acc: 0.1388, loss_cls: 10.5955, loss: 10.5955 2025-08-12 10:38:58,936 - pyskl - INFO - Epoch [1][4300/7492] lr: 5.000e-02, eta: 6 days, 18:24:43, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0475, top5_acc: 0.1481, loss_cls: 10.6076, loss: 10.6076 2025-08-12 10:39:50,254 - pyskl - INFO - Epoch [1][4400/7492] lr: 5.000e-02, eta: 6 days, 18:20:01, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0394, top5_acc: 0.1425, loss_cls: 10.5497, loss: 10.5497 2025-08-12 10:40:41,542 - pyskl - INFO - Epoch [1][4500/7492] lr: 5.000e-02, eta: 6 days, 18:15:20, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0469, top5_acc: 0.1503, loss_cls: 10.5496, loss: 10.5496 2025-08-12 10:41:33,019 - pyskl - INFO - Epoch [1][4600/7492] lr: 5.000e-02, eta: 6 days, 18:11:35, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0422, top5_acc: 0.1434, loss_cls: 10.5304, loss: 10.5304 2025-08-12 10:42:24,684 - pyskl - INFO - Epoch [1][4700/7492] lr: 5.000e-02, eta: 6 days, 18:08:42, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0484, top5_acc: 0.1594, loss_cls: 10.5344, loss: 10.5344 2025-08-12 10:43:16,078 - pyskl - INFO - Epoch [1][4800/7492] lr: 5.000e-02, eta: 6 days, 18:04:51, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0456, top5_acc: 0.1456, loss_cls: 10.5528, loss: 10.5528 2025-08-12 10:44:07,819 - pyskl - INFO - Epoch [1][4900/7492] lr: 5.000e-02, eta: 6 days, 18:02:27, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0488, top5_acc: 0.1512, loss_cls: 10.5256, loss: 10.5256 2025-08-12 10:44:59,344 - pyskl - INFO - Epoch [1][5000/7492] lr: 5.000e-02, eta: 6 days, 17:59:18, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0431, top5_acc: 0.1512, loss_cls: 10.4570, loss: 10.4570 2025-08-12 10:45:51,384 - pyskl - INFO - Epoch [1][5100/7492] lr: 5.000e-02, eta: 6 days, 17:58:08, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.0491, top5_acc: 0.1537, loss_cls: 10.5191, loss: 10.5191 2025-08-12 10:46:43,278 - pyskl - INFO - Epoch [1][5200/7492] lr: 5.000e-02, eta: 6 days, 17:56:26, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0425, top5_acc: 0.1628, loss_cls: 10.4735, loss: 10.4735 2025-08-12 10:47:34,925 - pyskl - INFO - Epoch [1][5300/7492] lr: 5.000e-02, eta: 6 days, 17:53:55, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0450, top5_acc: 0.1575, loss_cls: 10.5107, loss: 10.5107 2025-08-12 10:48:26,590 - pyskl - INFO - Epoch [1][5400/7492] lr: 5.000e-02, eta: 6 days, 17:51:31, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0384, top5_acc: 0.1512, loss_cls: 10.5146, loss: 10.5146 2025-08-12 10:49:18,214 - pyskl - INFO - Epoch [1][5500/7492] lr: 5.000e-02, eta: 6 days, 17:49:01, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0437, top5_acc: 0.1541, loss_cls: 10.4602, loss: 10.4602 2025-08-12 10:50:10,304 - pyskl - INFO - Epoch [1][5600/7492] lr: 5.000e-02, eta: 6 days, 17:48:09, time: 0.521, data_time: 0.000, memory: 13024, top1_acc: 0.0434, top5_acc: 0.1556, loss_cls: 10.4711, loss: 10.4711 2025-08-12 10:51:02,577 - pyskl - INFO - Epoch [1][5700/7492] lr: 5.000e-02, eta: 6 days, 17:47:52, time: 0.523, data_time: 0.000, memory: 13024, top1_acc: 0.0494, top5_acc: 0.1594, loss_cls: 10.4006, loss: 10.4006 2025-08-12 10:51:54,311 - pyskl - INFO - Epoch [1][5800/7492] lr: 5.000e-02, eta: 6 days, 17:45:50, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0462, top5_acc: 0.1638, loss_cls: 10.5285, loss: 10.5285 2025-08-12 10:52:46,174 - pyskl - INFO - Epoch [1][5900/7492] lr: 5.000e-02, eta: 6 days, 17:44:16, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0469, top5_acc: 0.1650, loss_cls: 10.4897, loss: 10.4897 2025-08-12 10:53:37,858 - pyskl - INFO - Epoch [1][6000/7492] lr: 5.000e-02, eta: 6 days, 17:42:09, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0453, top5_acc: 0.1531, loss_cls: 10.4877, loss: 10.4877 2025-08-12 10:54:29,926 - pyskl - INFO - Epoch [1][6100/7492] lr: 5.000e-02, eta: 6 days, 17:41:15, time: 0.521, data_time: 0.000, memory: 13024, top1_acc: 0.0516, top5_acc: 0.1678, loss_cls: 10.4633, loss: 10.4633 2025-08-12 10:55:21,407 - pyskl - INFO - Epoch [1][6200/7492] lr: 5.000e-02, eta: 6 days, 17:38:35, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0441, top5_acc: 0.1562, loss_cls: 10.4413, loss: 10.4413 2025-08-12 10:56:13,218 - pyskl - INFO - Epoch [1][6300/7492] lr: 5.000e-02, eta: 6 days, 17:36:57, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0516, top5_acc: 0.1700, loss_cls: 10.4416, loss: 10.4416 2025-08-12 10:57:05,102 - pyskl - INFO - Epoch [1][6400/7492] lr: 5.000e-02, eta: 6 days, 17:35:33, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0462, top5_acc: 0.1597, loss_cls: 10.4592, loss: 10.4592 2025-08-12 10:57:56,930 - pyskl - INFO - Epoch [1][6500/7492] lr: 5.000e-02, eta: 6 days, 17:34:01, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0481, top5_acc: 0.1638, loss_cls: 10.4340, loss: 10.4340 2025-08-12 10:58:49,133 - pyskl - INFO - Epoch [1][6600/7492] lr: 5.000e-02, eta: 6 days, 17:33:33, time: 0.522, data_time: 0.000, memory: 13024, top1_acc: 0.0494, top5_acc: 0.1616, loss_cls: 10.4480, loss: 10.4480 2025-08-12 10:59:41,063 - pyskl - INFO - Epoch [1][6700/7492] lr: 5.000e-02, eta: 6 days, 17:32:20, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0550, top5_acc: 0.1644, loss_cls: 10.4104, loss: 10.4104 2025-08-12 11:00:32,607 - pyskl - INFO - Epoch [1][6800/7492] lr: 5.000e-02, eta: 6 days, 17:30:03, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0569, top5_acc: 0.1725, loss_cls: 10.3403, loss: 10.3403 2025-08-12 11:01:24,243 - pyskl - INFO - Epoch [1][6900/7492] lr: 5.000e-02, eta: 6 days, 17:28:04, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0541, top5_acc: 0.1784, loss_cls: 10.3302, loss: 10.3302 2025-08-12 11:02:16,051 - pyskl - INFO - Epoch [1][7000/7492] lr: 5.000e-02, eta: 6 days, 17:26:34, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0541, top5_acc: 0.1713, loss_cls: 10.4120, loss: 10.4120 2025-08-12 11:03:07,534 - pyskl - INFO - Epoch [1][7100/7492] lr: 5.000e-02, eta: 6 days, 17:24:14, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0516, top5_acc: 0.1775, loss_cls: 10.3566, loss: 10.3566 2025-08-12 11:03:59,179 - pyskl - INFO - Epoch [1][7200/7492] lr: 4.999e-02, eta: 6 days, 17:22:22, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0587, top5_acc: 0.1816, loss_cls: 10.3968, loss: 10.3968 2025-08-12 11:04:50,753 - pyskl - INFO - Epoch [1][7300/7492] lr: 4.999e-02, eta: 6 days, 17:20:20, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0572, top5_acc: 0.1684, loss_cls: 10.3747, loss: 10.3747 2025-08-12 11:05:42,349 - pyskl - INFO - Epoch [1][7400/7492] lr: 4.999e-02, eta: 6 days, 17:18:24, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0578, top5_acc: 0.1922, loss_cls: 10.2783, loss: 10.2783 2025-08-12 11:06:30,555 - pyskl - INFO - Saving checkpoint at 1 epochs 2025-08-12 11:07:26,663 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 11:07:27,404 - pyskl - INFO - top1_acc 0.0429 top5_acc 0.1387 2025-08-12 11:07:27,405 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 11:07:27,443 - pyskl - INFO - mean_acc 0.0428 2025-08-12 11:07:28,494 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2025-08-12 11:07:28,495 - pyskl - INFO - Best top1_acc is 0.0429 at 1 epoch. 2025-08-12 11:07:28,505 - pyskl - INFO - Epoch(val) [1][617] top1_acc: 0.0429, top5_acc: 0.1387, mean_class_accuracy: 0.0428 2025-08-12 11:08:51,095 - pyskl - INFO - Epoch [2][100/7492] lr: 4.999e-02, eta: 6 days, 16:34:22, time: 0.826, data_time: 0.307, memory: 13024, top1_acc: 0.0581, top5_acc: 0.1816, loss_cls: 10.3094, loss: 10.3094 2025-08-12 11:09:42,951 - pyskl - INFO - Epoch [2][200/7492] lr: 4.999e-02, eta: 6 days, 16:33:40, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0628, top5_acc: 0.1875, loss_cls: 10.3119, loss: 10.3119 2025-08-12 11:10:34,469 - pyskl - INFO - Epoch [2][300/7492] lr: 4.999e-02, eta: 6 days, 16:32:09, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0594, top5_acc: 0.1816, loss_cls: 10.2495, loss: 10.2495 2025-08-12 11:11:25,940 - pyskl - INFO - Epoch [2][400/7492] lr: 4.999e-02, eta: 6 days, 16:30:33, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0647, top5_acc: 0.1822, loss_cls: 10.2938, loss: 10.2938 2025-08-12 11:12:17,200 - pyskl - INFO - Epoch [2][500/7492] lr: 4.999e-02, eta: 6 days, 16:28:28, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0672, top5_acc: 0.1972, loss_cls: 10.1452, loss: 10.1452 2025-08-12 11:13:08,419 - pyskl - INFO - Epoch [2][600/7492] lr: 4.999e-02, eta: 6 days, 16:26:20, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.0569, top5_acc: 0.1809, loss_cls: 10.2990, loss: 10.2990 2025-08-12 11:13:59,649 - pyskl - INFO - Epoch [2][700/7492] lr: 4.999e-02, eta: 6 days, 16:24:15, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.0669, top5_acc: 0.1931, loss_cls: 10.2715, loss: 10.2715 2025-08-12 11:14:50,977 - pyskl - INFO - Epoch [2][800/7492] lr: 4.999e-02, eta: 6 days, 16:22:25, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0647, top5_acc: 0.2041, loss_cls: 10.2080, loss: 10.2080 2025-08-12 11:15:42,473 - pyskl - INFO - Epoch [2][900/7492] lr: 4.999e-02, eta: 6 days, 16:20:58, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0634, top5_acc: 0.1978, loss_cls: 10.2358, loss: 10.2358 2025-08-12 11:16:33,794 - pyskl - INFO - Epoch [2][1000/7492] lr: 4.999e-02, eta: 6 days, 16:19:10, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0638, top5_acc: 0.1909, loss_cls: 10.3198, loss: 10.3198 2025-08-12 11:17:25,236 - pyskl - INFO - Epoch [2][1100/7492] lr: 4.999e-02, eta: 6 days, 16:17:38, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0659, top5_acc: 0.1978, loss_cls: 10.2267, loss: 10.2267 2025-08-12 11:18:16,845 - pyskl - INFO - Epoch [2][1200/7492] lr: 4.999e-02, eta: 6 days, 16:16:29, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0656, top5_acc: 0.2062, loss_cls: 10.1875, loss: 10.1875 2025-08-12 11:19:08,632 - pyskl - INFO - Epoch [2][1300/7492] lr: 4.999e-02, eta: 6 days, 16:15:42, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0756, top5_acc: 0.1975, loss_cls: 10.2059, loss: 10.2059 2025-08-12 11:20:00,351 - pyskl - INFO - Epoch [2][1400/7492] lr: 4.999e-02, eta: 6 days, 16:14:48, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0612, top5_acc: 0.2028, loss_cls: 10.1959, loss: 10.1959 2025-08-12 11:20:51,970 - pyskl - INFO - Epoch [2][1500/7492] lr: 4.999e-02, eta: 6 days, 16:13:40, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0716, top5_acc: 0.2147, loss_cls: 10.1742, loss: 10.1742 2025-08-12 11:21:43,311 - pyskl - INFO - Epoch [2][1600/7492] lr: 4.999e-02, eta: 6 days, 16:11:59, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0612, top5_acc: 0.1991, loss_cls: 10.1752, loss: 10.1752 2025-08-12 11:22:34,653 - pyskl - INFO - Epoch [2][1700/7492] lr: 4.999e-02, eta: 6 days, 16:10:20, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0663, top5_acc: 0.2094, loss_cls: 10.1867, loss: 10.1867 2025-08-12 11:23:26,014 - pyskl - INFO - Epoch [2][1800/7492] lr: 4.999e-02, eta: 6 days, 16:08:43, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0741, top5_acc: 0.2166, loss_cls: 10.1611, loss: 10.1611 2025-08-12 11:24:17,792 - pyskl - INFO - Epoch [2][1900/7492] lr: 4.999e-02, eta: 6 days, 16:07:57, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0603, top5_acc: 0.2044, loss_cls: 10.2144, loss: 10.2144 2025-08-12 11:25:09,565 - pyskl - INFO - Epoch [2][2000/7492] lr: 4.999e-02, eta: 6 days, 16:07:10, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0684, top5_acc: 0.2156, loss_cls: 10.1787, loss: 10.1787 2025-08-12 11:26:01,267 - pyskl - INFO - Epoch [2][2100/7492] lr: 4.999e-02, eta: 6 days, 16:06:15, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0744, top5_acc: 0.2134, loss_cls: 10.1933, loss: 10.1933 2025-08-12 11:26:52,924 - pyskl - INFO - Epoch [2][2200/7492] lr: 4.999e-02, eta: 6 days, 16:05:15, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0728, top5_acc: 0.2031, loss_cls: 10.1184, loss: 10.1184 2025-08-12 11:27:45,310 - pyskl - INFO - Epoch [2][2300/7492] lr: 4.999e-02, eta: 6 days, 16:05:38, time: 0.524, data_time: 0.000, memory: 13024, top1_acc: 0.0778, top5_acc: 0.2116, loss_cls: 10.0952, loss: 10.0952 2025-08-12 11:28:37,715 - pyskl - INFO - Epoch [2][2400/7492] lr: 4.999e-02, eta: 6 days, 16:06:02, time: 0.524, data_time: 0.000, memory: 13024, top1_acc: 0.0769, top5_acc: 0.2166, loss_cls: 10.0863, loss: 10.0863 2025-08-12 11:29:29,329 - pyskl - INFO - Epoch [2][2500/7492] lr: 4.999e-02, eta: 6 days, 16:04:56, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0819, top5_acc: 0.2194, loss_cls: 10.0690, loss: 10.0690 2025-08-12 11:30:22,107 - pyskl - INFO - Epoch [2][2600/7492] lr: 4.999e-02, eta: 6 days, 16:05:58, time: 0.528, data_time: 0.000, memory: 13024, top1_acc: 0.0747, top5_acc: 0.2194, loss_cls: 10.0787, loss: 10.0787 2025-08-12 11:31:13,966 - pyskl - INFO - Epoch [2][2700/7492] lr: 4.999e-02, eta: 6 days, 16:05:18, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0747, top5_acc: 0.2150, loss_cls: 10.1493, loss: 10.1493 2025-08-12 11:32:05,733 - pyskl - INFO - Epoch [2][2800/7492] lr: 4.999e-02, eta: 6 days, 16:04:28, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0706, top5_acc: 0.2191, loss_cls: 10.1040, loss: 10.1040 2025-08-12 11:32:57,181 - pyskl - INFO - Epoch [2][2900/7492] lr: 4.999e-02, eta: 6 days, 16:03:04, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0775, top5_acc: 0.2256, loss_cls: 10.0868, loss: 10.0868 2025-08-12 11:33:49,108 - pyskl - INFO - Epoch [2][3000/7492] lr: 4.999e-02, eta: 6 days, 16:02:30, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0734, top5_acc: 0.2194, loss_cls: 10.0930, loss: 10.0930 2025-08-12 11:34:40,945 - pyskl - INFO - Epoch [2][3100/7492] lr: 4.999e-02, eta: 6 days, 16:01:48, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0825, top5_acc: 0.2416, loss_cls: 10.0379, loss: 10.0379 2025-08-12 11:35:32,651 - pyskl - INFO - Epoch [2][3200/7492] lr: 4.999e-02, eta: 6 days, 16:00:51, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0816, top5_acc: 0.2275, loss_cls: 10.0819, loss: 10.0819 2025-08-12 11:36:24,367 - pyskl - INFO - Epoch [2][3300/7492] lr: 4.999e-02, eta: 6 days, 15:59:56, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0791, top5_acc: 0.2378, loss_cls: 10.0428, loss: 10.0428 2025-08-12 11:37:16,224 - pyskl - INFO - Epoch [2][3400/7492] lr: 4.999e-02, eta: 6 days, 15:59:15, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0759, top5_acc: 0.2297, loss_cls: 9.9682, loss: 9.9682 2025-08-12 11:38:07,843 - pyskl - INFO - Epoch [2][3500/7492] lr: 4.999e-02, eta: 6 days, 15:58:09, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0794, top5_acc: 0.2250, loss_cls: 9.9968, loss: 9.9968 2025-08-12 11:38:59,889 - pyskl - INFO - Epoch [2][3600/7492] lr: 4.999e-02, eta: 6 days, 15:57:47, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.0822, top5_acc: 0.2241, loss_cls: 10.0402, loss: 10.0402 2025-08-12 11:39:51,586 - pyskl - INFO - Epoch [2][3700/7492] lr: 4.999e-02, eta: 6 days, 15:56:49, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0931, top5_acc: 0.2353, loss_cls: 9.9641, loss: 9.9641 2025-08-12 11:40:43,360 - pyskl - INFO - Epoch [2][3800/7492] lr: 4.999e-02, eta: 6 days, 15:56:00, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0816, top5_acc: 0.2344, loss_cls: 10.0640, loss: 10.0640 2025-08-12 11:41:35,301 - pyskl - INFO - Epoch [2][3900/7492] lr: 4.999e-02, eta: 6 days, 15:55:26, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0800, top5_acc: 0.2375, loss_cls: 9.9365, loss: 9.9365 2025-08-12 11:42:27,204 - pyskl - INFO - Epoch [2][4000/7492] lr: 4.999e-02, eta: 6 days, 15:54:49, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0822, top5_acc: 0.2347, loss_cls: 9.9690, loss: 9.9690 2025-08-12 11:43:18,624 - pyskl - INFO - Epoch [2][4100/7492] lr: 4.999e-02, eta: 6 days, 15:53:25, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0872, top5_acc: 0.2456, loss_cls: 9.9958, loss: 9.9958 2025-08-12 11:44:10,627 - pyskl - INFO - Epoch [2][4200/7492] lr: 4.999e-02, eta: 6 days, 15:52:57, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.0881, top5_acc: 0.2447, loss_cls: 9.8874, loss: 9.8874 2025-08-12 11:45:02,052 - pyskl - INFO - Epoch [2][4300/7492] lr: 4.999e-02, eta: 6 days, 15:51:34, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0950, top5_acc: 0.2437, loss_cls: 9.8825, loss: 9.8825 2025-08-12 11:45:53,329 - pyskl - INFO - Epoch [2][4400/7492] lr: 4.999e-02, eta: 6 days, 15:49:57, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0841, top5_acc: 0.2391, loss_cls: 10.0182, loss: 10.0182 2025-08-12 11:46:44,840 - pyskl - INFO - Epoch [2][4500/7492] lr: 4.999e-02, eta: 6 days, 15:48:44, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0931, top5_acc: 0.2453, loss_cls: 9.9235, loss: 9.9235 2025-08-12 11:47:36,424 - pyskl - INFO - Epoch [2][4600/7492] lr: 4.999e-02, eta: 6 days, 15:47:37, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0862, top5_acc: 0.2416, loss_cls: 9.9762, loss: 9.9762 2025-08-12 11:48:28,144 - pyskl - INFO - Epoch [2][4700/7492] lr: 4.999e-02, eta: 6 days, 15:46:43, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0922, top5_acc: 0.2512, loss_cls: 9.8806, loss: 9.8806 2025-08-12 11:49:19,561 - pyskl - INFO - Epoch [2][4800/7492] lr: 4.999e-02, eta: 6 days, 15:45:21, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0834, top5_acc: 0.2387, loss_cls: 9.9290, loss: 9.9290 2025-08-12 11:50:10,796 - pyskl - INFO - Epoch [2][4900/7492] lr: 4.999e-02, eta: 6 days, 15:43:44, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.0938, top5_acc: 0.2338, loss_cls: 9.9462, loss: 9.9462 2025-08-12 11:51:02,076 - pyskl - INFO - Epoch [2][5000/7492] lr: 4.998e-02, eta: 6 days, 15:42:11, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0891, top5_acc: 0.2509, loss_cls: 9.9464, loss: 9.9464 2025-08-12 11:51:53,539 - pyskl - INFO - Epoch [2][5100/7492] lr: 4.998e-02, eta: 6 days, 15:40:56, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.0862, top5_acc: 0.2503, loss_cls: 9.8706, loss: 9.8706 2025-08-12 11:52:45,135 - pyskl - INFO - Epoch [2][5200/7492] lr: 4.998e-02, eta: 6 days, 15:39:52, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0878, top5_acc: 0.2456, loss_cls: 9.9387, loss: 9.9387 2025-08-12 11:53:36,838 - pyskl - INFO - Epoch [2][5300/7492] lr: 4.998e-02, eta: 6 days, 15:38:57, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0941, top5_acc: 0.2622, loss_cls: 9.8971, loss: 9.8971 2025-08-12 11:54:28,663 - pyskl - INFO - Epoch [2][5400/7492] lr: 4.998e-02, eta: 6 days, 15:38:14, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.0838, top5_acc: 0.2537, loss_cls: 9.9183, loss: 9.9183 2025-08-12 11:55:20,007 - pyskl - INFO - Epoch [2][5500/7492] lr: 4.998e-02, eta: 6 days, 15:36:49, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.0894, top5_acc: 0.2506, loss_cls: 9.9410, loss: 9.9410 2025-08-12 11:56:11,734 - pyskl - INFO - Epoch [2][5600/7492] lr: 4.998e-02, eta: 6 days, 15:35:57, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.0922, top5_acc: 0.2506, loss_cls: 9.8664, loss: 9.8664 2025-08-12 11:57:03,666 - pyskl - INFO - Epoch [2][5700/7492] lr: 4.998e-02, eta: 6 days, 15:35:22, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.0922, top5_acc: 0.2687, loss_cls: 9.8092, loss: 9.8092 2025-08-12 11:57:55,203 - pyskl - INFO - Epoch [2][5800/7492] lr: 4.998e-02, eta: 6 days, 15:34:14, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1022, top5_acc: 0.2744, loss_cls: 9.8174, loss: 9.8174 2025-08-12 11:58:46,631 - pyskl - INFO - Epoch [2][5900/7492] lr: 4.998e-02, eta: 6 days, 15:32:57, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1009, top5_acc: 0.2684, loss_cls: 9.8046, loss: 9.8046 2025-08-12 11:59:37,856 - pyskl - INFO - Epoch [2][6000/7492] lr: 4.998e-02, eta: 6 days, 15:31:24, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1034, top5_acc: 0.2666, loss_cls: 9.7722, loss: 9.7722 2025-08-12 12:00:29,469 - pyskl - INFO - Epoch [2][6100/7492] lr: 4.998e-02, eta: 6 days, 15:30:23, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.0978, top5_acc: 0.2672, loss_cls: 9.7871, loss: 9.7871 2025-08-12 12:01:20,705 - pyskl - INFO - Epoch [2][6200/7492] lr: 4.998e-02, eta: 6 days, 15:28:52, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.0919, top5_acc: 0.2631, loss_cls: 9.7743, loss: 9.7743 2025-08-12 12:02:12,073 - pyskl - INFO - Epoch [2][6300/7492] lr: 4.998e-02, eta: 6 days, 15:27:33, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0994, top5_acc: 0.2772, loss_cls: 9.8188, loss: 9.8188 2025-08-12 12:03:03,465 - pyskl - INFO - Epoch [2][6400/7492] lr: 4.998e-02, eta: 6 days, 15:26:15, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.0963, top5_acc: 0.2644, loss_cls: 9.8421, loss: 9.8421 2025-08-12 12:03:54,783 - pyskl - INFO - Epoch [2][6500/7492] lr: 4.998e-02, eta: 6 days, 15:24:52, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1019, top5_acc: 0.2687, loss_cls: 9.7750, loss: 9.7750 2025-08-12 12:04:46,862 - pyskl - INFO - Epoch [2][6600/7492] lr: 4.998e-02, eta: 6 days, 15:24:29, time: 0.521, data_time: 0.000, memory: 13024, top1_acc: 0.0975, top5_acc: 0.2744, loss_cls: 9.8445, loss: 9.8445 2025-08-12 12:05:39,045 - pyskl - INFO - Epoch [2][6700/7492] lr: 4.998e-02, eta: 6 days, 15:24:14, time: 0.522, data_time: 0.000, memory: 13024, top1_acc: 0.1034, top5_acc: 0.2719, loss_cls: 9.8124, loss: 9.8124 2025-08-12 12:06:31,008 - pyskl - INFO - Epoch [2][6800/7492] lr: 4.998e-02, eta: 6 days, 15:23:41, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1122, top5_acc: 0.2819, loss_cls: 9.6906, loss: 9.6906 2025-08-12 12:07:22,508 - pyskl - INFO - Epoch [2][6900/7492] lr: 4.998e-02, eta: 6 days, 15:22:32, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1044, top5_acc: 0.2762, loss_cls: 9.7820, loss: 9.7820 2025-08-12 12:08:14,182 - pyskl - INFO - Epoch [2][7000/7492] lr: 4.998e-02, eta: 6 days, 15:21:37, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1044, top5_acc: 0.2744, loss_cls: 9.7827, loss: 9.7827 2025-08-12 12:09:06,074 - pyskl - INFO - Epoch [2][7100/7492] lr: 4.998e-02, eta: 6 days, 15:20:59, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1087, top5_acc: 0.2800, loss_cls: 9.7676, loss: 9.7676 2025-08-12 12:09:57,847 - pyskl - INFO - Epoch [2][7200/7492] lr: 4.998e-02, eta: 6 days, 15:20:11, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1109, top5_acc: 0.2841, loss_cls: 9.7452, loss: 9.7452 2025-08-12 12:10:49,707 - pyskl - INFO - Epoch [2][7300/7492] lr: 4.998e-02, eta: 6 days, 15:19:30, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1141, top5_acc: 0.2894, loss_cls: 9.6674, loss: 9.6674 2025-08-12 12:11:41,066 - pyskl - INFO - Epoch [2][7400/7492] lr: 4.998e-02, eta: 6 days, 15:18:11, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1000, top5_acc: 0.2756, loss_cls: 9.7184, loss: 9.7184 2025-08-12 12:12:29,041 - pyskl - INFO - Saving checkpoint at 2 epochs 2025-08-12 12:13:26,305 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 12:13:27,038 - pyskl - INFO - top1_acc 0.0638 top5_acc 0.1977 2025-08-12 12:13:27,038 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 12:13:27,076 - pyskl - INFO - mean_acc 0.0639 2025-08-12 12:13:27,148 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_1.pth was removed 2025-08-12 12:13:28,231 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2025-08-12 12:13:28,232 - pyskl - INFO - Best top1_acc is 0.0638 at 2 epoch. 2025-08-12 12:13:28,244 - pyskl - INFO - Epoch(val) [2][617] top1_acc: 0.0638, top5_acc: 0.1977, mean_class_accuracy: 0.0639 2025-08-12 12:14:50,674 - pyskl - INFO - Epoch [3][100/7492] lr: 4.998e-02, eta: 6 days, 14:55:52, time: 0.824, data_time: 0.308, memory: 13024, top1_acc: 0.1078, top5_acc: 0.2841, loss_cls: 9.7089, loss: 9.7089 2025-08-12 12:15:42,050 - pyskl - INFO - Epoch [3][200/7492] lr: 4.998e-02, eta: 6 days, 14:54:44, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1103, top5_acc: 0.2787, loss_cls: 9.6628, loss: 9.6628 2025-08-12 12:16:33,783 - pyskl - INFO - Epoch [3][300/7492] lr: 4.998e-02, eta: 6 days, 14:54:01, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1066, top5_acc: 0.2816, loss_cls: 9.7570, loss: 9.7570 2025-08-12 12:17:25,643 - pyskl - INFO - Epoch [3][400/7492] lr: 4.998e-02, eta: 6 days, 14:53:28, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1153, top5_acc: 0.3019, loss_cls: 9.6695, loss: 9.6695 2025-08-12 12:18:17,309 - pyskl - INFO - Epoch [3][500/7492] lr: 4.998e-02, eta: 6 days, 14:52:41, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1000, top5_acc: 0.2822, loss_cls: 9.6784, loss: 9.6784 2025-08-12 12:19:08,770 - pyskl - INFO - Epoch [3][600/7492] lr: 4.998e-02, eta: 6 days, 14:51:39, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1141, top5_acc: 0.3059, loss_cls: 9.5864, loss: 9.5864 2025-08-12 12:20:00,018 - pyskl - INFO - Epoch [3][700/7492] lr: 4.998e-02, eta: 6 days, 14:50:22, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1116, top5_acc: 0.2853, loss_cls: 9.6847, loss: 9.6847 2025-08-12 12:20:51,622 - pyskl - INFO - Epoch [3][800/7492] lr: 4.998e-02, eta: 6 days, 14:49:30, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1144, top5_acc: 0.2850, loss_cls: 9.7047, loss: 9.7047 2025-08-12 12:21:43,675 - pyskl - INFO - Epoch [3][900/7492] lr: 4.998e-02, eta: 6 days, 14:49:10, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1125, top5_acc: 0.2800, loss_cls: 9.6950, loss: 9.6950 2025-08-12 12:22:35,176 - pyskl - INFO - Epoch [3][1000/7492] lr: 4.998e-02, eta: 6 days, 14:48:11, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1153, top5_acc: 0.3059, loss_cls: 9.6426, loss: 9.6426 2025-08-12 12:23:26,792 - pyskl - INFO - Epoch [3][1100/7492] lr: 4.997e-02, eta: 6 days, 14:47:20, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1187, top5_acc: 0.2997, loss_cls: 9.6123, loss: 9.6123 2025-08-12 12:24:18,664 - pyskl - INFO - Epoch [3][1200/7492] lr: 4.997e-02, eta: 6 days, 14:46:47, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1041, top5_acc: 0.2894, loss_cls: 9.6549, loss: 9.6549 2025-08-12 12:25:10,544 - pyskl - INFO - Epoch [3][1300/7492] lr: 4.997e-02, eta: 6 days, 14:46:14, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1300, top5_acc: 0.3106, loss_cls: 9.5924, loss: 9.5924 2025-08-12 12:26:01,977 - pyskl - INFO - Epoch [3][1400/7492] lr: 4.997e-02, eta: 6 days, 14:45:10, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1281, top5_acc: 0.3006, loss_cls: 9.5879, loss: 9.5879 2025-08-12 12:26:53,508 - pyskl - INFO - Epoch [3][1500/7492] lr: 4.997e-02, eta: 6 days, 14:44:13, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1163, top5_acc: 0.3025, loss_cls: 9.5563, loss: 9.5563 2025-08-12 12:27:44,922 - pyskl - INFO - Epoch [3][1600/7492] lr: 4.997e-02, eta: 6 days, 14:43:09, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1113, top5_acc: 0.2903, loss_cls: 9.6711, loss: 9.6711 2025-08-12 12:28:36,429 - pyskl - INFO - Epoch [3][1700/7492] lr: 4.997e-02, eta: 6 days, 14:42:10, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1122, top5_acc: 0.2994, loss_cls: 9.6471, loss: 9.6471 2025-08-12 12:29:27,695 - pyskl - INFO - Epoch [3][1800/7492] lr: 4.997e-02, eta: 6 days, 14:40:56, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1078, top5_acc: 0.2844, loss_cls: 9.6628, loss: 9.6628 2025-08-12 12:30:19,164 - pyskl - INFO - Epoch [3][1900/7492] lr: 4.997e-02, eta: 6 days, 14:39:56, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1147, top5_acc: 0.3066, loss_cls: 9.6066, loss: 9.6066 2025-08-12 12:31:11,058 - pyskl - INFO - Epoch [3][2000/7492] lr: 4.997e-02, eta: 6 days, 14:39:23, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1187, top5_acc: 0.2850, loss_cls: 9.6593, loss: 9.6593 2025-08-12 12:32:02,450 - pyskl - INFO - Epoch [3][2100/7492] lr: 4.997e-02, eta: 6 days, 14:38:18, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1200, top5_acc: 0.3000, loss_cls: 9.5934, loss: 9.5934 2025-08-12 12:32:53,994 - pyskl - INFO - Epoch [3][2200/7492] lr: 4.997e-02, eta: 6 days, 14:37:22, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1144, top5_acc: 0.2966, loss_cls: 9.6615, loss: 9.6615 2025-08-12 12:33:45,974 - pyskl - INFO - Epoch [3][2300/7492] lr: 4.997e-02, eta: 6 days, 14:36:55, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1209, top5_acc: 0.3131, loss_cls: 9.5353, loss: 9.5353 2025-08-12 12:34:37,923 - pyskl - INFO - Epoch [3][2400/7492] lr: 4.997e-02, eta: 6 days, 14:36:25, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1200, top5_acc: 0.2947, loss_cls: 9.5916, loss: 9.5916 2025-08-12 12:35:29,691 - pyskl - INFO - Epoch [3][2500/7492] lr: 4.997e-02, eta: 6 days, 14:35:44, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1156, top5_acc: 0.3050, loss_cls: 9.6365, loss: 9.6365 2025-08-12 12:36:21,412 - pyskl - INFO - Epoch [3][2600/7492] lr: 4.997e-02, eta: 6 days, 14:34:59, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1244, top5_acc: 0.3091, loss_cls: 9.6261, loss: 9.6261 2025-08-12 12:37:13,332 - pyskl - INFO - Epoch [3][2700/7492] lr: 4.997e-02, eta: 6 days, 14:34:27, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1166, top5_acc: 0.3203, loss_cls: 9.5123, loss: 9.5123 2025-08-12 12:38:05,115 - pyskl - INFO - Epoch [3][2800/7492] lr: 4.997e-02, eta: 6 days, 14:33:46, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1231, top5_acc: 0.3091, loss_cls: 9.5818, loss: 9.5818 2025-08-12 12:38:56,789 - pyskl - INFO - Epoch [3][2900/7492] lr: 4.997e-02, eta: 6 days, 14:32:58, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1113, top5_acc: 0.3063, loss_cls: 9.6254, loss: 9.6254 2025-08-12 12:39:49,195 - pyskl - INFO - Epoch [3][3000/7492] lr: 4.997e-02, eta: 6 days, 14:32:56, time: 0.524, data_time: 0.000, memory: 13024, top1_acc: 0.1316, top5_acc: 0.3144, loss_cls: 9.5455, loss: 9.5455 2025-08-12 12:40:41,175 - pyskl - INFO - Epoch [3][3100/7492] lr: 4.997e-02, eta: 6 days, 14:32:26, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1184, top5_acc: 0.3075, loss_cls: 9.5348, loss: 9.5348 2025-08-12 12:41:32,980 - pyskl - INFO - Epoch [3][3200/7492] lr: 4.997e-02, eta: 6 days, 14:31:46, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1197, top5_acc: 0.3000, loss_cls: 9.6237, loss: 9.6237 2025-08-12 12:42:25,367 - pyskl - INFO - Epoch [3][3300/7492] lr: 4.997e-02, eta: 6 days, 14:31:41, time: 0.524, data_time: 0.000, memory: 13024, top1_acc: 0.1256, top5_acc: 0.3125, loss_cls: 9.5601, loss: 9.5601 2025-08-12 12:43:16,924 - pyskl - INFO - Epoch [3][3400/7492] lr: 4.997e-02, eta: 6 days, 14:30:45, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1116, top5_acc: 0.3059, loss_cls: 9.5511, loss: 9.5511 2025-08-12 12:44:08,419 - pyskl - INFO - Epoch [3][3500/7492] lr: 4.997e-02, eta: 6 days, 14:29:46, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1181, top5_acc: 0.2938, loss_cls: 9.5617, loss: 9.5617 2025-08-12 12:44:59,801 - pyskl - INFO - Epoch [3][3600/7492] lr: 4.997e-02, eta: 6 days, 14:28:40, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1219, top5_acc: 0.3016, loss_cls: 9.5648, loss: 9.5648 2025-08-12 12:45:51,278 - pyskl - INFO - Epoch [3][3700/7492] lr: 4.997e-02, eta: 6 days, 14:27:40, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1125, top5_acc: 0.3069, loss_cls: 9.5698, loss: 9.5698 2025-08-12 12:46:42,561 - pyskl - INFO - Epoch [3][3800/7492] lr: 4.997e-02, eta: 6 days, 14:26:28, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1209, top5_acc: 0.3150, loss_cls: 9.5654, loss: 9.5654 2025-08-12 12:47:34,125 - pyskl - INFO - Epoch [3][3900/7492] lr: 4.997e-02, eta: 6 days, 14:25:33, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1153, top5_acc: 0.3047, loss_cls: 9.5624, loss: 9.5624 2025-08-12 12:48:26,079 - pyskl - INFO - Epoch [3][4000/7492] lr: 4.996e-02, eta: 6 days, 14:25:01, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1269, top5_acc: 0.3153, loss_cls: 9.5167, loss: 9.5167 2025-08-12 12:49:17,953 - pyskl - INFO - Epoch [3][4100/7492] lr: 4.996e-02, eta: 6 days, 14:24:24, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1272, top5_acc: 0.2978, loss_cls: 9.5971, loss: 9.5971 2025-08-12 12:50:09,703 - pyskl - INFO - Epoch [3][4200/7492] lr: 4.996e-02, eta: 6 days, 14:23:40, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1197, top5_acc: 0.3147, loss_cls: 9.5081, loss: 9.5081 2025-08-12 12:51:01,099 - pyskl - INFO - Epoch [3][4300/7492] lr: 4.996e-02, eta: 6 days, 14:22:36, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1175, top5_acc: 0.2909, loss_cls: 9.5564, loss: 9.5564 2025-08-12 12:51:52,536 - pyskl - INFO - Epoch [3][4400/7492] lr: 4.996e-02, eta: 6 days, 14:21:33, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1237, top5_acc: 0.3103, loss_cls: 9.5204, loss: 9.5204 2025-08-12 12:52:43,891 - pyskl - INFO - Epoch [3][4500/7492] lr: 4.996e-02, eta: 6 days, 14:20:27, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1263, top5_acc: 0.3022, loss_cls: 9.6031, loss: 9.6031 2025-08-12 12:53:35,408 - pyskl - INFO - Epoch [3][4600/7492] lr: 4.996e-02, eta: 6 days, 14:19:29, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1212, top5_acc: 0.3044, loss_cls: 9.5496, loss: 9.5496 2025-08-12 12:54:27,061 - pyskl - INFO - Epoch [3][4700/7492] lr: 4.996e-02, eta: 6 days, 14:18:40, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1144, top5_acc: 0.3137, loss_cls: 9.5952, loss: 9.5952 2025-08-12 12:55:19,093 - pyskl - INFO - Epoch [3][4800/7492] lr: 4.996e-02, eta: 6 days, 14:18:11, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1187, top5_acc: 0.3031, loss_cls: 9.5565, loss: 9.5565 2025-08-12 12:56:10,818 - pyskl - INFO - Epoch [3][4900/7492] lr: 4.996e-02, eta: 6 days, 14:17:25, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1269, top5_acc: 0.3137, loss_cls: 9.5252, loss: 9.5252 2025-08-12 12:57:02,568 - pyskl - INFO - Epoch [3][5000/7492] lr: 4.996e-02, eta: 6 days, 14:16:41, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1328, top5_acc: 0.3341, loss_cls: 9.4831, loss: 9.4831 2025-08-12 12:57:54,518 - pyskl - INFO - Epoch [3][5100/7492] lr: 4.996e-02, eta: 6 days, 14:16:07, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1187, top5_acc: 0.3113, loss_cls: 9.5378, loss: 9.5378 2025-08-12 12:58:46,262 - pyskl - INFO - Epoch [3][5200/7492] lr: 4.996e-02, eta: 6 days, 14:15:22, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1266, top5_acc: 0.3178, loss_cls: 9.5681, loss: 9.5681 2025-08-12 12:59:37,720 - pyskl - INFO - Epoch [3][5300/7492] lr: 4.996e-02, eta: 6 days, 14:14:22, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1288, top5_acc: 0.3331, loss_cls: 9.4194, loss: 9.4194 2025-08-12 13:00:29,139 - pyskl - INFO - Epoch [3][5400/7492] lr: 4.996e-02, eta: 6 days, 14:13:19, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1372, top5_acc: 0.3253, loss_cls: 9.4320, loss: 9.4320 2025-08-12 13:01:21,053 - pyskl - INFO - Epoch [3][5500/7492] lr: 4.996e-02, eta: 6 days, 14:12:43, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1256, top5_acc: 0.3103, loss_cls: 9.5524, loss: 9.5524 2025-08-12 13:02:12,701 - pyskl - INFO - Epoch [3][5600/7492] lr: 4.996e-02, eta: 6 days, 14:11:53, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1181, top5_acc: 0.3131, loss_cls: 9.5311, loss: 9.5311 2025-08-12 13:03:04,841 - pyskl - INFO - Epoch [3][5700/7492] lr: 4.996e-02, eta: 6 days, 14:11:28, time: 0.521, data_time: 0.000, memory: 13024, top1_acc: 0.1366, top5_acc: 0.3334, loss_cls: 9.4429, loss: 9.4429 2025-08-12 13:03:56,586 - pyskl - INFO - Epoch [3][5800/7492] lr: 4.996e-02, eta: 6 days, 14:10:43, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1291, top5_acc: 0.3125, loss_cls: 9.5561, loss: 9.5561 2025-08-12 13:04:48,410 - pyskl - INFO - Epoch [3][5900/7492] lr: 4.996e-02, eta: 6 days, 14:10:02, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1206, top5_acc: 0.3172, loss_cls: 9.3962, loss: 9.3962 2025-08-12 13:05:40,320 - pyskl - INFO - Epoch [3][6000/7492] lr: 4.996e-02, eta: 6 days, 14:09:25, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1328, top5_acc: 0.3047, loss_cls: 9.5552, loss: 9.5552 2025-08-12 13:06:32,285 - pyskl - INFO - Epoch [3][6100/7492] lr: 4.996e-02, eta: 6 days, 14:08:51, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1212, top5_acc: 0.3147, loss_cls: 9.5144, loss: 9.5144 2025-08-12 13:07:23,778 - pyskl - INFO - Epoch [3][6200/7492] lr: 4.996e-02, eta: 6 days, 14:07:52, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1119, top5_acc: 0.3106, loss_cls: 9.5607, loss: 9.5607 2025-08-12 13:08:15,413 - pyskl - INFO - Epoch [3][6300/7492] lr: 4.996e-02, eta: 6 days, 14:07:01, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1263, top5_acc: 0.3256, loss_cls: 9.4682, loss: 9.4682 2025-08-12 13:09:06,797 - pyskl - INFO - Epoch [3][6400/7492] lr: 4.996e-02, eta: 6 days, 14:05:57, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1206, top5_acc: 0.3234, loss_cls: 9.5021, loss: 9.5021 2025-08-12 13:09:58,247 - pyskl - INFO - Epoch [3][6500/7492] lr: 4.995e-02, eta: 6 days, 14:04:56, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1181, top5_acc: 0.3175, loss_cls: 9.4391, loss: 9.4391 2025-08-12 13:10:49,639 - pyskl - INFO - Epoch [3][6600/7492] lr: 4.995e-02, eta: 6 days, 14:03:52, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1391, top5_acc: 0.3303, loss_cls: 9.3608, loss: 9.3608 2025-08-12 13:11:41,260 - pyskl - INFO - Epoch [3][6700/7492] lr: 4.995e-02, eta: 6 days, 14:03:00, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1412, top5_acc: 0.3384, loss_cls: 9.4453, loss: 9.4453 2025-08-12 13:12:32,825 - pyskl - INFO - Epoch [3][6800/7492] lr: 4.995e-02, eta: 6 days, 14:02:06, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1306, top5_acc: 0.3172, loss_cls: 9.4742, loss: 9.4742 2025-08-12 13:13:24,184 - pyskl - INFO - Epoch [3][6900/7492] lr: 4.995e-02, eta: 6 days, 14:01:01, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1294, top5_acc: 0.3172, loss_cls: 9.4452, loss: 9.4452 2025-08-12 13:14:15,697 - pyskl - INFO - Epoch [3][7000/7492] lr: 4.995e-02, eta: 6 days, 14:00:03, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1288, top5_acc: 0.3103, loss_cls: 9.5072, loss: 9.5072 2025-08-12 13:15:07,169 - pyskl - INFO - Epoch [3][7100/7492] lr: 4.995e-02, eta: 6 days, 13:59:04, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1231, top5_acc: 0.3269, loss_cls: 9.4240, loss: 9.4240 2025-08-12 13:15:58,725 - pyskl - INFO - Epoch [3][7200/7492] lr: 4.995e-02, eta: 6 days, 13:58:09, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1441, top5_acc: 0.3391, loss_cls: 9.3696, loss: 9.3696 2025-08-12 13:16:50,195 - pyskl - INFO - Epoch [3][7300/7492] lr: 4.995e-02, eta: 6 days, 13:57:10, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1316, top5_acc: 0.3356, loss_cls: 9.4680, loss: 9.4680 2025-08-12 13:17:41,732 - pyskl - INFO - Epoch [3][7400/7492] lr: 4.995e-02, eta: 6 days, 13:56:14, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1434, top5_acc: 0.3344, loss_cls: 9.3913, loss: 9.3913 2025-08-12 13:18:29,996 - pyskl - INFO - Saving checkpoint at 3 epochs 2025-08-12 13:19:26,971 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 13:19:27,722 - pyskl - INFO - top1_acc 0.0850 top5_acc 0.2443 2025-08-12 13:19:27,722 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 13:19:27,756 - pyskl - INFO - mean_acc 0.0851 2025-08-12 13:19:27,821 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_2.pth was removed 2025-08-12 13:19:28,887 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2025-08-12 13:19:28,889 - pyskl - INFO - Best top1_acc is 0.0850 at 3 epoch. 2025-08-12 13:19:28,900 - pyskl - INFO - Epoch(val) [3][617] top1_acc: 0.0850, top5_acc: 0.2443, mean_class_accuracy: 0.0851 2025-08-12 13:21:06,883 - pyskl - INFO - Epoch [4][100/7492] lr: 4.995e-02, eta: 6 days, 13:53:39, time: 0.980, data_time: 0.299, memory: 13024, top1_acc: 0.1406, top5_acc: 0.3325, loss_cls: 9.3897, loss: 9.3897 2025-08-12 13:22:15,095 - pyskl - INFO - Epoch [4][200/7492] lr: 4.995e-02, eta: 6 days, 14:06:13, time: 0.682, data_time: 0.000, memory: 13024, top1_acc: 0.1350, top5_acc: 0.3359, loss_cls: 9.3156, loss: 9.3156 2025-08-12 13:23:23,434 - pyskl - INFO - Epoch [4][300/7492] lr: 4.995e-02, eta: 6 days, 14:18:47, time: 0.683, data_time: 0.000, memory: 13024, top1_acc: 0.1284, top5_acc: 0.3316, loss_cls: 9.3725, loss: 9.3725 2025-08-12 13:24:31,746 - pyskl - INFO - Epoch [4][400/7492] lr: 4.995e-02, eta: 6 days, 14:31:11, time: 0.683, data_time: 0.000, memory: 13024, top1_acc: 0.1369, top5_acc: 0.3362, loss_cls: 9.4176, loss: 9.4176 2025-08-12 13:25:39,720 - pyskl - INFO - Epoch [4][500/7492] lr: 4.995e-02, eta: 6 days, 14:43:13, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1234, top5_acc: 0.3228, loss_cls: 9.4598, loss: 9.4598 2025-08-12 13:26:47,601 - pyskl - INFO - Epoch [4][600/7492] lr: 4.995e-02, eta: 6 days, 14:55:03, time: 0.679, data_time: 0.000, memory: 13024, top1_acc: 0.1353, top5_acc: 0.3300, loss_cls: 9.3939, loss: 9.3939 2025-08-12 13:27:55,521 - pyskl - INFO - Epoch [4][700/7492] lr: 4.995e-02, eta: 6 days, 15:06:48, time: 0.679, data_time: 0.000, memory: 13024, top1_acc: 0.1253, top5_acc: 0.3113, loss_cls: 9.5022, loss: 9.5022 2025-08-12 13:29:03,578 - pyskl - INFO - Epoch [4][800/7492] lr: 4.995e-02, eta: 6 days, 15:18:33, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1406, top5_acc: 0.3316, loss_cls: 9.4171, loss: 9.4171 2025-08-12 13:30:11,585 - pyskl - INFO - Epoch [4][900/7492] lr: 4.995e-02, eta: 6 days, 15:30:09, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1344, top5_acc: 0.3275, loss_cls: 9.4100, loss: 9.4100 2025-08-12 13:31:19,513 - pyskl - INFO - Epoch [4][1000/7492] lr: 4.995e-02, eta: 6 days, 15:41:35, time: 0.679, data_time: 0.000, memory: 13024, top1_acc: 0.1331, top5_acc: 0.3209, loss_cls: 9.4336, loss: 9.4336 2025-08-12 13:32:27,372 - pyskl - INFO - Epoch [4][1100/7492] lr: 4.995e-02, eta: 6 days, 15:52:51, time: 0.679, data_time: 0.000, memory: 13024, top1_acc: 0.1322, top5_acc: 0.3169, loss_cls: 9.4503, loss: 9.4503 2025-08-12 13:33:35,434 - pyskl - INFO - Epoch [4][1200/7492] lr: 4.995e-02, eta: 6 days, 16:04:10, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1334, top5_acc: 0.3306, loss_cls: 9.4288, loss: 9.4288 2025-08-12 13:34:43,290 - pyskl - INFO - Epoch [4][1300/7492] lr: 4.994e-02, eta: 6 days, 16:15:14, time: 0.679, data_time: 0.000, memory: 13024, top1_acc: 0.1375, top5_acc: 0.3438, loss_cls: 9.4254, loss: 9.4254 2025-08-12 13:35:51,256 - pyskl - INFO - Epoch [4][1400/7492] lr: 4.994e-02, eta: 6 days, 16:26:17, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1338, top5_acc: 0.3250, loss_cls: 9.4227, loss: 9.4227 2025-08-12 13:36:59,318 - pyskl - INFO - Epoch [4][1500/7492] lr: 4.994e-02, eta: 6 days, 16:37:17, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1397, top5_acc: 0.3337, loss_cls: 9.4143, loss: 9.4143 2025-08-12 13:38:07,471 - pyskl - INFO - Epoch [4][1600/7492] lr: 4.994e-02, eta: 6 days, 16:48:16, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1381, top5_acc: 0.3384, loss_cls: 9.3766, loss: 9.3766 2025-08-12 13:39:15,610 - pyskl - INFO - Epoch [4][1700/7492] lr: 4.994e-02, eta: 6 days, 16:59:09, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1431, top5_acc: 0.3406, loss_cls: 9.4067, loss: 9.4067 2025-08-12 13:40:23,622 - pyskl - INFO - Epoch [4][1800/7492] lr: 4.994e-02, eta: 6 days, 17:09:49, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1456, top5_acc: 0.3372, loss_cls: 9.3375, loss: 9.3375 2025-08-12 13:41:31,639 - pyskl - INFO - Epoch [4][1900/7492] lr: 4.994e-02, eta: 6 days, 17:20:24, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1331, top5_acc: 0.3212, loss_cls: 9.4150, loss: 9.4150 2025-08-12 13:42:39,743 - pyskl - INFO - Epoch [4][2000/7492] lr: 4.994e-02, eta: 6 days, 17:30:57, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1419, top5_acc: 0.3306, loss_cls: 9.3581, loss: 9.3581 2025-08-12 13:43:47,873 - pyskl - INFO - Epoch [4][2100/7492] lr: 4.994e-02, eta: 6 days, 17:41:26, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1309, top5_acc: 0.3359, loss_cls: 9.4147, loss: 9.4147 2025-08-12 13:44:56,183 - pyskl - INFO - Epoch [4][2200/7492] lr: 4.994e-02, eta: 6 days, 17:51:57, time: 0.683, data_time: 0.000, memory: 13024, top1_acc: 0.1378, top5_acc: 0.3356, loss_cls: 9.3635, loss: 9.3635 2025-08-12 13:46:04,869 - pyskl - INFO - Epoch [4][2300/7492] lr: 4.994e-02, eta: 6 days, 18:02:39, time: 0.687, data_time: 0.000, memory: 13024, top1_acc: 0.1394, top5_acc: 0.3347, loss_cls: 9.3869, loss: 9.3869 2025-08-12 13:47:12,986 - pyskl - INFO - Epoch [4][2400/7492] lr: 4.994e-02, eta: 6 days, 18:12:50, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1450, top5_acc: 0.3412, loss_cls: 9.3130, loss: 9.3130 2025-08-12 13:48:20,924 - pyskl - INFO - Epoch [4][2500/7492] lr: 4.994e-02, eta: 6 days, 18:22:48, time: 0.679, data_time: 0.000, memory: 13024, top1_acc: 0.1253, top5_acc: 0.3159, loss_cls: 9.5138, loss: 9.5138 2025-08-12 13:49:28,999 - pyskl - INFO - Epoch [4][2600/7492] lr: 4.994e-02, eta: 6 days, 18:32:47, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1284, top5_acc: 0.3294, loss_cls: 9.4411, loss: 9.4411 2025-08-12 13:50:37,087 - pyskl - INFO - Epoch [4][2700/7492] lr: 4.994e-02, eta: 6 days, 18:42:40, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1291, top5_acc: 0.3253, loss_cls: 9.4815, loss: 9.4815 2025-08-12 13:51:45,111 - pyskl - INFO - Epoch [4][2800/7492] lr: 4.994e-02, eta: 6 days, 18:52:26, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1272, top5_acc: 0.3209, loss_cls: 9.4376, loss: 9.4376 2025-08-12 13:52:53,216 - pyskl - INFO - Epoch [4][2900/7492] lr: 4.994e-02, eta: 6 days, 19:02:10, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1437, top5_acc: 0.3334, loss_cls: 9.3704, loss: 9.3704 2025-08-12 13:54:01,270 - pyskl - INFO - Epoch [4][3000/7492] lr: 4.994e-02, eta: 6 days, 19:11:47, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1394, top5_acc: 0.3347, loss_cls: 9.2966, loss: 9.2966 2025-08-12 13:55:09,276 - pyskl - INFO - Epoch [4][3100/7492] lr: 4.994e-02, eta: 6 days, 19:21:17, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1372, top5_acc: 0.3322, loss_cls: 9.3749, loss: 9.3749 2025-08-12 13:56:17,304 - pyskl - INFO - Epoch [4][3200/7492] lr: 4.994e-02, eta: 6 days, 19:30:43, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1528, top5_acc: 0.3525, loss_cls: 9.3109, loss: 9.3109 2025-08-12 13:57:25,372 - pyskl - INFO - Epoch [4][3300/7492] lr: 4.994e-02, eta: 6 days, 19:40:05, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1441, top5_acc: 0.3600, loss_cls: 9.2601, loss: 9.2601 2025-08-12 13:58:33,628 - pyskl - INFO - Epoch [4][3400/7492] lr: 4.993e-02, eta: 6 days, 19:49:31, time: 0.683, data_time: 0.000, memory: 13024, top1_acc: 0.1391, top5_acc: 0.3456, loss_cls: 9.3560, loss: 9.3560 2025-08-12 13:59:41,522 - pyskl - INFO - Epoch [4][3500/7492] lr: 4.993e-02, eta: 6 days, 19:58:36, time: 0.679, data_time: 0.000, memory: 13024, top1_acc: 0.1375, top5_acc: 0.3206, loss_cls: 9.3849, loss: 9.3849 2025-08-12 14:00:49,478 - pyskl - INFO - Epoch [4][3600/7492] lr: 4.993e-02, eta: 6 days, 20:07:40, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1341, top5_acc: 0.3391, loss_cls: 9.4435, loss: 9.4435 2025-08-12 14:01:57,485 - pyskl - INFO - Epoch [4][3700/7492] lr: 4.993e-02, eta: 6 days, 20:16:40, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1397, top5_acc: 0.3347, loss_cls: 9.3318, loss: 9.3318 2025-08-12 14:03:05,551 - pyskl - INFO - Epoch [4][3800/7492] lr: 4.993e-02, eta: 6 days, 20:25:39, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1366, top5_acc: 0.3469, loss_cls: 9.3701, loss: 9.3701 2025-08-12 14:04:13,695 - pyskl - INFO - Epoch [4][3900/7492] lr: 4.993e-02, eta: 6 days, 20:34:36, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1422, top5_acc: 0.3513, loss_cls: 9.3264, loss: 9.3264 2025-08-12 14:05:21,805 - pyskl - INFO - Epoch [4][4000/7492] lr: 4.993e-02, eta: 6 days, 20:43:28, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1469, top5_acc: 0.3406, loss_cls: 9.3463, loss: 9.3463 2025-08-12 14:06:29,896 - pyskl - INFO - Epoch [4][4100/7492] lr: 4.993e-02, eta: 6 days, 20:52:14, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1428, top5_acc: 0.3359, loss_cls: 9.3319, loss: 9.3319 2025-08-12 14:07:38,014 - pyskl - INFO - Epoch [4][4200/7492] lr: 4.993e-02, eta: 6 days, 21:00:56, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1453, top5_acc: 0.3447, loss_cls: 9.3085, loss: 9.3085 2025-08-12 14:08:46,003 - pyskl - INFO - Epoch [4][4300/7492] lr: 4.993e-02, eta: 6 days, 21:09:29, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1456, top5_acc: 0.3478, loss_cls: 9.3102, loss: 9.3102 2025-08-12 14:09:54,030 - pyskl - INFO - Epoch [4][4400/7492] lr: 4.993e-02, eta: 6 days, 21:17:59, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1425, top5_acc: 0.3453, loss_cls: 9.3620, loss: 9.3620 2025-08-12 14:11:02,370 - pyskl - INFO - Epoch [4][4500/7492] lr: 4.993e-02, eta: 6 days, 21:26:38, time: 0.683, data_time: 0.000, memory: 13024, top1_acc: 0.1491, top5_acc: 0.3466, loss_cls: 9.3376, loss: 9.3376 2025-08-12 14:12:10,334 - pyskl - INFO - Epoch [4][4600/7492] lr: 4.993e-02, eta: 6 days, 21:34:57, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1434, top5_acc: 0.3494, loss_cls: 9.3582, loss: 9.3582 2025-08-12 14:13:18,310 - pyskl - INFO - Epoch [4][4700/7492] lr: 4.993e-02, eta: 6 days, 21:43:12, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1550, top5_acc: 0.3575, loss_cls: 9.3217, loss: 9.3217 2025-08-12 14:14:26,498 - pyskl - INFO - Epoch [4][4800/7492] lr: 4.993e-02, eta: 6 days, 21:51:32, time: 0.682, data_time: 0.000, memory: 13024, top1_acc: 0.1487, top5_acc: 0.3494, loss_cls: 9.3187, loss: 9.3187 2025-08-12 14:15:34,462 - pyskl - INFO - Epoch [4][4900/7492] lr: 4.993e-02, eta: 6 days, 21:59:39, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1397, top5_acc: 0.3381, loss_cls: 9.4220, loss: 9.4220 2025-08-12 14:16:42,396 - pyskl - INFO - Epoch [4][5000/7492] lr: 4.993e-02, eta: 6 days, 22:07:40, time: 0.679, data_time: 0.000, memory: 13024, top1_acc: 0.1375, top5_acc: 0.3412, loss_cls: 9.3177, loss: 9.3177 2025-08-12 14:17:50,410 - pyskl - INFO - Epoch [4][5100/7492] lr: 4.993e-02, eta: 6 days, 22:15:41, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1363, top5_acc: 0.3506, loss_cls: 9.3577, loss: 9.3577 2025-08-12 14:18:58,520 - pyskl - INFO - Epoch [4][5200/7492] lr: 4.993e-02, eta: 6 days, 22:23:41, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1450, top5_acc: 0.3459, loss_cls: 9.3361, loss: 9.3361 2025-08-12 14:20:06,592 - pyskl - INFO - Epoch [4][5300/7492] lr: 4.992e-02, eta: 6 days, 22:31:36, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1409, top5_acc: 0.3400, loss_cls: 9.3396, loss: 9.3396 2025-08-12 14:21:15,171 - pyskl - INFO - Epoch [4][5400/7492] lr: 4.992e-02, eta: 6 days, 22:39:47, time: 0.686, data_time: 0.000, memory: 13024, top1_acc: 0.1363, top5_acc: 0.3428, loss_cls: 9.3200, loss: 9.3200 2025-08-12 14:22:23,544 - pyskl - INFO - Epoch [4][5500/7492] lr: 4.992e-02, eta: 6 days, 22:47:46, time: 0.684, data_time: 0.000, memory: 13024, top1_acc: 0.1450, top5_acc: 0.3391, loss_cls: 9.3802, loss: 9.3802 2025-08-12 14:23:31,812 - pyskl - INFO - Epoch [4][5600/7492] lr: 4.992e-02, eta: 6 days, 22:55:37, time: 0.683, data_time: 0.000, memory: 13024, top1_acc: 0.1431, top5_acc: 0.3419, loss_cls: 9.3266, loss: 9.3266 2025-08-12 14:24:39,939 - pyskl - INFO - Epoch [4][5700/7492] lr: 4.992e-02, eta: 6 days, 23:03:19, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1500, top5_acc: 0.3428, loss_cls: 9.3955, loss: 9.3955 2025-08-12 14:25:48,082 - pyskl - INFO - Epoch [4][5800/7492] lr: 4.992e-02, eta: 6 days, 23:10:57, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1497, top5_acc: 0.3572, loss_cls: 9.3104, loss: 9.3104 2025-08-12 14:26:56,269 - pyskl - INFO - Epoch [4][5900/7492] lr: 4.992e-02, eta: 6 days, 23:18:34, time: 0.682, data_time: 0.000, memory: 13024, top1_acc: 0.1528, top5_acc: 0.3497, loss_cls: 9.2854, loss: 9.2854 2025-08-12 14:28:04,375 - pyskl - INFO - Epoch [4][6000/7492] lr: 4.992e-02, eta: 6 days, 23:26:03, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1491, top5_acc: 0.3431, loss_cls: 9.3445, loss: 9.3445 2025-08-12 14:29:12,502 - pyskl - INFO - Epoch [4][6100/7492] lr: 4.992e-02, eta: 6 days, 23:33:30, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1506, top5_acc: 0.3503, loss_cls: 9.3066, loss: 9.3066 2025-08-12 14:30:20,843 - pyskl - INFO - Epoch [4][6200/7492] lr: 4.992e-02, eta: 6 days, 23:41:02, time: 0.683, data_time: 0.000, memory: 13024, top1_acc: 0.1578, top5_acc: 0.3606, loss_cls: 9.2736, loss: 9.2736 2025-08-12 14:31:28,959 - pyskl - INFO - Epoch [4][6300/7492] lr: 4.992e-02, eta: 6 days, 23:48:21, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1541, top5_acc: 0.3603, loss_cls: 9.1670, loss: 9.1670 2025-08-12 14:32:37,110 - pyskl - INFO - Epoch [4][6400/7492] lr: 4.992e-02, eta: 6 days, 23:55:38, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1547, top5_acc: 0.3434, loss_cls: 9.3241, loss: 9.3241 2025-08-12 14:33:45,178 - pyskl - INFO - Epoch [4][6500/7492] lr: 4.992e-02, eta: 7 days, 0:02:49, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1419, top5_acc: 0.3444, loss_cls: 9.2794, loss: 9.2794 2025-08-12 14:34:53,152 - pyskl - INFO - Epoch [4][6600/7492] lr: 4.992e-02, eta: 7 days, 0:09:52, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1487, top5_acc: 0.3553, loss_cls: 9.2911, loss: 9.2911 2025-08-12 14:36:01,436 - pyskl - INFO - Epoch [4][6700/7492] lr: 4.992e-02, eta: 7 days, 0:17:04, time: 0.683, data_time: 0.000, memory: 13024, top1_acc: 0.1428, top5_acc: 0.3469, loss_cls: 9.3556, loss: 9.3556 2025-08-12 14:37:09,478 - pyskl - INFO - Epoch [4][6800/7492] lr: 4.992e-02, eta: 7 days, 0:24:03, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1409, top5_acc: 0.3463, loss_cls: 9.2435, loss: 9.2435 2025-08-12 14:38:17,549 - pyskl - INFO - Epoch [4][6900/7492] lr: 4.992e-02, eta: 7 days, 0:31:00, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1456, top5_acc: 0.3387, loss_cls: 9.3148, loss: 9.3148 2025-08-12 14:39:25,808 - pyskl - INFO - Epoch [4][7000/7492] lr: 4.992e-02, eta: 7 days, 0:38:01, time: 0.683, data_time: 0.000, memory: 13024, top1_acc: 0.1469, top5_acc: 0.3434, loss_cls: 9.2782, loss: 9.2782 2025-08-12 14:40:33,892 - pyskl - INFO - Epoch [4][7100/7492] lr: 4.991e-02, eta: 7 days, 0:44:52, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1531, top5_acc: 0.3569, loss_cls: 9.2467, loss: 9.2467 2025-08-12 14:41:41,949 - pyskl - INFO - Epoch [4][7200/7492] lr: 4.991e-02, eta: 7 days, 0:51:39, time: 0.681, data_time: 0.000, memory: 13024, top1_acc: 0.1531, top5_acc: 0.3491, loss_cls: 9.2687, loss: 9.2687 2025-08-12 14:42:49,988 - pyskl - INFO - Epoch [4][7300/7492] lr: 4.991e-02, eta: 7 days, 0:58:22, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1428, top5_acc: 0.3403, loss_cls: 9.3850, loss: 9.3850 2025-08-12 14:43:57,988 - pyskl - INFO - Epoch [4][7400/7492] lr: 4.991e-02, eta: 7 days, 1:05:00, time: 0.680, data_time: 0.000, memory: 13024, top1_acc: 0.1456, top5_acc: 0.3463, loss_cls: 9.3233, loss: 9.3233 2025-08-12 14:45:01,138 - pyskl - INFO - Saving checkpoint at 4 epochs 2025-08-12 14:45:57,662 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 14:45:58,398 - pyskl - INFO - top1_acc 0.1073 top5_acc 0.2800 2025-08-12 14:45:58,398 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 14:45:58,450 - pyskl - INFO - mean_acc 0.1073 2025-08-12 14:45:58,507 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_3.pth was removed 2025-08-12 14:45:59,618 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2025-08-12 14:45:59,619 - pyskl - INFO - Best top1_acc is 0.1073 at 4 epoch. 2025-08-12 14:45:59,631 - pyskl - INFO - Epoch(val) [4][617] top1_acc: 0.1073, top5_acc: 0.2800, mean_class_accuracy: 0.1073 2025-08-12 14:47:21,310 - pyskl - INFO - Epoch [5][100/7492] lr: 4.991e-02, eta: 7 days, 0:47:58, time: 0.817, data_time: 0.299, memory: 13024, top1_acc: 0.1459, top5_acc: 0.3459, loss_cls: 9.3802, loss: 9.3802 2025-08-12 14:48:12,546 - pyskl - INFO - Epoch [5][200/7492] lr: 4.991e-02, eta: 7 days, 0:44:25, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1503, top5_acc: 0.3384, loss_cls: 9.3927, loss: 9.3927 2025-08-12 14:49:03,797 - pyskl - INFO - Epoch [5][300/7492] lr: 4.991e-02, eta: 7 days, 0:40:55, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1547, top5_acc: 0.3634, loss_cls: 9.2226, loss: 9.2226 2025-08-12 14:49:55,066 - pyskl - INFO - Epoch [5][400/7492] lr: 4.991e-02, eta: 7 days, 0:37:26, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1547, top5_acc: 0.3563, loss_cls: 9.2261, loss: 9.2261 2025-08-12 14:50:46,458 - pyskl - INFO - Epoch [5][500/7492] lr: 4.991e-02, eta: 7 days, 0:34:02, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1500, top5_acc: 0.3438, loss_cls: 9.2911, loss: 9.2911 2025-08-12 14:51:37,759 - pyskl - INFO - Epoch [5][600/7492] lr: 4.991e-02, eta: 7 days, 0:30:36, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1491, top5_acc: 0.3525, loss_cls: 9.2471, loss: 9.2471 2025-08-12 14:52:29,090 - pyskl - INFO - Epoch [5][700/7492] lr: 4.991e-02, eta: 7 days, 0:27:13, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1431, top5_acc: 0.3337, loss_cls: 9.3656, loss: 9.3656 2025-08-12 14:53:20,389 - pyskl - INFO - Epoch [5][800/7492] lr: 4.991e-02, eta: 7 days, 0:23:49, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1503, top5_acc: 0.3522, loss_cls: 9.3095, loss: 9.3095 2025-08-12 14:54:11,753 - pyskl - INFO - Epoch [5][900/7492] lr: 4.991e-02, eta: 7 days, 0:20:28, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1494, top5_acc: 0.3509, loss_cls: 9.2178, loss: 9.2178 2025-08-12 14:55:03,031 - pyskl - INFO - Epoch [5][1000/7492] lr: 4.991e-02, eta: 7 days, 0:17:05, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1409, top5_acc: 0.3525, loss_cls: 9.2419, loss: 9.2419 2025-08-12 14:55:54,264 - pyskl - INFO - Epoch [5][1100/7492] lr: 4.991e-02, eta: 7 days, 0:13:42, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1459, top5_acc: 0.3563, loss_cls: 9.2957, loss: 9.2957 2025-08-12 14:56:45,675 - pyskl - INFO - Epoch [5][1200/7492] lr: 4.991e-02, eta: 7 days, 0:10:26, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1584, top5_acc: 0.3644, loss_cls: 9.1389, loss: 9.1389 2025-08-12 14:57:37,072 - pyskl - INFO - Epoch [5][1300/7492] lr: 4.990e-02, eta: 7 days, 0:07:10, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1594, top5_acc: 0.3581, loss_cls: 9.2327, loss: 9.2327 2025-08-12 14:58:28,429 - pyskl - INFO - Epoch [5][1400/7492] lr: 4.990e-02, eta: 7 days, 0:03:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1494, top5_acc: 0.3416, loss_cls: 9.3042, loss: 9.3042 2025-08-12 14:59:19,779 - pyskl - INFO - Epoch [5][1500/7492] lr: 4.990e-02, eta: 7 days, 0:00:39, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1594, top5_acc: 0.3584, loss_cls: 9.2348, loss: 9.2348 2025-08-12 15:00:11,097 - pyskl - INFO - Epoch [5][1600/7492] lr: 4.990e-02, eta: 6 days, 23:57:23, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1594, top5_acc: 0.3519, loss_cls: 9.2622, loss: 9.2622 2025-08-12 15:01:02,427 - pyskl - INFO - Epoch [5][1700/7492] lr: 4.990e-02, eta: 6 days, 23:54:09, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1512, top5_acc: 0.3588, loss_cls: 9.2925, loss: 9.2925 2025-08-12 15:01:53,776 - pyskl - INFO - Epoch [5][1800/7492] lr: 4.990e-02, eta: 6 days, 23:50:56, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1600, top5_acc: 0.3681, loss_cls: 9.2431, loss: 9.2431 2025-08-12 15:02:45,146 - pyskl - INFO - Epoch [5][1900/7492] lr: 4.990e-02, eta: 6 days, 23:47:45, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1453, top5_acc: 0.3438, loss_cls: 9.2960, loss: 9.2960 2025-08-12 15:03:36,561 - pyskl - INFO - Epoch [5][2000/7492] lr: 4.990e-02, eta: 6 days, 23:44:36, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1491, top5_acc: 0.3372, loss_cls: 9.3107, loss: 9.3107 2025-08-12 15:04:27,882 - pyskl - INFO - Epoch [5][2100/7492] lr: 4.990e-02, eta: 6 days, 23:41:25, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1456, top5_acc: 0.3500, loss_cls: 9.2651, loss: 9.2651 2025-08-12 15:05:19,210 - pyskl - INFO - Epoch [5][2200/7492] lr: 4.990e-02, eta: 6 days, 23:38:15, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1553, top5_acc: 0.3544, loss_cls: 9.2815, loss: 9.2815 2025-08-12 15:06:10,555 - pyskl - INFO - Epoch [5][2300/7492] lr: 4.990e-02, eta: 6 days, 23:35:07, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1606, top5_acc: 0.3678, loss_cls: 9.2140, loss: 9.2140 2025-08-12 15:07:01,677 - pyskl - INFO - Epoch [5][2400/7492] lr: 4.990e-02, eta: 6 days, 23:31:51, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1559, top5_acc: 0.3541, loss_cls: 9.2360, loss: 9.2360 2025-08-12 15:07:52,914 - pyskl - INFO - Epoch [5][2500/7492] lr: 4.990e-02, eta: 6 days, 23:28:41, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1491, top5_acc: 0.3606, loss_cls: 9.2227, loss: 9.2227 2025-08-12 15:08:44,221 - pyskl - INFO - Epoch [5][2600/7492] lr: 4.990e-02, eta: 6 days, 23:25:34, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1516, top5_acc: 0.3588, loss_cls: 9.3051, loss: 9.3051 2025-08-12 15:09:35,680 - pyskl - INFO - Epoch [5][2700/7492] lr: 4.990e-02, eta: 6 days, 23:22:32, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1472, top5_acc: 0.3656, loss_cls: 9.2967, loss: 9.2967 2025-08-12 15:10:27,050 - pyskl - INFO - Epoch [5][2800/7492] lr: 4.990e-02, eta: 6 days, 23:19:29, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1575, top5_acc: 0.3478, loss_cls: 9.2415, loss: 9.2415 2025-08-12 15:11:18,286 - pyskl - INFO - Epoch [5][2900/7492] lr: 4.989e-02, eta: 6 days, 23:16:21, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1497, top5_acc: 0.3428, loss_cls: 9.3442, loss: 9.3442 2025-08-12 15:12:09,506 - pyskl - INFO - Epoch [5][3000/7492] lr: 4.989e-02, eta: 6 days, 23:13:14, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1378, top5_acc: 0.3319, loss_cls: 9.2879, loss: 9.2879 2025-08-12 15:13:00,725 - pyskl - INFO - Epoch [5][3100/7492] lr: 4.989e-02, eta: 6 days, 23:10:08, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1597, top5_acc: 0.3550, loss_cls: 9.2113, loss: 9.2113 2025-08-12 15:13:52,102 - pyskl - INFO - Epoch [5][3200/7492] lr: 4.989e-02, eta: 6 days, 23:07:08, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1475, top5_acc: 0.3488, loss_cls: 9.3131, loss: 9.3131 2025-08-12 15:14:43,647 - pyskl - INFO - Epoch [5][3300/7492] lr: 4.989e-02, eta: 6 days, 23:04:15, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1572, top5_acc: 0.3725, loss_cls: 9.2139, loss: 9.2139 2025-08-12 15:15:35,036 - pyskl - INFO - Epoch [5][3400/7492] lr: 4.989e-02, eta: 6 days, 23:01:16, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1562, top5_acc: 0.3566, loss_cls: 9.2375, loss: 9.2375 2025-08-12 15:16:26,394 - pyskl - INFO - Epoch [5][3500/7492] lr: 4.989e-02, eta: 6 days, 22:58:18, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1547, top5_acc: 0.3638, loss_cls: 9.2514, loss: 9.2514 2025-08-12 15:17:17,645 - pyskl - INFO - Epoch [5][3600/7492] lr: 4.989e-02, eta: 6 days, 22:55:17, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1622, top5_acc: 0.3694, loss_cls: 9.2091, loss: 9.2091 2025-08-12 15:18:08,936 - pyskl - INFO - Epoch [5][3700/7492] lr: 4.989e-02, eta: 6 days, 22:52:18, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1478, top5_acc: 0.3519, loss_cls: 9.2728, loss: 9.2728 2025-08-12 15:19:00,346 - pyskl - INFO - Epoch [5][3800/7492] lr: 4.989e-02, eta: 6 days, 22:49:23, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1584, top5_acc: 0.3544, loss_cls: 9.2101, loss: 9.2101 2025-08-12 15:19:51,648 - pyskl - INFO - Epoch [5][3900/7492] lr: 4.989e-02, eta: 6 days, 22:46:26, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1319, top5_acc: 0.3491, loss_cls: 9.3230, loss: 9.3230 2025-08-12 15:20:42,893 - pyskl - INFO - Epoch [5][4000/7492] lr: 4.989e-02, eta: 6 days, 22:43:28, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1531, top5_acc: 0.3569, loss_cls: 9.2746, loss: 9.2746 2025-08-12 15:21:34,430 - pyskl - INFO - Epoch [5][4100/7492] lr: 4.989e-02, eta: 6 days, 22:40:40, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1631, top5_acc: 0.3606, loss_cls: 9.2337, loss: 9.2337 2025-08-12 15:22:25,830 - pyskl - INFO - Epoch [5][4200/7492] lr: 4.989e-02, eta: 6 days, 22:37:48, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1569, top5_acc: 0.3591, loss_cls: 9.2213, loss: 9.2213 2025-08-12 15:23:17,312 - pyskl - INFO - Epoch [5][4300/7492] lr: 4.989e-02, eta: 6 days, 22:34:59, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1419, top5_acc: 0.3422, loss_cls: 9.2793, loss: 9.2793 2025-08-12 15:24:09,250 - pyskl - INFO - Epoch [5][4400/7492] lr: 4.988e-02, eta: 6 days, 22:32:26, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1484, top5_acc: 0.3625, loss_cls: 9.3116, loss: 9.3116 2025-08-12 15:25:01,163 - pyskl - INFO - Epoch [5][4500/7492] lr: 4.988e-02, eta: 6 days, 22:29:52, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1562, top5_acc: 0.3731, loss_cls: 9.2365, loss: 9.2365 2025-08-12 15:25:52,518 - pyskl - INFO - Epoch [5][4600/7492] lr: 4.988e-02, eta: 6 days, 22:27:01, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1491, top5_acc: 0.3656, loss_cls: 9.2021, loss: 9.2021 2025-08-12 15:26:44,121 - pyskl - INFO - Epoch [5][4700/7492] lr: 4.988e-02, eta: 6 days, 22:24:19, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1341, top5_acc: 0.3431, loss_cls: 9.3619, loss: 9.3619 2025-08-12 15:27:35,553 - pyskl - INFO - Epoch [5][4800/7492] lr: 4.988e-02, eta: 6 days, 22:21:32, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1650, top5_acc: 0.3781, loss_cls: 9.1035, loss: 9.1035 2025-08-12 15:28:27,168 - pyskl - INFO - Epoch [5][4900/7492] lr: 4.988e-02, eta: 6 days, 22:18:52, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1519, top5_acc: 0.3553, loss_cls: 9.2491, loss: 9.2491 2025-08-12 15:29:18,625 - pyskl - INFO - Epoch [5][5000/7492] lr: 4.988e-02, eta: 6 days, 22:16:07, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1412, top5_acc: 0.3444, loss_cls: 9.2759, loss: 9.2759 2025-08-12 15:30:09,930 - pyskl - INFO - Epoch [5][5100/7492] lr: 4.988e-02, eta: 6 days, 22:13:18, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1584, top5_acc: 0.3591, loss_cls: 9.2389, loss: 9.2389 2025-08-12 15:31:01,127 - pyskl - INFO - Epoch [5][5200/7492] lr: 4.988e-02, eta: 6 days, 22:10:27, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1603, top5_acc: 0.3613, loss_cls: 9.1668, loss: 9.1668 2025-08-12 15:31:52,399 - pyskl - INFO - Epoch [5][5300/7492] lr: 4.988e-02, eta: 6 days, 22:07:38, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1459, top5_acc: 0.3400, loss_cls: 9.2937, loss: 9.2937 2025-08-12 15:32:43,719 - pyskl - INFO - Epoch [5][5400/7492] lr: 4.988e-02, eta: 6 days, 22:04:52, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1622, top5_acc: 0.3775, loss_cls: 9.1525, loss: 9.1525 2025-08-12 15:33:35,190 - pyskl - INFO - Epoch [5][5500/7492] lr: 4.988e-02, eta: 6 days, 22:02:10, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1544, top5_acc: 0.3584, loss_cls: 9.2300, loss: 9.2300 2025-08-12 15:34:26,572 - pyskl - INFO - Epoch [5][5600/7492] lr: 4.988e-02, eta: 6 days, 21:59:27, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1653, top5_acc: 0.3647, loss_cls: 9.1622, loss: 9.1622 2025-08-12 15:35:17,842 - pyskl - INFO - Epoch [5][5700/7492] lr: 4.988e-02, eta: 6 days, 21:56:41, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1634, top5_acc: 0.3725, loss_cls: 9.2381, loss: 9.2381 2025-08-12 15:36:09,236 - pyskl - INFO - Epoch [5][5800/7492] lr: 4.988e-02, eta: 6 days, 21:54:00, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1584, top5_acc: 0.3738, loss_cls: 9.1791, loss: 9.1791 2025-08-12 15:37:00,581 - pyskl - INFO - Epoch [5][5900/7492] lr: 4.987e-02, eta: 6 days, 21:51:17, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1688, top5_acc: 0.3747, loss_cls: 9.1067, loss: 9.1067 2025-08-12 15:37:52,211 - pyskl - INFO - Epoch [5][6000/7492] lr: 4.987e-02, eta: 6 days, 21:48:44, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1487, top5_acc: 0.3419, loss_cls: 9.2781, loss: 9.2781 2025-08-12 15:38:43,786 - pyskl - INFO - Epoch [5][6100/7492] lr: 4.987e-02, eta: 6 days, 21:46:09, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1556, top5_acc: 0.3650, loss_cls: 9.1580, loss: 9.1580 2025-08-12 15:39:35,281 - pyskl - INFO - Epoch [5][6200/7492] lr: 4.987e-02, eta: 6 days, 21:43:33, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1581, top5_acc: 0.3778, loss_cls: 9.1202, loss: 9.1202 2025-08-12 15:40:26,790 - pyskl - INFO - Epoch [5][6300/7492] lr: 4.987e-02, eta: 6 days, 21:40:58, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1516, top5_acc: 0.3650, loss_cls: 9.1627, loss: 9.1627 2025-08-12 15:41:18,270 - pyskl - INFO - Epoch [5][6400/7492] lr: 4.987e-02, eta: 6 days, 21:38:23, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1534, top5_acc: 0.3694, loss_cls: 9.1552, loss: 9.1552 2025-08-12 15:42:09,702 - pyskl - INFO - Epoch [5][6500/7492] lr: 4.987e-02, eta: 6 days, 21:35:46, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1556, top5_acc: 0.3588, loss_cls: 9.2883, loss: 9.2883 2025-08-12 15:43:01,371 - pyskl - INFO - Epoch [5][6600/7492] lr: 4.987e-02, eta: 6 days, 21:33:18, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1659, top5_acc: 0.3713, loss_cls: 9.0988, loss: 9.0988 2025-08-12 15:43:52,576 - pyskl - INFO - Epoch [5][6700/7492] lr: 4.987e-02, eta: 6 days, 21:30:36, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1541, top5_acc: 0.3569, loss_cls: 9.2315, loss: 9.2315 2025-08-12 15:44:44,022 - pyskl - INFO - Epoch [5][6800/7492] lr: 4.987e-02, eta: 6 days, 21:28:01, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1616, top5_acc: 0.3653, loss_cls: 9.1414, loss: 9.1414 2025-08-12 15:45:35,454 - pyskl - INFO - Epoch [5][6900/7492] lr: 4.987e-02, eta: 6 days, 21:25:27, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1578, top5_acc: 0.3681, loss_cls: 9.1935, loss: 9.1935 2025-08-12 15:46:26,810 - pyskl - INFO - Epoch [5][7000/7492] lr: 4.987e-02, eta: 6 days, 21:22:52, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1534, top5_acc: 0.3528, loss_cls: 9.2374, loss: 9.2374 2025-08-12 15:47:18,504 - pyskl - INFO - Epoch [5][7100/7492] lr: 4.987e-02, eta: 6 days, 21:20:26, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1706, top5_acc: 0.3744, loss_cls: 9.1027, loss: 9.1027 2025-08-12 15:48:09,926 - pyskl - INFO - Epoch [5][7200/7492] lr: 4.987e-02, eta: 6 days, 21:17:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1591, top5_acc: 0.3556, loss_cls: 9.1840, loss: 9.1840 2025-08-12 15:49:01,284 - pyskl - INFO - Epoch [5][7300/7492] lr: 4.986e-02, eta: 6 days, 21:15:19, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1503, top5_acc: 0.3625, loss_cls: 9.2335, loss: 9.2335 2025-08-12 15:49:52,895 - pyskl - INFO - Epoch [5][7400/7492] lr: 4.986e-02, eta: 6 days, 21:12:53, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1506, top5_acc: 0.3619, loss_cls: 9.1965, loss: 9.1965 2025-08-12 15:50:40,827 - pyskl - INFO - Saving checkpoint at 5 epochs 2025-08-12 15:51:51,095 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 15:51:51,835 - pyskl - INFO - top1_acc 0.1149 top5_acc 0.2977 2025-08-12 15:51:51,835 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 15:51:51,869 - pyskl - INFO - mean_acc 0.1146 2025-08-12 15:51:51,922 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_4.pth was removed 2025-08-12 15:51:53,139 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2025-08-12 15:51:53,141 - pyskl - INFO - Best top1_acc is 0.1149 at 5 epoch. 2025-08-12 15:51:53,165 - pyskl - INFO - Epoch(val) [5][617] top1_acc: 0.1149, top5_acc: 0.2977, mean_class_accuracy: 0.1146 2025-08-12 15:53:14,464 - pyskl - INFO - Epoch [6][100/7492] lr: 4.986e-02, eta: 6 days, 20:59:39, time: 0.813, data_time: 0.299, memory: 13024, top1_acc: 0.1544, top5_acc: 0.3616, loss_cls: 9.2633, loss: 9.2633 2025-08-12 15:54:05,887 - pyskl - INFO - Epoch [6][200/7492] lr: 4.986e-02, eta: 6 days, 20:57:11, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1663, top5_acc: 0.3837, loss_cls: 9.1261, loss: 9.1261 2025-08-12 15:54:57,349 - pyskl - INFO - Epoch [6][300/7492] lr: 4.986e-02, eta: 6 days, 20:54:44, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1553, top5_acc: 0.3650, loss_cls: 9.1502, loss: 9.1502 2025-08-12 15:55:48,828 - pyskl - INFO - Epoch [6][400/7492] lr: 4.986e-02, eta: 6 days, 20:52:17, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1628, top5_acc: 0.3694, loss_cls: 9.1624, loss: 9.1624 2025-08-12 15:56:40,475 - pyskl - INFO - Epoch [6][500/7492] lr: 4.986e-02, eta: 6 days, 20:49:57, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1638, top5_acc: 0.3716, loss_cls: 9.0851, loss: 9.0851 2025-08-12 15:57:31,902 - pyskl - INFO - Epoch [6][600/7492] lr: 4.986e-02, eta: 6 days, 20:47:30, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1556, top5_acc: 0.3734, loss_cls: 9.1395, loss: 9.1395 2025-08-12 15:58:23,209 - pyskl - INFO - Epoch [6][700/7492] lr: 4.986e-02, eta: 6 days, 20:45:01, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1562, top5_acc: 0.3675, loss_cls: 9.1583, loss: 9.1583 2025-08-12 15:59:15,113 - pyskl - INFO - Epoch [6][800/7492] lr: 4.986e-02, eta: 6 days, 20:42:49, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1569, top5_acc: 0.3566, loss_cls: 9.1924, loss: 9.1924 2025-08-12 16:00:06,934 - pyskl - INFO - Epoch [6][900/7492] lr: 4.986e-02, eta: 6 days, 20:40:35, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1541, top5_acc: 0.3609, loss_cls: 9.2332, loss: 9.2332 2025-08-12 16:00:58,493 - pyskl - INFO - Epoch [6][1000/7492] lr: 4.986e-02, eta: 6 days, 20:38:14, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1578, top5_acc: 0.3638, loss_cls: 9.1602, loss: 9.1602 2025-08-12 16:01:50,017 - pyskl - INFO - Epoch [6][1100/7492] lr: 4.985e-02, eta: 6 days, 20:35:52, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1525, top5_acc: 0.3747, loss_cls: 9.1394, loss: 9.1394 2025-08-12 16:02:41,348 - pyskl - INFO - Epoch [6][1200/7492] lr: 4.985e-02, eta: 6 days, 20:33:26, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1572, top5_acc: 0.3638, loss_cls: 9.1898, loss: 9.1898 2025-08-12 16:03:32,672 - pyskl - INFO - Epoch [6][1300/7492] lr: 4.985e-02, eta: 6 days, 20:31:00, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1616, top5_acc: 0.3800, loss_cls: 9.1421, loss: 9.1421 2025-08-12 16:04:24,268 - pyskl - INFO - Epoch [6][1400/7492] lr: 4.985e-02, eta: 6 days, 20:28:42, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1666, top5_acc: 0.3744, loss_cls: 9.1168, loss: 9.1168 2025-08-12 16:05:15,608 - pyskl - INFO - Epoch [6][1500/7492] lr: 4.985e-02, eta: 6 days, 20:26:17, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1537, top5_acc: 0.3778, loss_cls: 9.1354, loss: 9.1354 2025-08-12 16:06:07,105 - pyskl - INFO - Epoch [6][1600/7492] lr: 4.985e-02, eta: 6 days, 20:23:57, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1497, top5_acc: 0.3638, loss_cls: 9.2090, loss: 9.2090 2025-08-12 16:06:58,533 - pyskl - INFO - Epoch [6][1700/7492] lr: 4.985e-02, eta: 6 days, 20:21:36, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1616, top5_acc: 0.3775, loss_cls: 9.1633, loss: 9.1633 2025-08-12 16:07:49,938 - pyskl - INFO - Epoch [6][1800/7492] lr: 4.985e-02, eta: 6 days, 20:19:14, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1666, top5_acc: 0.3694, loss_cls: 9.1275, loss: 9.1275 2025-08-12 16:08:41,254 - pyskl - INFO - Epoch [6][1900/7492] lr: 4.985e-02, eta: 6 days, 20:16:51, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1566, top5_acc: 0.3475, loss_cls: 9.2433, loss: 9.2433 2025-08-12 16:09:32,585 - pyskl - INFO - Epoch [6][2000/7492] lr: 4.985e-02, eta: 6 days, 20:14:28, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1572, top5_acc: 0.3684, loss_cls: 9.2054, loss: 9.2054 2025-08-12 16:10:23,847 - pyskl - INFO - Epoch [6][2100/7492] lr: 4.985e-02, eta: 6 days, 20:12:04, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1616, top5_acc: 0.3666, loss_cls: 9.1896, loss: 9.1896 2025-08-12 16:11:15,328 - pyskl - INFO - Epoch [6][2200/7492] lr: 4.985e-02, eta: 6 days, 20:09:46, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1737, top5_acc: 0.3819, loss_cls: 9.0122, loss: 9.0122 2025-08-12 16:12:06,600 - pyskl - INFO - Epoch [6][2300/7492] lr: 4.985e-02, eta: 6 days, 20:07:24, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1647, top5_acc: 0.3809, loss_cls: 9.0609, loss: 9.0609 2025-08-12 16:12:57,878 - pyskl - INFO - Epoch [6][2400/7492] lr: 4.984e-02, eta: 6 days, 20:05:01, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1553, top5_acc: 0.3625, loss_cls: 9.1915, loss: 9.1915 2025-08-12 16:13:49,144 - pyskl - INFO - Epoch [6][2500/7492] lr: 4.984e-02, eta: 6 days, 20:02:39, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1572, top5_acc: 0.3766, loss_cls: 9.1456, loss: 9.1456 2025-08-12 16:14:40,412 - pyskl - INFO - Epoch [6][2600/7492] lr: 4.984e-02, eta: 6 days, 20:00:18, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1578, top5_acc: 0.3606, loss_cls: 9.1852, loss: 9.1852 2025-08-12 16:15:31,799 - pyskl - INFO - Epoch [6][2700/7492] lr: 4.984e-02, eta: 6 days, 19:58:00, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1606, top5_acc: 0.3759, loss_cls: 9.2242, loss: 9.2242 2025-08-12 16:16:23,087 - pyskl - INFO - Epoch [6][2800/7492] lr: 4.984e-02, eta: 6 days, 19:55:39, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1619, top5_acc: 0.3778, loss_cls: 9.1140, loss: 9.1140 2025-08-12 16:17:14,611 - pyskl - INFO - Epoch [6][2900/7492] lr: 4.984e-02, eta: 6 days, 19:53:26, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1581, top5_acc: 0.3678, loss_cls: 9.1939, loss: 9.1939 2025-08-12 16:18:05,942 - pyskl - INFO - Epoch [6][3000/7492] lr: 4.984e-02, eta: 6 days, 19:51:08, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1578, top5_acc: 0.3703, loss_cls: 9.1670, loss: 9.1670 2025-08-12 16:18:57,243 - pyskl - INFO - Epoch [6][3100/7492] lr: 4.984e-02, eta: 6 days, 19:48:49, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1625, top5_acc: 0.3722, loss_cls: 9.1603, loss: 9.1603 2025-08-12 16:19:48,579 - pyskl - INFO - Epoch [6][3200/7492] lr: 4.984e-02, eta: 6 days, 19:46:32, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1706, top5_acc: 0.3928, loss_cls: 9.0437, loss: 9.0437 2025-08-12 16:20:40,084 - pyskl - INFO - Epoch [6][3300/7492] lr: 4.984e-02, eta: 6 days, 19:44:20, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1556, top5_acc: 0.3653, loss_cls: 9.1352, loss: 9.1352 2025-08-12 16:21:31,453 - pyskl - INFO - Epoch [6][3400/7492] lr: 4.984e-02, eta: 6 days, 19:42:04, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1569, top5_acc: 0.3756, loss_cls: 9.1589, loss: 9.1589 2025-08-12 16:22:22,711 - pyskl - INFO - Epoch [6][3500/7492] lr: 4.984e-02, eta: 6 days, 19:39:46, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1606, top5_acc: 0.3778, loss_cls: 9.1874, loss: 9.1874 2025-08-12 16:23:13,967 - pyskl - INFO - Epoch [6][3600/7492] lr: 4.984e-02, eta: 6 days, 19:37:29, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1553, top5_acc: 0.3606, loss_cls: 9.1291, loss: 9.1291 2025-08-12 16:24:05,544 - pyskl - INFO - Epoch [6][3700/7492] lr: 4.983e-02, eta: 6 days, 19:35:20, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1716, top5_acc: 0.3756, loss_cls: 9.1498, loss: 9.1498 2025-08-12 16:24:57,151 - pyskl - INFO - Epoch [6][3800/7492] lr: 4.983e-02, eta: 6 days, 19:33:12, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1528, top5_acc: 0.3631, loss_cls: 9.2204, loss: 9.2204 2025-08-12 16:25:48,511 - pyskl - INFO - Epoch [6][3900/7492] lr: 4.983e-02, eta: 6 days, 19:30:59, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1638, top5_acc: 0.3766, loss_cls: 9.0906, loss: 9.0906 2025-08-12 16:26:40,061 - pyskl - INFO - Epoch [6][4000/7492] lr: 4.983e-02, eta: 6 days, 19:28:50, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1534, top5_acc: 0.3647, loss_cls: 9.1483, loss: 9.1483 2025-08-12 16:27:31,508 - pyskl - INFO - Epoch [6][4100/7492] lr: 4.983e-02, eta: 6 days, 19:26:40, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1506, top5_acc: 0.3584, loss_cls: 9.1904, loss: 9.1904 2025-08-12 16:28:22,711 - pyskl - INFO - Epoch [6][4200/7492] lr: 4.983e-02, eta: 6 days, 19:24:23, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1553, top5_acc: 0.3675, loss_cls: 9.2075, loss: 9.2075 2025-08-12 16:29:13,865 - pyskl - INFO - Epoch [6][4300/7492] lr: 4.983e-02, eta: 6 days, 19:22:06, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1638, top5_acc: 0.3669, loss_cls: 9.1427, loss: 9.1427 2025-08-12 16:30:05,230 - pyskl - INFO - Epoch [6][4400/7492] lr: 4.983e-02, eta: 6 days, 19:19:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1672, top5_acc: 0.3884, loss_cls: 9.1081, loss: 9.1081 2025-08-12 16:30:56,416 - pyskl - INFO - Epoch [6][4500/7492] lr: 4.983e-02, eta: 6 days, 19:17:38, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1334, top5_acc: 0.3369, loss_cls: 9.3053, loss: 9.3053 2025-08-12 16:31:47,572 - pyskl - INFO - Epoch [6][4600/7492] lr: 4.983e-02, eta: 6 days, 19:15:22, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1600, top5_acc: 0.3791, loss_cls: 9.1470, loss: 9.1470 2025-08-12 16:32:38,772 - pyskl - INFO - Epoch [6][4700/7492] lr: 4.983e-02, eta: 6 days, 19:13:07, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1716, top5_acc: 0.3853, loss_cls: 9.1323, loss: 9.1323 2025-08-12 16:33:30,186 - pyskl - INFO - Epoch [6][4800/7492] lr: 4.983e-02, eta: 6 days, 19:10:59, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1622, top5_acc: 0.3741, loss_cls: 9.1414, loss: 9.1414 2025-08-12 16:34:21,895 - pyskl - INFO - Epoch [6][4900/7492] lr: 4.982e-02, eta: 6 days, 19:08:58, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1691, top5_acc: 0.3759, loss_cls: 9.1441, loss: 9.1441 2025-08-12 16:35:13,493 - pyskl - INFO - Epoch [6][5000/7492] lr: 4.982e-02, eta: 6 days, 19:06:54, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1594, top5_acc: 0.3669, loss_cls: 9.2031, loss: 9.2031 2025-08-12 16:36:04,930 - pyskl - INFO - Epoch [6][5100/7492] lr: 4.982e-02, eta: 6 days, 19:04:47, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1691, top5_acc: 0.3819, loss_cls: 9.1329, loss: 9.1329 2025-08-12 16:36:56,232 - pyskl - INFO - Epoch [6][5200/7492] lr: 4.982e-02, eta: 6 days, 19:02:37, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1616, top5_acc: 0.3684, loss_cls: 9.1229, loss: 9.1229 2025-08-12 16:37:47,507 - pyskl - INFO - Epoch [6][5300/7492] lr: 4.982e-02, eta: 6 days, 19:00:26, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1631, top5_acc: 0.3784, loss_cls: 9.1017, loss: 9.1017 2025-08-12 16:38:38,934 - pyskl - INFO - Epoch [6][5400/7492] lr: 4.982e-02, eta: 6 days, 18:58:20, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1638, top5_acc: 0.3791, loss_cls: 9.0501, loss: 9.0501 2025-08-12 16:39:30,546 - pyskl - INFO - Epoch [6][5500/7492] lr: 4.982e-02, eta: 6 days, 18:56:19, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1619, top5_acc: 0.3706, loss_cls: 9.1443, loss: 9.1443 2025-08-12 16:40:21,934 - pyskl - INFO - Epoch [6][5600/7492] lr: 4.982e-02, eta: 6 days, 18:54:12, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1534, top5_acc: 0.3666, loss_cls: 9.2065, loss: 9.2065 2025-08-12 16:41:13,144 - pyskl - INFO - Epoch [6][5700/7492] lr: 4.982e-02, eta: 6 days, 18:52:01, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1547, top5_acc: 0.3628, loss_cls: 9.2146, loss: 9.2146 2025-08-12 16:42:04,422 - pyskl - INFO - Epoch [6][5800/7492] lr: 4.982e-02, eta: 6 days, 18:49:52, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1647, top5_acc: 0.3688, loss_cls: 9.1542, loss: 9.1542 2025-08-12 16:42:55,958 - pyskl - INFO - Epoch [6][5900/7492] lr: 4.982e-02, eta: 6 days, 18:47:51, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1609, top5_acc: 0.3650, loss_cls: 9.1647, loss: 9.1647 2025-08-12 16:43:47,910 - pyskl - INFO - Epoch [6][6000/7492] lr: 4.982e-02, eta: 6 days, 18:45:59, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1688, top5_acc: 0.3741, loss_cls: 9.1288, loss: 9.1288 2025-08-12 16:44:39,430 - pyskl - INFO - Epoch [6][6100/7492] lr: 4.981e-02, eta: 6 days, 18:43:58, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1653, top5_acc: 0.3837, loss_cls: 9.1327, loss: 9.1327 2025-08-12 16:45:31,039 - pyskl - INFO - Epoch [6][6200/7492] lr: 4.981e-02, eta: 6 days, 18:41:59, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1750, top5_acc: 0.3756, loss_cls: 9.1512, loss: 9.1512 2025-08-12 16:46:22,583 - pyskl - INFO - Epoch [6][6300/7492] lr: 4.981e-02, eta: 6 days, 18:39:58, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1697, top5_acc: 0.3803, loss_cls: 9.0991, loss: 9.0991 2025-08-12 16:47:13,871 - pyskl - INFO - Epoch [6][6400/7492] lr: 4.981e-02, eta: 6 days, 18:37:52, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1619, top5_acc: 0.3800, loss_cls: 9.1699, loss: 9.1699 2025-08-12 16:48:05,237 - pyskl - INFO - Epoch [6][6500/7492] lr: 4.981e-02, eta: 6 days, 18:35:47, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1619, top5_acc: 0.3650, loss_cls: 9.2470, loss: 9.2470 2025-08-12 16:48:56,618 - pyskl - INFO - Epoch [6][6600/7492] lr: 4.981e-02, eta: 6 days, 18:33:44, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1716, top5_acc: 0.3803, loss_cls: 9.1546, loss: 9.1546 2025-08-12 16:49:47,980 - pyskl - INFO - Epoch [6][6700/7492] lr: 4.981e-02, eta: 6 days, 18:31:40, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1709, top5_acc: 0.3791, loss_cls: 9.0887, loss: 9.0887 2025-08-12 16:50:39,464 - pyskl - INFO - Epoch [6][6800/7492] lr: 4.981e-02, eta: 6 days, 18:29:40, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1678, top5_acc: 0.3856, loss_cls: 9.0955, loss: 9.0955 2025-08-12 16:51:30,694 - pyskl - INFO - Epoch [6][6900/7492] lr: 4.981e-02, eta: 6 days, 18:27:34, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1597, top5_acc: 0.3659, loss_cls: 9.1775, loss: 9.1775 2025-08-12 16:52:22,134 - pyskl - INFO - Epoch [6][7000/7492] lr: 4.981e-02, eta: 6 days, 18:25:33, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1666, top5_acc: 0.3784, loss_cls: 9.1355, loss: 9.1355 2025-08-12 16:53:13,782 - pyskl - INFO - Epoch [6][7100/7492] lr: 4.981e-02, eta: 6 days, 18:23:38, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1613, top5_acc: 0.3841, loss_cls: 9.1342, loss: 9.1342 2025-08-12 16:54:04,987 - pyskl - INFO - Epoch [6][7200/7492] lr: 4.981e-02, eta: 6 days, 18:21:32, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1638, top5_acc: 0.3728, loss_cls: 9.1346, loss: 9.1346 2025-08-12 16:54:56,423 - pyskl - INFO - Epoch [6][7300/7492] lr: 4.980e-02, eta: 6 days, 18:19:32, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1597, top5_acc: 0.3738, loss_cls: 9.1435, loss: 9.1435 2025-08-12 16:55:47,852 - pyskl - INFO - Epoch [6][7400/7492] lr: 4.980e-02, eta: 6 days, 18:17:32, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1675, top5_acc: 0.3822, loss_cls: 9.0845, loss: 9.0845 2025-08-12 16:56:36,039 - pyskl - INFO - Saving checkpoint at 6 epochs 2025-08-12 16:57:33,027 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 16:57:33,761 - pyskl - INFO - top1_acc 0.1245 top5_acc 0.3129 2025-08-12 16:57:33,761 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 16:57:33,799 - pyskl - INFO - mean_acc 0.1243 2025-08-12 16:57:33,867 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_5.pth was removed 2025-08-12 16:57:34,975 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2025-08-12 16:57:34,976 - pyskl - INFO - Best top1_acc is 0.1245 at 6 epoch. 2025-08-12 16:57:34,989 - pyskl - INFO - Epoch(val) [6][617] top1_acc: 0.1245, top5_acc: 0.3129, mean_class_accuracy: 0.1243 2025-08-12 16:58:56,709 - pyskl - INFO - Epoch [7][100/7492] lr: 4.980e-02, eta: 6 days, 18:06:55, time: 0.817, data_time: 0.303, memory: 13024, top1_acc: 0.1775, top5_acc: 0.3897, loss_cls: 9.0862, loss: 9.0862 2025-08-12 16:59:47,962 - pyskl - INFO - Epoch [7][200/7492] lr: 4.980e-02, eta: 6 days, 18:04:53, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1675, top5_acc: 0.3819, loss_cls: 9.0897, loss: 9.0897 2025-08-12 17:00:39,260 - pyskl - INFO - Epoch [7][300/7492] lr: 4.980e-02, eta: 6 days, 18:02:52, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1688, top5_acc: 0.3816, loss_cls: 9.1197, loss: 9.1197 2025-08-12 17:01:30,534 - pyskl - INFO - Epoch [7][400/7492] lr: 4.980e-02, eta: 6 days, 18:00:51, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1653, top5_acc: 0.3816, loss_cls: 8.9961, loss: 8.9961 2025-08-12 17:02:21,836 - pyskl - INFO - Epoch [7][500/7492] lr: 4.980e-02, eta: 6 days, 17:58:51, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1603, top5_acc: 0.3806, loss_cls: 9.0911, loss: 9.0911 2025-08-12 17:03:13,305 - pyskl - INFO - Epoch [7][600/7492] lr: 4.980e-02, eta: 6 days, 17:56:55, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1706, top5_acc: 0.3887, loss_cls: 8.9891, loss: 8.9891 2025-08-12 17:04:04,720 - pyskl - INFO - Epoch [7][700/7492] lr: 4.980e-02, eta: 6 days, 17:54:59, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1569, top5_acc: 0.3719, loss_cls: 9.1610, loss: 9.1610 2025-08-12 17:04:56,057 - pyskl - INFO - Epoch [7][800/7492] lr: 4.980e-02, eta: 6 days, 17:53:00, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1694, top5_acc: 0.3828, loss_cls: 9.0794, loss: 9.0794 2025-08-12 17:05:47,441 - pyskl - INFO - Epoch [7][900/7492] lr: 4.979e-02, eta: 6 days, 17:51:03, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1716, top5_acc: 0.3884, loss_cls: 9.1275, loss: 9.1275 2025-08-12 17:06:38,564 - pyskl - INFO - Epoch [7][1000/7492] lr: 4.979e-02, eta: 6 days, 17:49:01, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1734, top5_acc: 0.3900, loss_cls: 9.1210, loss: 9.1210 2025-08-12 17:07:30,022 - pyskl - INFO - Epoch [7][1100/7492] lr: 4.979e-02, eta: 6 days, 17:47:06, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1684, top5_acc: 0.3719, loss_cls: 9.1055, loss: 9.1055 2025-08-12 17:08:21,434 - pyskl - INFO - Epoch [7][1200/7492] lr: 4.979e-02, eta: 6 days, 17:45:10, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1688, top5_acc: 0.3719, loss_cls: 9.0786, loss: 9.0786 2025-08-12 17:09:12,701 - pyskl - INFO - Epoch [7][1300/7492] lr: 4.979e-02, eta: 6 days, 17:43:12, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1669, top5_acc: 0.3725, loss_cls: 9.1113, loss: 9.1113 2025-08-12 17:10:04,041 - pyskl - INFO - Epoch [7][1400/7492] lr: 4.979e-02, eta: 6 days, 17:41:15, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1653, top5_acc: 0.3716, loss_cls: 9.0993, loss: 9.0993 2025-08-12 17:10:55,480 - pyskl - INFO - Epoch [7][1500/7492] lr: 4.979e-02, eta: 6 days, 17:39:21, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1750, top5_acc: 0.3794, loss_cls: 9.1396, loss: 9.1396 2025-08-12 17:11:46,596 - pyskl - INFO - Epoch [7][1600/7492] lr: 4.979e-02, eta: 6 days, 17:37:20, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1678, top5_acc: 0.3891, loss_cls: 9.0472, loss: 9.0472 2025-08-12 17:12:38,360 - pyskl - INFO - Epoch [7][1700/7492] lr: 4.979e-02, eta: 6 days, 17:35:34, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1659, top5_acc: 0.3800, loss_cls: 9.0676, loss: 9.0676 2025-08-12 17:13:29,785 - pyskl - INFO - Epoch [7][1800/7492] lr: 4.979e-02, eta: 6 days, 17:33:41, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1825, top5_acc: 0.3781, loss_cls: 9.1341, loss: 9.1341 2025-08-12 17:14:21,021 - pyskl - INFO - Epoch [7][1900/7492] lr: 4.979e-02, eta: 6 days, 17:31:43, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1516, top5_acc: 0.3625, loss_cls: 9.2451, loss: 9.2451 2025-08-12 17:15:12,272 - pyskl - INFO - Epoch [7][2000/7492] lr: 4.978e-02, eta: 6 days, 17:29:46, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1800, top5_acc: 0.3844, loss_cls: 9.0305, loss: 9.0305 2025-08-12 17:16:03,376 - pyskl - INFO - Epoch [7][2100/7492] lr: 4.978e-02, eta: 6 days, 17:27:46, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1628, top5_acc: 0.3809, loss_cls: 9.0987, loss: 9.0987 2025-08-12 17:16:54,989 - pyskl - INFO - Epoch [7][2200/7492] lr: 4.978e-02, eta: 6 days, 17:25:58, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1653, top5_acc: 0.3772, loss_cls: 9.1207, loss: 9.1207 2025-08-12 17:17:46,331 - pyskl - INFO - Epoch [7][2300/7492] lr: 4.978e-02, eta: 6 days, 17:24:04, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1706, top5_acc: 0.3794, loss_cls: 9.1030, loss: 9.1030 2025-08-12 17:18:37,893 - pyskl - INFO - Epoch [7][2400/7492] lr: 4.978e-02, eta: 6 days, 17:22:15, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1672, top5_acc: 0.3778, loss_cls: 9.1178, loss: 9.1178 2025-08-12 17:19:29,452 - pyskl - INFO - Epoch [7][2500/7492] lr: 4.978e-02, eta: 6 days, 17:20:27, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1688, top5_acc: 0.3803, loss_cls: 9.0494, loss: 9.0494 2025-08-12 17:20:20,703 - pyskl - INFO - Epoch [7][2600/7492] lr: 4.978e-02, eta: 6 days, 17:18:31, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1647, top5_acc: 0.3709, loss_cls: 9.1382, loss: 9.1382 2025-08-12 17:21:11,994 - pyskl - INFO - Epoch [7][2700/7492] lr: 4.978e-02, eta: 6 days, 17:16:37, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1578, top5_acc: 0.3822, loss_cls: 9.1527, loss: 9.1527 2025-08-12 17:22:03,414 - pyskl - INFO - Epoch [7][2800/7492] lr: 4.978e-02, eta: 6 days, 17:14:46, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1650, top5_acc: 0.3825, loss_cls: 9.0416, loss: 9.0416 2025-08-12 17:22:54,659 - pyskl - INFO - Epoch [7][2900/7492] lr: 4.978e-02, eta: 6 days, 17:12:51, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1672, top5_acc: 0.3766, loss_cls: 9.0506, loss: 9.0506 2025-08-12 17:23:46,023 - pyskl - INFO - Epoch [7][3000/7492] lr: 4.978e-02, eta: 6 days, 17:11:00, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1650, top5_acc: 0.3847, loss_cls: 9.0181, loss: 9.0181 2025-08-12 17:24:37,444 - pyskl - INFO - Epoch [7][3100/7492] lr: 4.977e-02, eta: 6 days, 17:09:09, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1678, top5_acc: 0.3884, loss_cls: 9.1584, loss: 9.1584 2025-08-12 17:25:28,630 - pyskl - INFO - Epoch [7][3200/7492] lr: 4.977e-02, eta: 6 days, 17:07:14, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1569, top5_acc: 0.3753, loss_cls: 9.1021, loss: 9.1021 2025-08-12 17:26:20,052 - pyskl - INFO - Epoch [7][3300/7492] lr: 4.977e-02, eta: 6 days, 17:05:24, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1694, top5_acc: 0.3784, loss_cls: 9.0153, loss: 9.0153 2025-08-12 17:27:11,295 - pyskl - INFO - Epoch [7][3400/7492] lr: 4.977e-02, eta: 6 days, 17:03:31, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1703, top5_acc: 0.3853, loss_cls: 9.0737, loss: 9.0737 2025-08-12 17:28:02,694 - pyskl - INFO - Epoch [7][3500/7492] lr: 4.977e-02, eta: 6 days, 17:01:41, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1575, top5_acc: 0.3806, loss_cls: 9.0797, loss: 9.0797 2025-08-12 17:28:54,060 - pyskl - INFO - Epoch [7][3600/7492] lr: 4.977e-02, eta: 6 days, 16:59:51, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1638, top5_acc: 0.3841, loss_cls: 9.1578, loss: 9.1578 2025-08-12 17:29:45,407 - pyskl - INFO - Epoch [7][3700/7492] lr: 4.977e-02, eta: 6 days, 16:58:01, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1581, top5_acc: 0.3791, loss_cls: 9.0831, loss: 9.0831 2025-08-12 17:30:36,904 - pyskl - INFO - Epoch [7][3800/7492] lr: 4.977e-02, eta: 6 days, 16:56:14, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1741, top5_acc: 0.3812, loss_cls: 9.0733, loss: 9.0733 2025-08-12 17:31:28,444 - pyskl - INFO - Epoch [7][3900/7492] lr: 4.977e-02, eta: 6 days, 16:54:28, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1647, top5_acc: 0.3806, loss_cls: 9.0886, loss: 9.0886 2025-08-12 17:32:19,869 - pyskl - INFO - Epoch [7][4000/7492] lr: 4.977e-02, eta: 6 days, 16:52:40, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1678, top5_acc: 0.3837, loss_cls: 9.1135, loss: 9.1135 2025-08-12 17:33:11,222 - pyskl - INFO - Epoch [7][4100/7492] lr: 4.977e-02, eta: 6 days, 16:50:51, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1650, top5_acc: 0.3850, loss_cls: 9.0615, loss: 9.0615 2025-08-12 17:34:02,458 - pyskl - INFO - Epoch [7][4200/7492] lr: 4.976e-02, eta: 6 days, 16:48:59, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1675, top5_acc: 0.3919, loss_cls: 9.0343, loss: 9.0343 2025-08-12 17:34:53,738 - pyskl - INFO - Epoch [7][4300/7492] lr: 4.976e-02, eta: 6 days, 16:47:09, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1656, top5_acc: 0.3784, loss_cls: 9.1272, loss: 9.1272 2025-08-12 17:35:45,114 - pyskl - INFO - Epoch [7][4400/7492] lr: 4.976e-02, eta: 6 days, 16:45:20, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1609, top5_acc: 0.3797, loss_cls: 9.1512, loss: 9.1512 2025-08-12 17:36:36,298 - pyskl - INFO - Epoch [7][4500/7492] lr: 4.976e-02, eta: 6 days, 16:43:28, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1606, top5_acc: 0.3772, loss_cls: 9.0332, loss: 9.0332 2025-08-12 17:37:27,507 - pyskl - INFO - Epoch [7][4600/7492] lr: 4.976e-02, eta: 6 days, 16:41:37, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1669, top5_acc: 0.3928, loss_cls: 9.0330, loss: 9.0330 2025-08-12 17:38:18,671 - pyskl - INFO - Epoch [7][4700/7492] lr: 4.976e-02, eta: 6 days, 16:39:45, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1797, top5_acc: 0.3928, loss_cls: 8.9655, loss: 8.9655 2025-08-12 17:39:09,851 - pyskl - INFO - Epoch [7][4800/7492] lr: 4.976e-02, eta: 6 days, 16:37:54, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1691, top5_acc: 0.3884, loss_cls: 9.0694, loss: 9.0694 2025-08-12 17:40:01,078 - pyskl - INFO - Epoch [7][4900/7492] lr: 4.976e-02, eta: 6 days, 16:36:04, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1766, top5_acc: 0.3906, loss_cls: 9.1017, loss: 9.1017 2025-08-12 17:40:52,459 - pyskl - INFO - Epoch [7][5000/7492] lr: 4.976e-02, eta: 6 days, 16:34:17, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1700, top5_acc: 0.3853, loss_cls: 9.0456, loss: 9.0456 2025-08-12 17:41:43,697 - pyskl - INFO - Epoch [7][5100/7492] lr: 4.976e-02, eta: 6 days, 16:32:27, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1659, top5_acc: 0.3738, loss_cls: 9.0652, loss: 9.0652 2025-08-12 17:42:35,005 - pyskl - INFO - Epoch [7][5200/7492] lr: 4.975e-02, eta: 6 days, 16:30:40, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1678, top5_acc: 0.3925, loss_cls: 9.0219, loss: 9.0219 2025-08-12 17:43:26,415 - pyskl - INFO - Epoch [7][5300/7492] lr: 4.975e-02, eta: 6 days, 16:28:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1706, top5_acc: 0.3781, loss_cls: 9.1111, loss: 9.1111 2025-08-12 17:44:17,798 - pyskl - INFO - Epoch [7][5400/7492] lr: 4.975e-02, eta: 6 days, 16:27:09, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1737, top5_acc: 0.3750, loss_cls: 9.0711, loss: 9.0711 2025-08-12 17:45:09,355 - pyskl - INFO - Epoch [7][5500/7492] lr: 4.975e-02, eta: 6 days, 16:25:27, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1644, top5_acc: 0.3781, loss_cls: 9.1144, loss: 9.1144 2025-08-12 17:46:00,737 - pyskl - INFO - Epoch [7][5600/7492] lr: 4.975e-02, eta: 6 days, 16:23:42, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1722, top5_acc: 0.3762, loss_cls: 9.1594, loss: 9.1594 2025-08-12 17:46:52,121 - pyskl - INFO - Epoch [7][5700/7492] lr: 4.975e-02, eta: 6 days, 16:21:57, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1675, top5_acc: 0.3862, loss_cls: 9.0512, loss: 9.0512 2025-08-12 17:47:43,416 - pyskl - INFO - Epoch [7][5800/7492] lr: 4.975e-02, eta: 6 days, 16:20:10, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1753, top5_acc: 0.3837, loss_cls: 9.0489, loss: 9.0489 2025-08-12 17:48:34,794 - pyskl - INFO - Epoch [7][5900/7492] lr: 4.975e-02, eta: 6 days, 16:18:25, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1675, top5_acc: 0.3759, loss_cls: 9.1938, loss: 9.1938 2025-08-12 17:49:26,342 - pyskl - INFO - Epoch [7][6000/7492] lr: 4.975e-02, eta: 6 days, 16:16:44, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1706, top5_acc: 0.3841, loss_cls: 9.0181, loss: 9.0181 2025-08-12 17:50:18,403 - pyskl - INFO - Epoch [7][6100/7492] lr: 4.975e-02, eta: 6 days, 16:15:14, time: 0.521, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4012, loss_cls: 8.9737, loss: 8.9737 2025-08-12 17:51:09,756 - pyskl - INFO - Epoch [7][6200/7492] lr: 4.974e-02, eta: 6 days, 16:13:30, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1713, top5_acc: 0.3831, loss_cls: 9.0949, loss: 9.0949 2025-08-12 17:52:01,363 - pyskl - INFO - Epoch [7][6300/7492] lr: 4.974e-02, eta: 6 days, 16:11:51, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1641, top5_acc: 0.3853, loss_cls: 9.0409, loss: 9.0409 2025-08-12 17:52:52,773 - pyskl - INFO - Epoch [7][6400/7492] lr: 4.974e-02, eta: 6 days, 16:10:07, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1616, top5_acc: 0.3909, loss_cls: 9.0902, loss: 9.0902 2025-08-12 17:53:44,267 - pyskl - INFO - Epoch [7][6500/7492] lr: 4.974e-02, eta: 6 days, 16:08:26, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1547, top5_acc: 0.3734, loss_cls: 9.2089, loss: 9.2089 2025-08-12 17:54:36,048 - pyskl - INFO - Epoch [7][6600/7492] lr: 4.974e-02, eta: 6 days, 16:06:51, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1697, top5_acc: 0.3828, loss_cls: 9.1051, loss: 9.1051 2025-08-12 17:55:27,660 - pyskl - INFO - Epoch [7][6700/7492] lr: 4.974e-02, eta: 6 days, 16:05:13, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1653, top5_acc: 0.3738, loss_cls: 9.0708, loss: 9.0708 2025-08-12 17:56:18,910 - pyskl - INFO - Epoch [7][6800/7492] lr: 4.974e-02, eta: 6 days, 16:03:27, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1737, top5_acc: 0.3794, loss_cls: 9.0947, loss: 9.0947 2025-08-12 17:57:10,230 - pyskl - INFO - Epoch [7][6900/7492] lr: 4.974e-02, eta: 6 days, 16:01:43, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1688, top5_acc: 0.3947, loss_cls: 9.0230, loss: 9.0230 2025-08-12 17:58:01,551 - pyskl - INFO - Epoch [7][7000/7492] lr: 4.974e-02, eta: 6 days, 16:00:00, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1634, top5_acc: 0.3772, loss_cls: 9.1636, loss: 9.1636 2025-08-12 17:58:53,000 - pyskl - INFO - Epoch [7][7100/7492] lr: 4.974e-02, eta: 6 days, 15:58:19, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1678, top5_acc: 0.3834, loss_cls: 9.0808, loss: 9.0808 2025-08-12 17:59:44,454 - pyskl - INFO - Epoch [7][7200/7492] lr: 4.973e-02, eta: 6 days, 15:56:38, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1644, top5_acc: 0.3941, loss_cls: 8.9852, loss: 8.9852 2025-08-12 18:00:35,801 - pyskl - INFO - Epoch [7][7300/7492] lr: 4.973e-02, eta: 6 days, 15:54:56, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3872, loss_cls: 9.0450, loss: 9.0450 2025-08-12 18:01:27,118 - pyskl - INFO - Epoch [7][7400/7492] lr: 4.973e-02, eta: 6 days, 15:53:13, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1753, top5_acc: 0.3922, loss_cls: 9.0496, loss: 9.0496 2025-08-12 18:02:14,861 - pyskl - INFO - Saving checkpoint at 7 epochs 2025-08-12 18:03:10,970 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 18:03:11,715 - pyskl - INFO - top1_acc 0.1254 top5_acc 0.3162 2025-08-12 18:03:11,715 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 18:03:11,746 - pyskl - INFO - mean_acc 0.1255 2025-08-12 18:03:11,799 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_6.pth was removed 2025-08-12 18:03:12,976 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2025-08-12 18:03:12,976 - pyskl - INFO - Best top1_acc is 0.1254 at 7 epoch. 2025-08-12 18:03:12,986 - pyskl - INFO - Epoch(val) [7][617] top1_acc: 0.1254, top5_acc: 0.3162, mean_class_accuracy: 0.1255 2025-08-12 18:04:34,282 - pyskl - INFO - Epoch [8][100/7492] lr: 4.973e-02, eta: 6 days, 15:44:04, time: 0.813, data_time: 0.297, memory: 13024, top1_acc: 0.1722, top5_acc: 0.3941, loss_cls: 9.0457, loss: 9.0457 2025-08-12 18:05:25,625 - pyskl - INFO - Epoch [8][200/7492] lr: 4.973e-02, eta: 6 days, 15:42:23, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1619, top5_acc: 0.3716, loss_cls: 9.1355, loss: 9.1355 2025-08-12 18:06:16,881 - pyskl - INFO - Epoch [8][300/7492] lr: 4.973e-02, eta: 6 days, 15:40:40, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.3859, loss_cls: 9.0364, loss: 9.0364 2025-08-12 18:07:08,267 - pyskl - INFO - Epoch [8][400/7492] lr: 4.973e-02, eta: 6 days, 15:39:00, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1622, top5_acc: 0.3847, loss_cls: 9.0634, loss: 9.0634 2025-08-12 18:07:59,691 - pyskl - INFO - Epoch [8][500/7492] lr: 4.973e-02, eta: 6 days, 15:37:21, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1694, top5_acc: 0.3994, loss_cls: 8.9966, loss: 8.9966 2025-08-12 18:08:51,238 - pyskl - INFO - Epoch [8][600/7492] lr: 4.973e-02, eta: 6 days, 15:35:44, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.4037, loss_cls: 8.9375, loss: 8.9375 2025-08-12 18:09:42,610 - pyskl - INFO - Epoch [8][700/7492] lr: 4.972e-02, eta: 6 days, 15:34:05, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1803, top5_acc: 0.3931, loss_cls: 9.0009, loss: 9.0009 2025-08-12 18:10:34,094 - pyskl - INFO - Epoch [8][800/7492] lr: 4.972e-02, eta: 6 days, 15:32:27, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1803, top5_acc: 0.3969, loss_cls: 9.0670, loss: 9.0670 2025-08-12 18:11:25,526 - pyskl - INFO - Epoch [8][900/7492] lr: 4.972e-02, eta: 6 days, 15:30:49, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1713, top5_acc: 0.3975, loss_cls: 8.9705, loss: 8.9705 2025-08-12 18:12:17,042 - pyskl - INFO - Epoch [8][1000/7492] lr: 4.972e-02, eta: 6 days, 15:29:13, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1787, top5_acc: 0.3959, loss_cls: 9.0938, loss: 9.0938 2025-08-12 18:13:08,602 - pyskl - INFO - Epoch [8][1100/7492] lr: 4.972e-02, eta: 6 days, 15:27:38, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1750, top5_acc: 0.3906, loss_cls: 8.9721, loss: 8.9721 2025-08-12 18:13:59,952 - pyskl - INFO - Epoch [8][1200/7492] lr: 4.972e-02, eta: 6 days, 15:25:58, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.3947, loss_cls: 9.0087, loss: 9.0087 2025-08-12 18:14:51,395 - pyskl - INFO - Epoch [8][1300/7492] lr: 4.972e-02, eta: 6 days, 15:24:21, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.3991, loss_cls: 8.9042, loss: 8.9042 2025-08-12 18:15:42,749 - pyskl - INFO - Epoch [8][1400/7492] lr: 4.972e-02, eta: 6 days, 15:22:42, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1747, top5_acc: 0.4006, loss_cls: 9.0138, loss: 9.0138 2025-08-12 18:16:33,993 - pyskl - INFO - Epoch [8][1500/7492] lr: 4.972e-02, eta: 6 days, 15:21:01, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1753, top5_acc: 0.3931, loss_cls: 9.0053, loss: 9.0053 2025-08-12 18:17:25,535 - pyskl - INFO - Epoch [8][1600/7492] lr: 4.972e-02, eta: 6 days, 15:19:27, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1663, top5_acc: 0.3837, loss_cls: 8.9814, loss: 8.9814 2025-08-12 18:18:17,227 - pyskl - INFO - Epoch [8][1700/7492] lr: 4.971e-02, eta: 6 days, 15:17:55, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1750, top5_acc: 0.3819, loss_cls: 9.0326, loss: 9.0326 2025-08-12 18:19:08,961 - pyskl - INFO - Epoch [8][1800/7492] lr: 4.971e-02, eta: 6 days, 15:16:24, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1588, top5_acc: 0.3787, loss_cls: 9.1268, loss: 9.1268 2025-08-12 18:20:00,194 - pyskl - INFO - Epoch [8][1900/7492] lr: 4.971e-02, eta: 6 days, 15:14:44, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1706, top5_acc: 0.3878, loss_cls: 9.0192, loss: 9.0192 2025-08-12 18:20:51,540 - pyskl - INFO - Epoch [8][2000/7492] lr: 4.971e-02, eta: 6 days, 15:13:06, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1691, top5_acc: 0.3850, loss_cls: 9.1396, loss: 9.1396 2025-08-12 18:21:42,907 - pyskl - INFO - Epoch [8][2100/7492] lr: 4.971e-02, eta: 6 days, 15:11:29, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1703, top5_acc: 0.3856, loss_cls: 8.9920, loss: 8.9920 2025-08-12 18:22:34,182 - pyskl - INFO - Epoch [8][2200/7492] lr: 4.971e-02, eta: 6 days, 15:09:49, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1762, top5_acc: 0.3862, loss_cls: 9.0326, loss: 9.0326 2025-08-12 18:23:25,516 - pyskl - INFO - Epoch [8][2300/7492] lr: 4.971e-02, eta: 6 days, 15:08:12, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1706, top5_acc: 0.3797, loss_cls: 9.1058, loss: 9.1058 2025-08-12 18:24:16,864 - pyskl - INFO - Epoch [8][2400/7492] lr: 4.971e-02, eta: 6 days, 15:06:35, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1647, top5_acc: 0.3819, loss_cls: 9.0518, loss: 9.0518 2025-08-12 18:25:08,258 - pyskl - INFO - Epoch [8][2500/7492] lr: 4.971e-02, eta: 6 days, 15:04:58, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1806, top5_acc: 0.3919, loss_cls: 8.9817, loss: 8.9817 2025-08-12 18:25:59,589 - pyskl - INFO - Epoch [8][2600/7492] lr: 4.970e-02, eta: 6 days, 15:03:21, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.3819, loss_cls: 8.9793, loss: 8.9793 2025-08-12 18:26:50,828 - pyskl - INFO - Epoch [8][2700/7492] lr: 4.970e-02, eta: 6 days, 15:01:42, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1572, top5_acc: 0.3791, loss_cls: 9.0916, loss: 9.0916 2025-08-12 18:27:42,430 - pyskl - INFO - Epoch [8][2800/7492] lr: 4.970e-02, eta: 6 days, 15:00:10, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1700, top5_acc: 0.3847, loss_cls: 9.0451, loss: 9.0451 2025-08-12 18:28:33,700 - pyskl - INFO - Epoch [8][2900/7492] lr: 4.970e-02, eta: 6 days, 14:58:32, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1622, top5_acc: 0.3741, loss_cls: 9.1358, loss: 9.1358 2025-08-12 18:29:24,964 - pyskl - INFO - Epoch [8][3000/7492] lr: 4.970e-02, eta: 6 days, 14:56:55, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4050, loss_cls: 8.8994, loss: 8.8994 2025-08-12 18:30:16,552 - pyskl - INFO - Epoch [8][3100/7492] lr: 4.970e-02, eta: 6 days, 14:55:23, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1812, top5_acc: 0.3978, loss_cls: 9.0123, loss: 9.0123 2025-08-12 18:31:08,023 - pyskl - INFO - Epoch [8][3200/7492] lr: 4.970e-02, eta: 6 days, 14:53:49, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1800, top5_acc: 0.3953, loss_cls: 8.9985, loss: 8.9985 2025-08-12 18:31:59,256 - pyskl - INFO - Epoch [8][3300/7492] lr: 4.970e-02, eta: 6 days, 14:52:11, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1812, top5_acc: 0.3778, loss_cls: 9.0931, loss: 9.0931 2025-08-12 18:32:50,627 - pyskl - INFO - Epoch [8][3400/7492] lr: 4.970e-02, eta: 6 days, 14:50:36, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.3750, loss_cls: 9.0059, loss: 9.0059 2025-08-12 18:33:42,427 - pyskl - INFO - Epoch [8][3500/7492] lr: 4.969e-02, eta: 6 days, 14:49:09, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1631, top5_acc: 0.3797, loss_cls: 9.0707, loss: 9.0707 2025-08-12 18:34:34,020 - pyskl - INFO - Epoch [8][3600/7492] lr: 4.969e-02, eta: 6 days, 14:47:39, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.3881, loss_cls: 9.0793, loss: 9.0793 2025-08-12 18:35:25,556 - pyskl - INFO - Epoch [8][3700/7492] lr: 4.969e-02, eta: 6 days, 14:46:07, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.3972, loss_cls: 8.9644, loss: 8.9644 2025-08-12 18:36:17,098 - pyskl - INFO - Epoch [8][3800/7492] lr: 4.969e-02, eta: 6 days, 14:44:36, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1725, top5_acc: 0.3819, loss_cls: 9.0616, loss: 9.0616 2025-08-12 18:37:08,858 - pyskl - INFO - Epoch [8][3900/7492] lr: 4.969e-02, eta: 6 days, 14:43:09, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1609, top5_acc: 0.3941, loss_cls: 8.9992, loss: 8.9992 2025-08-12 18:38:00,511 - pyskl - INFO - Epoch [8][4000/7492] lr: 4.969e-02, eta: 6 days, 14:41:40, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1653, top5_acc: 0.3906, loss_cls: 9.0627, loss: 9.0627 2025-08-12 18:38:51,974 - pyskl - INFO - Epoch [8][4100/7492] lr: 4.969e-02, eta: 6 days, 14:40:07, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1669, top5_acc: 0.3944, loss_cls: 9.0585, loss: 9.0585 2025-08-12 18:39:43,604 - pyskl - INFO - Epoch [8][4200/7492] lr: 4.969e-02, eta: 6 days, 14:38:38, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1753, top5_acc: 0.3853, loss_cls: 9.0435, loss: 9.0435 2025-08-12 18:40:35,112 - pyskl - INFO - Epoch [8][4300/7492] lr: 4.969e-02, eta: 6 days, 14:37:07, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1719, top5_acc: 0.3856, loss_cls: 9.1230, loss: 9.1230 2025-08-12 18:41:26,580 - pyskl - INFO - Epoch [8][4400/7492] lr: 4.969e-02, eta: 6 days, 14:35:35, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1806, top5_acc: 0.3884, loss_cls: 8.9769, loss: 8.9769 2025-08-12 18:42:18,007 - pyskl - INFO - Epoch [8][4500/7492] lr: 4.968e-02, eta: 6 days, 14:34:02, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1797, top5_acc: 0.3891, loss_cls: 8.9803, loss: 8.9803 2025-08-12 18:43:09,741 - pyskl - INFO - Epoch [8][4600/7492] lr: 4.968e-02, eta: 6 days, 14:32:35, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1819, top5_acc: 0.3803, loss_cls: 9.0377, loss: 9.0377 2025-08-12 18:44:01,301 - pyskl - INFO - Epoch [8][4700/7492] lr: 4.968e-02, eta: 6 days, 14:31:06, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1641, top5_acc: 0.3844, loss_cls: 9.1198, loss: 9.1198 2025-08-12 18:44:52,900 - pyskl - INFO - Epoch [8][4800/7492] lr: 4.968e-02, eta: 6 days, 14:29:37, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3897, loss_cls: 9.0011, loss: 9.0011 2025-08-12 18:45:44,268 - pyskl - INFO - Epoch [8][4900/7492] lr: 4.968e-02, eta: 6 days, 14:28:04, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1853, top5_acc: 0.3969, loss_cls: 9.0090, loss: 9.0090 2025-08-12 18:46:35,734 - pyskl - INFO - Epoch [8][5000/7492] lr: 4.968e-02, eta: 6 days, 14:26:33, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1747, top5_acc: 0.3853, loss_cls: 8.9742, loss: 8.9742 2025-08-12 18:47:27,332 - pyskl - INFO - Epoch [8][5100/7492] lr: 4.968e-02, eta: 6 days, 14:25:04, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1772, top5_acc: 0.3891, loss_cls: 9.0388, loss: 9.0388 2025-08-12 18:48:18,763 - pyskl - INFO - Epoch [8][5200/7492] lr: 4.968e-02, eta: 6 days, 14:23:32, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1809, top5_acc: 0.3953, loss_cls: 8.9662, loss: 8.9662 2025-08-12 18:49:10,030 - pyskl - INFO - Epoch [8][5300/7492] lr: 4.967e-02, eta: 6 days, 14:21:58, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1725, top5_acc: 0.3766, loss_cls: 9.1739, loss: 9.1739 2025-08-12 18:50:01,601 - pyskl - INFO - Epoch [8][5400/7492] lr: 4.967e-02, eta: 6 days, 14:20:29, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1772, top5_acc: 0.3975, loss_cls: 8.9430, loss: 8.9430 2025-08-12 18:50:53,055 - pyskl - INFO - Epoch [8][5500/7492] lr: 4.967e-02, eta: 6 days, 14:18:59, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1697, top5_acc: 0.3956, loss_cls: 9.0039, loss: 9.0039 2025-08-12 18:51:44,472 - pyskl - INFO - Epoch [8][5600/7492] lr: 4.967e-02, eta: 6 days, 14:17:27, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1822, top5_acc: 0.3947, loss_cls: 8.8879, loss: 8.8879 2025-08-12 18:52:35,858 - pyskl - INFO - Epoch [8][5700/7492] lr: 4.967e-02, eta: 6 days, 14:15:56, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1778, top5_acc: 0.4072, loss_cls: 8.9835, loss: 8.9835 2025-08-12 18:53:27,368 - pyskl - INFO - Epoch [8][5800/7492] lr: 4.967e-02, eta: 6 days, 14:14:27, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1731, top5_acc: 0.3834, loss_cls: 9.0335, loss: 9.0335 2025-08-12 18:54:18,796 - pyskl - INFO - Epoch [8][5900/7492] lr: 4.967e-02, eta: 6 days, 14:12:56, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1684, top5_acc: 0.3853, loss_cls: 9.1336, loss: 9.1336 2025-08-12 18:55:10,322 - pyskl - INFO - Epoch [8][6000/7492] lr: 4.967e-02, eta: 6 days, 14:11:27, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1750, top5_acc: 0.3866, loss_cls: 9.0797, loss: 9.0797 2025-08-12 18:56:01,961 - pyskl - INFO - Epoch [8][6100/7492] lr: 4.967e-02, eta: 6 days, 14:10:01, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1716, top5_acc: 0.3903, loss_cls: 9.0437, loss: 9.0437 2025-08-12 18:56:53,477 - pyskl - INFO - Epoch [8][6200/7492] lr: 4.966e-02, eta: 6 days, 14:08:32, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1744, top5_acc: 0.3822, loss_cls: 9.0500, loss: 9.0500 2025-08-12 18:57:44,884 - pyskl - INFO - Epoch [8][6300/7492] lr: 4.966e-02, eta: 6 days, 14:07:02, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1831, top5_acc: 0.4059, loss_cls: 8.9434, loss: 8.9434 2025-08-12 18:58:36,446 - pyskl - INFO - Epoch [8][6400/7492] lr: 4.966e-02, eta: 6 days, 14:05:34, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1734, top5_acc: 0.3881, loss_cls: 9.0740, loss: 9.0740 2025-08-12 18:59:28,436 - pyskl - INFO - Epoch [8][6500/7492] lr: 4.966e-02, eta: 6 days, 14:04:14, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1841, top5_acc: 0.4041, loss_cls: 8.8978, loss: 8.8978 2025-08-12 19:00:20,003 - pyskl - INFO - Epoch [8][6600/7492] lr: 4.966e-02, eta: 6 days, 14:02:47, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1725, top5_acc: 0.3953, loss_cls: 9.0709, loss: 9.0709 2025-08-12 19:01:11,442 - pyskl - INFO - Epoch [8][6700/7492] lr: 4.966e-02, eta: 6 days, 14:01:18, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1731, top5_acc: 0.3859, loss_cls: 9.0163, loss: 9.0163 2025-08-12 19:02:02,762 - pyskl - INFO - Epoch [8][6800/7492] lr: 4.966e-02, eta: 6 days, 13:59:46, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1594, top5_acc: 0.3781, loss_cls: 9.0889, loss: 9.0889 2025-08-12 19:02:54,334 - pyskl - INFO - Epoch [8][6900/7492] lr: 4.966e-02, eta: 6 days, 13:58:20, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.3850, loss_cls: 9.0275, loss: 9.0275 2025-08-12 19:03:45,846 - pyskl - INFO - Epoch [8][7000/7492] lr: 4.966e-02, eta: 6 days, 13:56:52, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3900, loss_cls: 8.9756, loss: 8.9756 2025-08-12 19:04:37,340 - pyskl - INFO - Epoch [8][7100/7492] lr: 4.965e-02, eta: 6 days, 13:55:24, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1697, top5_acc: 0.3831, loss_cls: 9.0735, loss: 9.0735 2025-08-12 19:05:28,928 - pyskl - INFO - Epoch [8][7200/7492] lr: 4.965e-02, eta: 6 days, 13:53:58, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1784, top5_acc: 0.4016, loss_cls: 8.9823, loss: 8.9823 2025-08-12 19:06:20,312 - pyskl - INFO - Epoch [8][7300/7492] lr: 4.965e-02, eta: 6 days, 13:52:28, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1647, top5_acc: 0.3691, loss_cls: 9.1364, loss: 9.1364 2025-08-12 19:07:11,693 - pyskl - INFO - Epoch [8][7400/7492] lr: 4.965e-02, eta: 6 days, 13:50:59, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1622, top5_acc: 0.3753, loss_cls: 9.0885, loss: 9.0885 2025-08-12 19:07:59,919 - pyskl - INFO - Saving checkpoint at 8 epochs 2025-08-12 19:08:57,600 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 19:08:58,338 - pyskl - INFO - top1_acc 0.1256 top5_acc 0.3241 2025-08-12 19:08:58,338 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 19:08:58,371 - pyskl - INFO - mean_acc 0.1253 2025-08-12 19:08:58,429 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_7.pth was removed 2025-08-12 19:08:59,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2025-08-12 19:08:59,507 - pyskl - INFO - Best top1_acc is 0.1256 at 8 epoch. 2025-08-12 19:08:59,517 - pyskl - INFO - Epoch(val) [8][617] top1_acc: 0.1256, top5_acc: 0.3241, mean_class_accuracy: 0.1253 2025-08-12 19:10:21,059 - pyskl - INFO - Epoch [9][100/7492] lr: 4.965e-02, eta: 6 days, 13:43:04, time: 0.815, data_time: 0.303, memory: 13024, top1_acc: 0.1816, top5_acc: 0.4091, loss_cls: 8.9379, loss: 8.9379 2025-08-12 19:11:12,286 - pyskl - INFO - Epoch [9][200/7492] lr: 4.965e-02, eta: 6 days, 13:41:32, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1834, top5_acc: 0.3950, loss_cls: 9.0515, loss: 9.0515 2025-08-12 19:12:03,530 - pyskl - INFO - Epoch [9][300/7492] lr: 4.965e-02, eta: 6 days, 13:40:01, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1837, top5_acc: 0.3972, loss_cls: 8.9563, loss: 8.9563 2025-08-12 19:12:54,846 - pyskl - INFO - Epoch [9][400/7492] lr: 4.965e-02, eta: 6 days, 13:38:32, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1700, top5_acc: 0.3931, loss_cls: 9.0860, loss: 9.0860 2025-08-12 19:13:46,167 - pyskl - INFO - Epoch [9][500/7492] lr: 4.964e-02, eta: 6 days, 13:37:03, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1841, top5_acc: 0.3997, loss_cls: 8.9625, loss: 8.9625 2025-08-12 19:14:37,619 - pyskl - INFO - Epoch [9][600/7492] lr: 4.964e-02, eta: 6 days, 13:35:36, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1737, top5_acc: 0.3891, loss_cls: 9.0764, loss: 9.0764 2025-08-12 19:15:29,064 - pyskl - INFO - Epoch [9][700/7492] lr: 4.964e-02, eta: 6 days, 13:34:09, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1747, top5_acc: 0.3997, loss_cls: 8.9438, loss: 8.9438 2025-08-12 19:16:20,255 - pyskl - INFO - Epoch [9][800/7492] lr: 4.964e-02, eta: 6 days, 13:32:38, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1750, top5_acc: 0.3925, loss_cls: 9.0697, loss: 9.0697 2025-08-12 19:17:11,498 - pyskl - INFO - Epoch [9][900/7492] lr: 4.964e-02, eta: 6 days, 13:31:07, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1747, top5_acc: 0.3931, loss_cls: 9.0115, loss: 9.0115 2025-08-12 19:18:02,942 - pyskl - INFO - Epoch [9][1000/7492] lr: 4.964e-02, eta: 6 days, 13:29:41, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1837, top5_acc: 0.4047, loss_cls: 8.9887, loss: 8.9887 2025-08-12 19:18:54,278 - pyskl - INFO - Epoch [9][1100/7492] lr: 4.964e-02, eta: 6 days, 13:28:12, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.3997, loss_cls: 8.9427, loss: 8.9427 2025-08-12 19:19:45,552 - pyskl - INFO - Epoch [9][1200/7492] lr: 4.964e-02, eta: 6 days, 13:26:43, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.3972, loss_cls: 8.9442, loss: 8.9442 2025-08-12 19:20:37,030 - pyskl - INFO - Epoch [9][1300/7492] lr: 4.963e-02, eta: 6 days, 13:25:18, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1681, top5_acc: 0.3834, loss_cls: 9.0786, loss: 9.0786 2025-08-12 19:21:28,321 - pyskl - INFO - Epoch [9][1400/7492] lr: 4.963e-02, eta: 6 days, 13:23:49, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1841, top5_acc: 0.4147, loss_cls: 8.8873, loss: 8.8873 2025-08-12 19:22:19,621 - pyskl - INFO - Epoch [9][1500/7492] lr: 4.963e-02, eta: 6 days, 13:22:20, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1878, top5_acc: 0.4047, loss_cls: 8.8884, loss: 8.8884 2025-08-12 19:23:10,829 - pyskl - INFO - Epoch [9][1600/7492] lr: 4.963e-02, eta: 6 days, 13:20:50, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1797, top5_acc: 0.3962, loss_cls: 8.9315, loss: 8.9315 2025-08-12 19:24:02,104 - pyskl - INFO - Epoch [9][1700/7492] lr: 4.963e-02, eta: 6 days, 13:19:22, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1881, top5_acc: 0.4000, loss_cls: 8.9820, loss: 8.9820 2025-08-12 19:24:53,529 - pyskl - INFO - Epoch [9][1800/7492] lr: 4.963e-02, eta: 6 days, 13:17:56, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1834, top5_acc: 0.4106, loss_cls: 8.9107, loss: 8.9107 2025-08-12 19:25:44,906 - pyskl - INFO - Epoch [9][1900/7492] lr: 4.963e-02, eta: 6 days, 13:16:29, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1741, top5_acc: 0.3994, loss_cls: 9.0512, loss: 9.0512 2025-08-12 19:26:36,172 - pyskl - INFO - Epoch [9][2000/7492] lr: 4.963e-02, eta: 6 days, 13:15:01, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1747, top5_acc: 0.3934, loss_cls: 9.0985, loss: 9.0985 2025-08-12 19:27:27,573 - pyskl - INFO - Epoch [9][2100/7492] lr: 4.963e-02, eta: 6 days, 13:13:35, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1784, top5_acc: 0.3984, loss_cls: 8.9245, loss: 8.9245 2025-08-12 19:28:18,823 - pyskl - INFO - Epoch [9][2200/7492] lr: 4.962e-02, eta: 6 days, 13:12:06, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1725, top5_acc: 0.3878, loss_cls: 9.0203, loss: 9.0203 2025-08-12 19:29:09,974 - pyskl - INFO - Epoch [9][2300/7492] lr: 4.962e-02, eta: 6 days, 13:10:36, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1772, top5_acc: 0.3869, loss_cls: 8.9670, loss: 8.9670 2025-08-12 19:30:01,372 - pyskl - INFO - Epoch [9][2400/7492] lr: 4.962e-02, eta: 6 days, 13:09:10, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1922, top5_acc: 0.4072, loss_cls: 8.8973, loss: 8.8973 2025-08-12 19:30:52,778 - pyskl - INFO - Epoch [9][2500/7492] lr: 4.962e-02, eta: 6 days, 13:07:45, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1841, top5_acc: 0.3975, loss_cls: 9.0548, loss: 9.0548 2025-08-12 19:31:44,398 - pyskl - INFO - Epoch [9][2600/7492] lr: 4.962e-02, eta: 6 days, 13:06:23, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1747, top5_acc: 0.3812, loss_cls: 9.0697, loss: 9.0697 2025-08-12 19:32:35,762 - pyskl - INFO - Epoch [9][2700/7492] lr: 4.962e-02, eta: 6 days, 13:04:57, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1734, top5_acc: 0.3944, loss_cls: 8.9580, loss: 8.9580 2025-08-12 19:33:27,170 - pyskl - INFO - Epoch [9][2800/7492] lr: 4.962e-02, eta: 6 days, 13:03:32, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1725, top5_acc: 0.3856, loss_cls: 9.0013, loss: 9.0013 2025-08-12 19:34:18,738 - pyskl - INFO - Epoch [9][2900/7492] lr: 4.962e-02, eta: 6 days, 13:02:10, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1722, top5_acc: 0.3869, loss_cls: 9.0496, loss: 9.0496 2025-08-12 19:35:10,366 - pyskl - INFO - Epoch [9][3000/7492] lr: 4.961e-02, eta: 6 days, 13:00:48, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.3947, loss_cls: 9.0095, loss: 9.0095 2025-08-12 19:36:02,058 - pyskl - INFO - Epoch [9][3100/7492] lr: 4.961e-02, eta: 6 days, 12:59:28, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1816, top5_acc: 0.3991, loss_cls: 8.9201, loss: 8.9201 2025-08-12 19:36:53,578 - pyskl - INFO - Epoch [9][3200/7492] lr: 4.961e-02, eta: 6 days, 12:58:05, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1856, top5_acc: 0.3991, loss_cls: 8.9452, loss: 8.9452 2025-08-12 19:37:44,902 - pyskl - INFO - Epoch [9][3300/7492] lr: 4.961e-02, eta: 6 days, 12:56:39, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1753, top5_acc: 0.3856, loss_cls: 9.0331, loss: 9.0331 2025-08-12 19:38:36,194 - pyskl - INFO - Epoch [9][3400/7492] lr: 4.961e-02, eta: 6 days, 12:55:13, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1728, top5_acc: 0.3912, loss_cls: 9.0525, loss: 9.0525 2025-08-12 19:39:27,556 - pyskl - INFO - Epoch [9][3500/7492] lr: 4.961e-02, eta: 6 days, 12:53:48, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1856, top5_acc: 0.4072, loss_cls: 8.9487, loss: 8.9487 2025-08-12 19:40:18,884 - pyskl - INFO - Epoch [9][3600/7492] lr: 4.961e-02, eta: 6 days, 12:52:22, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1716, top5_acc: 0.3997, loss_cls: 9.0083, loss: 9.0083 2025-08-12 19:41:10,426 - pyskl - INFO - Epoch [9][3700/7492] lr: 4.961e-02, eta: 6 days, 12:51:00, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3944, loss_cls: 8.9613, loss: 8.9613 2025-08-12 19:42:01,904 - pyskl - INFO - Epoch [9][3800/7492] lr: 4.960e-02, eta: 6 days, 12:49:37, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1806, top5_acc: 0.3972, loss_cls: 9.0297, loss: 9.0297 2025-08-12 19:42:53,149 - pyskl - INFO - Epoch [9][3900/7492] lr: 4.960e-02, eta: 6 days, 12:48:11, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1772, top5_acc: 0.3959, loss_cls: 9.0689, loss: 9.0689 2025-08-12 19:43:44,571 - pyskl - INFO - Epoch [9][4000/7492] lr: 4.960e-02, eta: 6 days, 12:46:47, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4091, loss_cls: 8.9399, loss: 8.9399 2025-08-12 19:44:36,070 - pyskl - INFO - Epoch [9][4100/7492] lr: 4.960e-02, eta: 6 days, 12:45:25, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1744, top5_acc: 0.3953, loss_cls: 8.9637, loss: 8.9637 2025-08-12 19:45:27,467 - pyskl - INFO - Epoch [9][4200/7492] lr: 4.960e-02, eta: 6 days, 12:44:01, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1731, top5_acc: 0.3900, loss_cls: 8.9560, loss: 8.9560 2025-08-12 19:46:19,079 - pyskl - INFO - Epoch [9][4300/7492] lr: 4.960e-02, eta: 6 days, 12:42:40, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4134, loss_cls: 8.9372, loss: 8.9372 2025-08-12 19:47:10,340 - pyskl - INFO - Epoch [9][4400/7492] lr: 4.960e-02, eta: 6 days, 12:41:15, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1725, top5_acc: 0.3884, loss_cls: 9.0331, loss: 9.0331 2025-08-12 19:48:02,749 - pyskl - INFO - Epoch [9][4500/7492] lr: 4.960e-02, eta: 6 days, 12:40:08, time: 0.524, data_time: 0.000, memory: 13024, top1_acc: 0.1750, top5_acc: 0.3981, loss_cls: 8.9372, loss: 8.9372 2025-08-12 19:48:54,178 - pyskl - INFO - Epoch [9][4600/7492] lr: 4.959e-02, eta: 6 days, 12:38:45, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1731, top5_acc: 0.3900, loss_cls: 8.9760, loss: 8.9760 2025-08-12 19:49:45,536 - pyskl - INFO - Epoch [9][4700/7492] lr: 4.959e-02, eta: 6 days, 12:37:21, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1837, top5_acc: 0.4041, loss_cls: 8.9238, loss: 8.9238 2025-08-12 19:50:36,939 - pyskl - INFO - Epoch [9][4800/7492] lr: 4.959e-02, eta: 6 days, 12:35:57, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1613, top5_acc: 0.3881, loss_cls: 9.1125, loss: 9.1125 2025-08-12 19:51:28,610 - pyskl - INFO - Epoch [9][4900/7492] lr: 4.959e-02, eta: 6 days, 12:34:39, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1766, top5_acc: 0.3941, loss_cls: 9.0055, loss: 9.0055 2025-08-12 19:52:20,186 - pyskl - INFO - Epoch [9][5000/7492] lr: 4.959e-02, eta: 6 days, 12:33:16, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1691, top5_acc: 0.3991, loss_cls: 8.9906, loss: 8.9906 2025-08-12 19:53:11,713 - pyskl - INFO - Epoch [9][5100/7492] lr: 4.959e-02, eta: 6 days, 12:31:58, time: 0.517, data_time: 0.002, memory: 13024, top1_acc: 0.1822, top5_acc: 0.4094, loss_cls: 8.9825, loss: 8.9825 2025-08-12 19:54:02,965 - pyskl - INFO - Epoch [9][5200/7492] lr: 4.959e-02, eta: 6 days, 12:30:32, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1650, top5_acc: 0.3884, loss_cls: 8.9635, loss: 8.9635 2025-08-12 19:54:54,222 - pyskl - INFO - Epoch [9][5300/7492] lr: 4.959e-02, eta: 6 days, 12:29:07, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1778, top5_acc: 0.3875, loss_cls: 9.1185, loss: 9.1185 2025-08-12 19:55:45,806 - pyskl - INFO - Epoch [9][5400/7492] lr: 4.958e-02, eta: 6 days, 12:27:47, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1784, top5_acc: 0.4000, loss_cls: 8.9687, loss: 8.9687 2025-08-12 19:56:37,337 - pyskl - INFO - Epoch [9][5500/7492] lr: 4.958e-02, eta: 6 days, 12:26:27, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.3994, loss_cls: 8.9409, loss: 8.9409 2025-08-12 19:57:28,774 - pyskl - INFO - Epoch [9][5600/7492] lr: 4.958e-02, eta: 6 days, 12:25:05, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1728, top5_acc: 0.3903, loss_cls: 8.9693, loss: 8.9693 2025-08-12 19:58:20,559 - pyskl - INFO - Epoch [9][5700/7492] lr: 4.958e-02, eta: 6 days, 12:23:49, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1816, top5_acc: 0.3875, loss_cls: 9.0038, loss: 9.0038 2025-08-12 19:59:11,828 - pyskl - INFO - Epoch [9][5800/7492] lr: 4.958e-02, eta: 6 days, 12:22:24, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1816, top5_acc: 0.4062, loss_cls: 8.9458, loss: 8.9458 2025-08-12 20:00:03,092 - pyskl - INFO - Epoch [9][5900/7492] lr: 4.958e-02, eta: 6 days, 12:21:00, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4062, loss_cls: 8.9292, loss: 8.9292 2025-08-12 20:00:54,394 - pyskl - INFO - Epoch [9][6000/7492] lr: 4.958e-02, eta: 6 days, 12:19:36, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3862, loss_cls: 9.0409, loss: 9.0409 2025-08-12 20:01:46,047 - pyskl - INFO - Epoch [9][6100/7492] lr: 4.958e-02, eta: 6 days, 12:18:18, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3950, loss_cls: 9.0106, loss: 9.0106 2025-08-12 20:02:37,558 - pyskl - INFO - Epoch [9][6200/7492] lr: 4.957e-02, eta: 6 days, 12:16:58, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1825, top5_acc: 0.4103, loss_cls: 9.0203, loss: 9.0203 2025-08-12 20:03:29,046 - pyskl - INFO - Epoch [9][6300/7492] lr: 4.957e-02, eta: 6 days, 12:15:38, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1809, top5_acc: 0.4297, loss_cls: 8.8949, loss: 8.8949 2025-08-12 20:04:20,518 - pyskl - INFO - Epoch [9][6400/7492] lr: 4.957e-02, eta: 6 days, 12:14:17, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1744, top5_acc: 0.3875, loss_cls: 9.0017, loss: 9.0017 2025-08-12 20:05:12,070 - pyskl - INFO - Epoch [9][6500/7492] lr: 4.957e-02, eta: 6 days, 12:12:58, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4172, loss_cls: 8.8707, loss: 8.8707 2025-08-12 20:06:03,533 - pyskl - INFO - Epoch [9][6600/7492] lr: 4.957e-02, eta: 6 days, 12:11:37, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1809, top5_acc: 0.3956, loss_cls: 9.0404, loss: 9.0404 2025-08-12 20:06:55,104 - pyskl - INFO - Epoch [9][6700/7492] lr: 4.957e-02, eta: 6 days, 12:10:18, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1678, top5_acc: 0.3897, loss_cls: 8.9882, loss: 8.9882 2025-08-12 20:07:46,786 - pyskl - INFO - Epoch [9][6800/7492] lr: 4.957e-02, eta: 6 days, 12:09:02, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1781, top5_acc: 0.4003, loss_cls: 8.8843, loss: 8.8843 2025-08-12 20:08:38,355 - pyskl - INFO - Epoch [9][6900/7492] lr: 4.956e-02, eta: 6 days, 12:07:43, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1778, top5_acc: 0.3966, loss_cls: 8.8942, loss: 8.8942 2025-08-12 20:09:30,071 - pyskl - INFO - Epoch [9][7000/7492] lr: 4.956e-02, eta: 6 days, 12:06:27, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1781, top5_acc: 0.3897, loss_cls: 9.0832, loss: 9.0832 2025-08-12 20:10:21,589 - pyskl - INFO - Epoch [9][7100/7492] lr: 4.956e-02, eta: 6 days, 12:05:07, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1822, top5_acc: 0.4019, loss_cls: 8.9522, loss: 8.9522 2025-08-12 20:11:13,176 - pyskl - INFO - Epoch [9][7200/7492] lr: 4.956e-02, eta: 6 days, 12:03:49, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1787, top5_acc: 0.3897, loss_cls: 8.9750, loss: 8.9750 2025-08-12 20:12:04,736 - pyskl - INFO - Epoch [9][7300/7492] lr: 4.956e-02, eta: 6 days, 12:02:31, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1769, top5_acc: 0.4069, loss_cls: 8.9744, loss: 8.9744 2025-08-12 20:12:56,156 - pyskl - INFO - Epoch [9][7400/7492] lr: 4.956e-02, eta: 6 days, 12:01:10, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1778, top5_acc: 0.4016, loss_cls: 8.9311, loss: 8.9311 2025-08-12 20:13:44,306 - pyskl - INFO - Saving checkpoint at 9 epochs 2025-08-12 20:14:43,041 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 20:14:43,784 - pyskl - INFO - top1_acc 0.1218 top5_acc 0.3063 2025-08-12 20:14:43,784 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 20:14:43,837 - pyskl - INFO - mean_acc 0.1218 2025-08-12 20:14:43,848 - pyskl - INFO - Epoch(val) [9][617] top1_acc: 0.1218, top5_acc: 0.3063, mean_class_accuracy: 0.1218 2025-08-12 20:16:04,993 - pyskl - INFO - Epoch [10][100/7492] lr: 4.956e-02, eta: 6 days, 11:54:01, time: 0.811, data_time: 0.299, memory: 13024, top1_acc: 0.1847, top5_acc: 0.4047, loss_cls: 8.9135, loss: 8.9135 2025-08-12 20:16:56,052 - pyskl - INFO - Epoch [10][200/7492] lr: 4.955e-02, eta: 6 days, 11:52:35, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1778, top5_acc: 0.3897, loss_cls: 8.9847, loss: 8.9847 2025-08-12 20:17:47,253 - pyskl - INFO - Epoch [10][300/7492] lr: 4.955e-02, eta: 6 days, 11:51:12, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1809, top5_acc: 0.4000, loss_cls: 8.9291, loss: 8.9291 2025-08-12 20:18:38,511 - pyskl - INFO - Epoch [10][400/7492] lr: 4.955e-02, eta: 6 days, 11:49:49, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1828, top5_acc: 0.4044, loss_cls: 8.8990, loss: 8.8990 2025-08-12 20:19:29,663 - pyskl - INFO - Epoch [10][500/7492] lr: 4.955e-02, eta: 6 days, 11:48:26, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4009, loss_cls: 8.9548, loss: 8.9548 2025-08-12 20:20:20,839 - pyskl - INFO - Epoch [10][600/7492] lr: 4.955e-02, eta: 6 days, 11:47:02, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1759, top5_acc: 0.4006, loss_cls: 8.9822, loss: 8.9822 2025-08-12 20:21:12,247 - pyskl - INFO - Epoch [10][700/7492] lr: 4.955e-02, eta: 6 days, 11:45:43, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1781, top5_acc: 0.3919, loss_cls: 8.9638, loss: 8.9638 2025-08-12 20:22:03,359 - pyskl - INFO - Epoch [10][800/7492] lr: 4.955e-02, eta: 6 days, 11:44:18, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1762, top5_acc: 0.4125, loss_cls: 8.9691, loss: 8.9691 2025-08-12 20:22:54,682 - pyskl - INFO - Epoch [10][900/7492] lr: 4.955e-02, eta: 6 days, 11:42:58, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1806, top5_acc: 0.3906, loss_cls: 8.9662, loss: 8.9662 2025-08-12 20:23:46,370 - pyskl - INFO - Epoch [10][1000/7492] lr: 4.954e-02, eta: 6 days, 11:41:43, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1878, top5_acc: 0.4019, loss_cls: 8.8783, loss: 8.8783 2025-08-12 20:24:37,817 - pyskl - INFO - Epoch [10][1100/7492] lr: 4.954e-02, eta: 6 days, 11:40:24, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1881, top5_acc: 0.4019, loss_cls: 8.9058, loss: 8.9058 2025-08-12 20:25:29,103 - pyskl - INFO - Epoch [10][1200/7492] lr: 4.954e-02, eta: 6 days, 11:39:03, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1825, top5_acc: 0.4075, loss_cls: 8.9612, loss: 8.9612 2025-08-12 20:26:20,539 - pyskl - INFO - Epoch [10][1300/7492] lr: 4.954e-02, eta: 6 days, 11:37:44, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1806, top5_acc: 0.3953, loss_cls: 8.9482, loss: 8.9482 2025-08-12 20:27:12,067 - pyskl - INFO - Epoch [10][1400/7492] lr: 4.954e-02, eta: 6 days, 11:36:27, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3903, loss_cls: 9.0210, loss: 9.0210 2025-08-12 20:28:03,509 - pyskl - INFO - Epoch [10][1500/7492] lr: 4.954e-02, eta: 6 days, 11:35:08, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.3906, loss_cls: 9.0272, loss: 9.0272 2025-08-12 20:28:54,840 - pyskl - INFO - Epoch [10][1600/7492] lr: 4.954e-02, eta: 6 days, 11:33:48, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1897, top5_acc: 0.3997, loss_cls: 8.9988, loss: 8.9988 2025-08-12 20:29:46,204 - pyskl - INFO - Epoch [10][1700/7492] lr: 4.953e-02, eta: 6 days, 11:32:29, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1759, top5_acc: 0.3922, loss_cls: 8.9497, loss: 8.9497 2025-08-12 20:30:37,834 - pyskl - INFO - Epoch [10][1800/7492] lr: 4.953e-02, eta: 6 days, 11:31:13, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.3981, loss_cls: 8.9860, loss: 8.9860 2025-08-12 20:31:29,193 - pyskl - INFO - Epoch [10][1900/7492] lr: 4.953e-02, eta: 6 days, 11:29:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1787, top5_acc: 0.3900, loss_cls: 8.9563, loss: 8.9563 2025-08-12 20:32:20,586 - pyskl - INFO - Epoch [10][2000/7492] lr: 4.953e-02, eta: 6 days, 11:28:35, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4156, loss_cls: 8.9051, loss: 8.9051 2025-08-12 20:33:12,083 - pyskl - INFO - Epoch [10][2100/7492] lr: 4.953e-02, eta: 6 days, 11:27:18, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1778, top5_acc: 0.3956, loss_cls: 8.9929, loss: 8.9929 2025-08-12 20:34:03,557 - pyskl - INFO - Epoch [10][2200/7492] lr: 4.953e-02, eta: 6 days, 11:26:01, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1816, top5_acc: 0.4016, loss_cls: 8.9387, loss: 8.9387 2025-08-12 20:34:54,862 - pyskl - INFO - Epoch [10][2300/7492] lr: 4.953e-02, eta: 6 days, 11:24:41, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1841, top5_acc: 0.4047, loss_cls: 8.9346, loss: 8.9346 2025-08-12 20:35:46,262 - pyskl - INFO - Epoch [10][2400/7492] lr: 4.953e-02, eta: 6 days, 11:23:22, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4122, loss_cls: 9.0073, loss: 9.0073 2025-08-12 20:36:37,753 - pyskl - INFO - Epoch [10][2500/7492] lr: 4.952e-02, eta: 6 days, 11:22:05, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1850, top5_acc: 0.3994, loss_cls: 8.9328, loss: 8.9328 2025-08-12 20:37:29,116 - pyskl - INFO - Epoch [10][2600/7492] lr: 4.952e-02, eta: 6 days, 11:20:46, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1862, top5_acc: 0.4116, loss_cls: 8.8625, loss: 8.8625 2025-08-12 20:38:20,649 - pyskl - INFO - Epoch [10][2700/7492] lr: 4.952e-02, eta: 6 days, 11:19:30, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1856, top5_acc: 0.4047, loss_cls: 8.9512, loss: 8.9512 2025-08-12 20:39:12,102 - pyskl - INFO - Epoch [10][2800/7492] lr: 4.952e-02, eta: 6 days, 11:18:13, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1806, top5_acc: 0.3984, loss_cls: 8.9141, loss: 8.9141 2025-08-12 20:40:03,481 - pyskl - INFO - Epoch [10][2900/7492] lr: 4.952e-02, eta: 6 days, 11:16:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1812, top5_acc: 0.3947, loss_cls: 8.9768, loss: 8.9768 2025-08-12 20:40:54,910 - pyskl - INFO - Epoch [10][3000/7492] lr: 4.952e-02, eta: 6 days, 11:15:37, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1822, top5_acc: 0.4088, loss_cls: 8.9153, loss: 8.9153 2025-08-12 20:41:46,356 - pyskl - INFO - Epoch [10][3100/7492] lr: 4.952e-02, eta: 6 days, 11:14:20, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1881, top5_acc: 0.4094, loss_cls: 8.8827, loss: 8.8827 2025-08-12 20:42:37,974 - pyskl - INFO - Epoch [10][3200/7492] lr: 4.951e-02, eta: 6 days, 11:13:05, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1856, top5_acc: 0.4003, loss_cls: 8.8835, loss: 8.8835 2025-08-12 20:43:29,275 - pyskl - INFO - Epoch [10][3300/7492] lr: 4.951e-02, eta: 6 days, 11:11:46, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1816, top5_acc: 0.3950, loss_cls: 9.0147, loss: 9.0147 2025-08-12 20:44:20,535 - pyskl - INFO - Epoch [10][3400/7492] lr: 4.951e-02, eta: 6 days, 11:10:26, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1809, top5_acc: 0.4041, loss_cls: 8.8839, loss: 8.8839 2025-08-12 20:45:11,816 - pyskl - INFO - Epoch [10][3500/7492] lr: 4.951e-02, eta: 6 days, 11:09:07, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1816, top5_acc: 0.3950, loss_cls: 9.0173, loss: 9.0173 2025-08-12 20:46:03,038 - pyskl - INFO - Epoch [10][3600/7492] lr: 4.951e-02, eta: 6 days, 11:07:47, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1900, top5_acc: 0.3991, loss_cls: 8.9558, loss: 8.9558 2025-08-12 20:46:54,354 - pyskl - INFO - Epoch [10][3700/7492] lr: 4.951e-02, eta: 6 days, 11:06:28, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1781, top5_acc: 0.3991, loss_cls: 8.9646, loss: 8.9646 2025-08-12 20:47:45,494 - pyskl - INFO - Epoch [10][3800/7492] lr: 4.951e-02, eta: 6 days, 11:05:07, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1859, top5_acc: 0.3981, loss_cls: 8.9445, loss: 8.9445 2025-08-12 20:48:36,701 - pyskl - INFO - Epoch [10][3900/7492] lr: 4.950e-02, eta: 6 days, 11:03:47, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1775, top5_acc: 0.4009, loss_cls: 9.0014, loss: 9.0014 2025-08-12 20:49:28,280 - pyskl - INFO - Epoch [10][4000/7492] lr: 4.950e-02, eta: 6 days, 11:02:32, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1831, top5_acc: 0.4059, loss_cls: 8.8650, loss: 8.8650 2025-08-12 20:50:19,644 - pyskl - INFO - Epoch [10][4100/7492] lr: 4.950e-02, eta: 6 days, 11:01:15, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1822, top5_acc: 0.4050, loss_cls: 8.9183, loss: 8.9183 2025-08-12 20:51:10,928 - pyskl - INFO - Epoch [10][4200/7492] lr: 4.950e-02, eta: 6 days, 10:59:56, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1922, top5_acc: 0.4175, loss_cls: 8.9008, loss: 8.9008 2025-08-12 20:52:02,627 - pyskl - INFO - Epoch [10][4300/7492] lr: 4.950e-02, eta: 6 days, 10:58:43, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1806, top5_acc: 0.3950, loss_cls: 8.9806, loss: 8.9806 2025-08-12 20:52:54,274 - pyskl - INFO - Epoch [10][4400/7492] lr: 4.950e-02, eta: 6 days, 10:57:30, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.3909, loss_cls: 8.9483, loss: 8.9483 2025-08-12 20:53:45,827 - pyskl - INFO - Epoch [10][4500/7492] lr: 4.950e-02, eta: 6 days, 10:56:15, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1822, top5_acc: 0.3925, loss_cls: 8.9949, loss: 8.9949 2025-08-12 20:54:37,549 - pyskl - INFO - Epoch [10][4600/7492] lr: 4.949e-02, eta: 6 days, 10:55:03, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4156, loss_cls: 8.9162, loss: 8.9162 2025-08-12 20:55:28,841 - pyskl - INFO - Epoch [10][4700/7492] lr: 4.949e-02, eta: 6 days, 10:53:45, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4184, loss_cls: 8.8739, loss: 8.8739 2025-08-12 20:56:20,180 - pyskl - INFO - Epoch [10][4800/7492] lr: 4.949e-02, eta: 6 days, 10:52:27, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1872, top5_acc: 0.4200, loss_cls: 8.8833, loss: 8.8833 2025-08-12 20:57:11,603 - pyskl - INFO - Epoch [10][4900/7492] lr: 4.949e-02, eta: 6 days, 10:51:11, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.3994, loss_cls: 8.9198, loss: 8.9198 2025-08-12 20:58:03,063 - pyskl - INFO - Epoch [10][5000/7492] lr: 4.949e-02, eta: 6 days, 10:49:55, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4062, loss_cls: 8.8428, loss: 8.8428 2025-08-12 20:58:54,886 - pyskl - INFO - Epoch [10][5100/7492] lr: 4.949e-02, eta: 6 days, 10:48:45, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.3981, loss_cls: 8.9844, loss: 8.9844 2025-08-12 20:59:46,415 - pyskl - INFO - Epoch [10][5200/7492] lr: 4.949e-02, eta: 6 days, 10:47:31, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1778, top5_acc: 0.4078, loss_cls: 8.8885, loss: 8.8885 2025-08-12 21:00:37,845 - pyskl - INFO - Epoch [10][5300/7492] lr: 4.949e-02, eta: 6 days, 10:46:15, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4028, loss_cls: 8.9729, loss: 8.9729 2025-08-12 21:01:29,467 - pyskl - INFO - Epoch [10][5400/7492] lr: 4.948e-02, eta: 6 days, 10:45:02, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1856, top5_acc: 0.4034, loss_cls: 8.9952, loss: 8.9952 2025-08-12 21:02:21,019 - pyskl - INFO - Epoch [10][5500/7492] lr: 4.948e-02, eta: 6 days, 10:43:48, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1797, top5_acc: 0.3931, loss_cls: 8.9509, loss: 8.9509 2025-08-12 21:03:12,658 - pyskl - INFO - Epoch [10][5600/7492] lr: 4.948e-02, eta: 6 days, 10:42:35, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1800, top5_acc: 0.4022, loss_cls: 8.9674, loss: 8.9674 2025-08-12 21:04:04,074 - pyskl - INFO - Epoch [10][5700/7492] lr: 4.948e-02, eta: 6 days, 10:41:19, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4159, loss_cls: 8.8627, loss: 8.8627 2025-08-12 21:04:55,492 - pyskl - INFO - Epoch [10][5800/7492] lr: 4.948e-02, eta: 6 days, 10:40:03, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1800, top5_acc: 0.4034, loss_cls: 8.9296, loss: 8.9296 2025-08-12 21:05:46,993 - pyskl - INFO - Epoch [10][5900/7492] lr: 4.948e-02, eta: 6 days, 10:38:49, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1831, top5_acc: 0.4019, loss_cls: 8.8784, loss: 8.8784 2025-08-12 21:06:38,354 - pyskl - INFO - Epoch [10][6000/7492] lr: 4.948e-02, eta: 6 days, 10:37:32, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3931, loss_cls: 8.9602, loss: 8.9602 2025-08-12 21:07:29,721 - pyskl - INFO - Epoch [10][6100/7492] lr: 4.947e-02, eta: 6 days, 10:36:16, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1862, top5_acc: 0.4097, loss_cls: 8.9375, loss: 8.9375 2025-08-12 21:08:21,216 - pyskl - INFO - Epoch [10][6200/7492] lr: 4.947e-02, eta: 6 days, 10:35:02, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1784, top5_acc: 0.3859, loss_cls: 8.9740, loss: 8.9740 2025-08-12 21:09:12,552 - pyskl - INFO - Epoch [10][6300/7492] lr: 4.947e-02, eta: 6 days, 10:33:45, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.3831, loss_cls: 9.0155, loss: 9.0155 2025-08-12 21:10:03,879 - pyskl - INFO - Epoch [10][6400/7492] lr: 4.947e-02, eta: 6 days, 10:32:29, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1759, top5_acc: 0.3928, loss_cls: 9.0182, loss: 9.0182 2025-08-12 21:10:55,279 - pyskl - INFO - Epoch [10][6500/7492] lr: 4.947e-02, eta: 6 days, 10:31:13, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1834, top5_acc: 0.4028, loss_cls: 8.9480, loss: 8.9480 2025-08-12 21:11:46,532 - pyskl - INFO - Epoch [10][6600/7492] lr: 4.947e-02, eta: 6 days, 10:29:55, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.4041, loss_cls: 8.8636, loss: 8.8636 2025-08-12 21:12:37,742 - pyskl - INFO - Epoch [10][6700/7492] lr: 4.947e-02, eta: 6 days, 10:28:37, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.3950, loss_cls: 8.9530, loss: 8.9530 2025-08-12 21:13:29,167 - pyskl - INFO - Epoch [10][6800/7492] lr: 4.946e-02, eta: 6 days, 10:27:22, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1872, top5_acc: 0.4019, loss_cls: 8.9580, loss: 8.9580 2025-08-12 21:14:20,458 - pyskl - INFO - Epoch [10][6900/7492] lr: 4.946e-02, eta: 6 days, 10:26:06, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4034, loss_cls: 8.9026, loss: 8.9026 2025-08-12 21:15:11,907 - pyskl - INFO - Epoch [10][7000/7492] lr: 4.946e-02, eta: 6 days, 10:24:51, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1800, top5_acc: 0.3994, loss_cls: 9.0560, loss: 9.0560 2025-08-12 21:16:03,607 - pyskl - INFO - Epoch [10][7100/7492] lr: 4.946e-02, eta: 6 days, 10:23:40, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1872, top5_acc: 0.4075, loss_cls: 8.9513, loss: 8.9513 2025-08-12 21:16:55,163 - pyskl - INFO - Epoch [10][7200/7492] lr: 4.946e-02, eta: 6 days, 10:22:27, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1941, top5_acc: 0.4166, loss_cls: 8.8485, loss: 8.8485 2025-08-12 21:17:46,543 - pyskl - INFO - Epoch [10][7300/7492] lr: 4.946e-02, eta: 6 days, 10:21:12, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4094, loss_cls: 8.9116, loss: 8.9116 2025-08-12 21:18:38,255 - pyskl - INFO - Epoch [10][7400/7492] lr: 4.946e-02, eta: 6 days, 10:20:01, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4062, loss_cls: 8.8544, loss: 8.8544 2025-08-12 21:19:26,224 - pyskl - INFO - Saving checkpoint at 10 epochs 2025-08-12 21:20:23,176 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 21:20:23,919 - pyskl - INFO - top1_acc 0.1395 top5_acc 0.3331 2025-08-12 21:20:23,919 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 21:20:23,953 - pyskl - INFO - mean_acc 0.1393 2025-08-12 21:20:24,021 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_8.pth was removed 2025-08-12 21:20:25,104 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2025-08-12 21:20:25,104 - pyskl - INFO - Best top1_acc is 0.1395 at 10 epoch. 2025-08-12 21:20:25,115 - pyskl - INFO - Epoch(val) [10][617] top1_acc: 0.1395, top5_acc: 0.3331, mean_class_accuracy: 0.1393 2025-08-12 21:21:47,050 - pyskl - INFO - Epoch [11][100/7492] lr: 4.945e-02, eta: 6 days, 10:13:43, time: 0.819, data_time: 0.300, memory: 13024, top1_acc: 0.1925, top5_acc: 0.4025, loss_cls: 8.8436, loss: 8.8436 2025-08-12 21:22:38,609 - pyskl - INFO - Epoch [11][200/7492] lr: 4.945e-02, eta: 6 days, 10:12:31, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1775, top5_acc: 0.4131, loss_cls: 8.8945, loss: 8.8945 2025-08-12 21:23:29,897 - pyskl - INFO - Epoch [11][300/7492] lr: 4.945e-02, eta: 6 days, 10:11:15, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1850, top5_acc: 0.4091, loss_cls: 8.8611, loss: 8.8611 2025-08-12 21:24:20,997 - pyskl - INFO - Epoch [11][400/7492] lr: 4.945e-02, eta: 6 days, 10:09:57, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4031, loss_cls: 8.9545, loss: 8.9545 2025-08-12 21:25:12,205 - pyskl - INFO - Epoch [11][500/7492] lr: 4.945e-02, eta: 6 days, 10:08:40, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1997, top5_acc: 0.4191, loss_cls: 8.8457, loss: 8.8457 2025-08-12 21:26:03,343 - pyskl - INFO - Epoch [11][600/7492] lr: 4.944e-02, eta: 6 days, 10:07:22, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1872, top5_acc: 0.4028, loss_cls: 8.8761, loss: 8.8761 2025-08-12 21:26:54,585 - pyskl - INFO - Epoch [11][700/7492] lr: 4.944e-02, eta: 6 days, 10:06:06, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.4306, loss_cls: 8.8722, loss: 8.8722 2025-08-12 21:27:45,737 - pyskl - INFO - Epoch [11][800/7492] lr: 4.944e-02, eta: 6 days, 10:04:48, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1834, top5_acc: 0.3981, loss_cls: 9.0316, loss: 9.0316 2025-08-12 21:28:37,056 - pyskl - INFO - Epoch [11][900/7492] lr: 4.944e-02, eta: 6 days, 10:03:33, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1900, top5_acc: 0.4075, loss_cls: 8.8505, loss: 8.8505 2025-08-12 21:29:28,380 - pyskl - INFO - Epoch [11][1000/7492] lr: 4.944e-02, eta: 6 days, 10:02:18, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1809, top5_acc: 0.3906, loss_cls: 9.0213, loss: 9.0213 2025-08-12 21:30:19,799 - pyskl - INFO - Epoch [11][1100/7492] lr: 4.944e-02, eta: 6 days, 10:01:04, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1934, top5_acc: 0.4144, loss_cls: 8.9228, loss: 8.9228 2025-08-12 21:31:11,050 - pyskl - INFO - Epoch [11][1200/7492] lr: 4.944e-02, eta: 6 days, 9:59:48, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1734, top5_acc: 0.4000, loss_cls: 8.9679, loss: 8.9679 2025-08-12 21:32:02,175 - pyskl - INFO - Epoch [11][1300/7492] lr: 4.943e-02, eta: 6 days, 9:58:31, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1894, top5_acc: 0.4141, loss_cls: 8.8831, loss: 8.8831 2025-08-12 21:32:53,655 - pyskl - INFO - Epoch [11][1400/7492] lr: 4.943e-02, eta: 6 days, 9:57:18, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1850, top5_acc: 0.4041, loss_cls: 8.9391, loss: 8.9391 2025-08-12 21:33:45,295 - pyskl - INFO - Epoch [11][1500/7492] lr: 4.943e-02, eta: 6 days, 9:56:08, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1769, top5_acc: 0.4166, loss_cls: 8.8671, loss: 8.8671 2025-08-12 21:34:36,771 - pyskl - INFO - Epoch [11][1600/7492] lr: 4.943e-02, eta: 6 days, 9:54:55, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4000, loss_cls: 8.8819, loss: 8.8819 2025-08-12 21:35:28,251 - pyskl - INFO - Epoch [11][1700/7492] lr: 4.943e-02, eta: 6 days, 9:53:43, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1759, top5_acc: 0.4025, loss_cls: 8.8612, loss: 8.8612 2025-08-12 21:36:19,771 - pyskl - INFO - Epoch [11][1800/7492] lr: 4.943e-02, eta: 6 days, 9:52:31, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1800, top5_acc: 0.4106, loss_cls: 8.9076, loss: 8.9076 2025-08-12 21:37:11,366 - pyskl - INFO - Epoch [11][1900/7492] lr: 4.943e-02, eta: 6 days, 9:51:20, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1894, top5_acc: 0.4184, loss_cls: 8.8944, loss: 8.8944 2025-08-12 21:38:03,203 - pyskl - INFO - Epoch [11][2000/7492] lr: 4.942e-02, eta: 6 days, 9:50:13, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1938, top5_acc: 0.4056, loss_cls: 8.8874, loss: 8.8874 2025-08-12 21:38:54,416 - pyskl - INFO - Epoch [11][2100/7492] lr: 4.942e-02, eta: 6 days, 9:48:57, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4025, loss_cls: 8.8987, loss: 8.8987 2025-08-12 21:39:45,674 - pyskl - INFO - Epoch [11][2200/7492] lr: 4.942e-02, eta: 6 days, 9:47:42, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1841, top5_acc: 0.4078, loss_cls: 8.9430, loss: 8.9430 2025-08-12 21:40:36,972 - pyskl - INFO - Epoch [11][2300/7492] lr: 4.942e-02, eta: 6 days, 9:46:27, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1862, top5_acc: 0.4059, loss_cls: 8.9698, loss: 8.9698 2025-08-12 21:41:28,476 - pyskl - INFO - Epoch [11][2400/7492] lr: 4.942e-02, eta: 6 days, 9:45:16, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4097, loss_cls: 8.9068, loss: 8.9068 2025-08-12 21:42:20,047 - pyskl - INFO - Epoch [11][2500/7492] lr: 4.942e-02, eta: 6 days, 9:44:05, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4066, loss_cls: 8.9255, loss: 8.9255 2025-08-12 21:43:11,498 - pyskl - INFO - Epoch [11][2600/7492] lr: 4.942e-02, eta: 6 days, 9:42:52, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4106, loss_cls: 8.9188, loss: 8.9188 2025-08-12 21:44:02,902 - pyskl - INFO - Epoch [11][2700/7492] lr: 4.941e-02, eta: 6 days, 9:41:40, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3944, loss_cls: 9.0224, loss: 9.0224 2025-08-12 21:44:54,262 - pyskl - INFO - Epoch [11][2800/7492] lr: 4.941e-02, eta: 6 days, 9:40:26, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1850, top5_acc: 0.4075, loss_cls: 8.9234, loss: 8.9234 2025-08-12 21:45:45,652 - pyskl - INFO - Epoch [11][2900/7492] lr: 4.941e-02, eta: 6 days, 9:39:13, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4081, loss_cls: 8.8807, loss: 8.8807 2025-08-12 21:46:37,037 - pyskl - INFO - Epoch [11][3000/7492] lr: 4.941e-02, eta: 6 days, 9:38:00, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.4000, loss_cls: 8.8451, loss: 8.8451 2025-08-12 21:47:28,410 - pyskl - INFO - Epoch [11][3100/7492] lr: 4.941e-02, eta: 6 days, 9:36:47, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1894, top5_acc: 0.4172, loss_cls: 8.9146, loss: 8.9146 2025-08-12 21:48:19,663 - pyskl - INFO - Epoch [11][3200/7492] lr: 4.941e-02, eta: 6 days, 9:35:32, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1784, top5_acc: 0.4031, loss_cls: 8.9051, loss: 8.9051 2025-08-12 21:49:10,862 - pyskl - INFO - Epoch [11][3300/7492] lr: 4.940e-02, eta: 6 days, 9:34:17, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1859, top5_acc: 0.4113, loss_cls: 8.9118, loss: 8.9118 2025-08-12 21:50:02,164 - pyskl - INFO - Epoch [11][3400/7492] lr: 4.940e-02, eta: 6 days, 9:33:03, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1841, top5_acc: 0.4012, loss_cls: 9.0024, loss: 9.0024 2025-08-12 21:50:53,577 - pyskl - INFO - Epoch [11][3500/7492] lr: 4.940e-02, eta: 6 days, 9:31:51, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1831, top5_acc: 0.4025, loss_cls: 8.8961, loss: 8.8961 2025-08-12 21:51:45,334 - pyskl - INFO - Epoch [11][3600/7492] lr: 4.940e-02, eta: 6 days, 9:30:43, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1834, top5_acc: 0.4006, loss_cls: 8.9496, loss: 8.9496 2025-08-12 21:52:37,097 - pyskl - INFO - Epoch [11][3700/7492] lr: 4.940e-02, eta: 6 days, 9:29:35, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1916, top5_acc: 0.4138, loss_cls: 8.8507, loss: 8.8507 2025-08-12 21:53:28,342 - pyskl - INFO - Epoch [11][3800/7492] lr: 4.940e-02, eta: 6 days, 9:28:21, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1841, top5_acc: 0.4084, loss_cls: 8.9637, loss: 8.9637 2025-08-12 21:54:19,567 - pyskl - INFO - Epoch [11][3900/7492] lr: 4.940e-02, eta: 6 days, 9:27:06, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1762, top5_acc: 0.3834, loss_cls: 9.0108, loss: 9.0108 2025-08-12 21:55:10,961 - pyskl - INFO - Epoch [11][4000/7492] lr: 4.939e-02, eta: 6 days, 9:25:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1819, top5_acc: 0.4275, loss_cls: 8.8276, loss: 8.8276 2025-08-12 21:56:02,225 - pyskl - INFO - Epoch [11][4100/7492] lr: 4.939e-02, eta: 6 days, 9:24:40, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1775, top5_acc: 0.3950, loss_cls: 9.0196, loss: 9.0196 2025-08-12 21:56:53,895 - pyskl - INFO - Epoch [11][4200/7492] lr: 4.939e-02, eta: 6 days, 9:23:31, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.3991, loss_cls: 8.9811, loss: 8.9811 2025-08-12 21:57:45,012 - pyskl - INFO - Epoch [11][4300/7492] lr: 4.939e-02, eta: 6 days, 9:22:16, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1856, top5_acc: 0.3975, loss_cls: 8.9705, loss: 8.9705 2025-08-12 21:58:36,587 - pyskl - INFO - Epoch [11][4400/7492] lr: 4.939e-02, eta: 6 days, 9:21:06, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.3944, loss_cls: 8.9475, loss: 8.9475 2025-08-12 21:59:27,909 - pyskl - INFO - Epoch [11][4500/7492] lr: 4.939e-02, eta: 6 days, 9:19:53, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1950, top5_acc: 0.4159, loss_cls: 8.8900, loss: 8.8900 2025-08-12 22:00:19,505 - pyskl - INFO - Epoch [11][4600/7492] lr: 4.938e-02, eta: 6 days, 9:18:43, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1769, top5_acc: 0.3981, loss_cls: 8.9695, loss: 8.9695 2025-08-12 22:01:10,939 - pyskl - INFO - Epoch [11][4700/7492] lr: 4.938e-02, eta: 6 days, 9:17:32, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1938, top5_acc: 0.4072, loss_cls: 8.9210, loss: 8.9210 2025-08-12 22:02:02,320 - pyskl - INFO - Epoch [11][4800/7492] lr: 4.938e-02, eta: 6 days, 9:16:20, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1859, top5_acc: 0.4184, loss_cls: 8.8288, loss: 8.8288 2025-08-12 22:02:53,653 - pyskl - INFO - Epoch [11][4900/7492] lr: 4.938e-02, eta: 6 days, 9:15:07, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1872, top5_acc: 0.3922, loss_cls: 8.9983, loss: 8.9983 2025-08-12 22:03:44,920 - pyskl - INFO - Epoch [11][5000/7492] lr: 4.938e-02, eta: 6 days, 9:13:54, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1834, top5_acc: 0.4062, loss_cls: 8.9503, loss: 8.9503 2025-08-12 22:04:36,766 - pyskl - INFO - Epoch [11][5100/7492] lr: 4.938e-02, eta: 6 days, 9:12:48, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1966, top5_acc: 0.4113, loss_cls: 8.9296, loss: 8.9296 2025-08-12 22:05:28,343 - pyskl - INFO - Epoch [11][5200/7492] lr: 4.938e-02, eta: 6 days, 9:11:38, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4138, loss_cls: 8.8434, loss: 8.8434 2025-08-12 22:06:20,395 - pyskl - INFO - Epoch [11][5300/7492] lr: 4.937e-02, eta: 6 days, 9:10:35, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1800, top5_acc: 0.4094, loss_cls: 8.8787, loss: 8.8787 2025-08-12 22:07:11,928 - pyskl - INFO - Epoch [11][5400/7492] lr: 4.937e-02, eta: 6 days, 9:09:26, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1769, top5_acc: 0.3944, loss_cls: 8.9875, loss: 8.9875 2025-08-12 22:08:03,306 - pyskl - INFO - Epoch [11][5500/7492] lr: 4.937e-02, eta: 6 days, 9:08:14, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4069, loss_cls: 8.9315, loss: 8.9315 2025-08-12 22:08:54,561 - pyskl - INFO - Epoch [11][5600/7492] lr: 4.937e-02, eta: 6 days, 9:07:00, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1950, top5_acc: 0.4078, loss_cls: 8.9449, loss: 8.9449 2025-08-12 22:09:45,982 - pyskl - INFO - Epoch [11][5700/7492] lr: 4.937e-02, eta: 6 days, 9:05:49, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4053, loss_cls: 8.9709, loss: 8.9709 2025-08-12 22:10:37,498 - pyskl - INFO - Epoch [11][5800/7492] lr: 4.937e-02, eta: 6 days, 9:04:39, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1919, top5_acc: 0.4122, loss_cls: 8.8796, loss: 8.8796 2025-08-12 22:11:28,827 - pyskl - INFO - Epoch [11][5900/7492] lr: 4.936e-02, eta: 6 days, 9:03:27, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1881, top5_acc: 0.4034, loss_cls: 8.9412, loss: 8.9412 2025-08-12 22:12:20,516 - pyskl - INFO - Epoch [11][6000/7492] lr: 4.936e-02, eta: 6 days, 9:02:20, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4122, loss_cls: 8.8859, loss: 8.8859 2025-08-12 22:13:11,848 - pyskl - INFO - Epoch [11][6100/7492] lr: 4.936e-02, eta: 6 days, 9:01:07, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2056, top5_acc: 0.4153, loss_cls: 8.7621, loss: 8.7621 2025-08-12 22:14:03,464 - pyskl - INFO - Epoch [11][6200/7492] lr: 4.936e-02, eta: 6 days, 8:59:59, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1834, top5_acc: 0.3950, loss_cls: 8.9839, loss: 8.9839 2025-08-12 22:14:54,867 - pyskl - INFO - Epoch [11][6300/7492] lr: 4.936e-02, eta: 6 days, 8:58:48, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1809, top5_acc: 0.3928, loss_cls: 8.9272, loss: 8.9272 2025-08-12 22:15:46,495 - pyskl - INFO - Epoch [11][6400/7492] lr: 4.936e-02, eta: 6 days, 8:57:40, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1744, top5_acc: 0.4022, loss_cls: 9.0078, loss: 9.0078 2025-08-12 22:16:37,802 - pyskl - INFO - Epoch [11][6500/7492] lr: 4.936e-02, eta: 6 days, 8:56:28, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4213, loss_cls: 8.8351, loss: 8.8351 2025-08-12 22:17:29,149 - pyskl - INFO - Epoch [11][6600/7492] lr: 4.935e-02, eta: 6 days, 8:55:16, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1787, top5_acc: 0.3912, loss_cls: 8.9288, loss: 8.9288 2025-08-12 22:18:20,572 - pyskl - INFO - Epoch [11][6700/7492] lr: 4.935e-02, eta: 6 days, 8:54:05, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1897, top5_acc: 0.3962, loss_cls: 8.9071, loss: 8.9071 2025-08-12 22:19:11,941 - pyskl - INFO - Epoch [11][6800/7492] lr: 4.935e-02, eta: 6 days, 8:52:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1850, top5_acc: 0.3953, loss_cls: 8.8815, loss: 8.8815 2025-08-12 22:20:03,251 - pyskl - INFO - Epoch [11][6900/7492] lr: 4.935e-02, eta: 6 days, 8:51:42, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1959, top5_acc: 0.4113, loss_cls: 8.8419, loss: 8.8419 2025-08-12 22:20:54,781 - pyskl - INFO - Epoch [11][7000/7492] lr: 4.935e-02, eta: 6 days, 8:50:33, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4006, loss_cls: 8.9651, loss: 8.9651 2025-08-12 22:21:46,351 - pyskl - INFO - Epoch [11][7100/7492] lr: 4.935e-02, eta: 6 days, 8:49:24, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.4047, loss_cls: 8.9375, loss: 8.9375 2025-08-12 22:22:37,772 - pyskl - INFO - Epoch [11][7200/7492] lr: 4.934e-02, eta: 6 days, 8:48:14, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4100, loss_cls: 8.9608, loss: 8.9608 2025-08-12 22:23:29,139 - pyskl - INFO - Epoch [11][7300/7492] lr: 4.934e-02, eta: 6 days, 8:47:03, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4050, loss_cls: 8.9298, loss: 8.9298 2025-08-12 22:24:20,439 - pyskl - INFO - Epoch [11][7400/7492] lr: 4.934e-02, eta: 6 days, 8:45:51, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1741, top5_acc: 0.3937, loss_cls: 8.9466, loss: 8.9466 2025-08-12 22:25:08,490 - pyskl - INFO - Saving checkpoint at 11 epochs 2025-08-12 22:26:07,291 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 22:26:08,044 - pyskl - INFO - top1_acc 0.1179 top5_acc 0.2924 2025-08-12 22:26:08,045 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 22:26:08,084 - pyskl - INFO - mean_acc 0.1177 2025-08-12 22:26:08,096 - pyskl - INFO - Epoch(val) [11][617] top1_acc: 0.1179, top5_acc: 0.2924, mean_class_accuracy: 0.1177 2025-08-12 22:27:29,355 - pyskl - INFO - Epoch [12][100/7492] lr: 4.934e-02, eta: 6 days, 8:39:55, time: 0.813, data_time: 0.300, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4050, loss_cls: 8.8811, loss: 8.8811 2025-08-12 22:28:20,552 - pyskl - INFO - Epoch [12][200/7492] lr: 4.934e-02, eta: 6 days, 8:38:43, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1822, top5_acc: 0.4050, loss_cls: 8.9068, loss: 8.9068 2025-08-12 22:29:11,817 - pyskl - INFO - Epoch [12][300/7492] lr: 4.933e-02, eta: 6 days, 8:37:31, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.3953, loss_cls: 8.8931, loss: 8.8931 2025-08-12 22:30:03,230 - pyskl - INFO - Epoch [12][400/7492] lr: 4.933e-02, eta: 6 days, 8:36:21, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1862, top5_acc: 0.4181, loss_cls: 8.8359, loss: 8.8359 2025-08-12 22:30:54,500 - pyskl - INFO - Epoch [12][500/7492] lr: 4.933e-02, eta: 6 days, 8:35:09, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3978, loss_cls: 8.9605, loss: 8.9605 2025-08-12 22:31:45,887 - pyskl - INFO - Epoch [12][600/7492] lr: 4.933e-02, eta: 6 days, 8:33:59, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4109, loss_cls: 8.8917, loss: 8.8917 2025-08-12 22:32:37,211 - pyskl - INFO - Epoch [12][700/7492] lr: 4.933e-02, eta: 6 days, 8:32:48, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1819, top5_acc: 0.4050, loss_cls: 8.9292, loss: 8.9292 2025-08-12 22:33:28,658 - pyskl - INFO - Epoch [12][800/7492] lr: 4.933e-02, eta: 6 days, 8:31:39, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1934, top5_acc: 0.4144, loss_cls: 8.8340, loss: 8.8340 2025-08-12 22:34:20,097 - pyskl - INFO - Epoch [12][900/7492] lr: 4.933e-02, eta: 6 days, 8:30:29, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1837, top5_acc: 0.4094, loss_cls: 8.9142, loss: 8.9142 2025-08-12 22:35:11,344 - pyskl - INFO - Epoch [12][1000/7492] lr: 4.932e-02, eta: 6 days, 8:29:18, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1809, top5_acc: 0.4153, loss_cls: 8.8737, loss: 8.8737 2025-08-12 22:36:02,655 - pyskl - INFO - Epoch [12][1100/7492] lr: 4.932e-02, eta: 6 days, 8:28:07, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4075, loss_cls: 8.8994, loss: 8.8994 2025-08-12 22:36:54,083 - pyskl - INFO - Epoch [12][1200/7492] lr: 4.932e-02, eta: 6 days, 8:26:58, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.4003, loss_cls: 8.9487, loss: 8.9487 2025-08-12 22:37:45,450 - pyskl - INFO - Epoch [12][1300/7492] lr: 4.932e-02, eta: 6 days, 8:25:47, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4159, loss_cls: 8.7859, loss: 8.7859 2025-08-12 22:38:36,944 - pyskl - INFO - Epoch [12][1400/7492] lr: 4.932e-02, eta: 6 days, 8:24:39, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4031, loss_cls: 8.8788, loss: 8.8788 2025-08-12 22:39:28,305 - pyskl - INFO - Epoch [12][1500/7492] lr: 4.932e-02, eta: 6 days, 8:23:29, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4122, loss_cls: 8.8105, loss: 8.8105 2025-08-12 22:40:19,701 - pyskl - INFO - Epoch [12][1600/7492] lr: 4.931e-02, eta: 6 days, 8:22:19, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4078, loss_cls: 8.8196, loss: 8.8196 2025-08-12 22:41:11,027 - pyskl - INFO - Epoch [12][1700/7492] lr: 4.931e-02, eta: 6 days, 8:21:09, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1872, top5_acc: 0.4269, loss_cls: 8.7806, loss: 8.7806 2025-08-12 22:42:02,355 - pyskl - INFO - Epoch [12][1800/7492] lr: 4.931e-02, eta: 6 days, 8:19:58, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4091, loss_cls: 8.8624, loss: 8.8624 2025-08-12 22:42:53,811 - pyskl - INFO - Epoch [12][1900/7492] lr: 4.931e-02, eta: 6 days, 8:18:50, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1925, top5_acc: 0.4203, loss_cls: 8.8416, loss: 8.8416 2025-08-12 22:43:45,372 - pyskl - INFO - Epoch [12][2000/7492] lr: 4.931e-02, eta: 6 days, 8:17:42, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1953, top5_acc: 0.4169, loss_cls: 8.8709, loss: 8.8709 2025-08-12 22:44:36,702 - pyskl - INFO - Epoch [12][2100/7492] lr: 4.931e-02, eta: 6 days, 8:16:32, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4053, loss_cls: 8.9792, loss: 8.9792 2025-08-12 22:45:28,116 - pyskl - INFO - Epoch [12][2200/7492] lr: 4.930e-02, eta: 6 days, 8:15:23, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1775, top5_acc: 0.4041, loss_cls: 8.8857, loss: 8.8857 2025-08-12 22:46:19,551 - pyskl - INFO - Epoch [12][2300/7492] lr: 4.930e-02, eta: 6 days, 8:14:14, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4178, loss_cls: 8.8099, loss: 8.8099 2025-08-12 22:47:11,143 - pyskl - INFO - Epoch [12][2400/7492] lr: 4.930e-02, eta: 6 days, 8:13:07, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4047, loss_cls: 8.8455, loss: 8.8455 2025-08-12 22:48:02,389 - pyskl - INFO - Epoch [12][2500/7492] lr: 4.930e-02, eta: 6 days, 8:11:56, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1906, top5_acc: 0.4022, loss_cls: 8.9581, loss: 8.9581 2025-08-12 22:48:53,906 - pyskl - INFO - Epoch [12][2600/7492] lr: 4.930e-02, eta: 6 days, 8:10:49, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.4028, loss_cls: 8.9175, loss: 8.9175 2025-08-12 22:49:45,564 - pyskl - INFO - Epoch [12][2700/7492] lr: 4.930e-02, eta: 6 days, 8:09:43, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1784, top5_acc: 0.4084, loss_cls: 8.9102, loss: 8.9102 2025-08-12 22:50:36,875 - pyskl - INFO - Epoch [12][2800/7492] lr: 4.929e-02, eta: 6 days, 8:08:32, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1897, top5_acc: 0.4028, loss_cls: 8.9149, loss: 8.9149 2025-08-12 22:51:28,085 - pyskl - INFO - Epoch [12][2900/7492] lr: 4.929e-02, eta: 6 days, 8:07:21, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.2013, top5_acc: 0.4216, loss_cls: 8.8427, loss: 8.8427 2025-08-12 22:52:19,434 - pyskl - INFO - Epoch [12][3000/7492] lr: 4.929e-02, eta: 6 days, 8:06:12, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.3975, loss_cls: 8.8657, loss: 8.8657 2025-08-12 22:53:10,654 - pyskl - INFO - Epoch [12][3100/7492] lr: 4.929e-02, eta: 6 days, 8:05:00, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1787, top5_acc: 0.3900, loss_cls: 9.0512, loss: 9.0512 2025-08-12 22:54:01,711 - pyskl - INFO - Epoch [12][3200/7492] lr: 4.929e-02, eta: 6 days, 8:03:47, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4103, loss_cls: 8.8494, loss: 8.8494 2025-08-12 22:54:52,890 - pyskl - INFO - Epoch [12][3300/7492] lr: 4.929e-02, eta: 6 days, 8:02:36, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1831, top5_acc: 0.3950, loss_cls: 8.8903, loss: 8.8903 2025-08-12 22:55:44,009 - pyskl - INFO - Epoch [12][3400/7492] lr: 4.928e-02, eta: 6 days, 8:01:24, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4091, loss_cls: 8.9573, loss: 8.9573 2025-08-12 22:56:35,106 - pyskl - INFO - Epoch [12][3500/7492] lr: 4.928e-02, eta: 6 days, 8:00:11, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4147, loss_cls: 8.8758, loss: 8.8758 2025-08-12 22:57:26,179 - pyskl - INFO - Epoch [12][3600/7492] lr: 4.928e-02, eta: 6 days, 7:58:59, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1837, top5_acc: 0.4050, loss_cls: 8.9356, loss: 8.9356 2025-08-12 22:58:17,269 - pyskl - INFO - Epoch [12][3700/7492] lr: 4.928e-02, eta: 6 days, 7:57:46, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1900, top5_acc: 0.4266, loss_cls: 8.8168, loss: 8.8168 2025-08-12 22:59:08,370 - pyskl - INFO - Epoch [12][3800/7492] lr: 4.928e-02, eta: 6 days, 7:56:34, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1762, top5_acc: 0.4122, loss_cls: 8.9784, loss: 8.9784 2025-08-12 22:59:59,447 - pyskl - INFO - Epoch [12][3900/7492] lr: 4.928e-02, eta: 6 days, 7:55:22, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4347, loss_cls: 8.8335, loss: 8.8335 2025-08-12 23:00:50,573 - pyskl - INFO - Epoch [12][4000/7492] lr: 4.927e-02, eta: 6 days, 7:54:10, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1881, top5_acc: 0.4097, loss_cls: 8.9010, loss: 8.9010 2025-08-12 23:01:41,845 - pyskl - INFO - Epoch [12][4100/7492] lr: 4.927e-02, eta: 6 days, 7:53:00, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1756, top5_acc: 0.3903, loss_cls: 8.9739, loss: 8.9739 2025-08-12 23:02:33,050 - pyskl - INFO - Epoch [12][4200/7492] lr: 4.927e-02, eta: 6 days, 7:51:49, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1816, top5_acc: 0.3978, loss_cls: 8.9371, loss: 8.9371 2025-08-12 23:03:24,114 - pyskl - INFO - Epoch [12][4300/7492] lr: 4.927e-02, eta: 6 days, 7:50:37, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1803, top5_acc: 0.4056, loss_cls: 8.9370, loss: 8.9370 2025-08-12 23:04:15,297 - pyskl - INFO - Epoch [12][4400/7492] lr: 4.927e-02, eta: 6 days, 7:49:26, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1944, top5_acc: 0.4069, loss_cls: 8.8455, loss: 8.8455 2025-08-12 23:05:06,446 - pyskl - INFO - Epoch [12][4500/7492] lr: 4.927e-02, eta: 6 days, 7:48:14, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4066, loss_cls: 8.9143, loss: 8.9143 2025-08-12 23:05:57,585 - pyskl - INFO - Epoch [12][4600/7492] lr: 4.926e-02, eta: 6 days, 7:47:03, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.3944, loss_cls: 8.9398, loss: 8.9398 2025-08-12 23:06:49,284 - pyskl - INFO - Epoch [12][4700/7492] lr: 4.926e-02, eta: 6 days, 7:45:58, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1853, top5_acc: 0.4069, loss_cls: 8.8326, loss: 8.8326 2025-08-12 23:07:40,855 - pyskl - INFO - Epoch [12][4800/7492] lr: 4.926e-02, eta: 6 days, 7:44:52, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1934, top5_acc: 0.4103, loss_cls: 8.8622, loss: 8.8622 2025-08-12 23:08:32,260 - pyskl - INFO - Epoch [12][4900/7492] lr: 4.926e-02, eta: 6 days, 7:43:44, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1862, top5_acc: 0.4000, loss_cls: 8.9655, loss: 8.9655 2025-08-12 23:09:23,613 - pyskl - INFO - Epoch [12][5000/7492] lr: 4.926e-02, eta: 6 days, 7:42:35, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.3994, loss_cls: 8.9208, loss: 8.9208 2025-08-12 23:10:14,750 - pyskl - INFO - Epoch [12][5100/7492] lr: 4.926e-02, eta: 6 days, 7:41:24, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.4125, loss_cls: 8.9030, loss: 8.9030 2025-08-12 23:11:06,101 - pyskl - INFO - Epoch [12][5200/7492] lr: 4.925e-02, eta: 6 days, 7:40:16, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1850, top5_acc: 0.4069, loss_cls: 8.9615, loss: 8.9615 2025-08-12 23:11:57,590 - pyskl - INFO - Epoch [12][5300/7492] lr: 4.925e-02, eta: 6 days, 7:39:09, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1841, top5_acc: 0.4119, loss_cls: 8.8310, loss: 8.8310 2025-08-12 23:12:48,816 - pyskl - INFO - Epoch [12][5400/7492] lr: 4.925e-02, eta: 6 days, 7:37:59, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1906, top5_acc: 0.4138, loss_cls: 8.8550, loss: 8.8550 2025-08-12 23:13:40,076 - pyskl - INFO - Epoch [12][5500/7492] lr: 4.925e-02, eta: 6 days, 7:36:49, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1822, top5_acc: 0.4012, loss_cls: 8.8835, loss: 8.8835 2025-08-12 23:14:31,363 - pyskl - INFO - Epoch [12][5600/7492] lr: 4.925e-02, eta: 6 days, 7:35:40, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1947, top5_acc: 0.4181, loss_cls: 8.8491, loss: 8.8491 2025-08-12 23:15:22,561 - pyskl - INFO - Epoch [12][5700/7492] lr: 4.925e-02, eta: 6 days, 7:34:30, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1853, top5_acc: 0.4019, loss_cls: 8.9238, loss: 8.9238 2025-08-12 23:16:13,974 - pyskl - INFO - Epoch [12][5800/7492] lr: 4.924e-02, eta: 6 days, 7:33:22, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2003, top5_acc: 0.4250, loss_cls: 8.8934, loss: 8.8934 2025-08-12 23:17:05,146 - pyskl - INFO - Epoch [12][5900/7492] lr: 4.924e-02, eta: 6 days, 7:32:12, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1850, top5_acc: 0.3978, loss_cls: 8.9294, loss: 8.9294 2025-08-12 23:17:56,453 - pyskl - INFO - Epoch [12][6000/7492] lr: 4.924e-02, eta: 6 days, 7:31:03, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4062, loss_cls: 8.9897, loss: 8.9897 2025-08-12 23:18:47,720 - pyskl - INFO - Epoch [12][6100/7492] lr: 4.924e-02, eta: 6 days, 7:29:54, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1941, top5_acc: 0.4172, loss_cls: 8.8263, loss: 8.8263 2025-08-12 23:19:39,291 - pyskl - INFO - Epoch [12][6200/7492] lr: 4.924e-02, eta: 6 days, 7:28:48, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1787, top5_acc: 0.4231, loss_cls: 8.8438, loss: 8.8438 2025-08-12 23:20:30,772 - pyskl - INFO - Epoch [12][6300/7492] lr: 4.924e-02, eta: 6 days, 7:27:41, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.4022, loss_cls: 8.8961, loss: 8.8961 2025-08-12 23:21:22,589 - pyskl - INFO - Epoch [12][6400/7492] lr: 4.923e-02, eta: 6 days, 7:26:39, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4153, loss_cls: 8.8558, loss: 8.8558 2025-08-12 23:22:14,188 - pyskl - INFO - Epoch [12][6500/7492] lr: 4.923e-02, eta: 6 days, 7:25:33, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4141, loss_cls: 8.8300, loss: 8.8300 2025-08-12 23:23:05,746 - pyskl - INFO - Epoch [12][6600/7492] lr: 4.923e-02, eta: 6 days, 7:24:28, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1728, top5_acc: 0.3919, loss_cls: 8.9713, loss: 8.9713 2025-08-12 23:23:57,181 - pyskl - INFO - Epoch [12][6700/7492] lr: 4.923e-02, eta: 6 days, 7:23:21, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4006, loss_cls: 8.8771, loss: 8.8771 2025-08-12 23:24:48,728 - pyskl - INFO - Epoch [12][6800/7492] lr: 4.923e-02, eta: 6 days, 7:22:15, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1934, top5_acc: 0.4122, loss_cls: 8.9051, loss: 8.9051 2025-08-12 23:25:40,291 - pyskl - INFO - Epoch [12][6900/7492] lr: 4.922e-02, eta: 6 days, 7:21:09, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1859, top5_acc: 0.4181, loss_cls: 8.8467, loss: 8.8467 2025-08-12 23:26:31,963 - pyskl - INFO - Epoch [12][7000/7492] lr: 4.922e-02, eta: 6 days, 7:20:05, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1844, top5_acc: 0.3956, loss_cls: 8.9465, loss: 8.9465 2025-08-12 23:27:23,337 - pyskl - INFO - Epoch [12][7100/7492] lr: 4.922e-02, eta: 6 days, 7:18:57, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1872, top5_acc: 0.4088, loss_cls: 8.8644, loss: 8.8644 2025-08-12 23:28:14,995 - pyskl - INFO - Epoch [12][7200/7492] lr: 4.922e-02, eta: 6 days, 7:17:53, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1856, top5_acc: 0.4088, loss_cls: 8.9390, loss: 8.9390 2025-08-12 23:29:06,687 - pyskl - INFO - Epoch [12][7300/7492] lr: 4.922e-02, eta: 6 days, 7:16:49, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1856, top5_acc: 0.4016, loss_cls: 8.8817, loss: 8.8817 2025-08-12 23:29:58,302 - pyskl - INFO - Epoch [12][7400/7492] lr: 4.922e-02, eta: 6 days, 7:15:44, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2025, top5_acc: 0.4153, loss_cls: 8.8327, loss: 8.8327 2025-08-12 23:30:46,434 - pyskl - INFO - Saving checkpoint at 12 epochs 2025-08-12 23:31:44,272 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-12 23:31:45,022 - pyskl - INFO - top1_acc 0.1506 top5_acc 0.3508 2025-08-12 23:31:45,022 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-12 23:31:45,058 - pyskl - INFO - mean_acc 0.1504 2025-08-12 23:31:45,130 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_10.pth was removed 2025-08-12 23:31:46,261 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2025-08-12 23:31:46,262 - pyskl - INFO - Best top1_acc is 0.1506 at 12 epoch. 2025-08-12 23:31:46,273 - pyskl - INFO - Epoch(val) [12][617] top1_acc: 0.1506, top5_acc: 0.3508, mean_class_accuracy: 0.1504 2025-08-12 23:33:07,787 - pyskl - INFO - Epoch [13][100/7492] lr: 4.921e-02, eta: 6 days, 7:10:18, time: 0.815, data_time: 0.300, memory: 13024, top1_acc: 0.1884, top5_acc: 0.3919, loss_cls: 8.9235, loss: 8.9235 2025-08-12 23:33:59,247 - pyskl - INFO - Epoch [13][200/7492] lr: 4.921e-02, eta: 6 days, 7:09:12, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1953, top5_acc: 0.4100, loss_cls: 8.8595, loss: 8.8595 2025-08-12 23:34:50,561 - pyskl - INFO - Epoch [13][300/7492] lr: 4.921e-02, eta: 6 days, 7:08:04, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2047, top5_acc: 0.4088, loss_cls: 8.8139, loss: 8.8139 2025-08-12 23:35:42,206 - pyskl - INFO - Epoch [13][400/7492] lr: 4.921e-02, eta: 6 days, 7:07:00, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4225, loss_cls: 8.8261, loss: 8.8261 2025-08-12 23:36:33,621 - pyskl - INFO - Epoch [13][500/7492] lr: 4.921e-02, eta: 6 days, 7:05:53, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4134, loss_cls: 8.8972, loss: 8.8972 2025-08-12 23:37:25,005 - pyskl - INFO - Epoch [13][600/7492] lr: 4.920e-02, eta: 6 days, 7:04:46, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1922, top5_acc: 0.4147, loss_cls: 8.8009, loss: 8.8009 2025-08-12 23:38:16,386 - pyskl - INFO - Epoch [13][700/7492] lr: 4.920e-02, eta: 6 days, 7:03:39, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1831, top5_acc: 0.4156, loss_cls: 8.8980, loss: 8.8980 2025-08-12 23:39:07,671 - pyskl - INFO - Epoch [13][800/7492] lr: 4.920e-02, eta: 6 days, 7:02:31, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1913, top5_acc: 0.4144, loss_cls: 8.8257, loss: 8.8257 2025-08-12 23:39:59,348 - pyskl - INFO - Epoch [13][900/7492] lr: 4.920e-02, eta: 6 days, 7:01:28, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4228, loss_cls: 8.8514, loss: 8.8514 2025-08-12 23:40:50,631 - pyskl - INFO - Epoch [13][1000/7492] lr: 4.920e-02, eta: 6 days, 7:00:20, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1881, top5_acc: 0.4238, loss_cls: 8.8053, loss: 8.8053 2025-08-12 23:41:42,007 - pyskl - INFO - Epoch [13][1100/7492] lr: 4.920e-02, eta: 6 days, 6:59:13, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1925, top5_acc: 0.4184, loss_cls: 8.8847, loss: 8.8847 2025-08-12 23:42:33,426 - pyskl - INFO - Epoch [13][1200/7492] lr: 4.919e-02, eta: 6 days, 6:58:07, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4050, loss_cls: 8.8369, loss: 8.8369 2025-08-12 23:43:24,898 - pyskl - INFO - Epoch [13][1300/7492] lr: 4.919e-02, eta: 6 days, 6:57:01, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1853, top5_acc: 0.3953, loss_cls: 8.9076, loss: 8.9076 2025-08-12 23:44:16,333 - pyskl - INFO - Epoch [13][1400/7492] lr: 4.919e-02, eta: 6 days, 6:55:55, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1978, top5_acc: 0.4331, loss_cls: 8.7541, loss: 8.7541 2025-08-12 23:45:07,499 - pyskl - INFO - Epoch [13][1500/7492] lr: 4.919e-02, eta: 6 days, 6:54:46, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.2006, top5_acc: 0.4203, loss_cls: 8.8605, loss: 8.8605 2025-08-12 23:45:58,725 - pyskl - INFO - Epoch [13][1600/7492] lr: 4.919e-02, eta: 6 days, 6:53:37, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1878, top5_acc: 0.4006, loss_cls: 8.9021, loss: 8.9021 2025-08-12 23:46:50,036 - pyskl - INFO - Epoch [13][1700/7492] lr: 4.918e-02, eta: 6 days, 6:52:30, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1953, top5_acc: 0.4119, loss_cls: 8.9243, loss: 8.9243 2025-08-12 23:47:41,453 - pyskl - INFO - Epoch [13][1800/7492] lr: 4.918e-02, eta: 6 days, 6:51:24, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2034, top5_acc: 0.4169, loss_cls: 8.8107, loss: 8.8107 2025-08-12 23:48:32,843 - pyskl - INFO - Epoch [13][1900/7492] lr: 4.918e-02, eta: 6 days, 6:50:17, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1856, top5_acc: 0.4081, loss_cls: 8.8906, loss: 8.8906 2025-08-12 23:49:24,625 - pyskl - INFO - Epoch [13][2000/7492] lr: 4.918e-02, eta: 6 days, 6:49:15, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.4041, loss_cls: 8.9360, loss: 8.9360 2025-08-12 23:50:16,005 - pyskl - INFO - Epoch [13][2100/7492] lr: 4.918e-02, eta: 6 days, 6:48:09, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1972, top5_acc: 0.4159, loss_cls: 8.7726, loss: 8.7726 2025-08-12 23:51:07,597 - pyskl - INFO - Epoch [13][2200/7492] lr: 4.918e-02, eta: 6 days, 6:47:05, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4188, loss_cls: 8.8863, loss: 8.8863 2025-08-12 23:51:59,182 - pyskl - INFO - Epoch [13][2300/7492] lr: 4.917e-02, eta: 6 days, 6:46:01, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1844, top5_acc: 0.3969, loss_cls: 8.9477, loss: 8.9477 2025-08-12 23:52:50,754 - pyskl - INFO - Epoch [13][2400/7492] lr: 4.917e-02, eta: 6 days, 6:44:56, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1922, top5_acc: 0.4044, loss_cls: 8.9061, loss: 8.9061 2025-08-12 23:53:42,323 - pyskl - INFO - Epoch [13][2500/7492] lr: 4.917e-02, eta: 6 days, 6:43:52, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1878, top5_acc: 0.4131, loss_cls: 8.8724, loss: 8.8724 2025-08-12 23:54:33,654 - pyskl - INFO - Epoch [13][2600/7492] lr: 4.917e-02, eta: 6 days, 6:42:45, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4144, loss_cls: 8.7476, loss: 8.7476 2025-08-12 23:55:24,985 - pyskl - INFO - Epoch [13][2700/7492] lr: 4.917e-02, eta: 6 days, 6:41:38, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1828, top5_acc: 0.4106, loss_cls: 8.9022, loss: 8.9022 2025-08-12 23:56:16,199 - pyskl - INFO - Epoch [13][2800/7492] lr: 4.917e-02, eta: 6 days, 6:40:30, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4041, loss_cls: 8.9453, loss: 8.9453 2025-08-12 23:57:07,617 - pyskl - INFO - Epoch [13][2900/7492] lr: 4.916e-02, eta: 6 days, 6:39:24, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1859, top5_acc: 0.4091, loss_cls: 8.8828, loss: 8.8828 2025-08-12 23:57:58,998 - pyskl - INFO - Epoch [13][3000/7492] lr: 4.916e-02, eta: 6 days, 6:38:18, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4081, loss_cls: 8.8813, loss: 8.8813 2025-08-12 23:58:50,691 - pyskl - INFO - Epoch [13][3100/7492] lr: 4.916e-02, eta: 6 days, 6:37:15, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1984, top5_acc: 0.4222, loss_cls: 8.8117, loss: 8.8117 2025-08-12 23:59:42,103 - pyskl - INFO - Epoch [13][3200/7492] lr: 4.916e-02, eta: 6 days, 6:36:10, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1953, top5_acc: 0.4197, loss_cls: 8.8196, loss: 8.8196 2025-08-13 00:00:33,298 - pyskl - INFO - Epoch [13][3300/7492] lr: 4.916e-02, eta: 6 days, 6:35:01, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4072, loss_cls: 8.8467, loss: 8.8467 2025-08-13 00:01:25,037 - pyskl - INFO - Epoch [13][3400/7492] lr: 4.915e-02, eta: 6 days, 6:33:59, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1825, top5_acc: 0.4156, loss_cls: 8.9095, loss: 8.9095 2025-08-13 00:02:16,686 - pyskl - INFO - Epoch [13][3500/7492] lr: 4.915e-02, eta: 6 days, 6:32:56, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1997, top5_acc: 0.4119, loss_cls: 8.8637, loss: 8.8637 2025-08-13 00:03:08,278 - pyskl - INFO - Epoch [13][3600/7492] lr: 4.915e-02, eta: 6 days, 6:31:52, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4131, loss_cls: 8.8345, loss: 8.8345 2025-08-13 00:03:59,758 - pyskl - INFO - Epoch [13][3700/7492] lr: 4.915e-02, eta: 6 days, 6:30:48, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4084, loss_cls: 8.9465, loss: 8.9465 2025-08-13 00:04:51,251 - pyskl - INFO - Epoch [13][3800/7492] lr: 4.915e-02, eta: 6 days, 6:29:43, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1966, top5_acc: 0.4231, loss_cls: 8.7803, loss: 8.7803 2025-08-13 00:05:42,708 - pyskl - INFO - Epoch [13][3900/7492] lr: 4.915e-02, eta: 6 days, 6:28:38, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.4206, loss_cls: 8.7561, loss: 8.7561 2025-08-13 00:06:34,134 - pyskl - INFO - Epoch [13][4000/7492] lr: 4.914e-02, eta: 6 days, 6:27:32, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4044, loss_cls: 8.9161, loss: 8.9161 2025-08-13 00:07:25,516 - pyskl - INFO - Epoch [13][4100/7492] lr: 4.914e-02, eta: 6 days, 6:26:26, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1925, top5_acc: 0.4147, loss_cls: 8.8334, loss: 8.8334 2025-08-13 00:08:17,234 - pyskl - INFO - Epoch [13][4200/7492] lr: 4.914e-02, eta: 6 days, 6:25:24, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1919, top5_acc: 0.4109, loss_cls: 8.8993, loss: 8.8993 2025-08-13 00:09:08,500 - pyskl - INFO - Epoch [13][4300/7492] lr: 4.914e-02, eta: 6 days, 6:24:17, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1959, top5_acc: 0.4222, loss_cls: 8.8410, loss: 8.8410 2025-08-13 00:09:59,946 - pyskl - INFO - Epoch [13][4400/7492] lr: 4.914e-02, eta: 6 days, 6:23:12, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1872, top5_acc: 0.4028, loss_cls: 8.9362, loss: 8.9362 2025-08-13 00:10:51,269 - pyskl - INFO - Epoch [13][4500/7492] lr: 4.913e-02, eta: 6 days, 6:22:06, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1956, top5_acc: 0.4163, loss_cls: 8.8470, loss: 8.8470 2025-08-13 00:11:42,535 - pyskl - INFO - Epoch [13][4600/7492] lr: 4.913e-02, eta: 6 days, 6:20:59, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1934, top5_acc: 0.4094, loss_cls: 8.8628, loss: 8.8628 2025-08-13 00:12:33,733 - pyskl - INFO - Epoch [13][4700/7492] lr: 4.913e-02, eta: 6 days, 6:19:51, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1850, top5_acc: 0.4009, loss_cls: 8.9431, loss: 8.9431 2025-08-13 00:13:25,132 - pyskl - INFO - Epoch [13][4800/7492] lr: 4.913e-02, eta: 6 days, 6:18:46, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4119, loss_cls: 8.7831, loss: 8.7831 2025-08-13 00:14:16,454 - pyskl - INFO - Epoch [13][4900/7492] lr: 4.913e-02, eta: 6 days, 6:17:39, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1981, top5_acc: 0.4203, loss_cls: 8.8526, loss: 8.8526 2025-08-13 00:15:07,635 - pyskl - INFO - Epoch [13][5000/7492] lr: 4.913e-02, eta: 6 days, 6:16:32, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1762, top5_acc: 0.4047, loss_cls: 8.9604, loss: 8.9604 2025-08-13 00:15:58,939 - pyskl - INFO - Epoch [13][5100/7492] lr: 4.912e-02, eta: 6 days, 6:15:25, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4050, loss_cls: 8.9362, loss: 8.9362 2025-08-13 00:16:50,400 - pyskl - INFO - Epoch [13][5200/7492] lr: 4.912e-02, eta: 6 days, 6:14:19, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1809, top5_acc: 0.4091, loss_cls: 8.8832, loss: 8.8832 2025-08-13 00:17:41,901 - pyskl - INFO - Epoch [13][5300/7492] lr: 4.912e-02, eta: 6 days, 6:13:16, time: 0.516, data_time: 0.002, memory: 13024, top1_acc: 0.2016, top5_acc: 0.4169, loss_cls: 8.7991, loss: 8.7991 2025-08-13 00:18:33,535 - pyskl - INFO - Epoch [13][5400/7492] lr: 4.912e-02, eta: 6 days, 6:12:14, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1872, top5_acc: 0.4166, loss_cls: 8.8806, loss: 8.8806 2025-08-13 00:19:24,841 - pyskl - INFO - Epoch [13][5500/7492] lr: 4.912e-02, eta: 6 days, 6:11:07, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.3994, loss_cls: 8.9518, loss: 8.9518 2025-08-13 00:20:16,278 - pyskl - INFO - Epoch [13][5600/7492] lr: 4.911e-02, eta: 6 days, 6:10:02, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4012, loss_cls: 8.9188, loss: 8.9188 2025-08-13 00:21:07,749 - pyskl - INFO - Epoch [13][5700/7492] lr: 4.911e-02, eta: 6 days, 6:08:58, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1913, top5_acc: 0.4216, loss_cls: 8.8372, loss: 8.8372 2025-08-13 00:21:59,225 - pyskl - INFO - Epoch [13][5800/7492] lr: 4.911e-02, eta: 6 days, 6:07:54, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.4178, loss_cls: 8.9262, loss: 8.9262 2025-08-13 00:22:50,573 - pyskl - INFO - Epoch [13][5900/7492] lr: 4.911e-02, eta: 6 days, 6:06:48, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1988, top5_acc: 0.4259, loss_cls: 8.8294, loss: 8.8294 2025-08-13 00:23:41,911 - pyskl - INFO - Epoch [13][6000/7492] lr: 4.911e-02, eta: 6 days, 6:05:42, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4084, loss_cls: 8.9255, loss: 8.9255 2025-08-13 00:24:33,255 - pyskl - INFO - Epoch [13][6100/7492] lr: 4.911e-02, eta: 6 days, 6:04:37, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2072, top5_acc: 0.4191, loss_cls: 8.7322, loss: 8.7322 2025-08-13 00:25:24,618 - pyskl - INFO - Epoch [13][6200/7492] lr: 4.910e-02, eta: 6 days, 6:03:31, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4047, loss_cls: 8.8800, loss: 8.8800 2025-08-13 00:26:16,086 - pyskl - INFO - Epoch [13][6300/7492] lr: 4.910e-02, eta: 6 days, 6:02:27, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4106, loss_cls: 8.8985, loss: 8.8985 2025-08-13 00:27:07,813 - pyskl - INFO - Epoch [13][6400/7492] lr: 4.910e-02, eta: 6 days, 6:01:25, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.3912, loss_cls: 8.9857, loss: 8.9857 2025-08-13 00:27:59,176 - pyskl - INFO - Epoch [13][6500/7492] lr: 4.910e-02, eta: 6 days, 6:00:20, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1894, top5_acc: 0.4113, loss_cls: 8.8767, loss: 8.8767 2025-08-13 00:28:50,813 - pyskl - INFO - Epoch [13][6600/7492] lr: 4.910e-02, eta: 6 days, 5:59:18, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4009, loss_cls: 8.9080, loss: 8.9080 2025-08-13 00:29:42,213 - pyskl - INFO - Epoch [13][6700/7492] lr: 4.909e-02, eta: 6 days, 5:58:13, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1997, top5_acc: 0.4184, loss_cls: 8.8449, loss: 8.8449 2025-08-13 00:30:33,470 - pyskl - INFO - Epoch [13][6800/7492] lr: 4.909e-02, eta: 6 days, 5:57:06, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1978, top5_acc: 0.4178, loss_cls: 8.8296, loss: 8.8296 2025-08-13 00:31:24,841 - pyskl - INFO - Epoch [13][6900/7492] lr: 4.909e-02, eta: 6 days, 5:56:01, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1831, top5_acc: 0.4062, loss_cls: 8.9158, loss: 8.9158 2025-08-13 00:32:16,243 - pyskl - INFO - Epoch [13][7000/7492] lr: 4.909e-02, eta: 6 days, 5:54:56, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4119, loss_cls: 8.8333, loss: 8.8333 2025-08-13 00:33:07,347 - pyskl - INFO - Epoch [13][7100/7492] lr: 4.909e-02, eta: 6 days, 5:53:48, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1775, top5_acc: 0.4050, loss_cls: 8.9187, loss: 8.9187 2025-08-13 00:33:58,596 - pyskl - INFO - Epoch [13][7200/7492] lr: 4.908e-02, eta: 6 days, 5:52:42, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1925, top5_acc: 0.4122, loss_cls: 8.8761, loss: 8.8761 2025-08-13 00:34:50,008 - pyskl - INFO - Epoch [13][7300/7492] lr: 4.908e-02, eta: 6 days, 5:51:37, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4059, loss_cls: 8.8648, loss: 8.8648 2025-08-13 00:35:41,729 - pyskl - INFO - Epoch [13][7400/7492] lr: 4.908e-02, eta: 6 days, 5:50:36, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1978, top5_acc: 0.4234, loss_cls: 8.8476, loss: 8.8476 2025-08-13 00:36:30,056 - pyskl - INFO - Saving checkpoint at 13 epochs 2025-08-13 00:37:26,076 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 00:37:26,808 - pyskl - INFO - top1_acc 0.1442 top5_acc 0.3457 2025-08-13 00:37:26,809 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 00:37:26,844 - pyskl - INFO - mean_acc 0.1440 2025-08-13 00:37:26,862 - pyskl - INFO - Epoch(val) [13][617] top1_acc: 0.1442, top5_acc: 0.3457, mean_class_accuracy: 0.1440 2025-08-13 00:38:47,757 - pyskl - INFO - Epoch [14][100/7492] lr: 4.908e-02, eta: 6 days, 5:45:24, time: 0.809, data_time: 0.297, memory: 13024, top1_acc: 0.2009, top5_acc: 0.4206, loss_cls: 8.8079, loss: 8.8079 2025-08-13 00:39:39,013 - pyskl - INFO - Epoch [14][200/7492] lr: 4.908e-02, eta: 6 days, 5:44:18, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1966, top5_acc: 0.4284, loss_cls: 8.8031, loss: 8.8031 2025-08-13 00:40:30,124 - pyskl - INFO - Epoch [14][300/7492] lr: 4.907e-02, eta: 6 days, 5:43:11, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.3959, loss_cls: 8.9366, loss: 8.9366 2025-08-13 00:41:21,281 - pyskl - INFO - Epoch [14][400/7492] lr: 4.907e-02, eta: 6 days, 5:42:04, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.2006, top5_acc: 0.4216, loss_cls: 8.8336, loss: 8.8336 2025-08-13 00:42:12,748 - pyskl - INFO - Epoch [14][500/7492] lr: 4.907e-02, eta: 6 days, 5:41:00, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1981, top5_acc: 0.4297, loss_cls: 8.7332, loss: 8.7332 2025-08-13 00:43:04,157 - pyskl - INFO - Epoch [14][600/7492] lr: 4.907e-02, eta: 6 days, 5:39:56, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1878, top5_acc: 0.4122, loss_cls: 8.8543, loss: 8.8543 2025-08-13 00:43:55,352 - pyskl - INFO - Epoch [14][700/7492] lr: 4.907e-02, eta: 6 days, 5:38:50, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1988, top5_acc: 0.4200, loss_cls: 8.7688, loss: 8.7688 2025-08-13 00:44:46,573 - pyskl - INFO - Epoch [14][800/7492] lr: 4.906e-02, eta: 6 days, 5:37:44, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1906, top5_acc: 0.4156, loss_cls: 8.9194, loss: 8.9194 2025-08-13 00:45:38,255 - pyskl - INFO - Epoch [14][900/7492] lr: 4.906e-02, eta: 6 days, 5:36:42, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4269, loss_cls: 8.7724, loss: 8.7724 2025-08-13 00:46:29,568 - pyskl - INFO - Epoch [14][1000/7492] lr: 4.906e-02, eta: 6 days, 5:35:37, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2031, top5_acc: 0.4100, loss_cls: 8.8389, loss: 8.8389 2025-08-13 00:47:20,872 - pyskl - INFO - Epoch [14][1100/7492] lr: 4.906e-02, eta: 6 days, 5:34:32, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2041, top5_acc: 0.4259, loss_cls: 8.7983, loss: 8.7983 2025-08-13 00:48:12,215 - pyskl - INFO - Epoch [14][1200/7492] lr: 4.906e-02, eta: 6 days, 5:33:27, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4153, loss_cls: 8.8107, loss: 8.8107 2025-08-13 00:49:03,475 - pyskl - INFO - Epoch [14][1300/7492] lr: 4.905e-02, eta: 6 days, 5:32:22, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1913, top5_acc: 0.4147, loss_cls: 8.8989, loss: 8.8989 2025-08-13 00:49:54,735 - pyskl - INFO - Epoch [14][1400/7492] lr: 4.905e-02, eta: 6 days, 5:31:16, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1913, top5_acc: 0.4163, loss_cls: 8.7724, loss: 8.7724 2025-08-13 00:50:46,074 - pyskl - INFO - Epoch [14][1500/7492] lr: 4.905e-02, eta: 6 days, 5:30:12, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1784, top5_acc: 0.4062, loss_cls: 9.0131, loss: 9.0131 2025-08-13 00:51:37,505 - pyskl - INFO - Epoch [14][1600/7492] lr: 4.905e-02, eta: 6 days, 5:29:08, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1938, top5_acc: 0.4094, loss_cls: 8.8451, loss: 8.8451 2025-08-13 00:52:28,734 - pyskl - INFO - Epoch [14][1700/7492] lr: 4.905e-02, eta: 6 days, 5:28:02, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.2000, top5_acc: 0.4188, loss_cls: 8.7894, loss: 8.7894 2025-08-13 00:53:19,907 - pyskl - INFO - Epoch [14][1800/7492] lr: 4.904e-02, eta: 6 days, 5:26:56, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4119, loss_cls: 8.9746, loss: 8.9746 2025-08-13 00:54:11,177 - pyskl - INFO - Epoch [14][1900/7492] lr: 4.904e-02, eta: 6 days, 5:25:50, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.4253, loss_cls: 8.8255, loss: 8.8255 2025-08-13 00:55:02,783 - pyskl - INFO - Epoch [14][2000/7492] lr: 4.904e-02, eta: 6 days, 5:24:49, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2028, top5_acc: 0.4203, loss_cls: 8.8173, loss: 8.8173 2025-08-13 00:55:54,089 - pyskl - INFO - Epoch [14][2100/7492] lr: 4.904e-02, eta: 6 days, 5:23:44, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1834, top5_acc: 0.4191, loss_cls: 8.8805, loss: 8.8805 2025-08-13 00:56:45,148 - pyskl - INFO - Epoch [14][2200/7492] lr: 4.904e-02, eta: 6 days, 5:22:36, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1844, top5_acc: 0.4206, loss_cls: 8.8398, loss: 8.8398 2025-08-13 00:57:36,343 - pyskl - INFO - Epoch [14][2300/7492] lr: 4.904e-02, eta: 6 days, 5:21:30, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4163, loss_cls: 8.7665, loss: 8.7665 2025-08-13 00:58:27,593 - pyskl - INFO - Epoch [14][2400/7492] lr: 4.903e-02, eta: 6 days, 5:20:25, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4069, loss_cls: 8.9497, loss: 8.9497 2025-08-13 00:59:18,979 - pyskl - INFO - Epoch [14][2500/7492] lr: 4.903e-02, eta: 6 days, 5:19:21, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4153, loss_cls: 8.8873, loss: 8.8873 2025-08-13 01:00:10,232 - pyskl - INFO - Epoch [14][2600/7492] lr: 4.903e-02, eta: 6 days, 5:18:16, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4047, loss_cls: 8.8686, loss: 8.8686 2025-08-13 01:01:01,632 - pyskl - INFO - Epoch [14][2700/7492] lr: 4.903e-02, eta: 6 days, 5:17:12, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1825, top5_acc: 0.4069, loss_cls: 8.8589, loss: 8.8589 2025-08-13 01:01:53,171 - pyskl - INFO - Epoch [14][2800/7492] lr: 4.903e-02, eta: 6 days, 5:16:10, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1862, top5_acc: 0.4097, loss_cls: 8.8995, loss: 8.8995 2025-08-13 01:02:44,481 - pyskl - INFO - Epoch [14][2900/7492] lr: 4.902e-02, eta: 6 days, 5:15:05, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4350, loss_cls: 8.7707, loss: 8.7707 2025-08-13 01:03:35,904 - pyskl - INFO - Epoch [14][3000/7492] lr: 4.902e-02, eta: 6 days, 5:14:02, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4150, loss_cls: 8.8829, loss: 8.8829 2025-08-13 01:04:27,643 - pyskl - INFO - Epoch [14][3100/7492] lr: 4.902e-02, eta: 6 days, 5:13:01, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.4094, loss_cls: 8.9021, loss: 8.9021 2025-08-13 01:05:19,088 - pyskl - INFO - Epoch [14][3200/7492] lr: 4.902e-02, eta: 6 days, 5:11:58, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1791, top5_acc: 0.4081, loss_cls: 8.9206, loss: 8.9206 2025-08-13 01:06:10,378 - pyskl - INFO - Epoch [14][3300/7492] lr: 4.902e-02, eta: 6 days, 5:10:53, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1878, top5_acc: 0.3994, loss_cls: 8.8853, loss: 8.8853 2025-08-13 01:07:01,966 - pyskl - INFO - Epoch [14][3400/7492] lr: 4.901e-02, eta: 6 days, 5:09:52, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4041, loss_cls: 8.9259, loss: 8.9259 2025-08-13 01:07:53,376 - pyskl - INFO - Epoch [14][3500/7492] lr: 4.901e-02, eta: 6 days, 5:08:48, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1841, top5_acc: 0.4153, loss_cls: 8.8402, loss: 8.8402 2025-08-13 01:08:44,772 - pyskl - INFO - Epoch [14][3600/7492] lr: 4.901e-02, eta: 6 days, 5:07:45, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1972, top5_acc: 0.4344, loss_cls: 8.7762, loss: 8.7762 2025-08-13 01:09:36,123 - pyskl - INFO - Epoch [14][3700/7492] lr: 4.901e-02, eta: 6 days, 5:06:41, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1972, top5_acc: 0.4200, loss_cls: 8.8736, loss: 8.8736 2025-08-13 01:10:27,510 - pyskl - INFO - Epoch [14][3800/7492] lr: 4.901e-02, eta: 6 days, 5:05:37, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1800, top5_acc: 0.3953, loss_cls: 8.9961, loss: 8.9961 2025-08-13 01:11:18,712 - pyskl - INFO - Epoch [14][3900/7492] lr: 4.900e-02, eta: 6 days, 5:04:32, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4184, loss_cls: 8.8212, loss: 8.8212 2025-08-13 01:12:09,997 - pyskl - INFO - Epoch [14][4000/7492] lr: 4.900e-02, eta: 6 days, 5:03:27, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1819, top5_acc: 0.4150, loss_cls: 8.8536, loss: 8.8536 2025-08-13 01:13:01,338 - pyskl - INFO - Epoch [14][4100/7492] lr: 4.900e-02, eta: 6 days, 5:02:23, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1787, top5_acc: 0.4091, loss_cls: 8.9640, loss: 8.9640 2025-08-13 01:13:52,945 - pyskl - INFO - Epoch [14][4200/7492] lr: 4.900e-02, eta: 6 days, 5:01:22, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1947, top5_acc: 0.4159, loss_cls: 8.8405, loss: 8.8405 2025-08-13 01:14:44,217 - pyskl - INFO - Epoch [14][4300/7492] lr: 4.900e-02, eta: 6 days, 5:00:17, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4153, loss_cls: 8.8916, loss: 8.8916 2025-08-13 01:15:35,700 - pyskl - INFO - Epoch [14][4400/7492] lr: 4.899e-02, eta: 6 days, 4:59:15, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1988, top5_acc: 0.4169, loss_cls: 8.8600, loss: 8.8600 2025-08-13 01:16:27,249 - pyskl - INFO - Epoch [14][4500/7492] lr: 4.899e-02, eta: 6 days, 4:58:13, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1972, top5_acc: 0.4175, loss_cls: 8.8492, loss: 8.8492 2025-08-13 01:17:18,553 - pyskl - INFO - Epoch [14][4600/7492] lr: 4.899e-02, eta: 6 days, 4:57:08, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2050, top5_acc: 0.4225, loss_cls: 8.8296, loss: 8.8296 2025-08-13 01:18:09,940 - pyskl - INFO - Epoch [14][4700/7492] lr: 4.899e-02, eta: 6 days, 4:56:05, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1953, top5_acc: 0.3950, loss_cls: 8.9225, loss: 8.9225 2025-08-13 01:19:01,289 - pyskl - INFO - Epoch [14][4800/7492] lr: 4.899e-02, eta: 6 days, 4:55:01, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4184, loss_cls: 8.7459, loss: 8.7459 2025-08-13 01:19:52,590 - pyskl - INFO - Epoch [14][4900/7492] lr: 4.898e-02, eta: 6 days, 4:53:57, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1816, top5_acc: 0.4028, loss_cls: 8.9496, loss: 8.9496 2025-08-13 01:20:43,855 - pyskl - INFO - Epoch [14][5000/7492] lr: 4.898e-02, eta: 6 days, 4:52:52, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1919, top5_acc: 0.4109, loss_cls: 8.8477, loss: 8.8477 2025-08-13 01:21:35,289 - pyskl - INFO - Epoch [14][5100/7492] lr: 4.898e-02, eta: 6 days, 4:51:50, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1978, top5_acc: 0.4181, loss_cls: 8.8341, loss: 8.8341 2025-08-13 01:22:26,819 - pyskl - INFO - Epoch [14][5200/7492] lr: 4.898e-02, eta: 6 days, 4:50:48, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1806, top5_acc: 0.4022, loss_cls: 8.9365, loss: 8.9365 2025-08-13 01:23:18,460 - pyskl - INFO - Epoch [14][5300/7492] lr: 4.898e-02, eta: 6 days, 4:49:47, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2013, top5_acc: 0.4100, loss_cls: 8.8531, loss: 8.8531 2025-08-13 01:24:09,803 - pyskl - INFO - Epoch [14][5400/7492] lr: 4.897e-02, eta: 6 days, 4:48:43, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4222, loss_cls: 8.8638, loss: 8.8638 2025-08-13 01:25:01,116 - pyskl - INFO - Epoch [14][5500/7492] lr: 4.897e-02, eta: 6 days, 4:47:39, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1900, top5_acc: 0.4266, loss_cls: 8.9105, loss: 8.9105 2025-08-13 01:25:52,380 - pyskl - INFO - Epoch [14][5600/7492] lr: 4.897e-02, eta: 6 days, 4:46:35, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4150, loss_cls: 8.8725, loss: 8.8725 2025-08-13 01:26:43,860 - pyskl - INFO - Epoch [14][5700/7492] lr: 4.897e-02, eta: 6 days, 4:45:33, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1819, top5_acc: 0.4188, loss_cls: 8.8611, loss: 8.8611 2025-08-13 01:27:35,170 - pyskl - INFO - Epoch [14][5800/7492] lr: 4.897e-02, eta: 6 days, 4:44:29, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1897, top5_acc: 0.4122, loss_cls: 8.8806, loss: 8.8806 2025-08-13 01:28:26,663 - pyskl - INFO - Epoch [14][5900/7492] lr: 4.896e-02, eta: 6 days, 4:43:27, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4122, loss_cls: 8.9028, loss: 8.9028 2025-08-13 01:29:18,357 - pyskl - INFO - Epoch [14][6000/7492] lr: 4.896e-02, eta: 6 days, 4:42:27, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.2050, top5_acc: 0.4222, loss_cls: 8.7720, loss: 8.7720 2025-08-13 01:30:09,734 - pyskl - INFO - Epoch [14][6100/7492] lr: 4.896e-02, eta: 6 days, 4:41:23, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1925, top5_acc: 0.4156, loss_cls: 8.8591, loss: 8.8591 2025-08-13 01:31:01,033 - pyskl - INFO - Epoch [14][6200/7492] lr: 4.896e-02, eta: 6 days, 4:40:19, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.4059, loss_cls: 8.9320, loss: 8.9320 2025-08-13 01:31:52,395 - pyskl - INFO - Epoch [14][6300/7492] lr: 4.896e-02, eta: 6 days, 4:39:16, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.4091, loss_cls: 8.8714, loss: 8.8714 2025-08-13 01:32:44,270 - pyskl - INFO - Epoch [14][6400/7492] lr: 4.895e-02, eta: 6 days, 4:38:18, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1994, top5_acc: 0.4188, loss_cls: 8.7395, loss: 8.7395 2025-08-13 01:33:35,701 - pyskl - INFO - Epoch [14][6500/7492] lr: 4.895e-02, eta: 6 days, 4:37:15, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4006, loss_cls: 8.9948, loss: 8.9948 2025-08-13 01:34:27,049 - pyskl - INFO - Epoch [14][6600/7492] lr: 4.895e-02, eta: 6 days, 4:36:12, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1900, top5_acc: 0.4188, loss_cls: 8.8484, loss: 8.8484 2025-08-13 01:35:18,298 - pyskl - INFO - Epoch [14][6700/7492] lr: 4.895e-02, eta: 6 days, 4:35:08, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4122, loss_cls: 8.8994, loss: 8.8994 2025-08-13 01:36:09,697 - pyskl - INFO - Epoch [14][6800/7492] lr: 4.895e-02, eta: 6 days, 4:34:05, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1953, top5_acc: 0.4150, loss_cls: 8.8561, loss: 8.8561 2025-08-13 01:37:01,044 - pyskl - INFO - Epoch [14][6900/7492] lr: 4.894e-02, eta: 6 days, 4:33:02, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1837, top5_acc: 0.4044, loss_cls: 8.8519, loss: 8.8519 2025-08-13 01:37:52,424 - pyskl - INFO - Epoch [14][7000/7492] lr: 4.894e-02, eta: 6 days, 4:31:59, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1972, top5_acc: 0.4172, loss_cls: 8.7671, loss: 8.7671 2025-08-13 01:38:43,729 - pyskl - INFO - Epoch [14][7100/7492] lr: 4.894e-02, eta: 6 days, 4:30:55, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.4116, loss_cls: 8.8830, loss: 8.8830 2025-08-13 01:39:35,005 - pyskl - INFO - Epoch [14][7200/7492] lr: 4.894e-02, eta: 6 days, 4:29:51, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1844, top5_acc: 0.4094, loss_cls: 8.8653, loss: 8.8653 2025-08-13 01:40:26,457 - pyskl - INFO - Epoch [14][7300/7492] lr: 4.894e-02, eta: 6 days, 4:28:49, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2091, top5_acc: 0.4250, loss_cls: 8.7301, loss: 8.7301 2025-08-13 01:41:17,773 - pyskl - INFO - Epoch [14][7400/7492] lr: 4.893e-02, eta: 6 days, 4:27:45, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1834, top5_acc: 0.4125, loss_cls: 8.9304, loss: 8.9304 2025-08-13 01:42:06,084 - pyskl - INFO - Saving checkpoint at 14 epochs 2025-08-13 01:43:03,275 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 01:43:04,012 - pyskl - INFO - top1_acc 0.1492 top5_acc 0.3467 2025-08-13 01:43:04,012 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 01:43:04,056 - pyskl - INFO - mean_acc 0.1490 2025-08-13 01:43:04,066 - pyskl - INFO - Epoch(val) [14][617] top1_acc: 0.1492, top5_acc: 0.3467, mean_class_accuracy: 0.1490 2025-08-13 01:44:24,946 - pyskl - INFO - Epoch [15][100/7492] lr: 4.893e-02, eta: 6 days, 4:22:52, time: 0.809, data_time: 0.296, memory: 13024, top1_acc: 0.1900, top5_acc: 0.4231, loss_cls: 8.8471, loss: 8.8471 2025-08-13 01:45:16,019 - pyskl - INFO - Epoch [15][200/7492] lr: 4.893e-02, eta: 6 days, 4:21:47, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.2137, top5_acc: 0.4291, loss_cls: 8.7255, loss: 8.7255 2025-08-13 01:46:07,227 - pyskl - INFO - Epoch [15][300/7492] lr: 4.893e-02, eta: 6 days, 4:20:42, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1944, top5_acc: 0.4194, loss_cls: 8.8930, loss: 8.8930 2025-08-13 01:46:58,515 - pyskl - INFO - Epoch [15][400/7492] lr: 4.892e-02, eta: 6 days, 4:19:39, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2037, top5_acc: 0.4288, loss_cls: 8.7833, loss: 8.7833 2025-08-13 01:47:49,806 - pyskl - INFO - Epoch [15][500/7492] lr: 4.892e-02, eta: 6 days, 4:18:35, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1916, top5_acc: 0.4228, loss_cls: 8.7349, loss: 8.7349 2025-08-13 01:48:40,931 - pyskl - INFO - Epoch [15][600/7492] lr: 4.892e-02, eta: 6 days, 4:17:30, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.4131, loss_cls: 8.8554, loss: 8.8554 2025-08-13 01:49:32,192 - pyskl - INFO - Epoch [15][700/7492] lr: 4.892e-02, eta: 6 days, 4:16:27, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2050, top5_acc: 0.4222, loss_cls: 8.7638, loss: 8.7638 2025-08-13 01:50:23,446 - pyskl - INFO - Epoch [15][800/7492] lr: 4.892e-02, eta: 6 days, 4:15:23, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2084, top5_acc: 0.4313, loss_cls: 8.7499, loss: 8.7499 2025-08-13 01:51:15,014 - pyskl - INFO - Epoch [15][900/7492] lr: 4.891e-02, eta: 6 days, 4:14:22, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4225, loss_cls: 8.8277, loss: 8.8277 2025-08-13 01:52:06,521 - pyskl - INFO - Epoch [15][1000/7492] lr: 4.891e-02, eta: 6 days, 4:13:21, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1994, top5_acc: 0.4166, loss_cls: 8.8327, loss: 8.8327 2025-08-13 01:52:58,252 - pyskl - INFO - Epoch [15][1100/7492] lr: 4.891e-02, eta: 6 days, 4:12:22, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1784, top5_acc: 0.4109, loss_cls: 8.9196, loss: 8.9196 2025-08-13 01:53:49,547 - pyskl - INFO - Epoch [15][1200/7492] lr: 4.891e-02, eta: 6 days, 4:11:19, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2091, top5_acc: 0.4178, loss_cls: 8.8154, loss: 8.8154 2025-08-13 01:54:40,813 - pyskl - INFO - Epoch [15][1300/7492] lr: 4.891e-02, eta: 6 days, 4:10:15, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1859, top5_acc: 0.4119, loss_cls: 8.8293, loss: 8.8293 2025-08-13 01:55:32,217 - pyskl - INFO - Epoch [15][1400/7492] lr: 4.890e-02, eta: 6 days, 4:09:13, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4156, loss_cls: 8.8545, loss: 8.8545 2025-08-13 01:56:23,407 - pyskl - INFO - Epoch [15][1500/7492] lr: 4.890e-02, eta: 6 days, 4:08:09, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.2091, top5_acc: 0.4238, loss_cls: 8.7803, loss: 8.7803 2025-08-13 01:57:14,725 - pyskl - INFO - Epoch [15][1600/7492] lr: 4.890e-02, eta: 6 days, 4:07:06, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1978, top5_acc: 0.4153, loss_cls: 8.8015, loss: 8.8015 2025-08-13 01:58:06,045 - pyskl - INFO - Epoch [15][1700/7492] lr: 4.890e-02, eta: 6 days, 4:06:03, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1828, top5_acc: 0.3991, loss_cls: 8.9020, loss: 8.9020 2025-08-13 01:58:57,241 - pyskl - INFO - Epoch [15][1800/7492] lr: 4.890e-02, eta: 6 days, 4:04:59, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1812, top5_acc: 0.4097, loss_cls: 8.8121, loss: 8.8121 2025-08-13 01:59:48,518 - pyskl - INFO - Epoch [15][1900/7492] lr: 4.889e-02, eta: 6 days, 4:03:56, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4203, loss_cls: 8.8599, loss: 8.8599 2025-08-13 02:00:40,361 - pyskl - INFO - Epoch [15][2000/7492] lr: 4.889e-02, eta: 6 days, 4:02:58, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4153, loss_cls: 8.8840, loss: 8.8840 2025-08-13 02:01:31,850 - pyskl - INFO - Epoch [15][2100/7492] lr: 4.889e-02, eta: 6 days, 4:01:57, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4072, loss_cls: 8.7982, loss: 8.7982 2025-08-13 02:02:23,209 - pyskl - INFO - Epoch [15][2200/7492] lr: 4.889e-02, eta: 6 days, 4:00:55, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1900, top5_acc: 0.4034, loss_cls: 8.9102, loss: 8.9102 2025-08-13 02:03:14,801 - pyskl - INFO - Epoch [15][2300/7492] lr: 4.889e-02, eta: 6 days, 3:59:55, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.3900, loss_cls: 8.9356, loss: 8.9356 2025-08-13 02:04:06,327 - pyskl - INFO - Epoch [15][2400/7492] lr: 4.888e-02, eta: 6 days, 3:58:54, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4213, loss_cls: 8.7311, loss: 8.7311 2025-08-13 02:04:57,761 - pyskl - INFO - Epoch [15][2500/7492] lr: 4.888e-02, eta: 6 days, 3:57:52, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1794, top5_acc: 0.4028, loss_cls: 8.9402, loss: 8.9402 2025-08-13 02:05:49,291 - pyskl - INFO - Epoch [15][2600/7492] lr: 4.888e-02, eta: 6 days, 3:56:51, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1997, top5_acc: 0.4166, loss_cls: 8.8079, loss: 8.8079 2025-08-13 02:06:40,850 - pyskl - INFO - Epoch [15][2700/7492] lr: 4.888e-02, eta: 6 days, 3:55:51, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4231, loss_cls: 8.8192, loss: 8.8192 2025-08-13 02:07:32,222 - pyskl - INFO - Epoch [15][2800/7492] lr: 4.888e-02, eta: 6 days, 3:54:49, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1916, top5_acc: 0.4156, loss_cls: 8.8262, loss: 8.8262 2025-08-13 02:08:23,729 - pyskl - INFO - Epoch [15][2900/7492] lr: 4.887e-02, eta: 6 days, 3:53:48, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1897, top5_acc: 0.4066, loss_cls: 8.8582, loss: 8.8582 2025-08-13 02:09:15,333 - pyskl - INFO - Epoch [15][3000/7492] lr: 4.887e-02, eta: 6 days, 3:52:48, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1862, top5_acc: 0.4081, loss_cls: 8.8849, loss: 8.8849 2025-08-13 02:10:06,928 - pyskl - INFO - Epoch [15][3100/7492] lr: 4.887e-02, eta: 6 days, 3:51:48, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2013, top5_acc: 0.4300, loss_cls: 8.8236, loss: 8.8236 2025-08-13 02:10:58,382 - pyskl - INFO - Epoch [15][3200/7492] lr: 4.887e-02, eta: 6 days, 3:50:47, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1981, top5_acc: 0.4100, loss_cls: 8.8981, loss: 8.8981 2025-08-13 02:11:49,677 - pyskl - INFO - Epoch [15][3300/7492] lr: 4.887e-02, eta: 6 days, 3:49:44, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2059, top5_acc: 0.4297, loss_cls: 8.7624, loss: 8.7624 2025-08-13 02:12:40,860 - pyskl - INFO - Epoch [15][3400/7492] lr: 4.886e-02, eta: 6 days, 3:48:40, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1894, top5_acc: 0.4213, loss_cls: 8.8598, loss: 8.8598 2025-08-13 02:13:32,138 - pyskl - INFO - Epoch [15][3500/7492] lr: 4.886e-02, eta: 6 days, 3:47:37, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1900, top5_acc: 0.4200, loss_cls: 8.8696, loss: 8.8696 2025-08-13 02:14:23,498 - pyskl - INFO - Epoch [15][3600/7492] lr: 4.886e-02, eta: 6 days, 3:46:35, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2044, top5_acc: 0.4169, loss_cls: 8.8018, loss: 8.8018 2025-08-13 02:15:14,881 - pyskl - INFO - Epoch [15][3700/7492] lr: 4.886e-02, eta: 6 days, 3:45:33, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1894, top5_acc: 0.3984, loss_cls: 8.9685, loss: 8.9685 2025-08-13 02:16:06,149 - pyskl - INFO - Epoch [15][3800/7492] lr: 4.885e-02, eta: 6 days, 3:44:30, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1994, top5_acc: 0.4203, loss_cls: 8.8083, loss: 8.8083 2025-08-13 02:16:57,608 - pyskl - INFO - Epoch [15][3900/7492] lr: 4.885e-02, eta: 6 days, 3:43:29, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1950, top5_acc: 0.4066, loss_cls: 8.8547, loss: 8.8547 2025-08-13 02:17:48,789 - pyskl - INFO - Epoch [15][4000/7492] lr: 4.885e-02, eta: 6 days, 3:42:25, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1825, top5_acc: 0.4100, loss_cls: 8.8501, loss: 8.8501 2025-08-13 02:18:40,117 - pyskl - INFO - Epoch [15][4100/7492] lr: 4.885e-02, eta: 6 days, 3:41:23, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4184, loss_cls: 8.8784, loss: 8.8784 2025-08-13 02:19:31,679 - pyskl - INFO - Epoch [15][4200/7492] lr: 4.885e-02, eta: 6 days, 3:40:23, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1881, top5_acc: 0.4106, loss_cls: 8.8974, loss: 8.8974 2025-08-13 02:20:22,965 - pyskl - INFO - Epoch [15][4300/7492] lr: 4.884e-02, eta: 6 days, 3:39:20, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1950, top5_acc: 0.4088, loss_cls: 8.8531, loss: 8.8531 2025-08-13 02:21:14,153 - pyskl - INFO - Epoch [15][4400/7492] lr: 4.884e-02, eta: 6 days, 3:38:17, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1966, top5_acc: 0.4100, loss_cls: 8.9449, loss: 8.9449 2025-08-13 02:22:05,581 - pyskl - INFO - Epoch [15][4500/7492] lr: 4.884e-02, eta: 6 days, 3:37:15, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4275, loss_cls: 8.7954, loss: 8.7954 2025-08-13 02:22:57,089 - pyskl - INFO - Epoch [15][4600/7492] lr: 4.884e-02, eta: 6 days, 3:36:15, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.4125, loss_cls: 8.9145, loss: 8.9145 2025-08-13 02:23:48,294 - pyskl - INFO - Epoch [15][4700/7492] lr: 4.884e-02, eta: 6 days, 3:35:12, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4200, loss_cls: 8.8627, loss: 8.8627 2025-08-13 02:24:39,755 - pyskl - INFO - Epoch [15][4800/7492] lr: 4.883e-02, eta: 6 days, 3:34:11, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4234, loss_cls: 8.8673, loss: 8.8673 2025-08-13 02:25:31,155 - pyskl - INFO - Epoch [15][4900/7492] lr: 4.883e-02, eta: 6 days, 3:33:09, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4197, loss_cls: 8.8514, loss: 8.8514 2025-08-13 02:26:22,597 - pyskl - INFO - Epoch [15][5000/7492] lr: 4.883e-02, eta: 6 days, 3:32:08, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1866, top5_acc: 0.4200, loss_cls: 8.8837, loss: 8.8837 2025-08-13 02:27:13,977 - pyskl - INFO - Epoch [15][5100/7492] lr: 4.883e-02, eta: 6 days, 3:31:06, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1834, top5_acc: 0.4119, loss_cls: 8.8121, loss: 8.8121 2025-08-13 02:28:05,414 - pyskl - INFO - Epoch [15][5200/7492] lr: 4.883e-02, eta: 6 days, 3:30:05, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1925, top5_acc: 0.4213, loss_cls: 8.8181, loss: 8.8181 2025-08-13 02:28:56,995 - pyskl - INFO - Epoch [15][5300/7492] lr: 4.882e-02, eta: 6 days, 3:29:05, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1978, top5_acc: 0.4244, loss_cls: 8.7944, loss: 8.7944 2025-08-13 02:29:48,301 - pyskl - INFO - Epoch [15][5400/7492] lr: 4.882e-02, eta: 6 days, 3:28:03, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4106, loss_cls: 8.8855, loss: 8.8855 2025-08-13 02:30:39,610 - pyskl - INFO - Epoch [15][5500/7492] lr: 4.882e-02, eta: 6 days, 3:27:01, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4131, loss_cls: 8.8479, loss: 8.8479 2025-08-13 02:31:30,815 - pyskl - INFO - Epoch [15][5600/7492] lr: 4.882e-02, eta: 6 days, 3:25:58, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1906, top5_acc: 0.4081, loss_cls: 8.8105, loss: 8.8105 2025-08-13 02:32:22,070 - pyskl - INFO - Epoch [15][5700/7492] lr: 4.881e-02, eta: 6 days, 3:24:55, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1941, top5_acc: 0.4259, loss_cls: 8.8876, loss: 8.8876 2025-08-13 02:33:13,072 - pyskl - INFO - Epoch [15][5800/7492] lr: 4.881e-02, eta: 6 days, 3:23:50, time: 0.510, data_time: 0.000, memory: 13024, top1_acc: 0.2013, top5_acc: 0.4209, loss_cls: 8.7668, loss: 8.7668 2025-08-13 02:34:04,175 - pyskl - INFO - Epoch [15][5900/7492] lr: 4.881e-02, eta: 6 days, 3:22:46, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1916, top5_acc: 0.4197, loss_cls: 8.8064, loss: 8.8064 2025-08-13 02:34:55,537 - pyskl - INFO - Epoch [15][6000/7492] lr: 4.881e-02, eta: 6 days, 3:21:44, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4409, loss_cls: 8.7473, loss: 8.7473 2025-08-13 02:35:46,924 - pyskl - INFO - Epoch [15][6100/7492] lr: 4.881e-02, eta: 6 days, 3:20:43, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1938, top5_acc: 0.4078, loss_cls: 8.8975, loss: 8.8975 2025-08-13 02:36:38,238 - pyskl - INFO - Epoch [15][6200/7492] lr: 4.880e-02, eta: 6 days, 3:19:41, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4031, loss_cls: 8.8879, loss: 8.8879 2025-08-13 02:37:29,633 - pyskl - INFO - Epoch [15][6300/7492] lr: 4.880e-02, eta: 6 days, 3:18:40, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4231, loss_cls: 8.7868, loss: 8.7868 2025-08-13 02:38:21,213 - pyskl - INFO - Epoch [15][6400/7492] lr: 4.880e-02, eta: 6 days, 3:17:40, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4191, loss_cls: 8.7996, loss: 8.7996 2025-08-13 02:39:12,383 - pyskl - INFO - Epoch [15][6500/7492] lr: 4.880e-02, eta: 6 days, 3:16:37, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1950, top5_acc: 0.4425, loss_cls: 8.7642, loss: 8.7642 2025-08-13 02:40:03,984 - pyskl - INFO - Epoch [15][6600/7492] lr: 4.880e-02, eta: 6 days, 3:15:38, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1787, top5_acc: 0.4150, loss_cls: 8.8792, loss: 8.8792 2025-08-13 02:40:55,670 - pyskl - INFO - Epoch [15][6700/7492] lr: 4.879e-02, eta: 6 days, 3:14:39, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1950, top5_acc: 0.4175, loss_cls: 8.7968, loss: 8.7968 2025-08-13 02:41:47,173 - pyskl - INFO - Epoch [15][6800/7492] lr: 4.879e-02, eta: 6 days, 3:13:39, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4088, loss_cls: 8.8862, loss: 8.8862 2025-08-13 02:42:38,649 - pyskl - INFO - Epoch [15][6900/7492] lr: 4.879e-02, eta: 6 days, 3:12:38, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4241, loss_cls: 8.8071, loss: 8.8071 2025-08-13 02:43:30,175 - pyskl - INFO - Epoch [15][7000/7492] lr: 4.879e-02, eta: 6 days, 3:11:38, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2066, top5_acc: 0.4325, loss_cls: 8.7419, loss: 8.7419 2025-08-13 02:44:21,449 - pyskl - INFO - Epoch [15][7100/7492] lr: 4.878e-02, eta: 6 days, 3:10:36, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1953, top5_acc: 0.4088, loss_cls: 8.8759, loss: 8.8759 2025-08-13 02:45:12,703 - pyskl - INFO - Epoch [15][7200/7492] lr: 4.878e-02, eta: 6 days, 3:09:34, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1994, top5_acc: 0.4228, loss_cls: 8.8485, loss: 8.8485 2025-08-13 02:46:04,201 - pyskl - INFO - Epoch [15][7300/7492] lr: 4.878e-02, eta: 6 days, 3:08:34, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1984, top5_acc: 0.4178, loss_cls: 8.8298, loss: 8.8298 2025-08-13 02:46:55,544 - pyskl - INFO - Epoch [15][7400/7492] lr: 4.878e-02, eta: 6 days, 3:07:32, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4122, loss_cls: 8.8463, loss: 8.8463 2025-08-13 02:47:43,894 - pyskl - INFO - Saving checkpoint at 15 epochs 2025-08-13 02:48:40,521 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 02:48:41,249 - pyskl - INFO - top1_acc 0.1274 top5_acc 0.3162 2025-08-13 02:48:41,249 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 02:48:41,283 - pyskl - INFO - mean_acc 0.1273 2025-08-13 02:48:41,293 - pyskl - INFO - Epoch(val) [15][617] top1_acc: 0.1274, top5_acc: 0.3162, mean_class_accuracy: 0.1273 2025-08-13 02:50:03,058 - pyskl - INFO - Epoch [16][100/7492] lr: 4.877e-02, eta: 6 days, 3:03:03, time: 0.818, data_time: 0.300, memory: 13024, top1_acc: 0.1997, top5_acc: 0.4216, loss_cls: 8.7573, loss: 8.7573 2025-08-13 02:50:54,532 - pyskl - INFO - Epoch [16][200/7492] lr: 4.877e-02, eta: 6 days, 3:02:02, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1859, top5_acc: 0.4122, loss_cls: 8.8217, loss: 8.8217 2025-08-13 02:51:45,686 - pyskl - INFO - Epoch [16][300/7492] lr: 4.877e-02, eta: 6 days, 3:00:59, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1969, top5_acc: 0.4156, loss_cls: 8.7270, loss: 8.7270 2025-08-13 02:52:36,940 - pyskl - INFO - Epoch [16][400/7492] lr: 4.877e-02, eta: 6 days, 2:59:57, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4078, loss_cls: 8.8326, loss: 8.8326 2025-08-13 02:53:28,202 - pyskl - INFO - Epoch [16][500/7492] lr: 4.877e-02, eta: 6 days, 2:58:55, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4059, loss_cls: 8.8305, loss: 8.8305 2025-08-13 02:54:19,997 - pyskl - INFO - Epoch [16][600/7492] lr: 4.876e-02, eta: 6 days, 2:57:58, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1988, top5_acc: 0.4269, loss_cls: 8.7448, loss: 8.7448 2025-08-13 02:55:11,580 - pyskl - INFO - Epoch [16][700/7492] lr: 4.876e-02, eta: 6 days, 2:56:59, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1956, top5_acc: 0.4197, loss_cls: 8.8167, loss: 8.8167 2025-08-13 02:56:03,080 - pyskl - INFO - Epoch [16][800/7492] lr: 4.876e-02, eta: 6 days, 2:55:59, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1953, top5_acc: 0.4228, loss_cls: 8.8482, loss: 8.8482 2025-08-13 02:56:54,698 - pyskl - INFO - Epoch [16][900/7492] lr: 4.876e-02, eta: 6 days, 2:55:00, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4178, loss_cls: 8.7367, loss: 8.7367 2025-08-13 02:57:46,279 - pyskl - INFO - Epoch [16][1000/7492] lr: 4.875e-02, eta: 6 days, 2:54:01, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2003, top5_acc: 0.4322, loss_cls: 8.8065, loss: 8.8065 2025-08-13 02:58:37,567 - pyskl - INFO - Epoch [16][1100/7492] lr: 4.875e-02, eta: 6 days, 2:52:59, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1941, top5_acc: 0.4181, loss_cls: 8.8617, loss: 8.8617 2025-08-13 02:59:28,984 - pyskl - INFO - Epoch [16][1200/7492] lr: 4.875e-02, eta: 6 days, 2:51:59, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1997, top5_acc: 0.4219, loss_cls: 8.8232, loss: 8.8232 2025-08-13 03:00:20,300 - pyskl - INFO - Epoch [16][1300/7492] lr: 4.875e-02, eta: 6 days, 2:50:57, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1947, top5_acc: 0.4175, loss_cls: 8.8242, loss: 8.8242 2025-08-13 03:01:11,676 - pyskl - INFO - Epoch [16][1400/7492] lr: 4.875e-02, eta: 6 days, 2:49:57, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1894, top5_acc: 0.4122, loss_cls: 8.8944, loss: 8.8944 2025-08-13 03:02:03,085 - pyskl - INFO - Epoch [16][1500/7492] lr: 4.874e-02, eta: 6 days, 2:48:56, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2128, top5_acc: 0.4291, loss_cls: 8.7322, loss: 8.7322 2025-08-13 03:02:54,701 - pyskl - INFO - Epoch [16][1600/7492] lr: 4.874e-02, eta: 6 days, 2:47:57, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1925, top5_acc: 0.4325, loss_cls: 8.7745, loss: 8.7745 2025-08-13 03:03:46,168 - pyskl - INFO - Epoch [16][1700/7492] lr: 4.874e-02, eta: 6 days, 2:46:57, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4266, loss_cls: 8.8156, loss: 8.8156 2025-08-13 03:04:37,597 - pyskl - INFO - Epoch [16][1800/7492] lr: 4.874e-02, eta: 6 days, 2:45:57, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1981, top5_acc: 0.4088, loss_cls: 8.8472, loss: 8.8472 2025-08-13 03:05:29,366 - pyskl - INFO - Epoch [16][1900/7492] lr: 4.874e-02, eta: 6 days, 2:45:00, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1831, top5_acc: 0.4113, loss_cls: 8.9192, loss: 8.9192 2025-08-13 03:06:21,004 - pyskl - INFO - Epoch [16][2000/7492] lr: 4.873e-02, eta: 6 days, 2:44:01, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2097, top5_acc: 0.4391, loss_cls: 8.7528, loss: 8.7528 2025-08-13 03:07:12,503 - pyskl - INFO - Epoch [16][2100/7492] lr: 4.873e-02, eta: 6 days, 2:43:02, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4106, loss_cls: 8.8920, loss: 8.8920 2025-08-13 03:08:04,230 - pyskl - INFO - Epoch [16][2200/7492] lr: 4.873e-02, eta: 6 days, 2:42:04, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1934, top5_acc: 0.4184, loss_cls: 8.8399, loss: 8.8399 2025-08-13 03:08:55,759 - pyskl - INFO - Epoch [16][2300/7492] lr: 4.873e-02, eta: 6 days, 2:41:04, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1994, top5_acc: 0.4250, loss_cls: 8.7909, loss: 8.7909 2025-08-13 03:09:47,077 - pyskl - INFO - Epoch [16][2400/7492] lr: 4.872e-02, eta: 6 days, 2:40:03, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1988, top5_acc: 0.4231, loss_cls: 8.8422, loss: 8.8422 2025-08-13 03:10:38,381 - pyskl - INFO - Epoch [16][2500/7492] lr: 4.872e-02, eta: 6 days, 2:39:02, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1894, top5_acc: 0.4100, loss_cls: 8.8101, loss: 8.8101 2025-08-13 03:11:29,890 - pyskl - INFO - Epoch [16][2600/7492] lr: 4.872e-02, eta: 6 days, 2:38:02, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4184, loss_cls: 8.8253, loss: 8.8253 2025-08-13 03:12:21,269 - pyskl - INFO - Epoch [16][2700/7492] lr: 4.872e-02, eta: 6 days, 2:37:02, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4184, loss_cls: 8.8570, loss: 8.8570 2025-08-13 03:13:12,485 - pyskl - INFO - Epoch [16][2800/7492] lr: 4.872e-02, eta: 6 days, 2:36:00, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.2075, top5_acc: 0.4278, loss_cls: 8.7055, loss: 8.7055 2025-08-13 03:14:03,843 - pyskl - INFO - Epoch [16][2900/7492] lr: 4.871e-02, eta: 6 days, 2:34:59, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4062, loss_cls: 8.8172, loss: 8.8172 2025-08-13 03:14:55,180 - pyskl - INFO - Epoch [16][3000/7492] lr: 4.871e-02, eta: 6 days, 2:33:58, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4134, loss_cls: 8.8658, loss: 8.8658 2025-08-13 03:15:46,801 - pyskl - INFO - Epoch [16][3100/7492] lr: 4.871e-02, eta: 6 days, 2:33:00, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2019, top5_acc: 0.4316, loss_cls: 8.7421, loss: 8.7421 2025-08-13 03:16:38,400 - pyskl - INFO - Epoch [16][3200/7492] lr: 4.871e-02, eta: 6 days, 2:32:01, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1894, top5_acc: 0.4131, loss_cls: 8.8692, loss: 8.8692 2025-08-13 03:17:29,557 - pyskl - INFO - Epoch [16][3300/7492] lr: 4.870e-02, eta: 6 days, 2:30:58, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1947, top5_acc: 0.4181, loss_cls: 8.7961, loss: 8.7961 2025-08-13 03:18:20,878 - pyskl - INFO - Epoch [16][3400/7492] lr: 4.870e-02, eta: 6 days, 2:29:57, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1947, top5_acc: 0.4225, loss_cls: 8.7917, loss: 8.7917 2025-08-13 03:19:12,057 - pyskl - INFO - Epoch [16][3500/7492] lr: 4.870e-02, eta: 6 days, 2:28:55, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1956, top5_acc: 0.4234, loss_cls: 8.7743, loss: 8.7743 2025-08-13 03:20:03,413 - pyskl - INFO - Epoch [16][3600/7492] lr: 4.870e-02, eta: 6 days, 2:27:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1919, top5_acc: 0.3944, loss_cls: 8.9350, loss: 8.9350 2025-08-13 03:20:54,644 - pyskl - INFO - Epoch [16][3700/7492] lr: 4.870e-02, eta: 6 days, 2:26:53, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.2009, top5_acc: 0.4263, loss_cls: 8.8380, loss: 8.8380 2025-08-13 03:21:46,176 - pyskl - INFO - Epoch [16][3800/7492] lr: 4.869e-02, eta: 6 days, 2:25:54, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1919, top5_acc: 0.4141, loss_cls: 8.8379, loss: 8.8379 2025-08-13 03:22:37,726 - pyskl - INFO - Epoch [16][3900/7492] lr: 4.869e-02, eta: 6 days, 2:24:55, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2022, top5_acc: 0.4216, loss_cls: 8.7548, loss: 8.7548 2025-08-13 03:23:29,061 - pyskl - INFO - Epoch [16][4000/7492] lr: 4.869e-02, eta: 6 days, 2:23:54, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4053, loss_cls: 8.8655, loss: 8.8655 2025-08-13 03:24:20,477 - pyskl - INFO - Epoch [16][4100/7492] lr: 4.869e-02, eta: 6 days, 2:22:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1878, top5_acc: 0.4238, loss_cls: 8.8015, loss: 8.8015 2025-08-13 03:25:11,974 - pyskl - INFO - Epoch [16][4200/7492] lr: 4.868e-02, eta: 6 days, 2:21:54, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1981, top5_acc: 0.4275, loss_cls: 8.8361, loss: 8.8361 2025-08-13 03:26:03,595 - pyskl - INFO - Epoch [16][4300/7492] lr: 4.868e-02, eta: 6 days, 2:20:56, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1950, top5_acc: 0.4156, loss_cls: 8.8020, loss: 8.8020 2025-08-13 03:26:54,991 - pyskl - INFO - Epoch [16][4400/7492] lr: 4.868e-02, eta: 6 days, 2:19:56, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1881, top5_acc: 0.4156, loss_cls: 8.7832, loss: 8.7832 2025-08-13 03:27:46,286 - pyskl - INFO - Epoch [16][4500/7492] lr: 4.868e-02, eta: 6 days, 2:18:55, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2003, top5_acc: 0.4169, loss_cls: 8.8346, loss: 8.8346 2025-08-13 03:28:37,737 - pyskl - INFO - Epoch [16][4600/7492] lr: 4.868e-02, eta: 6 days, 2:17:55, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1969, top5_acc: 0.4175, loss_cls: 8.8267, loss: 8.8267 2025-08-13 03:29:29,351 - pyskl - INFO - Epoch [16][4700/7492] lr: 4.867e-02, eta: 6 days, 2:16:57, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1972, top5_acc: 0.4209, loss_cls: 8.8138, loss: 8.8138 2025-08-13 03:30:21,042 - pyskl - INFO - Epoch [16][4800/7492] lr: 4.867e-02, eta: 6 days, 2:15:59, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1947, top5_acc: 0.4116, loss_cls: 8.8806, loss: 8.8806 2025-08-13 03:31:12,556 - pyskl - INFO - Epoch [16][4900/7492] lr: 4.867e-02, eta: 6 days, 2:15:00, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.4122, loss_cls: 8.8419, loss: 8.8419 2025-08-13 03:32:03,948 - pyskl - INFO - Epoch [16][5000/7492] lr: 4.867e-02, eta: 6 days, 2:14:00, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1900, top5_acc: 0.4284, loss_cls: 8.8476, loss: 8.8476 2025-08-13 03:32:55,237 - pyskl - INFO - Epoch [16][5100/7492] lr: 4.866e-02, eta: 6 days, 2:12:59, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4278, loss_cls: 8.8872, loss: 8.8872 2025-08-13 03:33:46,496 - pyskl - INFO - Epoch [16][5200/7492] lr: 4.866e-02, eta: 6 days, 2:11:57, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1728, top5_acc: 0.4047, loss_cls: 8.9579, loss: 8.9579 2025-08-13 03:34:37,899 - pyskl - INFO - Epoch [16][5300/7492] lr: 4.866e-02, eta: 6 days, 2:10:57, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2019, top5_acc: 0.4278, loss_cls: 8.8022, loss: 8.8022 2025-08-13 03:35:29,186 - pyskl - INFO - Epoch [16][5400/7492] lr: 4.866e-02, eta: 6 days, 2:09:56, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1959, top5_acc: 0.4059, loss_cls: 8.8830, loss: 8.8830 2025-08-13 03:36:20,327 - pyskl - INFO - Epoch [16][5500/7492] lr: 4.865e-02, eta: 6 days, 2:08:54, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4163, loss_cls: 8.7919, loss: 8.7919 2025-08-13 03:37:11,784 - pyskl - INFO - Epoch [16][5600/7492] lr: 4.865e-02, eta: 6 days, 2:07:55, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1888, top5_acc: 0.4241, loss_cls: 8.8441, loss: 8.8441 2025-08-13 03:38:03,321 - pyskl - INFO - Epoch [16][5700/7492] lr: 4.865e-02, eta: 6 days, 2:06:56, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1984, top5_acc: 0.4116, loss_cls: 8.8041, loss: 8.8041 2025-08-13 03:38:54,775 - pyskl - INFO - Epoch [16][5800/7492] lr: 4.865e-02, eta: 6 days, 2:05:56, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2069, top5_acc: 0.4181, loss_cls: 8.8514, loss: 8.8514 2025-08-13 03:39:46,262 - pyskl - INFO - Epoch [16][5900/7492] lr: 4.865e-02, eta: 6 days, 2:04:57, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1897, top5_acc: 0.4059, loss_cls: 8.9352, loss: 8.9352 2025-08-13 03:40:37,635 - pyskl - INFO - Epoch [16][6000/7492] lr: 4.864e-02, eta: 6 days, 2:03:57, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2075, top5_acc: 0.4291, loss_cls: 8.7196, loss: 8.7196 2025-08-13 03:41:28,856 - pyskl - INFO - Epoch [16][6100/7492] lr: 4.864e-02, eta: 6 days, 2:02:55, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4216, loss_cls: 8.8616, loss: 8.8616 2025-08-13 03:42:20,139 - pyskl - INFO - Epoch [16][6200/7492] lr: 4.864e-02, eta: 6 days, 2:01:54, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2019, top5_acc: 0.4144, loss_cls: 8.8299, loss: 8.8299 2025-08-13 03:43:11,527 - pyskl - INFO - Epoch [16][6300/7492] lr: 4.864e-02, eta: 6 days, 2:00:54, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2031, top5_acc: 0.4194, loss_cls: 8.8978, loss: 8.8978 2025-08-13 03:44:03,191 - pyskl - INFO - Epoch [16][6400/7492] lr: 4.863e-02, eta: 6 days, 1:59:57, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1812, top5_acc: 0.3956, loss_cls: 8.9192, loss: 8.9192 2025-08-13 03:44:54,814 - pyskl - INFO - Epoch [16][6500/7492] lr: 4.863e-02, eta: 6 days, 1:58:59, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4100, loss_cls: 8.8884, loss: 8.8884 2025-08-13 03:45:46,235 - pyskl - INFO - Epoch [16][6600/7492] lr: 4.863e-02, eta: 6 days, 1:57:59, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1869, top5_acc: 0.4159, loss_cls: 8.8667, loss: 8.8667 2025-08-13 03:46:37,946 - pyskl - INFO - Epoch [16][6700/7492] lr: 4.863e-02, eta: 6 days, 1:57:02, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4300, loss_cls: 8.8244, loss: 8.8244 2025-08-13 03:47:29,521 - pyskl - INFO - Epoch [16][6800/7492] lr: 4.863e-02, eta: 6 days, 1:56:03, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1950, top5_acc: 0.4141, loss_cls: 8.7654, loss: 8.7654 2025-08-13 03:48:20,913 - pyskl - INFO - Epoch [16][6900/7492] lr: 4.862e-02, eta: 6 days, 1:55:03, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2075, top5_acc: 0.4341, loss_cls: 8.7018, loss: 8.7018 2025-08-13 03:49:12,143 - pyskl - INFO - Epoch [16][7000/7492] lr: 4.862e-02, eta: 6 days, 1:54:02, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1994, top5_acc: 0.4209, loss_cls: 8.7801, loss: 8.7801 2025-08-13 03:50:03,453 - pyskl - INFO - Epoch [16][7100/7492] lr: 4.862e-02, eta: 6 days, 1:53:02, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2053, top5_acc: 0.4122, loss_cls: 8.8015, loss: 8.8015 2025-08-13 03:50:54,728 - pyskl - INFO - Epoch [16][7200/7492] lr: 4.862e-02, eta: 6 days, 1:52:01, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1972, top5_acc: 0.4084, loss_cls: 8.9001, loss: 8.9001 2025-08-13 03:51:46,080 - pyskl - INFO - Epoch [16][7300/7492] lr: 4.861e-02, eta: 6 days, 1:51:01, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4259, loss_cls: 8.8645, loss: 8.8645 2025-08-13 03:52:37,326 - pyskl - INFO - Epoch [16][7400/7492] lr: 4.861e-02, eta: 6 days, 1:50:00, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1844, top5_acc: 0.4100, loss_cls: 8.8441, loss: 8.8441 2025-08-13 03:53:25,657 - pyskl - INFO - Saving checkpoint at 16 epochs 2025-08-13 03:54:21,133 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 03:54:21,870 - pyskl - INFO - top1_acc 0.1436 top5_acc 0.3498 2025-08-13 03:54:21,870 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 03:54:21,907 - pyskl - INFO - mean_acc 0.1434 2025-08-13 03:54:21,919 - pyskl - INFO - Epoch(val) [16][617] top1_acc: 0.1436, top5_acc: 0.3498, mean_class_accuracy: 0.1434 2025-08-13 03:55:43,233 - pyskl - INFO - Epoch [17][100/7492] lr: 4.861e-02, eta: 6 days, 1:45:39, time: 0.813, data_time: 0.300, memory: 13024, top1_acc: 0.2059, top5_acc: 0.4425, loss_cls: 8.7249, loss: 8.7249 2025-08-13 03:56:34,798 - pyskl - INFO - Epoch [17][200/7492] lr: 4.860e-02, eta: 6 days, 1:44:41, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2031, top5_acc: 0.4231, loss_cls: 8.7781, loss: 8.7781 2025-08-13 03:57:26,326 - pyskl - INFO - Epoch [17][300/7492] lr: 4.860e-02, eta: 6 days, 1:43:43, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1997, top5_acc: 0.4203, loss_cls: 8.8528, loss: 8.8528 2025-08-13 03:58:17,720 - pyskl - INFO - Epoch [17][400/7492] lr: 4.860e-02, eta: 6 days, 1:42:43, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2069, top5_acc: 0.4316, loss_cls: 8.6720, loss: 8.6720 2025-08-13 03:59:09,070 - pyskl - INFO - Epoch [17][500/7492] lr: 4.860e-02, eta: 6 days, 1:41:43, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1988, top5_acc: 0.4275, loss_cls: 8.8533, loss: 8.8533 2025-08-13 04:00:00,496 - pyskl - INFO - Epoch [17][600/7492] lr: 4.860e-02, eta: 6 days, 1:40:44, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1894, top5_acc: 0.4200, loss_cls: 8.7548, loss: 8.7548 2025-08-13 04:00:52,070 - pyskl - INFO - Epoch [17][700/7492] lr: 4.859e-02, eta: 6 days, 1:39:46, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1859, top5_acc: 0.4178, loss_cls: 8.9141, loss: 8.9141 2025-08-13 04:01:43,411 - pyskl - INFO - Epoch [17][800/7492] lr: 4.859e-02, eta: 6 days, 1:38:46, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1959, top5_acc: 0.4350, loss_cls: 8.7258, loss: 8.7258 2025-08-13 04:02:35,034 - pyskl - INFO - Epoch [17][900/7492] lr: 4.859e-02, eta: 6 days, 1:37:48, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2006, top5_acc: 0.4213, loss_cls: 8.7379, loss: 8.7379 2025-08-13 04:03:26,729 - pyskl - INFO - Epoch [17][1000/7492] lr: 4.859e-02, eta: 6 days, 1:36:51, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4175, loss_cls: 8.8788, loss: 8.8788 2025-08-13 04:04:18,250 - pyskl - INFO - Epoch [17][1100/7492] lr: 4.858e-02, eta: 6 days, 1:35:53, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1825, top5_acc: 0.4113, loss_cls: 8.8314, loss: 8.8314 2025-08-13 04:05:09,532 - pyskl - INFO - Epoch [17][1200/7492] lr: 4.858e-02, eta: 6 days, 1:34:52, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4241, loss_cls: 8.7472, loss: 8.7472 2025-08-13 04:06:00,942 - pyskl - INFO - Epoch [17][1300/7492] lr: 4.858e-02, eta: 6 days, 1:33:53, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1956, top5_acc: 0.4219, loss_cls: 8.7511, loss: 8.7511 2025-08-13 04:06:52,288 - pyskl - INFO - Epoch [17][1400/7492] lr: 4.858e-02, eta: 6 days, 1:32:53, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1969, top5_acc: 0.4153, loss_cls: 8.8419, loss: 8.8419 2025-08-13 04:07:43,386 - pyskl - INFO - Epoch [17][1500/7492] lr: 4.857e-02, eta: 6 days, 1:31:51, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.2006, top5_acc: 0.4234, loss_cls: 8.7149, loss: 8.7149 2025-08-13 04:08:34,525 - pyskl - INFO - Epoch [17][1600/7492] lr: 4.857e-02, eta: 6 days, 1:30:50, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.2034, top5_acc: 0.4094, loss_cls: 8.8165, loss: 8.8165 2025-08-13 04:09:25,926 - pyskl - INFO - Epoch [17][1700/7492] lr: 4.857e-02, eta: 6 days, 1:29:50, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1778, top5_acc: 0.3994, loss_cls: 8.9472, loss: 8.9472 2025-08-13 04:10:17,267 - pyskl - INFO - Epoch [17][1800/7492] lr: 4.857e-02, eta: 6 days, 1:28:50, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1997, top5_acc: 0.4331, loss_cls: 8.8122, loss: 8.8122 2025-08-13 04:11:08,995 - pyskl - INFO - Epoch [17][1900/7492] lr: 4.857e-02, eta: 6 days, 1:27:54, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1944, top5_acc: 0.4122, loss_cls: 8.7942, loss: 8.7942 2025-08-13 04:12:00,593 - pyskl - INFO - Epoch [17][2000/7492] lr: 4.856e-02, eta: 6 days, 1:26:56, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1897, top5_acc: 0.4116, loss_cls: 8.7822, loss: 8.7822 2025-08-13 04:12:52,077 - pyskl - INFO - Epoch [17][2100/7492] lr: 4.856e-02, eta: 6 days, 1:25:57, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.4037, loss_cls: 8.8303, loss: 8.8303 2025-08-13 04:13:43,398 - pyskl - INFO - Epoch [17][2200/7492] lr: 4.856e-02, eta: 6 days, 1:24:57, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1969, top5_acc: 0.4084, loss_cls: 8.8233, loss: 8.8233 2025-08-13 04:14:34,884 - pyskl - INFO - Epoch [17][2300/7492] lr: 4.856e-02, eta: 6 days, 1:23:59, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2050, top5_acc: 0.4259, loss_cls: 8.7169, loss: 8.7169 2025-08-13 04:15:26,338 - pyskl - INFO - Epoch [17][2400/7492] lr: 4.855e-02, eta: 6 days, 1:23:00, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1862, top5_acc: 0.4019, loss_cls: 8.8453, loss: 8.8453 2025-08-13 04:16:17,669 - pyskl - INFO - Epoch [17][2500/7492] lr: 4.855e-02, eta: 6 days, 1:22:00, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2119, top5_acc: 0.4347, loss_cls: 8.7689, loss: 8.7689 2025-08-13 04:17:08,982 - pyskl - INFO - Epoch [17][2600/7492] lr: 4.855e-02, eta: 6 days, 1:21:00, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1978, top5_acc: 0.4263, loss_cls: 8.7804, loss: 8.7804 2025-08-13 04:18:01,031 - pyskl - INFO - Epoch [17][2700/7492] lr: 4.855e-02, eta: 6 days, 1:20:06, time: 0.521, data_time: 0.000, memory: 13024, top1_acc: 0.1916, top5_acc: 0.4216, loss_cls: 8.8774, loss: 8.8774 2025-08-13 04:18:53,006 - pyskl - INFO - Epoch [17][2800/7492] lr: 4.854e-02, eta: 6 days, 1:19:11, time: 0.520, data_time: 0.000, memory: 13024, top1_acc: 0.1919, top5_acc: 0.4209, loss_cls: 8.8339, loss: 8.8339 2025-08-13 04:19:44,379 - pyskl - INFO - Epoch [17][2900/7492] lr: 4.854e-02, eta: 6 days, 1:18:12, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1934, top5_acc: 0.4241, loss_cls: 8.8162, loss: 8.8162 2025-08-13 04:20:35,825 - pyskl - INFO - Epoch [17][3000/7492] lr: 4.854e-02, eta: 6 days, 1:17:13, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4153, loss_cls: 8.7838, loss: 8.7838 2025-08-13 04:21:27,254 - pyskl - INFO - Epoch [17][3100/7492] lr: 4.854e-02, eta: 6 days, 1:16:14, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1906, top5_acc: 0.4119, loss_cls: 8.8656, loss: 8.8656 2025-08-13 04:22:18,629 - pyskl - INFO - Epoch [17][3200/7492] lr: 4.853e-02, eta: 6 days, 1:15:15, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1981, top5_acc: 0.4263, loss_cls: 8.7782, loss: 8.7782 2025-08-13 04:23:09,834 - pyskl - INFO - Epoch [17][3300/7492] lr: 4.853e-02, eta: 6 days, 1:14:14, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1913, top5_acc: 0.4250, loss_cls: 8.8014, loss: 8.8014 2025-08-13 04:24:01,070 - pyskl - INFO - Epoch [17][3400/7492] lr: 4.853e-02, eta: 6 days, 1:13:13, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.2059, top5_acc: 0.4419, loss_cls: 8.7056, loss: 8.7056 2025-08-13 04:24:52,406 - pyskl - INFO - Epoch [17][3500/7492] lr: 4.853e-02, eta: 6 days, 1:12:14, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4119, loss_cls: 8.8418, loss: 8.8418 2025-08-13 04:25:43,593 - pyskl - INFO - Epoch [17][3600/7492] lr: 4.853e-02, eta: 6 days, 1:11:13, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1978, top5_acc: 0.4119, loss_cls: 8.9260, loss: 8.9260 2025-08-13 04:26:34,829 - pyskl - INFO - Epoch [17][3700/7492] lr: 4.852e-02, eta: 6 days, 1:10:12, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1837, top5_acc: 0.4150, loss_cls: 8.8923, loss: 8.8923 2025-08-13 04:27:26,194 - pyskl - INFO - Epoch [17][3800/7492] lr: 4.852e-02, eta: 6 days, 1:09:13, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1953, top5_acc: 0.4200, loss_cls: 8.7742, loss: 8.7742 2025-08-13 04:28:17,553 - pyskl - INFO - Epoch [17][3900/7492] lr: 4.852e-02, eta: 6 days, 1:08:14, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1797, top5_acc: 0.4009, loss_cls: 8.9200, loss: 8.9200 2025-08-13 04:29:08,733 - pyskl - INFO - Epoch [17][4000/7492] lr: 4.852e-02, eta: 6 days, 1:07:13, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1988, top5_acc: 0.4153, loss_cls: 8.8103, loss: 8.8103 2025-08-13 04:30:00,076 - pyskl - INFO - Epoch [17][4100/7492] lr: 4.851e-02, eta: 6 days, 1:06:13, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1969, top5_acc: 0.4156, loss_cls: 8.8545, loss: 8.8545 2025-08-13 04:30:51,502 - pyskl - INFO - Epoch [17][4200/7492] lr: 4.851e-02, eta: 6 days, 1:05:14, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2137, top5_acc: 0.4172, loss_cls: 8.8072, loss: 8.8072 2025-08-13 04:31:42,995 - pyskl - INFO - Epoch [17][4300/7492] lr: 4.851e-02, eta: 6 days, 1:04:16, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1941, top5_acc: 0.4175, loss_cls: 8.8426, loss: 8.8426 2025-08-13 04:32:34,367 - pyskl - INFO - Epoch [17][4400/7492] lr: 4.851e-02, eta: 6 days, 1:03:17, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1922, top5_acc: 0.4238, loss_cls: 8.8392, loss: 8.8392 2025-08-13 04:33:25,628 - pyskl - INFO - Epoch [17][4500/7492] lr: 4.850e-02, eta: 6 days, 1:02:17, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1969, top5_acc: 0.4219, loss_cls: 8.7026, loss: 8.7026 2025-08-13 04:34:16,948 - pyskl - INFO - Epoch [17][4600/7492] lr: 4.850e-02, eta: 6 days, 1:01:17, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1981, top5_acc: 0.4216, loss_cls: 8.8634, loss: 8.8634 2025-08-13 04:35:08,334 - pyskl - INFO - Epoch [17][4700/7492] lr: 4.850e-02, eta: 6 days, 1:00:18, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1909, top5_acc: 0.4078, loss_cls: 8.8827, loss: 8.8827 2025-08-13 04:35:59,680 - pyskl - INFO - Epoch [17][4800/7492] lr: 4.850e-02, eta: 6 days, 0:59:18, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2009, top5_acc: 0.4134, loss_cls: 8.7903, loss: 8.7903 2025-08-13 04:36:51,143 - pyskl - INFO - Epoch [17][4900/7492] lr: 4.849e-02, eta: 6 days, 0:58:20, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1941, top5_acc: 0.4228, loss_cls: 8.7505, loss: 8.7505 2025-08-13 04:37:42,512 - pyskl - INFO - Epoch [17][5000/7492] lr: 4.849e-02, eta: 6 days, 0:57:21, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2006, top5_acc: 0.4281, loss_cls: 8.7609, loss: 8.7609 2025-08-13 04:38:33,981 - pyskl - INFO - Epoch [17][5100/7492] lr: 4.849e-02, eta: 6 days, 0:56:22, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1941, top5_acc: 0.4150, loss_cls: 8.8201, loss: 8.8201 2025-08-13 04:39:25,170 - pyskl - INFO - Epoch [17][5200/7492] lr: 4.849e-02, eta: 6 days, 0:55:22, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.2037, top5_acc: 0.4331, loss_cls: 8.7390, loss: 8.7390 2025-08-13 04:40:16,480 - pyskl - INFO - Epoch [17][5300/7492] lr: 4.849e-02, eta: 6 days, 0:54:22, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1963, top5_acc: 0.4153, loss_cls: 8.8157, loss: 8.8157 2025-08-13 04:41:08,049 - pyskl - INFO - Epoch [17][5400/7492] lr: 4.848e-02, eta: 6 days, 0:53:24, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2050, top5_acc: 0.4231, loss_cls: 8.8426, loss: 8.8426 2025-08-13 04:41:59,318 - pyskl - INFO - Epoch [17][5500/7492] lr: 4.848e-02, eta: 6 days, 0:52:24, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4219, loss_cls: 8.8508, loss: 8.8508 2025-08-13 04:42:50,594 - pyskl - INFO - Epoch [17][5600/7492] lr: 4.848e-02, eta: 6 days, 0:51:25, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2094, top5_acc: 0.4253, loss_cls: 8.7497, loss: 8.7497 2025-08-13 04:43:42,361 - pyskl - INFO - Epoch [17][5700/7492] lr: 4.848e-02, eta: 6 days, 0:50:29, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.1956, top5_acc: 0.4184, loss_cls: 8.8341, loss: 8.8341 2025-08-13 04:44:33,662 - pyskl - INFO - Epoch [17][5800/7492] lr: 4.847e-02, eta: 6 days, 0:49:29, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1959, top5_acc: 0.4106, loss_cls: 8.8765, loss: 8.8765 2025-08-13 04:45:24,940 - pyskl - INFO - Epoch [17][5900/7492] lr: 4.847e-02, eta: 6 days, 0:48:29, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1984, top5_acc: 0.4231, loss_cls: 8.8113, loss: 8.8113 2025-08-13 04:46:16,322 - pyskl - INFO - Epoch [17][6000/7492] lr: 4.847e-02, eta: 6 days, 0:47:30, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1944, top5_acc: 0.4209, loss_cls: 8.8561, loss: 8.8561 2025-08-13 04:47:07,596 - pyskl - INFO - Epoch [17][6100/7492] lr: 4.847e-02, eta: 6 days, 0:46:30, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1941, top5_acc: 0.4247, loss_cls: 8.7563, loss: 8.7563 2025-08-13 04:47:59,046 - pyskl - INFO - Epoch [17][6200/7492] lr: 4.846e-02, eta: 6 days, 0:45:32, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1981, top5_acc: 0.4334, loss_cls: 8.8116, loss: 8.8116 2025-08-13 04:48:50,485 - pyskl - INFO - Epoch [17][6300/7492] lr: 4.846e-02, eta: 6 days, 0:44:33, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2016, top5_acc: 0.4322, loss_cls: 8.7400, loss: 8.7400 2025-08-13 04:49:42,038 - pyskl - INFO - Epoch [17][6400/7492] lr: 4.846e-02, eta: 6 days, 0:43:36, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2041, top5_acc: 0.4219, loss_cls: 8.7931, loss: 8.7931 2025-08-13 04:50:33,599 - pyskl - INFO - Epoch [17][6500/7492] lr: 4.846e-02, eta: 6 days, 0:42:38, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1984, top5_acc: 0.4266, loss_cls: 8.8489, loss: 8.8489 2025-08-13 04:51:25,007 - pyskl - INFO - Epoch [17][6600/7492] lr: 4.845e-02, eta: 6 days, 0:41:40, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1981, top5_acc: 0.4103, loss_cls: 8.8060, loss: 8.8060 2025-08-13 04:52:16,717 - pyskl - INFO - Epoch [17][6700/7492] lr: 4.845e-02, eta: 6 days, 0:40:43, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4225, loss_cls: 8.7858, loss: 8.7858 2025-08-13 04:53:08,237 - pyskl - INFO - Epoch [17][6800/7492] lr: 4.845e-02, eta: 6 days, 0:39:45, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4281, loss_cls: 8.8216, loss: 8.8216 2025-08-13 04:53:59,836 - pyskl - INFO - Epoch [17][6900/7492] lr: 4.845e-02, eta: 6 days, 0:38:48, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2003, top5_acc: 0.4188, loss_cls: 8.8251, loss: 8.8251 2025-08-13 04:54:51,362 - pyskl - INFO - Epoch [17][7000/7492] lr: 4.844e-02, eta: 6 days, 0:37:50, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4175, loss_cls: 8.7788, loss: 8.7788 2025-08-13 04:55:42,654 - pyskl - INFO - Epoch [17][7100/7492] lr: 4.844e-02, eta: 6 days, 0:36:51, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1947, top5_acc: 0.4266, loss_cls: 8.7740, loss: 8.7740 2025-08-13 04:56:33,972 - pyskl - INFO - Epoch [17][7200/7492] lr: 4.844e-02, eta: 6 days, 0:35:51, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1847, top5_acc: 0.4094, loss_cls: 8.8273, loss: 8.8273 2025-08-13 04:57:25,304 - pyskl - INFO - Epoch [17][7300/7492] lr: 4.844e-02, eta: 6 days, 0:34:52, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2109, top5_acc: 0.4250, loss_cls: 8.7336, loss: 8.7336 2025-08-13 04:58:16,685 - pyskl - INFO - Epoch [17][7400/7492] lr: 4.843e-02, eta: 6 days, 0:33:53, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1916, top5_acc: 0.4394, loss_cls: 8.7705, loss: 8.7705 2025-08-13 04:59:04,741 - pyskl - INFO - Saving checkpoint at 17 epochs 2025-08-13 05:00:02,319 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 05:00:03,060 - pyskl - INFO - top1_acc 0.1357 top5_acc 0.3240 2025-08-13 05:00:03,060 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 05:00:03,098 - pyskl - INFO - mean_acc 0.1355 2025-08-13 05:00:03,112 - pyskl - INFO - Epoch(val) [17][617] top1_acc: 0.1357, top5_acc: 0.3240, mean_class_accuracy: 0.1355 2025-08-13 05:01:24,644 - pyskl - INFO - Epoch [18][100/7492] lr: 4.843e-02, eta: 6 days, 0:29:47, time: 0.815, data_time: 0.299, memory: 13024, top1_acc: 0.2075, top5_acc: 0.4309, loss_cls: 8.7424, loss: 8.7424 2025-08-13 05:02:16,200 - pyskl - INFO - Epoch [18][200/7492] lr: 4.843e-02, eta: 6 days, 0:28:49, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2075, top5_acc: 0.4406, loss_cls: 8.7318, loss: 8.7318 2025-08-13 05:03:07,894 - pyskl - INFO - Epoch [18][300/7492] lr: 4.842e-02, eta: 6 days, 0:27:53, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1919, top5_acc: 0.4178, loss_cls: 8.8087, loss: 8.8087 2025-08-13 05:03:59,403 - pyskl - INFO - Epoch [18][400/7492] lr: 4.842e-02, eta: 6 days, 0:26:55, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1916, top5_acc: 0.4153, loss_cls: 8.8219, loss: 8.8219 2025-08-13 05:04:51,033 - pyskl - INFO - Epoch [18][500/7492] lr: 4.842e-02, eta: 6 days, 0:25:59, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2059, top5_acc: 0.4241, loss_cls: 8.7506, loss: 8.7506 2025-08-13 05:05:42,417 - pyskl - INFO - Epoch [18][600/7492] lr: 4.842e-02, eta: 6 days, 0:25:00, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4309, loss_cls: 8.7376, loss: 8.7376 2025-08-13 05:06:33,722 - pyskl - INFO - Epoch [18][700/7492] lr: 4.841e-02, eta: 6 days, 0:24:01, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1922, top5_acc: 0.4203, loss_cls: 8.8013, loss: 8.8013 2025-08-13 05:07:24,966 - pyskl - INFO - Epoch [18][800/7492] lr: 4.841e-02, eta: 6 days, 0:23:01, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1972, top5_acc: 0.4275, loss_cls: 8.8083, loss: 8.8083 2025-08-13 05:08:16,387 - pyskl - INFO - Epoch [18][900/7492] lr: 4.841e-02, eta: 6 days, 0:22:03, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1881, top5_acc: 0.4003, loss_cls: 8.8380, loss: 8.8380 2025-08-13 05:09:07,918 - pyskl - INFO - Epoch [18][1000/7492] lr: 4.841e-02, eta: 6 days, 0:21:05, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2062, top5_acc: 0.4384, loss_cls: 8.7387, loss: 8.7387 2025-08-13 05:09:59,035 - pyskl - INFO - Epoch [18][1100/7492] lr: 4.841e-02, eta: 6 days, 0:20:05, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.2062, top5_acc: 0.4334, loss_cls: 8.6510, loss: 8.6510 2025-08-13 05:10:50,234 - pyskl - INFO - Epoch [18][1200/7492] lr: 4.840e-02, eta: 6 days, 0:19:05, time: 0.512, data_time: 0.000, memory: 13024, top1_acc: 0.1878, top5_acc: 0.4288, loss_cls: 8.7970, loss: 8.7970 2025-08-13 05:11:41,601 - pyskl - INFO - Epoch [18][1300/7492] lr: 4.840e-02, eta: 6 days, 0:18:06, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1925, top5_acc: 0.4163, loss_cls: 8.8238, loss: 8.8238 2025-08-13 05:12:33,094 - pyskl - INFO - Epoch [18][1400/7492] lr: 4.840e-02, eta: 6 days, 0:17:08, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2084, top5_acc: 0.4353, loss_cls: 8.8338, loss: 8.8338 2025-08-13 05:13:24,479 - pyskl - INFO - Epoch [18][1500/7492] lr: 4.840e-02, eta: 6 days, 0:16:10, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1872, top5_acc: 0.4234, loss_cls: 8.7473, loss: 8.7473 2025-08-13 05:14:15,990 - pyskl - INFO - Epoch [18][1600/7492] lr: 4.839e-02, eta: 6 days, 0:15:12, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1916, top5_acc: 0.4200, loss_cls: 8.8639, loss: 8.8639 2025-08-13 05:15:07,548 - pyskl - INFO - Epoch [18][1700/7492] lr: 4.839e-02, eta: 6 days, 0:14:15, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1988, top5_acc: 0.4275, loss_cls: 8.8629, loss: 8.8629 2025-08-13 05:15:58,941 - pyskl - INFO - Epoch [18][1800/7492] lr: 4.839e-02, eta: 6 days, 0:13:17, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2019, top5_acc: 0.4238, loss_cls: 8.8311, loss: 8.8311 2025-08-13 05:16:50,399 - pyskl - INFO - Epoch [18][1900/7492] lr: 4.839e-02, eta: 6 days, 0:12:19, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2078, top5_acc: 0.4284, loss_cls: 8.6443, loss: 8.6443 2025-08-13 05:17:42,004 - pyskl - INFO - Epoch [18][2000/7492] lr: 4.838e-02, eta: 6 days, 0:11:22, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2000, top5_acc: 0.4094, loss_cls: 8.8740, loss: 8.8740 2025-08-13 05:18:33,350 - pyskl - INFO - Epoch [18][2100/7492] lr: 4.838e-02, eta: 6 days, 0:10:23, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1956, top5_acc: 0.4088, loss_cls: 8.8384, loss: 8.8384 2025-08-13 05:19:24,604 - pyskl - INFO - Epoch [18][2200/7492] lr: 4.838e-02, eta: 6 days, 0:09:24, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1900, top5_acc: 0.4263, loss_cls: 8.8786, loss: 8.8786 2025-08-13 05:20:16,088 - pyskl - INFO - Epoch [18][2300/7492] lr: 4.838e-02, eta: 6 days, 0:08:26, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1966, top5_acc: 0.4166, loss_cls: 8.7883, loss: 8.7883 2025-08-13 05:21:07,417 - pyskl - INFO - Epoch [18][2400/7492] lr: 4.837e-02, eta: 6 days, 0:07:27, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1959, top5_acc: 0.4178, loss_cls: 8.8317, loss: 8.8317 2025-08-13 05:21:58,504 - pyskl - INFO - Epoch [18][2500/7492] lr: 4.837e-02, eta: 6 days, 0:06:27, time: 0.511, data_time: 0.000, memory: 13024, top1_acc: 0.2081, top5_acc: 0.4322, loss_cls: 8.7655, loss: 8.7655 2025-08-13 05:22:49,757 - pyskl - INFO - Epoch [18][2600/7492] lr: 4.837e-02, eta: 6 days, 0:05:27, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2034, top5_acc: 0.4381, loss_cls: 8.6980, loss: 8.6980 2025-08-13 05:23:41,233 - pyskl - INFO - Epoch [18][2700/7492] lr: 4.837e-02, eta: 6 days, 0:04:30, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1975, top5_acc: 0.4266, loss_cls: 8.7840, loss: 8.7840 2025-08-13 05:24:32,621 - pyskl - INFO - Epoch [18][2800/7492] lr: 4.836e-02, eta: 6 days, 0:03:31, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2047, top5_acc: 0.4334, loss_cls: 8.8146, loss: 8.8146 2025-08-13 05:25:23,888 - pyskl - INFO - Epoch [18][2900/7492] lr: 4.836e-02, eta: 6 days, 0:02:32, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1900, top5_acc: 0.4253, loss_cls: 8.7630, loss: 8.7630 2025-08-13 05:26:15,343 - pyskl - INFO - Epoch [18][3000/7492] lr: 4.836e-02, eta: 6 days, 0:01:34, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2006, top5_acc: 0.4194, loss_cls: 8.8182, loss: 8.8182 2025-08-13 05:27:07,197 - pyskl - INFO - Epoch [18][3100/7492] lr: 4.836e-02, eta: 6 days, 0:00:39, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.1891, top5_acc: 0.4266, loss_cls: 8.7797, loss: 8.7797 2025-08-13 05:27:58,916 - pyskl - INFO - Epoch [18][3200/7492] lr: 4.835e-02, eta: 5 days, 23:59:44, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1941, top5_acc: 0.4156, loss_cls: 8.7944, loss: 8.7944 2025-08-13 05:28:50,273 - pyskl - INFO - Epoch [18][3300/7492] lr: 4.835e-02, eta: 5 days, 23:58:45, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2041, top5_acc: 0.4216, loss_cls: 8.8201, loss: 8.8201 2025-08-13 05:29:41,686 - pyskl - INFO - Epoch [18][3400/7492] lr: 4.835e-02, eta: 5 days, 23:57:47, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1812, top5_acc: 0.4106, loss_cls: 8.8888, loss: 8.8888 2025-08-13 05:30:33,478 - pyskl - INFO - Epoch [18][3500/7492] lr: 4.835e-02, eta: 5 days, 23:56:52, time: 0.518, data_time: 0.000, memory: 13024, top1_acc: 0.2000, top5_acc: 0.4034, loss_cls: 8.8544, loss: 8.8544 2025-08-13 05:31:24,788 - pyskl - INFO - Epoch [18][3600/7492] lr: 4.834e-02, eta: 5 days, 23:55:53, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2034, top5_acc: 0.4228, loss_cls: 8.8001, loss: 8.8001 2025-08-13 05:32:16,097 - pyskl - INFO - Epoch [18][3700/7492] lr: 4.834e-02, eta: 5 days, 23:54:54, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2094, top5_acc: 0.4341, loss_cls: 8.7498, loss: 8.7498 2025-08-13 05:33:07,546 - pyskl - INFO - Epoch [18][3800/7492] lr: 4.834e-02, eta: 5 days, 23:53:56, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2006, top5_acc: 0.4319, loss_cls: 8.7658, loss: 8.7658 2025-08-13 05:33:58,952 - pyskl - INFO - Epoch [18][3900/7492] lr: 4.834e-02, eta: 5 days, 23:52:58, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1856, top5_acc: 0.4159, loss_cls: 8.8614, loss: 8.8614 2025-08-13 05:34:50,215 - pyskl - INFO - Epoch [18][4000/7492] lr: 4.833e-02, eta: 5 days, 23:51:59, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2062, top5_acc: 0.4372, loss_cls: 8.7440, loss: 8.7440 2025-08-13 05:35:41,598 - pyskl - INFO - Epoch [18][4100/7492] lr: 4.833e-02, eta: 5 days, 23:51:01, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2122, top5_acc: 0.4288, loss_cls: 8.7415, loss: 8.7415 2025-08-13 05:36:33,109 - pyskl - INFO - Epoch [18][4200/7492] lr: 4.833e-02, eta: 5 days, 23:50:03, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2072, top5_acc: 0.4281, loss_cls: 8.7113, loss: 8.7113 2025-08-13 05:37:24,753 - pyskl - INFO - Epoch [18][4300/7492] lr: 4.833e-02, eta: 5 days, 23:49:07, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2006, top5_acc: 0.4369, loss_cls: 8.7778, loss: 8.7778 2025-08-13 05:38:16,186 - pyskl - INFO - Epoch [18][4400/7492] lr: 4.832e-02, eta: 5 days, 23:48:09, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2062, top5_acc: 0.4144, loss_cls: 8.8247, loss: 8.8247 2025-08-13 05:39:07,467 - pyskl - INFO - Epoch [18][4500/7492] lr: 4.832e-02, eta: 5 days, 23:47:10, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1903, top5_acc: 0.4144, loss_cls: 8.7752, loss: 8.7752 2025-08-13 05:39:58,736 - pyskl - INFO - Epoch [18][4600/7492] lr: 4.832e-02, eta: 5 days, 23:46:11, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1884, top5_acc: 0.4178, loss_cls: 8.8378, loss: 8.8378 2025-08-13 05:40:50,053 - pyskl - INFO - Epoch [18][4700/7492] lr: 4.832e-02, eta: 5 days, 23:45:12, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2034, top5_acc: 0.4266, loss_cls: 8.7706, loss: 8.7706 2025-08-13 05:41:41,330 - pyskl - INFO - Epoch [18][4800/7492] lr: 4.831e-02, eta: 5 days, 23:44:13, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1931, top5_acc: 0.4209, loss_cls: 8.8271, loss: 8.8271 2025-08-13 05:42:32,613 - pyskl - INFO - Epoch [18][4900/7492] lr: 4.831e-02, eta: 5 days, 23:43:15, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1997, top5_acc: 0.4275, loss_cls: 8.7947, loss: 8.7947 2025-08-13 05:43:23,946 - pyskl - INFO - Epoch [18][5000/7492] lr: 4.831e-02, eta: 5 days, 23:42:16, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2013, top5_acc: 0.4300, loss_cls: 8.7511, loss: 8.7511 2025-08-13 05:44:15,285 - pyskl - INFO - Epoch [18][5100/7492] lr: 4.831e-02, eta: 5 days, 23:41:18, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.1913, top5_acc: 0.4269, loss_cls: 8.8045, loss: 8.8045 2025-08-13 05:45:06,748 - pyskl - INFO - Epoch [18][5200/7492] lr: 4.830e-02, eta: 5 days, 23:40:20, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1941, top5_acc: 0.4191, loss_cls: 8.8036, loss: 8.8036 2025-08-13 05:45:58,202 - pyskl - INFO - Epoch [18][5300/7492] lr: 4.830e-02, eta: 5 days, 23:39:22, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1984, top5_acc: 0.4247, loss_cls: 8.8221, loss: 8.8221 2025-08-13 05:46:49,714 - pyskl - INFO - Epoch [18][5400/7492] lr: 4.830e-02, eta: 5 days, 23:38:25, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1959, top5_acc: 0.4238, loss_cls: 8.7361, loss: 8.7361 2025-08-13 05:47:41,138 - pyskl - INFO - Epoch [18][5500/7492] lr: 4.830e-02, eta: 5 days, 23:37:27, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1981, top5_acc: 0.4256, loss_cls: 8.8156, loss: 8.8156 2025-08-13 05:48:32,576 - pyskl - INFO - Epoch [18][5600/7492] lr: 4.829e-02, eta: 5 days, 23:36:30, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1991, top5_acc: 0.4256, loss_cls: 8.8113, loss: 8.8113 2025-08-13 05:49:24,269 - pyskl - INFO - Epoch [18][5700/7492] lr: 4.829e-02, eta: 5 days, 23:35:34, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1875, top5_acc: 0.4194, loss_cls: 8.7887, loss: 8.7887 2025-08-13 05:50:15,729 - pyskl - INFO - Epoch [18][5800/7492] lr: 4.829e-02, eta: 5 days, 23:34:36, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2044, top5_acc: 0.4294, loss_cls: 8.6949, loss: 8.6949 2025-08-13 05:51:07,193 - pyskl - INFO - Epoch [18][5900/7492] lr: 4.829e-02, eta: 5 days, 23:33:39, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1959, top5_acc: 0.4300, loss_cls: 8.7877, loss: 8.7877 2025-08-13 05:51:58,521 - pyskl - INFO - Epoch [18][6000/7492] lr: 4.828e-02, eta: 5 days, 23:32:40, time: 0.513, data_time: 0.000, memory: 13024, top1_acc: 0.2059, top5_acc: 0.4391, loss_cls: 8.6986, loss: 8.6986 2025-08-13 05:52:49,914 - pyskl - INFO - Epoch [18][6100/7492] lr: 4.828e-02, eta: 5 days, 23:31:42, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.1997, top5_acc: 0.4134, loss_cls: 8.8197, loss: 8.8197 2025-08-13 05:53:41,377 - pyskl - INFO - Epoch [18][6200/7492] lr: 4.828e-02, eta: 5 days, 23:30:45, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2025, top5_acc: 0.4306, loss_cls: 8.7203, loss: 8.7203 2025-08-13 05:54:32,875 - pyskl - INFO - Epoch [18][6300/7492] lr: 4.827e-02, eta: 5 days, 23:29:48, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2003, top5_acc: 0.4197, loss_cls: 8.8227, loss: 8.8227 2025-08-13 05:55:24,528 - pyskl - INFO - Epoch [18][6400/7492] lr: 4.827e-02, eta: 5 days, 23:28:52, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1934, top5_acc: 0.4084, loss_cls: 8.8697, loss: 8.8697 2025-08-13 05:56:16,063 - pyskl - INFO - Epoch [18][6500/7492] lr: 4.827e-02, eta: 5 days, 23:27:55, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1913, top5_acc: 0.4206, loss_cls: 8.7181, loss: 8.7181 2025-08-13 05:57:07,604 - pyskl - INFO - Epoch [18][6600/7492] lr: 4.827e-02, eta: 5 days, 23:26:58, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1844, top5_acc: 0.4206, loss_cls: 8.8213, loss: 8.8213 2025-08-13 05:57:59,119 - pyskl - INFO - Epoch [18][6700/7492] lr: 4.826e-02, eta: 5 days, 23:26:01, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.1734, top5_acc: 0.3994, loss_cls: 8.9660, loss: 8.9660 2025-08-13 05:58:50,970 - pyskl - INFO - Epoch [18][6800/7492] lr: 4.826e-02, eta: 5 days, 23:25:06, time: 0.519, data_time: 0.000, memory: 13024, top1_acc: 0.2013, top5_acc: 0.4278, loss_cls: 8.7221, loss: 8.7221 2025-08-13 05:59:42,524 - pyskl - INFO - Epoch [18][6900/7492] lr: 4.826e-02, eta: 5 days, 23:24:10, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.1928, top5_acc: 0.4263, loss_cls: 8.8275, loss: 8.8275 2025-08-13 06:00:34,238 - pyskl - INFO - Epoch [18][7000/7492] lr: 4.826e-02, eta: 5 days, 23:23:14, time: 0.517, data_time: 0.000, memory: 13024, top1_acc: 0.1859, top5_acc: 0.4097, loss_cls: 8.8586, loss: 8.8586 2025-08-13 06:01:25,752 - pyskl - INFO - Epoch [18][7100/7492] lr: 4.825e-02, eta: 5 days, 23:22:17, time: 0.515, data_time: 0.000, memory: 13024, top1_acc: 0.2009, top5_acc: 0.4247, loss_cls: 8.8095, loss: 8.8095 2025-08-13 06:02:17,144 - pyskl - INFO - Epoch [18][7200/7492] lr: 4.825e-02, eta: 5 days, 23:21:19, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2028, top5_acc: 0.4234, loss_cls: 8.7599, loss: 8.7599 2025-08-13 06:03:08,530 - pyskl - INFO - Epoch [18][7300/7492] lr: 4.825e-02, eta: 5 days, 23:20:21, time: 0.514, data_time: 0.000, memory: 13024, top1_acc: 0.2000, top5_acc: 0.4253, loss_cls: 8.8073, loss: 8.8073 2025-08-13 06:04:00,107 - pyskl - INFO - Epoch [18][7400/7492] lr: 4.825e-02, eta: 5 days, 23:19:25, time: 0.516, data_time: 0.000, memory: 13024, top1_acc: 0.2069, top5_acc: 0.4297, loss_cls: 8.6790, loss: 8.6790 2025-08-13 06:04:48,443 - pyskl - INFO - Saving checkpoint at 18 epochs 2025-08-13 06:05:44,954 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 06:05:45,691 - pyskl - INFO - top1_acc 0.1511 top5_acc 0.3542 2025-08-13 06:05:45,692 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 06:05:45,725 - pyskl - INFO - mean_acc 0.1510 2025-08-13 06:05:45,781 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_12.pth was removed 2025-08-13 06:05:46,849 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2025-08-13 06:05:46,850 - pyskl - INFO - Best top1_acc is 0.1511 at 18 epoch. 2025-08-13 06:05:46,859 - pyskl - INFO - Epoch(val) [18][617] top1_acc: 0.1511, top5_acc: 0.3542, mean_class_accuracy: 0.1510 2025-08-13 06:07:07,784 - pyskl - INFO - Epoch [19][100/7492] lr: 4.824e-02, eta: 5 days, 23:15:24, time: 0.809, data_time: 0.295, memory: 13025, top1_acc: 0.2028, top5_acc: 0.4134, loss_cls: 8.7807, loss: 8.7807 2025-08-13 06:07:59,145 - pyskl - INFO - Epoch [19][200/7492] lr: 4.824e-02, eta: 5 days, 23:14:26, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2022, top5_acc: 0.4238, loss_cls: 8.7768, loss: 8.7768 2025-08-13 06:08:50,525 - pyskl - INFO - Epoch [19][300/7492] lr: 4.824e-02, eta: 5 days, 23:13:28, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1994, top5_acc: 0.4366, loss_cls: 8.7035, loss: 8.7035 2025-08-13 06:09:42,078 - pyskl - INFO - Epoch [19][400/7492] lr: 4.823e-02, eta: 5 days, 23:12:31, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1994, top5_acc: 0.4141, loss_cls: 8.8474, loss: 8.8474 2025-08-13 06:10:33,478 - pyskl - INFO - Epoch [19][500/7492] lr: 4.823e-02, eta: 5 days, 23:11:34, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2159, top5_acc: 0.4494, loss_cls: 8.6687, loss: 8.6687 2025-08-13 06:11:25,222 - pyskl - INFO - Epoch [19][600/7492] lr: 4.823e-02, eta: 5 days, 23:10:39, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.1944, top5_acc: 0.4291, loss_cls: 8.7508, loss: 8.7508 2025-08-13 06:12:16,503 - pyskl - INFO - Epoch [19][700/7492] lr: 4.823e-02, eta: 5 days, 23:09:40, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2125, top5_acc: 0.4431, loss_cls: 8.6747, loss: 8.6747 2025-08-13 06:13:08,140 - pyskl - INFO - Epoch [19][800/7492] lr: 4.822e-02, eta: 5 days, 23:08:44, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1881, top5_acc: 0.4153, loss_cls: 8.8330, loss: 8.8330 2025-08-13 06:13:59,404 - pyskl - INFO - Epoch [19][900/7492] lr: 4.822e-02, eta: 5 days, 23:07:46, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1884, top5_acc: 0.4225, loss_cls: 8.8036, loss: 8.8036 2025-08-13 06:14:50,725 - pyskl - INFO - Epoch [19][1000/7492] lr: 4.822e-02, eta: 5 days, 23:06:47, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1938, top5_acc: 0.4247, loss_cls: 8.6954, loss: 8.6954 2025-08-13 06:15:42,339 - pyskl - INFO - Epoch [19][1100/7492] lr: 4.822e-02, eta: 5 days, 23:05:51, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2013, top5_acc: 0.4369, loss_cls: 8.7888, loss: 8.7888 2025-08-13 06:16:33,601 - pyskl - INFO - Epoch [19][1200/7492] lr: 4.821e-02, eta: 5 days, 23:04:53, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1941, top5_acc: 0.4281, loss_cls: 8.8342, loss: 8.8342 2025-08-13 06:17:25,012 - pyskl - INFO - Epoch [19][1300/7492] lr: 4.821e-02, eta: 5 days, 23:03:55, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2100, top5_acc: 0.4281, loss_cls: 8.6924, loss: 8.6924 2025-08-13 06:18:16,478 - pyskl - INFO - Epoch [19][1400/7492] lr: 4.821e-02, eta: 5 days, 23:02:58, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1963, top5_acc: 0.4156, loss_cls: 8.7372, loss: 8.7372 2025-08-13 06:19:08,021 - pyskl - INFO - Epoch [19][1500/7492] lr: 4.821e-02, eta: 5 days, 23:02:02, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1969, top5_acc: 0.4219, loss_cls: 8.7479, loss: 8.7479 2025-08-13 06:19:59,312 - pyskl - INFO - Epoch [19][1600/7492] lr: 4.820e-02, eta: 5 days, 23:01:03, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2103, top5_acc: 0.4444, loss_cls: 8.6645, loss: 8.6645 2025-08-13 06:20:50,592 - pyskl - INFO - Epoch [19][1700/7492] lr: 4.820e-02, eta: 5 days, 23:00:05, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2044, top5_acc: 0.4366, loss_cls: 8.7031, loss: 8.7031 2025-08-13 06:21:41,944 - pyskl - INFO - Epoch [19][1800/7492] lr: 4.820e-02, eta: 5 days, 22:59:07, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1997, top5_acc: 0.4166, loss_cls: 8.7859, loss: 8.7859 2025-08-13 06:22:33,499 - pyskl - INFO - Epoch [19][1900/7492] lr: 4.820e-02, eta: 5 days, 22:58:11, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2062, top5_acc: 0.4266, loss_cls: 8.7851, loss: 8.7851 2025-08-13 06:23:24,811 - pyskl - INFO - Epoch [19][2000/7492] lr: 4.819e-02, eta: 5 days, 22:57:12, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2025, top5_acc: 0.4238, loss_cls: 8.7171, loss: 8.7171 2025-08-13 06:24:16,038 - pyskl - INFO - Epoch [19][2100/7492] lr: 4.819e-02, eta: 5 days, 22:56:14, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.2037, top5_acc: 0.4338, loss_cls: 8.7664, loss: 8.7664 2025-08-13 06:25:07,461 - pyskl - INFO - Epoch [19][2200/7492] lr: 4.819e-02, eta: 5 days, 22:55:16, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2034, top5_acc: 0.4272, loss_cls: 8.7697, loss: 8.7697 2025-08-13 06:25:58,684 - pyskl - INFO - Epoch [19][2300/7492] lr: 4.818e-02, eta: 5 days, 22:54:18, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.1969, top5_acc: 0.4181, loss_cls: 8.8376, loss: 8.8376 2025-08-13 06:26:50,032 - pyskl - INFO - Epoch [19][2400/7492] lr: 4.818e-02, eta: 5 days, 22:53:20, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1994, top5_acc: 0.4238, loss_cls: 8.7967, loss: 8.7967 2025-08-13 06:27:41,823 - pyskl - INFO - Epoch [19][2500/7492] lr: 4.818e-02, eta: 5 days, 22:52:25, time: 0.518, data_time: 0.000, memory: 13025, top1_acc: 0.1819, top5_acc: 0.4034, loss_cls: 8.8847, loss: 8.8847 2025-08-13 06:28:33,203 - pyskl - INFO - Epoch [19][2600/7492] lr: 4.818e-02, eta: 5 days, 22:51:27, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2044, top5_acc: 0.4247, loss_cls: 8.7398, loss: 8.7398 2025-08-13 06:29:24,724 - pyskl - INFO - Epoch [19][2700/7492] lr: 4.817e-02, eta: 5 days, 22:50:31, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1950, top5_acc: 0.4269, loss_cls: 8.8270, loss: 8.8270 2025-08-13 06:30:16,255 - pyskl - INFO - Epoch [19][2800/7492] lr: 4.817e-02, eta: 5 days, 22:49:34, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2100, top5_acc: 0.4547, loss_cls: 8.6168, loss: 8.6168 2025-08-13 06:31:07,633 - pyskl - INFO - Epoch [19][2900/7492] lr: 4.817e-02, eta: 5 days, 22:48:37, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1984, top5_acc: 0.4188, loss_cls: 8.7480, loss: 8.7480 2025-08-13 06:31:59,322 - pyskl - INFO - Epoch [19][3000/7492] lr: 4.817e-02, eta: 5 days, 22:47:41, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2091, top5_acc: 0.4203, loss_cls: 8.8006, loss: 8.8006 2025-08-13 06:32:50,862 - pyskl - INFO - Epoch [19][3100/7492] lr: 4.816e-02, eta: 5 days, 22:46:45, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2047, top5_acc: 0.4272, loss_cls: 8.6834, loss: 8.6834 2025-08-13 06:33:42,414 - pyskl - INFO - Epoch [19][3200/7492] lr: 4.816e-02, eta: 5 days, 22:45:49, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2009, top5_acc: 0.4341, loss_cls: 8.7270, loss: 8.7270 2025-08-13 06:34:33,905 - pyskl - INFO - Epoch [19][3300/7492] lr: 4.816e-02, eta: 5 days, 22:44:52, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1978, top5_acc: 0.4150, loss_cls: 8.9125, loss: 8.9125 2025-08-13 06:35:25,221 - pyskl - INFO - Epoch [19][3400/7492] lr: 4.816e-02, eta: 5 days, 22:43:54, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1981, top5_acc: 0.4225, loss_cls: 8.7436, loss: 8.7436 2025-08-13 06:36:16,594 - pyskl - INFO - Epoch [19][3500/7492] lr: 4.815e-02, eta: 5 days, 22:42:56, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2122, top5_acc: 0.4356, loss_cls: 8.7033, loss: 8.7033 2025-08-13 06:37:08,010 - pyskl - INFO - Epoch [19][3600/7492] lr: 4.815e-02, eta: 5 days, 22:41:59, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1969, top5_acc: 0.4206, loss_cls: 8.8290, loss: 8.8290 2025-08-13 06:37:59,384 - pyskl - INFO - Epoch [19][3700/7492] lr: 4.815e-02, eta: 5 days, 22:41:01, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2034, top5_acc: 0.4259, loss_cls: 8.7329, loss: 8.7329 2025-08-13 06:38:50,682 - pyskl - INFO - Epoch [19][3800/7492] lr: 4.815e-02, eta: 5 days, 22:40:03, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1931, top5_acc: 0.4259, loss_cls: 8.7814, loss: 8.7814 2025-08-13 06:39:42,005 - pyskl - INFO - Epoch [19][3900/7492] lr: 4.814e-02, eta: 5 days, 22:39:05, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1966, top5_acc: 0.4269, loss_cls: 8.7718, loss: 8.7718 2025-08-13 06:40:33,447 - pyskl - INFO - Epoch [19][4000/7492] lr: 4.814e-02, eta: 5 days, 22:38:08, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2156, top5_acc: 0.4266, loss_cls: 8.6911, loss: 8.6911 2025-08-13 06:41:25,342 - pyskl - INFO - Epoch [19][4100/7492] lr: 4.814e-02, eta: 5 days, 22:37:15, time: 0.519, data_time: 0.000, memory: 13025, top1_acc: 0.2037, top5_acc: 0.4259, loss_cls: 8.7613, loss: 8.7613 2025-08-13 06:42:17,035 - pyskl - INFO - Epoch [19][4200/7492] lr: 4.813e-02, eta: 5 days, 22:36:19, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2078, top5_acc: 0.4291, loss_cls: 8.7339, loss: 8.7339 2025-08-13 06:43:08,535 - pyskl - INFO - Epoch [19][4300/7492] lr: 4.813e-02, eta: 5 days, 22:35:23, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1944, top5_acc: 0.4163, loss_cls: 8.7469, loss: 8.7469 2025-08-13 06:44:00,270 - pyskl - INFO - Epoch [19][4400/7492] lr: 4.813e-02, eta: 5 days, 22:34:28, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2062, top5_acc: 0.4328, loss_cls: 8.8319, loss: 8.8319 2025-08-13 06:44:51,970 - pyskl - INFO - Epoch [19][4500/7492] lr: 4.813e-02, eta: 5 days, 22:33:33, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.1978, top5_acc: 0.4184, loss_cls: 8.8278, loss: 8.8278 2025-08-13 06:45:43,196 - pyskl - INFO - Epoch [19][4600/7492] lr: 4.812e-02, eta: 5 days, 22:32:34, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.2041, top5_acc: 0.4219, loss_cls: 8.7617, loss: 8.7617 2025-08-13 06:46:35,043 - pyskl - INFO - Epoch [19][4700/7492] lr: 4.812e-02, eta: 5 days, 22:31:40, time: 0.518, data_time: 0.000, memory: 13025, top1_acc: 0.2044, top5_acc: 0.4197, loss_cls: 8.7526, loss: 8.7526 2025-08-13 06:47:26,671 - pyskl - INFO - Epoch [19][4800/7492] lr: 4.812e-02, eta: 5 days, 22:30:44, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2044, top5_acc: 0.4341, loss_cls: 8.7563, loss: 8.7563 2025-08-13 06:48:18,221 - pyskl - INFO - Epoch [19][4900/7492] lr: 4.812e-02, eta: 5 days, 22:29:48, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2022, top5_acc: 0.4222, loss_cls: 8.8288, loss: 8.8288 2025-08-13 06:49:09,682 - pyskl - INFO - Epoch [19][5000/7492] lr: 4.811e-02, eta: 5 days, 22:28:51, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1991, top5_acc: 0.4172, loss_cls: 8.8351, loss: 8.8351 2025-08-13 06:50:01,157 - pyskl - INFO - Epoch [19][5100/7492] lr: 4.811e-02, eta: 5 days, 22:27:54, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2106, top5_acc: 0.4441, loss_cls: 8.6758, loss: 8.6758 2025-08-13 06:50:52,625 - pyskl - INFO - Epoch [19][5200/7492] lr: 4.811e-02, eta: 5 days, 22:26:58, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2150, top5_acc: 0.4316, loss_cls: 8.7177, loss: 8.7177 2025-08-13 06:51:44,046 - pyskl - INFO - Epoch [19][5300/7492] lr: 4.811e-02, eta: 5 days, 22:26:00, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1959, top5_acc: 0.4109, loss_cls: 8.7972, loss: 8.7972 2025-08-13 06:52:35,589 - pyskl - INFO - Epoch [19][5400/7492] lr: 4.810e-02, eta: 5 days, 22:25:04, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1963, top5_acc: 0.4166, loss_cls: 8.8057, loss: 8.8057 2025-08-13 06:53:27,189 - pyskl - INFO - Epoch [19][5500/7492] lr: 4.810e-02, eta: 5 days, 22:24:08, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1984, top5_acc: 0.4234, loss_cls: 8.8214, loss: 8.8214 2025-08-13 06:54:18,590 - pyskl - INFO - Epoch [19][5600/7492] lr: 4.810e-02, eta: 5 days, 22:23:11, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1903, top5_acc: 0.4197, loss_cls: 8.7769, loss: 8.7769 2025-08-13 06:55:10,108 - pyskl - INFO - Epoch [19][5700/7492] lr: 4.809e-02, eta: 5 days, 22:22:15, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1984, top5_acc: 0.4281, loss_cls: 8.8343, loss: 8.8343 2025-08-13 06:56:01,497 - pyskl - INFO - Epoch [19][5800/7492] lr: 4.809e-02, eta: 5 days, 22:21:17, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2041, top5_acc: 0.4253, loss_cls: 8.7615, loss: 8.7615 2025-08-13 06:56:52,849 - pyskl - INFO - Epoch [19][5900/7492] lr: 4.809e-02, eta: 5 days, 22:20:20, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2097, top5_acc: 0.4269, loss_cls: 8.8215, loss: 8.8215 2025-08-13 06:57:44,161 - pyskl - INFO - Epoch [19][6000/7492] lr: 4.809e-02, eta: 5 days, 22:19:22, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1925, top5_acc: 0.4200, loss_cls: 8.9024, loss: 8.9024 2025-08-13 06:58:35,466 - pyskl - INFO - Epoch [19][6100/7492] lr: 4.808e-02, eta: 5 days, 22:18:24, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2103, top5_acc: 0.4331, loss_cls: 8.7520, loss: 8.7520 2025-08-13 06:59:26,928 - pyskl - INFO - Epoch [19][6200/7492] lr: 4.808e-02, eta: 5 days, 22:17:28, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1966, top5_acc: 0.4350, loss_cls: 8.6892, loss: 8.6892 2025-08-13 07:00:18,536 - pyskl - INFO - Epoch [19][6300/7492] lr: 4.808e-02, eta: 5 days, 22:16:32, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1953, top5_acc: 0.4159, loss_cls: 8.8480, loss: 8.8480 2025-08-13 07:01:10,241 - pyskl - INFO - Epoch [19][6400/7492] lr: 4.808e-02, eta: 5 days, 22:15:37, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2013, top5_acc: 0.4297, loss_cls: 8.8129, loss: 8.8129 2025-08-13 07:02:01,781 - pyskl - INFO - Epoch [19][6500/7492] lr: 4.807e-02, eta: 5 days, 22:14:41, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1984, top5_acc: 0.4350, loss_cls: 8.7914, loss: 8.7914 2025-08-13 07:02:53,433 - pyskl - INFO - Epoch [19][6600/7492] lr: 4.807e-02, eta: 5 days, 22:13:45, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.1900, top5_acc: 0.4128, loss_cls: 8.8085, loss: 8.8085 2025-08-13 07:03:44,953 - pyskl - INFO - Epoch [19][6700/7492] lr: 4.807e-02, eta: 5 days, 22:12:49, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1891, top5_acc: 0.4175, loss_cls: 8.8424, loss: 8.8424 2025-08-13 07:04:36,408 - pyskl - INFO - Epoch [19][6800/7492] lr: 4.807e-02, eta: 5 days, 22:11:52, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2122, top5_acc: 0.4400, loss_cls: 8.7093, loss: 8.7093 2025-08-13 07:05:27,956 - pyskl - INFO - Epoch [19][6900/7492] lr: 4.806e-02, eta: 5 days, 22:10:56, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1934, top5_acc: 0.4122, loss_cls: 8.9118, loss: 8.9118 2025-08-13 07:06:19,427 - pyskl - INFO - Epoch [19][7000/7492] lr: 4.806e-02, eta: 5 days, 22:09:59, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2019, top5_acc: 0.4247, loss_cls: 8.8029, loss: 8.8029 2025-08-13 07:07:11,116 - pyskl - INFO - Epoch [19][7100/7492] lr: 4.806e-02, eta: 5 days, 22:09:04, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.1972, top5_acc: 0.4088, loss_cls: 8.9142, loss: 8.9142 2025-08-13 07:08:02,628 - pyskl - INFO - Epoch [19][7200/7492] lr: 4.805e-02, eta: 5 days, 22:08:08, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1997, top5_acc: 0.4316, loss_cls: 8.7172, loss: 8.7172 2025-08-13 07:08:54,227 - pyskl - INFO - Epoch [19][7300/7492] lr: 4.805e-02, eta: 5 days, 22:07:12, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2000, top5_acc: 0.4219, loss_cls: 8.7788, loss: 8.7788 2025-08-13 07:09:45,807 - pyskl - INFO - Epoch [19][7400/7492] lr: 4.805e-02, eta: 5 days, 22:06:16, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2022, top5_acc: 0.4319, loss_cls: 8.7247, loss: 8.7247 2025-08-13 07:10:33,960 - pyskl - INFO - Saving checkpoint at 19 epochs 2025-08-13 07:11:30,021 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 07:11:30,769 - pyskl - INFO - top1_acc 0.1439 top5_acc 0.3484 2025-08-13 07:11:30,769 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 07:11:30,806 - pyskl - INFO - mean_acc 0.1437 2025-08-13 07:11:30,817 - pyskl - INFO - Epoch(val) [19][617] top1_acc: 0.1439, top5_acc: 0.3484, mean_class_accuracy: 0.1437 2025-08-13 07:12:52,917 - pyskl - INFO - Epoch [20][100/7492] lr: 4.804e-02, eta: 5 days, 22:02:32, time: 0.821, data_time: 0.307, memory: 13025, top1_acc: 0.2016, top5_acc: 0.4306, loss_cls: 8.7364, loss: 8.7364 2025-08-13 07:13:44,260 - pyskl - INFO - Epoch [20][200/7492] lr: 4.804e-02, eta: 5 days, 22:01:35, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2134, top5_acc: 0.4456, loss_cls: 8.7151, loss: 8.7151 2025-08-13 07:14:35,720 - pyskl - INFO - Epoch [20][300/7492] lr: 4.804e-02, eta: 5 days, 22:00:39, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1963, top5_acc: 0.4272, loss_cls: 8.8197, loss: 8.8197 2025-08-13 07:15:27,035 - pyskl - INFO - Epoch [20][400/7492] lr: 4.804e-02, eta: 5 days, 21:59:41, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1950, top5_acc: 0.4147, loss_cls: 8.8016, loss: 8.8016 2025-08-13 07:16:18,487 - pyskl - INFO - Epoch [20][500/7492] lr: 4.803e-02, eta: 5 days, 21:58:44, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2103, top5_acc: 0.4319, loss_cls: 8.6664, loss: 8.6664 2025-08-13 07:17:09,898 - pyskl - INFO - Epoch [20][600/7492] lr: 4.803e-02, eta: 5 days, 21:57:48, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1888, top5_acc: 0.4147, loss_cls: 8.8242, loss: 8.8242 2025-08-13 07:18:01,560 - pyskl - INFO - Epoch [20][700/7492] lr: 4.803e-02, eta: 5 days, 21:56:52, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2050, top5_acc: 0.4331, loss_cls: 8.7561, loss: 8.7561 2025-08-13 07:18:53,290 - pyskl - INFO - Epoch [20][800/7492] lr: 4.802e-02, eta: 5 days, 21:55:58, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2094, top5_acc: 0.4206, loss_cls: 8.7820, loss: 8.7820 2025-08-13 07:19:44,561 - pyskl - INFO - Epoch [20][900/7492] lr: 4.802e-02, eta: 5 days, 21:55:00, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1941, top5_acc: 0.4012, loss_cls: 8.8784, loss: 8.8784 2025-08-13 07:20:35,975 - pyskl - INFO - Epoch [20][1000/7492] lr: 4.802e-02, eta: 5 days, 21:54:03, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1862, top5_acc: 0.4325, loss_cls: 8.7528, loss: 8.7528 2025-08-13 07:21:27,680 - pyskl - INFO - Epoch [20][1100/7492] lr: 4.802e-02, eta: 5 days, 21:53:08, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2006, top5_acc: 0.4306, loss_cls: 8.7807, loss: 8.7807 2025-08-13 07:22:19,262 - pyskl - INFO - Epoch [20][1200/7492] lr: 4.801e-02, eta: 5 days, 21:52:13, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1938, top5_acc: 0.4191, loss_cls: 8.8967, loss: 8.8967 2025-08-13 07:23:11,070 - pyskl - INFO - Epoch [20][1300/7492] lr: 4.801e-02, eta: 5 days, 21:51:18, time: 0.518, data_time: 0.000, memory: 13025, top1_acc: 0.1938, top5_acc: 0.4181, loss_cls: 8.8929, loss: 8.8929 2025-08-13 07:24:02,397 - pyskl - INFO - Epoch [20][1400/7492] lr: 4.801e-02, eta: 5 days, 21:50:21, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1881, top5_acc: 0.4053, loss_cls: 8.9185, loss: 8.9185 2025-08-13 07:24:53,889 - pyskl - INFO - Epoch [20][1500/7492] lr: 4.801e-02, eta: 5 days, 21:49:25, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1947, top5_acc: 0.4169, loss_cls: 8.8350, loss: 8.8350 2025-08-13 07:25:45,199 - pyskl - INFO - Epoch [20][1600/7492] lr: 4.800e-02, eta: 5 days, 21:48:27, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2156, top5_acc: 0.4397, loss_cls: 8.6653, loss: 8.6653 2025-08-13 07:26:36,639 - pyskl - INFO - Epoch [20][1700/7492] lr: 4.800e-02, eta: 5 days, 21:47:31, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2116, top5_acc: 0.4322, loss_cls: 8.6775, loss: 8.6775 2025-08-13 07:27:28,009 - pyskl - INFO - Epoch [20][1800/7492] lr: 4.800e-02, eta: 5 days, 21:46:34, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1997, top5_acc: 0.4294, loss_cls: 8.8531, loss: 8.8531 2025-08-13 07:28:19,544 - pyskl - INFO - Epoch [20][1900/7492] lr: 4.799e-02, eta: 5 days, 21:45:38, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2069, top5_acc: 0.4406, loss_cls: 8.7050, loss: 8.7050 2025-08-13 07:29:10,802 - pyskl - INFO - Epoch [20][2000/7492] lr: 4.799e-02, eta: 5 days, 21:44:40, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2000, top5_acc: 0.4281, loss_cls: 8.7597, loss: 8.7597 2025-08-13 07:30:02,274 - pyskl - INFO - Epoch [20][2100/7492] lr: 4.799e-02, eta: 5 days, 21:43:44, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2109, top5_acc: 0.4353, loss_cls: 8.7891, loss: 8.7891 2025-08-13 07:30:53,932 - pyskl - INFO - Epoch [20][2200/7492] lr: 4.799e-02, eta: 5 days, 21:42:49, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2019, top5_acc: 0.4309, loss_cls: 8.7006, loss: 8.7006 2025-08-13 07:31:45,168 - pyskl - INFO - Epoch [20][2300/7492] lr: 4.798e-02, eta: 5 days, 21:41:51, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.2022, top5_acc: 0.4175, loss_cls: 8.6823, loss: 8.6823 2025-08-13 07:32:36,496 - pyskl - INFO - Epoch [20][2400/7492] lr: 4.798e-02, eta: 5 days, 21:40:53, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1916, top5_acc: 0.4194, loss_cls: 8.8182, loss: 8.8182 2025-08-13 07:33:27,656 - pyskl - INFO - Epoch [20][2500/7492] lr: 4.798e-02, eta: 5 days, 21:39:55, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.1959, top5_acc: 0.4206, loss_cls: 8.8314, loss: 8.8314 2025-08-13 07:34:19,015 - pyskl - INFO - Epoch [20][2600/7492] lr: 4.798e-02, eta: 5 days, 21:38:58, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2050, top5_acc: 0.4219, loss_cls: 8.7183, loss: 8.7183 2025-08-13 07:35:10,294 - pyskl - INFO - Epoch [20][2700/7492] lr: 4.797e-02, eta: 5 days, 21:38:00, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1766, top5_acc: 0.4022, loss_cls: 8.8543, loss: 8.8543 2025-08-13 07:36:01,645 - pyskl - INFO - Epoch [20][2800/7492] lr: 4.797e-02, eta: 5 days, 21:37:03, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1972, top5_acc: 0.4259, loss_cls: 8.8656, loss: 8.8656 2025-08-13 07:36:53,124 - pyskl - INFO - Epoch [20][2900/7492] lr: 4.797e-02, eta: 5 days, 21:36:07, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1831, top5_acc: 0.4059, loss_cls: 8.8251, loss: 8.8251 2025-08-13 07:37:44,783 - pyskl - INFO - Epoch [20][3000/7492] lr: 4.796e-02, eta: 5 days, 21:35:12, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2003, top5_acc: 0.4219, loss_cls: 8.8339, loss: 8.8339 2025-08-13 07:38:36,182 - pyskl - INFO - Epoch [20][3100/7492] lr: 4.796e-02, eta: 5 days, 21:34:15, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2037, top5_acc: 0.4244, loss_cls: 8.7858, loss: 8.7858 2025-08-13 07:39:27,509 - pyskl - INFO - Epoch [20][3200/7492] lr: 4.796e-02, eta: 5 days, 21:33:18, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1997, top5_acc: 0.4334, loss_cls: 8.7889, loss: 8.7889 2025-08-13 07:40:18,946 - pyskl - INFO - Epoch [20][3300/7492] lr: 4.796e-02, eta: 5 days, 21:32:21, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2025, top5_acc: 0.4209, loss_cls: 8.7510, loss: 8.7510 2025-08-13 07:41:10,458 - pyskl - INFO - Epoch [20][3400/7492] lr: 4.795e-02, eta: 5 days, 21:31:25, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2006, top5_acc: 0.4253, loss_cls: 8.7303, loss: 8.7303 2025-08-13 07:42:02,077 - pyskl - INFO - Epoch [20][3500/7492] lr: 4.795e-02, eta: 5 days, 21:30:30, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2087, top5_acc: 0.4369, loss_cls: 8.7476, loss: 8.7476 2025-08-13 07:42:53,394 - pyskl - INFO - Epoch [20][3600/7492] lr: 4.795e-02, eta: 5 days, 21:29:33, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2034, top5_acc: 0.4294, loss_cls: 8.7485, loss: 8.7485 2025-08-13 07:43:44,680 - pyskl - INFO - Epoch [20][3700/7492] lr: 4.795e-02, eta: 5 days, 21:28:35, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2188, top5_acc: 0.4281, loss_cls: 8.7383, loss: 8.7383 2025-08-13 07:44:36,076 - pyskl - INFO - Epoch [20][3800/7492] lr: 4.794e-02, eta: 5 days, 21:27:38, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1875, top5_acc: 0.4122, loss_cls: 8.8583, loss: 8.8583 2025-08-13 07:45:27,491 - pyskl - INFO - Epoch [20][3900/7492] lr: 4.794e-02, eta: 5 days, 21:26:42, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2006, top5_acc: 0.4144, loss_cls: 8.7137, loss: 8.7137 2025-08-13 07:46:19,037 - pyskl - INFO - Epoch [20][4000/7492] lr: 4.794e-02, eta: 5 days, 21:25:46, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2025, top5_acc: 0.4331, loss_cls: 8.7482, loss: 8.7482 2025-08-13 07:47:10,598 - pyskl - INFO - Epoch [20][4100/7492] lr: 4.793e-02, eta: 5 days, 21:24:51, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2028, top5_acc: 0.4288, loss_cls: 8.7155, loss: 8.7155 2025-08-13 07:48:01,956 - pyskl - INFO - Epoch [20][4200/7492] lr: 4.793e-02, eta: 5 days, 21:23:54, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2059, top5_acc: 0.4334, loss_cls: 8.6980, loss: 8.6980 2025-08-13 07:48:53,394 - pyskl - INFO - Epoch [20][4300/7492] lr: 4.793e-02, eta: 5 days, 21:22:57, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1891, top5_acc: 0.4363, loss_cls: 8.7840, loss: 8.7840 2025-08-13 07:49:45,037 - pyskl - INFO - Epoch [20][4400/7492] lr: 4.793e-02, eta: 5 days, 21:22:02, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1988, top5_acc: 0.4241, loss_cls: 8.8142, loss: 8.8142 2025-08-13 07:50:36,612 - pyskl - INFO - Epoch [20][4500/7492] lr: 4.792e-02, eta: 5 days, 21:21:07, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1925, top5_acc: 0.4284, loss_cls: 8.8117, loss: 8.8117 2025-08-13 07:51:28,082 - pyskl - INFO - Epoch [20][4600/7492] lr: 4.792e-02, eta: 5 days, 21:20:10, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1972, top5_acc: 0.4256, loss_cls: 8.7939, loss: 8.7939 2025-08-13 07:52:19,624 - pyskl - INFO - Epoch [20][4700/7492] lr: 4.792e-02, eta: 5 days, 21:19:15, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2034, top5_acc: 0.4228, loss_cls: 8.7221, loss: 8.7221 2025-08-13 07:53:11,065 - pyskl - INFO - Epoch [20][4800/7492] lr: 4.791e-02, eta: 5 days, 21:18:18, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2084, top5_acc: 0.4278, loss_cls: 8.7709, loss: 8.7709 2025-08-13 07:54:02,498 - pyskl - INFO - Epoch [20][4900/7492] lr: 4.791e-02, eta: 5 days, 21:17:22, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1928, top5_acc: 0.4263, loss_cls: 8.7931, loss: 8.7931 2025-08-13 07:54:53,963 - pyskl - INFO - Epoch [20][5000/7492] lr: 4.791e-02, eta: 5 days, 21:16:26, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2128, top5_acc: 0.4369, loss_cls: 8.6286, loss: 8.6286 2025-08-13 07:55:45,406 - pyskl - INFO - Epoch [20][5100/7492] lr: 4.791e-02, eta: 5 days, 21:15:29, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2087, top5_acc: 0.4372, loss_cls: 8.6961, loss: 8.6961 2025-08-13 07:56:36,993 - pyskl - INFO - Epoch [20][5200/7492] lr: 4.790e-02, eta: 5 days, 21:14:34, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1966, top5_acc: 0.4181, loss_cls: 8.8239, loss: 8.8239 2025-08-13 07:57:28,518 - pyskl - INFO - Epoch [20][5300/7492] lr: 4.790e-02, eta: 5 days, 21:13:38, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2097, top5_acc: 0.4181, loss_cls: 8.7310, loss: 8.7310 2025-08-13 07:58:19,842 - pyskl - INFO - Epoch [20][5400/7492] lr: 4.790e-02, eta: 5 days, 21:12:41, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1816, top5_acc: 0.4184, loss_cls: 8.8865, loss: 8.8865 2025-08-13 07:59:11,313 - pyskl - INFO - Epoch [20][5500/7492] lr: 4.789e-02, eta: 5 days, 21:11:45, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1969, top5_acc: 0.4244, loss_cls: 8.8142, loss: 8.8142 2025-08-13 08:00:02,842 - pyskl - INFO - Epoch [20][5600/7492] lr: 4.789e-02, eta: 5 days, 21:10:49, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1922, top5_acc: 0.4175, loss_cls: 8.8838, loss: 8.8838 2025-08-13 08:00:54,214 - pyskl - INFO - Epoch [20][5700/7492] lr: 4.789e-02, eta: 5 days, 21:09:52, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1972, top5_acc: 0.4250, loss_cls: 8.7103, loss: 8.7103 2025-08-13 08:01:45,611 - pyskl - INFO - Epoch [20][5800/7492] lr: 4.789e-02, eta: 5 days, 21:08:56, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2025, top5_acc: 0.4372, loss_cls: 8.7588, loss: 8.7588 2025-08-13 08:02:37,176 - pyskl - INFO - Epoch [20][5900/7492] lr: 4.788e-02, eta: 5 days, 21:08:00, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2103, top5_acc: 0.4416, loss_cls: 8.7347, loss: 8.7347 2025-08-13 08:03:28,486 - pyskl - INFO - Epoch [20][6000/7492] lr: 4.788e-02, eta: 5 days, 21:07:03, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2009, top5_acc: 0.4309, loss_cls: 8.7602, loss: 8.7602 2025-08-13 08:04:19,925 - pyskl - INFO - Epoch [20][6100/7492] lr: 4.788e-02, eta: 5 days, 21:06:07, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1994, top5_acc: 0.4206, loss_cls: 8.8232, loss: 8.8232 2025-08-13 08:05:11,250 - pyskl - INFO - Epoch [20][6200/7492] lr: 4.788e-02, eta: 5 days, 21:05:10, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2066, top5_acc: 0.4253, loss_cls: 8.8180, loss: 8.8180 2025-08-13 08:06:03,015 - pyskl - INFO - Epoch [20][6300/7492] lr: 4.787e-02, eta: 5 days, 21:04:16, time: 0.518, data_time: 0.000, memory: 13025, top1_acc: 0.1938, top5_acc: 0.4206, loss_cls: 8.7782, loss: 8.7782 2025-08-13 08:06:54,365 - pyskl - INFO - Epoch [20][6400/7492] lr: 4.787e-02, eta: 5 days, 21:03:19, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2037, top5_acc: 0.4309, loss_cls: 8.6709, loss: 8.6709 2025-08-13 08:07:45,737 - pyskl - INFO - Epoch [20][6500/7492] lr: 4.787e-02, eta: 5 days, 21:02:22, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2050, top5_acc: 0.4384, loss_cls: 8.7310, loss: 8.7310 2025-08-13 08:08:37,185 - pyskl - INFO - Epoch [20][6600/7492] lr: 4.786e-02, eta: 5 days, 21:01:26, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2037, top5_acc: 0.4263, loss_cls: 8.7597, loss: 8.7597 2025-08-13 08:09:28,528 - pyskl - INFO - Epoch [20][6700/7492] lr: 4.786e-02, eta: 5 days, 21:00:29, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1975, top5_acc: 0.4234, loss_cls: 8.6808, loss: 8.6808 2025-08-13 08:10:19,946 - pyskl - INFO - Epoch [20][6800/7492] lr: 4.786e-02, eta: 5 days, 20:59:33, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2034, top5_acc: 0.4303, loss_cls: 8.7668, loss: 8.7668 2025-08-13 08:11:11,380 - pyskl - INFO - Epoch [20][6900/7492] lr: 4.786e-02, eta: 5 days, 20:58:36, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2078, top5_acc: 0.4419, loss_cls: 8.6931, loss: 8.6931 2025-08-13 08:12:03,177 - pyskl - INFO - Epoch [20][7000/7492] lr: 4.785e-02, eta: 5 days, 20:57:42, time: 0.518, data_time: 0.000, memory: 13025, top1_acc: 0.2044, top5_acc: 0.4272, loss_cls: 8.8220, loss: 8.8220 2025-08-13 08:12:54,899 - pyskl - INFO - Epoch [20][7100/7492] lr: 4.785e-02, eta: 5 days, 20:56:48, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2069, top5_acc: 0.4325, loss_cls: 8.7619, loss: 8.7619 2025-08-13 08:13:46,461 - pyskl - INFO - Epoch [20][7200/7492] lr: 4.785e-02, eta: 5 days, 20:55:53, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2078, top5_acc: 0.4394, loss_cls: 8.6773, loss: 8.6773 2025-08-13 08:14:37,796 - pyskl - INFO - Epoch [20][7300/7492] lr: 4.784e-02, eta: 5 days, 20:54:56, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2069, top5_acc: 0.4331, loss_cls: 8.8038, loss: 8.8038 2025-08-13 08:15:29,329 - pyskl - INFO - Epoch [20][7400/7492] lr: 4.784e-02, eta: 5 days, 20:54:00, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2053, top5_acc: 0.4259, loss_cls: 8.7758, loss: 8.7758 2025-08-13 08:16:17,260 - pyskl - INFO - Saving checkpoint at 20 epochs 2025-08-13 08:17:14,309 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 08:17:15,062 - pyskl - INFO - top1_acc 0.1620 top5_acc 0.3697 2025-08-13 08:17:15,062 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 08:17:15,101 - pyskl - INFO - mean_acc 0.1617 2025-08-13 08:17:15,161 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_18.pth was removed 2025-08-13 08:17:16,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2025-08-13 08:17:16,258 - pyskl - INFO - Best top1_acc is 0.1620 at 20 epoch. 2025-08-13 08:17:16,270 - pyskl - INFO - Epoch(val) [20][617] top1_acc: 0.1620, top5_acc: 0.3697, mean_class_accuracy: 0.1617 2025-08-13 08:18:38,380 - pyskl - INFO - Epoch [21][100/7492] lr: 4.784e-02, eta: 5 days, 20:50:24, time: 0.821, data_time: 0.306, memory: 13025, top1_acc: 0.2000, top5_acc: 0.4325, loss_cls: 8.7604, loss: 8.7604 2025-08-13 08:19:29,652 - pyskl - INFO - Epoch [21][200/7492] lr: 4.783e-02, eta: 5 days, 20:49:27, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2137, top5_acc: 0.4450, loss_cls: 8.6794, loss: 8.6794 2025-08-13 08:20:21,006 - pyskl - INFO - Epoch [21][300/7492] lr: 4.783e-02, eta: 5 days, 20:48:30, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1947, top5_acc: 0.4369, loss_cls: 8.6731, loss: 8.6731 2025-08-13 08:21:12,286 - pyskl - INFO - Epoch [21][400/7492] lr: 4.783e-02, eta: 5 days, 20:47:33, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2150, top5_acc: 0.4441, loss_cls: 8.6672, loss: 8.6672 2025-08-13 08:22:03,893 - pyskl - INFO - Epoch [21][500/7492] lr: 4.782e-02, eta: 5 days, 20:46:38, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1934, top5_acc: 0.4119, loss_cls: 8.8191, loss: 8.8191 2025-08-13 08:22:55,807 - pyskl - INFO - Epoch [21][600/7492] lr: 4.782e-02, eta: 5 days, 20:45:45, time: 0.519, data_time: 0.000, memory: 13025, top1_acc: 0.1891, top5_acc: 0.4131, loss_cls: 8.8977, loss: 8.8977 2025-08-13 08:23:47,625 - pyskl - INFO - Epoch [21][700/7492] lr: 4.782e-02, eta: 5 days, 20:44:51, time: 0.518, data_time: 0.000, memory: 13025, top1_acc: 0.2034, top5_acc: 0.4272, loss_cls: 8.7572, loss: 8.7572 2025-08-13 08:24:39,127 - pyskl - INFO - Epoch [21][800/7492] lr: 4.782e-02, eta: 5 days, 20:43:56, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2081, top5_acc: 0.4313, loss_cls: 8.8075, loss: 8.8075 2025-08-13 08:25:30,757 - pyskl - INFO - Epoch [21][900/7492] lr: 4.781e-02, eta: 5 days, 20:43:01, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1981, top5_acc: 0.4356, loss_cls: 8.6928, loss: 8.6928 2025-08-13 08:26:22,171 - pyskl - INFO - Epoch [21][1000/7492] lr: 4.781e-02, eta: 5 days, 20:42:05, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1994, top5_acc: 0.4294, loss_cls: 8.7893, loss: 8.7893 2025-08-13 08:27:13,616 - pyskl - INFO - Epoch [21][1100/7492] lr: 4.781e-02, eta: 5 days, 20:41:08, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2050, top5_acc: 0.4512, loss_cls: 8.7286, loss: 8.7286 2025-08-13 08:28:05,176 - pyskl - INFO - Epoch [21][1200/7492] lr: 4.780e-02, eta: 5 days, 20:40:13, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1931, top5_acc: 0.4253, loss_cls: 8.7442, loss: 8.7442 2025-08-13 08:28:56,645 - pyskl - INFO - Epoch [21][1300/7492] lr: 4.780e-02, eta: 5 days, 20:39:17, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1944, top5_acc: 0.4363, loss_cls: 8.6649, loss: 8.6649 2025-08-13 08:29:47,898 - pyskl - INFO - Epoch [21][1400/7492] lr: 4.780e-02, eta: 5 days, 20:38:20, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1928, top5_acc: 0.4144, loss_cls: 8.8159, loss: 8.8159 2025-08-13 08:30:39,325 - pyskl - INFO - Epoch [21][1500/7492] lr: 4.780e-02, eta: 5 days, 20:37:24, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2050, top5_acc: 0.4297, loss_cls: 8.7883, loss: 8.7883 2025-08-13 08:31:30,589 - pyskl - INFO - Epoch [21][1600/7492] lr: 4.779e-02, eta: 5 days, 20:36:27, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2037, top5_acc: 0.4331, loss_cls: 8.7591, loss: 8.7591 2025-08-13 08:32:21,877 - pyskl - INFO - Epoch [21][1700/7492] lr: 4.779e-02, eta: 5 days, 20:35:30, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2112, top5_acc: 0.4331, loss_cls: 8.7765, loss: 8.7765 2025-08-13 08:33:13,545 - pyskl - INFO - Epoch [21][1800/7492] lr: 4.779e-02, eta: 5 days, 20:34:35, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2097, top5_acc: 0.4119, loss_cls: 8.8168, loss: 8.8168 2025-08-13 08:34:04,838 - pyskl - INFO - Epoch [21][1900/7492] lr: 4.778e-02, eta: 5 days, 20:33:38, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2159, top5_acc: 0.4406, loss_cls: 8.7323, loss: 8.7323 2025-08-13 08:34:56,352 - pyskl - INFO - Epoch [21][2000/7492] lr: 4.778e-02, eta: 5 days, 20:32:43, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2028, top5_acc: 0.4225, loss_cls: 8.8120, loss: 8.8120 2025-08-13 08:35:47,614 - pyskl - INFO - Epoch [21][2100/7492] lr: 4.778e-02, eta: 5 days, 20:31:46, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1956, top5_acc: 0.4294, loss_cls: 8.7532, loss: 8.7532 2025-08-13 08:36:39,095 - pyskl - INFO - Epoch [21][2200/7492] lr: 4.778e-02, eta: 5 days, 20:30:50, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2094, top5_acc: 0.4375, loss_cls: 8.7228, loss: 8.7228 2025-08-13 08:37:30,818 - pyskl - INFO - Epoch [21][2300/7492] lr: 4.777e-02, eta: 5 days, 20:29:56, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2025, top5_acc: 0.4363, loss_cls: 8.6925, loss: 8.6925 2025-08-13 08:38:22,311 - pyskl - INFO - Epoch [21][2400/7492] lr: 4.777e-02, eta: 5 days, 20:29:00, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1900, top5_acc: 0.4253, loss_cls: 8.8581, loss: 8.8581 2025-08-13 08:39:13,636 - pyskl - INFO - Epoch [21][2500/7492] lr: 4.777e-02, eta: 5 days, 20:28:03, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1988, top5_acc: 0.4084, loss_cls: 8.7901, loss: 8.7901 2025-08-13 08:40:05,091 - pyskl - INFO - Epoch [21][2600/7492] lr: 4.776e-02, eta: 5 days, 20:27:07, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1903, top5_acc: 0.4169, loss_cls: 8.8135, loss: 8.8135 2025-08-13 08:40:56,609 - pyskl - INFO - Epoch [21][2700/7492] lr: 4.776e-02, eta: 5 days, 20:26:12, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1988, top5_acc: 0.4188, loss_cls: 8.8068, loss: 8.8068 2025-08-13 08:41:48,114 - pyskl - INFO - Epoch [21][2800/7492] lr: 4.776e-02, eta: 5 days, 20:25:16, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1953, top5_acc: 0.4200, loss_cls: 8.8862, loss: 8.8862 2025-08-13 08:42:39,728 - pyskl - INFO - Epoch [21][2900/7492] lr: 4.776e-02, eta: 5 days, 20:24:22, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2091, top5_acc: 0.4381, loss_cls: 8.6982, loss: 8.6982 2025-08-13 08:43:31,155 - pyskl - INFO - Epoch [21][3000/7492] lr: 4.775e-02, eta: 5 days, 20:23:26, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2106, top5_acc: 0.4288, loss_cls: 8.6545, loss: 8.6545 2025-08-13 08:44:22,513 - pyskl - INFO - Epoch [21][3100/7492] lr: 4.775e-02, eta: 5 days, 20:22:29, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2050, top5_acc: 0.4369, loss_cls: 8.7158, loss: 8.7158 2025-08-13 08:45:14,119 - pyskl - INFO - Epoch [21][3200/7492] lr: 4.775e-02, eta: 5 days, 20:21:34, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1981, top5_acc: 0.4159, loss_cls: 8.8371, loss: 8.8371 2025-08-13 08:46:05,527 - pyskl - INFO - Epoch [21][3300/7492] lr: 4.774e-02, eta: 5 days, 20:20:38, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2006, top5_acc: 0.4306, loss_cls: 8.7088, loss: 8.7088 2025-08-13 08:46:57,119 - pyskl - INFO - Epoch [21][3400/7492] lr: 4.774e-02, eta: 5 days, 20:19:43, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2072, top5_acc: 0.4225, loss_cls: 8.7381, loss: 8.7381 2025-08-13 08:47:48,483 - pyskl - INFO - Epoch [21][3500/7492] lr: 4.774e-02, eta: 5 days, 20:18:47, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2116, top5_acc: 0.4437, loss_cls: 8.6571, loss: 8.6571 2025-08-13 08:48:40,315 - pyskl - INFO - Epoch [21][3600/7492] lr: 4.774e-02, eta: 5 days, 20:17:53, time: 0.518, data_time: 0.000, memory: 13025, top1_acc: 0.2069, top5_acc: 0.4372, loss_cls: 8.7360, loss: 8.7360 2025-08-13 08:49:31,766 - pyskl - INFO - Epoch [21][3700/7492] lr: 4.773e-02, eta: 5 days, 20:16:57, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2106, top5_acc: 0.4263, loss_cls: 8.7506, loss: 8.7506 2025-08-13 08:50:23,173 - pyskl - INFO - Epoch [21][3800/7492] lr: 4.773e-02, eta: 5 days, 20:16:01, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2022, top5_acc: 0.4213, loss_cls: 8.7441, loss: 8.7441 2025-08-13 08:51:14,560 - pyskl - INFO - Epoch [21][3900/7492] lr: 4.773e-02, eta: 5 days, 20:15:05, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1928, top5_acc: 0.4253, loss_cls: 8.8165, loss: 8.8165 2025-08-13 08:52:06,150 - pyskl - INFO - Epoch [21][4000/7492] lr: 4.772e-02, eta: 5 days, 20:14:10, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1978, top5_acc: 0.4228, loss_cls: 8.7359, loss: 8.7359 2025-08-13 08:52:57,434 - pyskl - INFO - Epoch [21][4100/7492] lr: 4.772e-02, eta: 5 days, 20:13:13, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1997, top5_acc: 0.4350, loss_cls: 8.7694, loss: 8.7694 2025-08-13 08:53:48,949 - pyskl - INFO - Epoch [21][4200/7492] lr: 4.772e-02, eta: 5 days, 20:12:18, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2006, top5_acc: 0.4275, loss_cls: 8.7531, loss: 8.7531 2025-08-13 08:54:40,466 - pyskl - INFO - Epoch [21][4300/7492] lr: 4.771e-02, eta: 5 days, 20:11:22, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2031, top5_acc: 0.4306, loss_cls: 8.7486, loss: 8.7486 2025-08-13 08:55:31,983 - pyskl - INFO - Epoch [21][4400/7492] lr: 4.771e-02, eta: 5 days, 20:10:27, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2062, top5_acc: 0.4378, loss_cls: 8.7916, loss: 8.7916 2025-08-13 08:56:23,680 - pyskl - INFO - Epoch [21][4500/7492] lr: 4.771e-02, eta: 5 days, 20:09:33, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.1966, top5_acc: 0.4256, loss_cls: 8.7683, loss: 8.7683 2025-08-13 08:57:15,073 - pyskl - INFO - Epoch [21][4600/7492] lr: 4.771e-02, eta: 5 days, 20:08:37, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1975, top5_acc: 0.4072, loss_cls: 8.8459, loss: 8.8459 2025-08-13 08:58:06,323 - pyskl - INFO - Epoch [21][4700/7492] lr: 4.770e-02, eta: 5 days, 20:07:40, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.2044, top5_acc: 0.4253, loss_cls: 8.6756, loss: 8.6756 2025-08-13 08:58:57,726 - pyskl - INFO - Epoch [21][4800/7492] lr: 4.770e-02, eta: 5 days, 20:06:44, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1916, top5_acc: 0.4263, loss_cls: 8.7188, loss: 8.7188 2025-08-13 08:59:49,736 - pyskl - INFO - Epoch [21][4900/7492] lr: 4.770e-02, eta: 5 days, 20:05:51, time: 0.520, data_time: 0.000, memory: 13025, top1_acc: 0.2062, top5_acc: 0.4400, loss_cls: 8.6773, loss: 8.6773 2025-08-13 09:00:41,072 - pyskl - INFO - Epoch [21][5000/7492] lr: 4.769e-02, eta: 5 days, 20:04:55, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1938, top5_acc: 0.4359, loss_cls: 8.7009, loss: 8.7009 2025-08-13 09:01:32,609 - pyskl - INFO - Epoch [21][5100/7492] lr: 4.769e-02, eta: 5 days, 20:04:00, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2053, top5_acc: 0.4272, loss_cls: 8.7853, loss: 8.7853 2025-08-13 09:02:23,938 - pyskl - INFO - Epoch [21][5200/7492] lr: 4.769e-02, eta: 5 days, 20:03:03, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2172, top5_acc: 0.4309, loss_cls: 8.6904, loss: 8.6904 2025-08-13 09:03:15,186 - pyskl - INFO - Epoch [21][5300/7492] lr: 4.769e-02, eta: 5 days, 20:02:06, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.2075, top5_acc: 0.4338, loss_cls: 8.7255, loss: 8.7255 2025-08-13 09:04:06,522 - pyskl - INFO - Epoch [21][5400/7492] lr: 4.768e-02, eta: 5 days, 20:01:10, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2075, top5_acc: 0.4387, loss_cls: 8.7332, loss: 8.7332 2025-08-13 09:04:57,746 - pyskl - INFO - Epoch [21][5500/7492] lr: 4.768e-02, eta: 5 days, 20:00:12, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.1853, top5_acc: 0.4244, loss_cls: 8.8516, loss: 8.8516 2025-08-13 09:05:49,146 - pyskl - INFO - Epoch [21][5600/7492] lr: 4.768e-02, eta: 5 days, 19:59:16, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2022, top5_acc: 0.4272, loss_cls: 8.7263, loss: 8.7263 2025-08-13 09:06:40,444 - pyskl - INFO - Epoch [21][5700/7492] lr: 4.767e-02, eta: 5 days, 19:58:20, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2097, top5_acc: 0.4288, loss_cls: 8.7488, loss: 8.7488 2025-08-13 09:07:31,806 - pyskl - INFO - Epoch [21][5800/7492] lr: 4.767e-02, eta: 5 days, 19:57:23, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1994, top5_acc: 0.4188, loss_cls: 8.7650, loss: 8.7650 2025-08-13 09:08:23,226 - pyskl - INFO - Epoch [21][5900/7492] lr: 4.767e-02, eta: 5 days, 19:56:28, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1931, top5_acc: 0.4081, loss_cls: 8.8589, loss: 8.8589 2025-08-13 09:09:14,467 - pyskl - INFO - Epoch [21][6000/7492] lr: 4.766e-02, eta: 5 days, 19:55:31, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.2025, top5_acc: 0.4319, loss_cls: 8.7045, loss: 8.7045 2025-08-13 09:10:05,784 - pyskl - INFO - Epoch [21][6100/7492] lr: 4.766e-02, eta: 5 days, 19:54:34, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2109, top5_acc: 0.4434, loss_cls: 8.6394, loss: 8.6394 2025-08-13 09:10:57,476 - pyskl - INFO - Epoch [21][6200/7492] lr: 4.766e-02, eta: 5 days, 19:53:40, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2188, top5_acc: 0.4447, loss_cls: 8.6770, loss: 8.6770 2025-08-13 09:11:48,991 - pyskl - INFO - Epoch [21][6300/7492] lr: 4.766e-02, eta: 5 days, 19:52:44, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1953, top5_acc: 0.4247, loss_cls: 8.8235, loss: 8.8235 2025-08-13 09:12:40,454 - pyskl - INFO - Epoch [21][6400/7492] lr: 4.765e-02, eta: 5 days, 19:51:49, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2125, top5_acc: 0.4222, loss_cls: 8.7307, loss: 8.7307 2025-08-13 09:13:31,890 - pyskl - INFO - Epoch [21][6500/7492] lr: 4.765e-02, eta: 5 days, 19:50:53, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1800, top5_acc: 0.4134, loss_cls: 8.8291, loss: 8.8291 2025-08-13 09:14:23,379 - pyskl - INFO - Epoch [21][6600/7492] lr: 4.765e-02, eta: 5 days, 19:49:58, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1941, top5_acc: 0.4291, loss_cls: 8.8275, loss: 8.8275 2025-08-13 09:15:15,234 - pyskl - INFO - Epoch [21][6700/7492] lr: 4.764e-02, eta: 5 days, 19:49:04, time: 0.519, data_time: 0.000, memory: 13025, top1_acc: 0.2000, top5_acc: 0.4269, loss_cls: 8.7387, loss: 8.7387 2025-08-13 09:16:06,755 - pyskl - INFO - Epoch [21][6800/7492] lr: 4.764e-02, eta: 5 days, 19:48:09, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1944, top5_acc: 0.4075, loss_cls: 8.8715, loss: 8.8715 2025-08-13 09:16:58,555 - pyskl - INFO - Epoch [21][6900/7492] lr: 4.764e-02, eta: 5 days, 19:47:16, time: 0.518, data_time: 0.000, memory: 13025, top1_acc: 0.2147, top5_acc: 0.4397, loss_cls: 8.6808, loss: 8.6808 2025-08-13 09:17:50,132 - pyskl - INFO - Epoch [21][7000/7492] lr: 4.764e-02, eta: 5 days, 19:46:21, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1966, top5_acc: 0.4122, loss_cls: 8.8290, loss: 8.8290 2025-08-13 09:18:41,766 - pyskl - INFO - Epoch [21][7100/7492] lr: 4.763e-02, eta: 5 days, 19:45:26, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2044, top5_acc: 0.4359, loss_cls: 8.7280, loss: 8.7280 2025-08-13 09:19:33,131 - pyskl - INFO - Epoch [21][7200/7492] lr: 4.763e-02, eta: 5 days, 19:44:30, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2000, top5_acc: 0.4263, loss_cls: 8.7744, loss: 8.7744 2025-08-13 09:20:24,847 - pyskl - INFO - Epoch [21][7300/7492] lr: 4.763e-02, eta: 5 days, 19:43:36, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2084, top5_acc: 0.4281, loss_cls: 8.7774, loss: 8.7774 2025-08-13 09:21:16,265 - pyskl - INFO - Epoch [21][7400/7492] lr: 4.762e-02, eta: 5 days, 19:42:40, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2128, top5_acc: 0.4200, loss_cls: 8.8053, loss: 8.8053 2025-08-13 09:22:04,280 - pyskl - INFO - Saving checkpoint at 21 epochs 2025-08-13 09:23:01,482 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 09:23:02,219 - pyskl - INFO - top1_acc 0.1562 top5_acc 0.3626 2025-08-13 09:23:02,220 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 09:23:02,275 - pyskl - INFO - mean_acc 0.1560 2025-08-13 09:23:02,299 - pyskl - INFO - Epoch(val) [21][617] top1_acc: 0.1562, top5_acc: 0.3626, mean_class_accuracy: 0.1560 2025-08-13 09:24:24,306 - pyskl - INFO - Epoch [22][100/7492] lr: 4.762e-02, eta: 5 days, 19:39:10, time: 0.820, data_time: 0.306, memory: 13025, top1_acc: 0.2072, top5_acc: 0.4409, loss_cls: 8.6800, loss: 8.6800 2025-08-13 09:25:15,760 - pyskl - INFO - Epoch [22][200/7492] lr: 4.761e-02, eta: 5 days, 19:38:15, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1956, top5_acc: 0.4381, loss_cls: 8.7726, loss: 8.7726 2025-08-13 09:26:07,148 - pyskl - INFO - Epoch [22][300/7492] lr: 4.761e-02, eta: 5 days, 19:37:19, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2016, top5_acc: 0.4322, loss_cls: 8.7223, loss: 8.7223 2025-08-13 09:26:58,498 - pyskl - INFO - Epoch [22][400/7492] lr: 4.761e-02, eta: 5 days, 19:36:23, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2116, top5_acc: 0.4325, loss_cls: 8.6766, loss: 8.6766 2025-08-13 09:27:49,929 - pyskl - INFO - Epoch [22][500/7492] lr: 4.761e-02, eta: 5 days, 19:35:27, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1981, top5_acc: 0.4284, loss_cls: 8.7493, loss: 8.7493 2025-08-13 09:28:41,297 - pyskl - INFO - Epoch [22][600/7492] lr: 4.760e-02, eta: 5 days, 19:34:31, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2213, top5_acc: 0.4572, loss_cls: 8.6428, loss: 8.6428 2025-08-13 09:29:32,909 - pyskl - INFO - Epoch [22][700/7492] lr: 4.760e-02, eta: 5 days, 19:33:37, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1988, top5_acc: 0.4397, loss_cls: 8.7452, loss: 8.7452 2025-08-13 09:30:24,340 - pyskl - INFO - Epoch [22][800/7492] lr: 4.760e-02, eta: 5 days, 19:32:41, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2103, top5_acc: 0.4481, loss_cls: 8.6726, loss: 8.6726 2025-08-13 09:31:15,798 - pyskl - INFO - Epoch [22][900/7492] lr: 4.759e-02, eta: 5 days, 19:31:45, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1928, top5_acc: 0.4116, loss_cls: 8.8728, loss: 8.8728 2025-08-13 09:32:07,204 - pyskl - INFO - Epoch [22][1000/7492] lr: 4.759e-02, eta: 5 days, 19:30:50, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1966, top5_acc: 0.4328, loss_cls: 8.7214, loss: 8.7214 2025-08-13 09:32:58,624 - pyskl - INFO - Epoch [22][1100/7492] lr: 4.759e-02, eta: 5 days, 19:29:54, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2066, top5_acc: 0.4297, loss_cls: 8.7703, loss: 8.7703 2025-08-13 09:33:49,933 - pyskl - INFO - Epoch [22][1200/7492] lr: 4.758e-02, eta: 5 days, 19:28:58, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2162, top5_acc: 0.4416, loss_cls: 8.7271, loss: 8.7271 2025-08-13 09:34:41,111 - pyskl - INFO - Epoch [22][1300/7492] lr: 4.758e-02, eta: 5 days, 19:28:01, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.1978, top5_acc: 0.4231, loss_cls: 8.7479, loss: 8.7479 2025-08-13 09:35:32,491 - pyskl - INFO - Epoch [22][1400/7492] lr: 4.758e-02, eta: 5 days, 19:27:05, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1969, top5_acc: 0.4222, loss_cls: 8.7135, loss: 8.7135 2025-08-13 09:36:23,781 - pyskl - INFO - Epoch [22][1500/7492] lr: 4.758e-02, eta: 5 days, 19:26:08, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1862, top5_acc: 0.4266, loss_cls: 8.8238, loss: 8.8238 2025-08-13 09:37:15,240 - pyskl - INFO - Epoch [22][1600/7492] lr: 4.757e-02, eta: 5 days, 19:25:13, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2041, top5_acc: 0.4406, loss_cls: 8.7068, loss: 8.7068 2025-08-13 09:38:06,702 - pyskl - INFO - Epoch [22][1700/7492] lr: 4.757e-02, eta: 5 days, 19:24:17, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2156, top5_acc: 0.4306, loss_cls: 8.7422, loss: 8.7422 2025-08-13 09:38:58,215 - pyskl - INFO - Epoch [22][1800/7492] lr: 4.757e-02, eta: 5 days, 19:23:22, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2050, top5_acc: 0.4303, loss_cls: 8.7715, loss: 8.7715 2025-08-13 09:39:49,568 - pyskl - INFO - Epoch [22][1900/7492] lr: 4.756e-02, eta: 5 days, 19:22:26, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1975, top5_acc: 0.4297, loss_cls: 8.7241, loss: 8.7241 2025-08-13 09:40:40,957 - pyskl - INFO - Epoch [22][2000/7492] lr: 4.756e-02, eta: 5 days, 19:21:30, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1972, top5_acc: 0.4266, loss_cls: 8.7266, loss: 8.7266 2025-08-13 09:41:32,438 - pyskl - INFO - Epoch [22][2100/7492] lr: 4.756e-02, eta: 5 days, 19:20:35, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1956, top5_acc: 0.4191, loss_cls: 8.8215, loss: 8.8215 2025-08-13 09:42:23,831 - pyskl - INFO - Epoch [22][2200/7492] lr: 4.755e-02, eta: 5 days, 19:19:39, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2184, top5_acc: 0.4369, loss_cls: 8.7181, loss: 8.7181 2025-08-13 09:43:15,456 - pyskl - INFO - Epoch [22][2300/7492] lr: 4.755e-02, eta: 5 days, 19:18:45, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2081, top5_acc: 0.4303, loss_cls: 8.7679, loss: 8.7679 2025-08-13 09:44:06,831 - pyskl - INFO - Epoch [22][2400/7492] lr: 4.755e-02, eta: 5 days, 19:17:49, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1950, top5_acc: 0.4238, loss_cls: 8.8259, loss: 8.8259 2025-08-13 09:44:57,984 - pyskl - INFO - Epoch [22][2500/7492] lr: 4.755e-02, eta: 5 days, 19:16:52, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.2028, top5_acc: 0.4400, loss_cls: 8.6948, loss: 8.6948 2025-08-13 09:45:49,411 - pyskl - INFO - Epoch [22][2600/7492] lr: 4.754e-02, eta: 5 days, 19:15:56, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1931, top5_acc: 0.4309, loss_cls: 8.7131, loss: 8.7131 2025-08-13 09:46:40,559 - pyskl - INFO - Epoch [22][2700/7492] lr: 4.754e-02, eta: 5 days, 19:14:59, time: 0.511, data_time: 0.000, memory: 13025, top1_acc: 0.1975, top5_acc: 0.4347, loss_cls: 8.7548, loss: 8.7548 2025-08-13 09:47:31,851 - pyskl - INFO - Epoch [22][2800/7492] lr: 4.754e-02, eta: 5 days, 19:14:03, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1991, top5_acc: 0.4203, loss_cls: 8.7429, loss: 8.7429 2025-08-13 09:48:23,598 - pyskl - INFO - Epoch [22][2900/7492] lr: 4.753e-02, eta: 5 days, 19:13:09, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2059, top5_acc: 0.4325, loss_cls: 8.7139, loss: 8.7139 2025-08-13 09:49:14,911 - pyskl - INFO - Epoch [22][3000/7492] lr: 4.753e-02, eta: 5 days, 19:12:13, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2047, top5_acc: 0.4416, loss_cls: 8.6326, loss: 8.6326 2025-08-13 09:50:06,375 - pyskl - INFO - Epoch [22][3100/7492] lr: 4.753e-02, eta: 5 days, 19:11:17, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1881, top5_acc: 0.4097, loss_cls: 8.8273, loss: 8.8273 2025-08-13 09:50:57,858 - pyskl - INFO - Epoch [22][3200/7492] lr: 4.752e-02, eta: 5 days, 19:10:22, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2009, top5_acc: 0.4369, loss_cls: 8.6815, loss: 8.6815 2025-08-13 09:51:49,143 - pyskl - INFO - Epoch [22][3300/7492] lr: 4.752e-02, eta: 5 days, 19:09:26, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2013, top5_acc: 0.4347, loss_cls: 8.6994, loss: 8.6994 2025-08-13 09:52:40,819 - pyskl - INFO - Epoch [22][3400/7492] lr: 4.752e-02, eta: 5 days, 19:08:32, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2037, top5_acc: 0.4381, loss_cls: 8.6984, loss: 8.6984 2025-08-13 09:53:32,494 - pyskl - INFO - Epoch [22][3500/7492] lr: 4.752e-02, eta: 5 days, 19:07:38, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2028, top5_acc: 0.4259, loss_cls: 8.7767, loss: 8.7767 2025-08-13 09:54:24,004 - pyskl - INFO - Epoch [22][3600/7492] lr: 4.751e-02, eta: 5 days, 19:06:43, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2022, top5_acc: 0.4303, loss_cls: 8.7630, loss: 8.7630 2025-08-13 09:55:15,553 - pyskl - INFO - Epoch [22][3700/7492] lr: 4.751e-02, eta: 5 days, 19:05:48, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1956, top5_acc: 0.4269, loss_cls: 8.7922, loss: 8.7922 2025-08-13 09:56:07,018 - pyskl - INFO - Epoch [22][3800/7492] lr: 4.751e-02, eta: 5 days, 19:04:53, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2037, top5_acc: 0.4306, loss_cls: 8.7507, loss: 8.7507 2025-08-13 09:56:58,636 - pyskl - INFO - Epoch [22][3900/7492] lr: 4.750e-02, eta: 5 days, 19:03:58, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2075, top5_acc: 0.4306, loss_cls: 8.7233, loss: 8.7233 2025-08-13 09:57:50,359 - pyskl - INFO - Epoch [22][4000/7492] lr: 4.750e-02, eta: 5 days, 19:03:05, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2056, top5_acc: 0.4378, loss_cls: 8.6944, loss: 8.6944 2025-08-13 09:58:41,761 - pyskl - INFO - Epoch [22][4100/7492] lr: 4.750e-02, eta: 5 days, 19:02:09, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2013, top5_acc: 0.4338, loss_cls: 8.7366, loss: 8.7366 2025-08-13 09:59:33,202 - pyskl - INFO - Epoch [22][4200/7492] lr: 4.749e-02, eta: 5 days, 19:01:14, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2131, top5_acc: 0.4366, loss_cls: 8.6564, loss: 8.6564 2025-08-13 10:00:24,595 - pyskl - INFO - Epoch [22][4300/7492] lr: 4.749e-02, eta: 5 days, 19:00:18, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2037, top5_acc: 0.4309, loss_cls: 8.8043, loss: 8.8043 2025-08-13 10:01:16,134 - pyskl - INFO - Epoch [22][4400/7492] lr: 4.749e-02, eta: 5 days, 18:59:23, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2053, top5_acc: 0.4478, loss_cls: 8.7324, loss: 8.7324 2025-08-13 10:02:07,915 - pyskl - INFO - Epoch [22][4500/7492] lr: 4.749e-02, eta: 5 days, 18:58:30, time: 0.518, data_time: 0.000, memory: 13025, top1_acc: 0.1991, top5_acc: 0.4222, loss_cls: 8.8453, loss: 8.8453 2025-08-13 10:02:59,270 - pyskl - INFO - Epoch [22][4600/7492] lr: 4.748e-02, eta: 5 days, 18:57:34, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2031, top5_acc: 0.4250, loss_cls: 8.7438, loss: 8.7438 2025-08-13 10:03:50,601 - pyskl - INFO - Epoch [22][4700/7492] lr: 4.748e-02, eta: 5 days, 18:56:38, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2119, top5_acc: 0.4322, loss_cls: 8.7480, loss: 8.7480 2025-08-13 10:04:42,249 - pyskl - INFO - Epoch [22][4800/7492] lr: 4.748e-02, eta: 5 days, 18:55:44, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2094, top5_acc: 0.4275, loss_cls: 8.7310, loss: 8.7310 2025-08-13 10:05:33,535 - pyskl - INFO - Epoch [22][4900/7492] lr: 4.747e-02, eta: 5 days, 18:54:47, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2134, top5_acc: 0.4456, loss_cls: 8.6930, loss: 8.6930 2025-08-13 10:06:24,692 - pyskl - INFO - Epoch [22][5000/7492] lr: 4.747e-02, eta: 5 days, 18:53:50, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.2150, top5_acc: 0.4322, loss_cls: 8.6745, loss: 8.6745 2025-08-13 10:07:16,082 - pyskl - INFO - Epoch [22][5100/7492] lr: 4.747e-02, eta: 5 days, 18:52:55, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2022, top5_acc: 0.4266, loss_cls: 8.8068, loss: 8.8068 2025-08-13 10:08:07,369 - pyskl - INFO - Epoch [22][5200/7492] lr: 4.746e-02, eta: 5 days, 18:51:58, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2022, top5_acc: 0.4453, loss_cls: 8.7361, loss: 8.7361 2025-08-13 10:08:58,692 - pyskl - INFO - Epoch [22][5300/7492] lr: 4.746e-02, eta: 5 days, 18:51:02, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1944, top5_acc: 0.4309, loss_cls: 8.7185, loss: 8.7185 2025-08-13 10:09:50,010 - pyskl - INFO - Epoch [22][5400/7492] lr: 4.746e-02, eta: 5 days, 18:50:06, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.1988, top5_acc: 0.4213, loss_cls: 8.8596, loss: 8.8596 2025-08-13 10:10:41,348 - pyskl - INFO - Epoch [22][5500/7492] lr: 4.745e-02, eta: 5 days, 18:49:10, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2106, top5_acc: 0.4366, loss_cls: 8.6888, loss: 8.6888 2025-08-13 10:11:32,891 - pyskl - INFO - Epoch [22][5600/7492] lr: 4.745e-02, eta: 5 days, 18:48:16, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1809, top5_acc: 0.4213, loss_cls: 8.8286, loss: 8.8286 2025-08-13 10:12:24,496 - pyskl - INFO - Epoch [22][5700/7492] lr: 4.745e-02, eta: 5 days, 18:47:21, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.2069, top5_acc: 0.4372, loss_cls: 8.6776, loss: 8.6776 2025-08-13 10:13:15,730 - pyskl - INFO - Epoch [22][5800/7492] lr: 4.745e-02, eta: 5 days, 18:46:25, time: 0.512, data_time: 0.000, memory: 13025, top1_acc: 0.2013, top5_acc: 0.4366, loss_cls: 8.7690, loss: 8.7690 2025-08-13 10:14:07,146 - pyskl - INFO - Epoch [22][5900/7492] lr: 4.744e-02, eta: 5 days, 18:45:29, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.1994, top5_acc: 0.4144, loss_cls: 8.7332, loss: 8.7332 2025-08-13 10:14:58,540 - pyskl - INFO - Epoch [22][6000/7492] lr: 4.744e-02, eta: 5 days, 18:44:34, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2134, top5_acc: 0.4394, loss_cls: 8.7547, loss: 8.7547 2025-08-13 10:15:49,844 - pyskl - INFO - Epoch [22][6100/7492] lr: 4.744e-02, eta: 5 days, 18:43:37, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2112, top5_acc: 0.4428, loss_cls: 8.7757, loss: 8.7757 2025-08-13 10:16:41,410 - pyskl - INFO - Epoch [22][6200/7492] lr: 4.743e-02, eta: 5 days, 18:42:43, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1994, top5_acc: 0.4397, loss_cls: 8.7154, loss: 8.7154 2025-08-13 10:17:32,855 - pyskl - INFO - Epoch [22][6300/7492] lr: 4.743e-02, eta: 5 days, 18:41:48, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2103, top5_acc: 0.4256, loss_cls: 8.7614, loss: 8.7614 2025-08-13 10:18:24,189 - pyskl - INFO - Epoch [22][6400/7492] lr: 4.743e-02, eta: 5 days, 18:40:52, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2031, top5_acc: 0.4325, loss_cls: 8.7284, loss: 8.7284 2025-08-13 10:19:15,460 - pyskl - INFO - Epoch [22][6500/7492] lr: 4.742e-02, eta: 5 days, 18:39:55, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2087, top5_acc: 0.4288, loss_cls: 8.7571, loss: 8.7571 2025-08-13 10:20:06,824 - pyskl - INFO - Epoch [22][6600/7492] lr: 4.742e-02, eta: 5 days, 18:39:00, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2066, top5_acc: 0.4434, loss_cls: 8.6999, loss: 8.6999 2025-08-13 10:20:58,408 - pyskl - INFO - Epoch [22][6700/7492] lr: 4.742e-02, eta: 5 days, 18:38:05, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1997, top5_acc: 0.4256, loss_cls: 8.7181, loss: 8.7181 2025-08-13 10:21:49,826 - pyskl - INFO - Epoch [22][6800/7492] lr: 4.741e-02, eta: 5 days, 18:37:10, time: 0.514, data_time: 0.000, memory: 13025, top1_acc: 0.2022, top5_acc: 0.4203, loss_cls: 8.7679, loss: 8.7679 2025-08-13 10:22:41,302 - pyskl - INFO - Epoch [22][6900/7492] lr: 4.741e-02, eta: 5 days, 18:36:15, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.2006, top5_acc: 0.4309, loss_cls: 8.7471, loss: 8.7471 2025-08-13 10:23:32,777 - pyskl - INFO - Epoch [22][7000/7492] lr: 4.741e-02, eta: 5 days, 18:35:20, time: 0.515, data_time: 0.000, memory: 13025, top1_acc: 0.1963, top5_acc: 0.4331, loss_cls: 8.6908, loss: 8.6908 2025-08-13 10:24:24,407 - pyskl - INFO - Epoch [22][7100/7492] lr: 4.740e-02, eta: 5 days, 18:34:26, time: 0.516, data_time: 0.000, memory: 13025, top1_acc: 0.1931, top5_acc: 0.4275, loss_cls: 8.7546, loss: 8.7546 2025-08-13 10:25:16,373 - pyskl - INFO - Epoch [22][7200/7492] lr: 4.740e-02, eta: 5 days, 18:33:33, time: 0.520, data_time: 0.000, memory: 13025, top1_acc: 0.1934, top5_acc: 0.4266, loss_cls: 8.8143, loss: 8.8143 2025-08-13 10:26:08,068 - pyskl - INFO - Epoch [22][7300/7492] lr: 4.740e-02, eta: 5 days, 18:32:40, time: 0.517, data_time: 0.000, memory: 13025, top1_acc: 0.2066, top5_acc: 0.4466, loss_cls: 8.6348, loss: 8.6348 2025-08-13 10:26:59,376 - pyskl - INFO - Epoch [22][7400/7492] lr: 4.740e-02, eta: 5 days, 18:31:44, time: 0.513, data_time: 0.000, memory: 13025, top1_acc: 0.2194, top5_acc: 0.4434, loss_cls: 8.6487, loss: 8.6487 2025-08-13 10:27:47,388 - pyskl - INFO - Saving checkpoint at 22 epochs 2025-08-13 10:28:45,362 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 10:28:46,098 - pyskl - INFO - top1_acc 0.1540 top5_acc 0.3623 2025-08-13 10:28:46,098 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 10:28:46,133 - pyskl - INFO - mean_acc 0.1539 2025-08-13 10:28:46,145 - pyskl - INFO - Epoch(val) [22][617] top1_acc: 0.1540, top5_acc: 0.3623, mean_class_accuracy: 0.1539 2025-08-13 10:30:08,276 - pyskl - INFO - Epoch [23][100/7492] lr: 4.739e-02, eta: 5 days, 18:28:20, time: 0.820, data_time: 0.305, memory: 13026, top1_acc: 0.2119, top5_acc: 0.4328, loss_cls: 8.7284, loss: 8.7284 2025-08-13 10:30:59,727 - pyskl - INFO - Epoch [23][200/7492] lr: 4.739e-02, eta: 5 days, 18:27:26, time: 0.516, data_time: 0.002, memory: 13026, top1_acc: 0.2019, top5_acc: 0.4434, loss_cls: 8.6650, loss: 8.6650 2025-08-13 10:31:51,071 - pyskl - INFO - Epoch [23][300/7492] lr: 4.738e-02, eta: 5 days, 18:26:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4419, loss_cls: 8.6146, loss: 8.6146 2025-08-13 10:32:42,514 - pyskl - INFO - Epoch [23][400/7492] lr: 4.738e-02, eta: 5 days, 18:25:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4525, loss_cls: 8.6488, loss: 8.6488 2025-08-13 10:33:33,933 - pyskl - INFO - Epoch [23][500/7492] lr: 4.738e-02, eta: 5 days, 18:24:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2000, top5_acc: 0.4300, loss_cls: 8.6525, loss: 8.6525 2025-08-13 10:34:25,233 - pyskl - INFO - Epoch [23][600/7492] lr: 4.737e-02, eta: 5 days, 18:23:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2016, top5_acc: 0.4300, loss_cls: 8.6848, loss: 8.6848 2025-08-13 10:35:16,778 - pyskl - INFO - Epoch [23][700/7492] lr: 4.737e-02, eta: 5 days, 18:22:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1975, top5_acc: 0.4278, loss_cls: 8.7217, loss: 8.7217 2025-08-13 10:36:08,200 - pyskl - INFO - Epoch [23][800/7492] lr: 4.737e-02, eta: 5 days, 18:21:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4313, loss_cls: 8.7101, loss: 8.7101 2025-08-13 10:36:59,745 - pyskl - INFO - Epoch [23][900/7492] lr: 4.736e-02, eta: 5 days, 18:20:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4350, loss_cls: 8.7059, loss: 8.7059 2025-08-13 10:37:51,283 - pyskl - INFO - Epoch [23][1000/7492] lr: 4.736e-02, eta: 5 days, 18:20:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1988, top5_acc: 0.4259, loss_cls: 8.7159, loss: 8.7159 2025-08-13 10:38:42,926 - pyskl - INFO - Epoch [23][1100/7492] lr: 4.736e-02, eta: 5 days, 18:19:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2028, top5_acc: 0.4344, loss_cls: 8.8296, loss: 8.8296 2025-08-13 10:39:34,631 - pyskl - INFO - Epoch [23][1200/7492] lr: 4.736e-02, eta: 5 days, 18:18:17, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4359, loss_cls: 8.6771, loss: 8.6771 2025-08-13 10:40:26,237 - pyskl - INFO - Epoch [23][1300/7492] lr: 4.735e-02, eta: 5 days, 18:17:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4366, loss_cls: 8.7108, loss: 8.7108 2025-08-13 10:41:17,711 - pyskl - INFO - Epoch [23][1400/7492] lr: 4.735e-02, eta: 5 days, 18:16:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4369, loss_cls: 8.6466, loss: 8.6466 2025-08-13 10:42:08,975 - pyskl - INFO - Epoch [23][1500/7492] lr: 4.735e-02, eta: 5 days, 18:15:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4353, loss_cls: 8.7156, loss: 8.7156 2025-08-13 10:43:00,375 - pyskl - INFO - Epoch [23][1600/7492] lr: 4.734e-02, eta: 5 days, 18:14:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4403, loss_cls: 8.6802, loss: 8.6802 2025-08-13 10:43:51,786 - pyskl - INFO - Epoch [23][1700/7492] lr: 4.734e-02, eta: 5 days, 18:13:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1953, top5_acc: 0.4375, loss_cls: 8.6846, loss: 8.6846 2025-08-13 10:44:43,131 - pyskl - INFO - Epoch [23][1800/7492] lr: 4.734e-02, eta: 5 days, 18:12:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4541, loss_cls: 8.6473, loss: 8.6473 2025-08-13 10:45:34,365 - pyskl - INFO - Epoch [23][1900/7492] lr: 4.733e-02, eta: 5 days, 18:11:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2022, top5_acc: 0.4422, loss_cls: 8.6832, loss: 8.6832 2025-08-13 10:46:25,683 - pyskl - INFO - Epoch [23][2000/7492] lr: 4.733e-02, eta: 5 days, 18:10:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4472, loss_cls: 8.6671, loss: 8.6671 2025-08-13 10:47:16,894 - pyskl - INFO - Epoch [23][2100/7492] lr: 4.733e-02, eta: 5 days, 18:09:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2028, top5_acc: 0.4403, loss_cls: 8.6668, loss: 8.6668 2025-08-13 10:48:08,248 - pyskl - INFO - Epoch [23][2200/7492] lr: 4.732e-02, eta: 5 days, 18:09:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4403, loss_cls: 8.7148, loss: 8.7148 2025-08-13 10:48:59,906 - pyskl - INFO - Epoch [23][2300/7492] lr: 4.732e-02, eta: 5 days, 18:08:08, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2069, top5_acc: 0.4322, loss_cls: 8.7373, loss: 8.7373 2025-08-13 10:49:51,272 - pyskl - INFO - Epoch [23][2400/7492] lr: 4.732e-02, eta: 5 days, 18:07:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4425, loss_cls: 8.6576, loss: 8.6576 2025-08-13 10:50:42,503 - pyskl - INFO - Epoch [23][2500/7492] lr: 4.731e-02, eta: 5 days, 18:06:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2119, top5_acc: 0.4391, loss_cls: 8.6783, loss: 8.6783 2025-08-13 10:51:33,822 - pyskl - INFO - Epoch [23][2600/7492] lr: 4.731e-02, eta: 5 days, 18:05:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1944, top5_acc: 0.4291, loss_cls: 8.7009, loss: 8.7009 2025-08-13 10:52:25,141 - pyskl - INFO - Epoch [23][2700/7492] lr: 4.731e-02, eta: 5 days, 18:04:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4459, loss_cls: 8.6291, loss: 8.6291 2025-08-13 10:53:16,511 - pyskl - INFO - Epoch [23][2800/7492] lr: 4.731e-02, eta: 5 days, 18:03:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4347, loss_cls: 8.7166, loss: 8.7166 2025-08-13 10:54:08,027 - pyskl - INFO - Epoch [23][2900/7492] lr: 4.730e-02, eta: 5 days, 18:02:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4403, loss_cls: 8.6501, loss: 8.6501 2025-08-13 10:54:59,498 - pyskl - INFO - Epoch [23][3000/7492] lr: 4.730e-02, eta: 5 days, 18:01:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1941, top5_acc: 0.4325, loss_cls: 8.7609, loss: 8.7609 2025-08-13 10:55:50,824 - pyskl - INFO - Epoch [23][3100/7492] lr: 4.730e-02, eta: 5 days, 18:00:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4291, loss_cls: 8.7635, loss: 8.7635 2025-08-13 10:56:42,128 - pyskl - INFO - Epoch [23][3200/7492] lr: 4.729e-02, eta: 5 days, 17:59:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4309, loss_cls: 8.6824, loss: 8.6824 2025-08-13 10:57:33,534 - pyskl - INFO - Epoch [23][3300/7492] lr: 4.729e-02, eta: 5 days, 17:58:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2016, top5_acc: 0.4341, loss_cls: 8.6662, loss: 8.6662 2025-08-13 10:58:25,233 - pyskl - INFO - Epoch [23][3400/7492] lr: 4.729e-02, eta: 5 days, 17:57:59, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4269, loss_cls: 8.7671, loss: 8.7671 2025-08-13 10:59:16,682 - pyskl - INFO - Epoch [23][3500/7492] lr: 4.728e-02, eta: 5 days, 17:57:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1934, top5_acc: 0.4197, loss_cls: 8.7094, loss: 8.7094 2025-08-13 11:00:08,004 - pyskl - INFO - Epoch [23][3600/7492] lr: 4.728e-02, eta: 5 days, 17:56:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2013, top5_acc: 0.4338, loss_cls: 8.7161, loss: 8.7161 2025-08-13 11:00:59,305 - pyskl - INFO - Epoch [23][3700/7492] lr: 4.728e-02, eta: 5 days, 17:55:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1925, top5_acc: 0.4316, loss_cls: 8.7713, loss: 8.7713 2025-08-13 11:01:50,674 - pyskl - INFO - Epoch [23][3800/7492] lr: 4.727e-02, eta: 5 days, 17:54:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4241, loss_cls: 8.7980, loss: 8.7980 2025-08-13 11:02:42,065 - pyskl - INFO - Epoch [23][3900/7492] lr: 4.727e-02, eta: 5 days, 17:53:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1984, top5_acc: 0.4441, loss_cls: 8.7316, loss: 8.7316 2025-08-13 11:03:33,497 - pyskl - INFO - Epoch [23][4000/7492] lr: 4.727e-02, eta: 5 days, 17:52:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1947, top5_acc: 0.4134, loss_cls: 8.7963, loss: 8.7963 2025-08-13 11:04:24,927 - pyskl - INFO - Epoch [23][4100/7492] lr: 4.726e-02, eta: 5 days, 17:51:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4425, loss_cls: 8.7188, loss: 8.7188 2025-08-13 11:05:16,163 - pyskl - INFO - Epoch [23][4200/7492] lr: 4.726e-02, eta: 5 days, 17:50:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.1959, top5_acc: 0.4313, loss_cls: 8.6859, loss: 8.6859 2025-08-13 11:06:07,579 - pyskl - INFO - Epoch [23][4300/7492] lr: 4.726e-02, eta: 5 days, 17:49:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4394, loss_cls: 8.6662, loss: 8.6662 2025-08-13 11:06:58,923 - pyskl - INFO - Epoch [23][4400/7492] lr: 4.725e-02, eta: 5 days, 17:48:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4247, loss_cls: 8.7839, loss: 8.7839 2025-08-13 11:07:50,378 - pyskl - INFO - Epoch [23][4500/7492] lr: 4.725e-02, eta: 5 days, 17:47:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2016, top5_acc: 0.4250, loss_cls: 8.7385, loss: 8.7385 2025-08-13 11:08:41,769 - pyskl - INFO - Epoch [23][4600/7492] lr: 4.725e-02, eta: 5 days, 17:46:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4375, loss_cls: 8.7254, loss: 8.7254 2025-08-13 11:09:32,923 - pyskl - INFO - Epoch [23][4700/7492] lr: 4.724e-02, eta: 5 days, 17:45:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4403, loss_cls: 8.7008, loss: 8.7008 2025-08-13 11:10:24,186 - pyskl - INFO - Epoch [23][4800/7492] lr: 4.724e-02, eta: 5 days, 17:45:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4297, loss_cls: 8.7207, loss: 8.7207 2025-08-13 11:11:15,311 - pyskl - INFO - Epoch [23][4900/7492] lr: 4.724e-02, eta: 5 days, 17:44:05, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4378, loss_cls: 8.6501, loss: 8.6501 2025-08-13 11:12:06,481 - pyskl - INFO - Epoch [23][5000/7492] lr: 4.724e-02, eta: 5 days, 17:43:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.1988, top5_acc: 0.4228, loss_cls: 8.8101, loss: 8.8101 2025-08-13 11:12:57,810 - pyskl - INFO - Epoch [23][5100/7492] lr: 4.723e-02, eta: 5 days, 17:42:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2034, top5_acc: 0.4375, loss_cls: 8.6843, loss: 8.6843 2025-08-13 11:13:49,006 - pyskl - INFO - Epoch [23][5200/7492] lr: 4.723e-02, eta: 5 days, 17:41:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4397, loss_cls: 8.5871, loss: 8.5871 2025-08-13 11:14:40,260 - pyskl - INFO - Epoch [23][5300/7492] lr: 4.723e-02, eta: 5 days, 17:40:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2006, top5_acc: 0.4363, loss_cls: 8.6977, loss: 8.6977 2025-08-13 11:15:31,549 - pyskl - INFO - Epoch [23][5400/7492] lr: 4.722e-02, eta: 5 days, 17:39:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1944, top5_acc: 0.4216, loss_cls: 8.7979, loss: 8.7979 2025-08-13 11:16:23,090 - pyskl - INFO - Epoch [23][5500/7492] lr: 4.722e-02, eta: 5 days, 17:38:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4294, loss_cls: 8.6521, loss: 8.6521 2025-08-13 11:17:14,831 - pyskl - INFO - Epoch [23][5600/7492] lr: 4.722e-02, eta: 5 days, 17:37:38, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2119, top5_acc: 0.4347, loss_cls: 8.7510, loss: 8.7510 2025-08-13 11:18:06,309 - pyskl - INFO - Epoch [23][5700/7492] lr: 4.721e-02, eta: 5 days, 17:36:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4428, loss_cls: 8.6818, loss: 8.6818 2025-08-13 11:18:57,785 - pyskl - INFO - Epoch [23][5800/7492] lr: 4.721e-02, eta: 5 days, 17:35:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4363, loss_cls: 8.6748, loss: 8.6748 2025-08-13 11:19:49,211 - pyskl - INFO - Epoch [23][5900/7492] lr: 4.721e-02, eta: 5 days, 17:34:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4481, loss_cls: 8.6778, loss: 8.6778 2025-08-13 11:20:40,574 - pyskl - INFO - Epoch [23][6000/7492] lr: 4.720e-02, eta: 5 days, 17:33:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1966, top5_acc: 0.4278, loss_cls: 8.7056, loss: 8.7056 2025-08-13 11:21:32,175 - pyskl - INFO - Epoch [23][6100/7492] lr: 4.720e-02, eta: 5 days, 17:33:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4450, loss_cls: 8.6759, loss: 8.6759 2025-08-13 11:22:23,783 - pyskl - INFO - Epoch [23][6200/7492] lr: 4.720e-02, eta: 5 days, 17:32:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2066, top5_acc: 0.4344, loss_cls: 8.7301, loss: 8.7301 2025-08-13 11:23:15,049 - pyskl - INFO - Epoch [23][6300/7492] lr: 4.719e-02, eta: 5 days, 17:31:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1947, top5_acc: 0.4369, loss_cls: 8.7387, loss: 8.7387 2025-08-13 11:24:06,712 - pyskl - INFO - Epoch [23][6400/7492] lr: 4.719e-02, eta: 5 days, 17:30:20, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.1972, top5_acc: 0.4356, loss_cls: 8.6886, loss: 8.6886 2025-08-13 11:24:58,086 - pyskl - INFO - Epoch [23][6500/7492] lr: 4.719e-02, eta: 5 days, 17:29:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2062, top5_acc: 0.4294, loss_cls: 8.6259, loss: 8.6259 2025-08-13 11:25:49,546 - pyskl - INFO - Epoch [23][6600/7492] lr: 4.718e-02, eta: 5 days, 17:28:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1994, top5_acc: 0.4263, loss_cls: 8.7488, loss: 8.7488 2025-08-13 11:26:41,136 - pyskl - INFO - Epoch [23][6700/7492] lr: 4.718e-02, eta: 5 days, 17:27:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.1984, top5_acc: 0.4203, loss_cls: 8.7638, loss: 8.7638 2025-08-13 11:27:32,293 - pyskl - INFO - Epoch [23][6800/7492] lr: 4.718e-02, eta: 5 days, 17:26:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2075, top5_acc: 0.4450, loss_cls: 8.7271, loss: 8.7271 2025-08-13 11:28:23,563 - pyskl - INFO - Epoch [23][6900/7492] lr: 4.717e-02, eta: 5 days, 17:25:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4297, loss_cls: 8.7086, loss: 8.7086 2025-08-13 11:29:15,244 - pyskl - INFO - Epoch [23][7000/7492] lr: 4.717e-02, eta: 5 days, 17:24:50, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4313, loss_cls: 8.6782, loss: 8.6782 2025-08-13 11:30:06,654 - pyskl - INFO - Epoch [23][7100/7492] lr: 4.717e-02, eta: 5 days, 17:23:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2028, top5_acc: 0.4119, loss_cls: 8.8600, loss: 8.8600 2025-08-13 11:30:57,963 - pyskl - INFO - Epoch [23][7200/7492] lr: 4.716e-02, eta: 5 days, 17:23:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4347, loss_cls: 8.6689, loss: 8.6689 2025-08-13 11:31:49,671 - pyskl - INFO - Epoch [23][7300/7492] lr: 4.716e-02, eta: 5 days, 17:22:06, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4416, loss_cls: 8.6326, loss: 8.6326 2025-08-13 11:32:41,003 - pyskl - INFO - Epoch [23][7400/7492] lr: 4.716e-02, eta: 5 days, 17:21:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4256, loss_cls: 8.7326, loss: 8.7326 2025-08-13 11:33:28,914 - pyskl - INFO - Saving checkpoint at 23 epochs 2025-08-13 11:34:25,223 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 11:34:25,956 - pyskl - INFO - top1_acc 0.1606 top5_acc 0.3699 2025-08-13 11:34:25,956 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 11:34:25,989 - pyskl - INFO - mean_acc 0.1604 2025-08-13 11:34:25,998 - pyskl - INFO - Epoch(val) [23][617] top1_acc: 0.1606, top5_acc: 0.3699, mean_class_accuracy: 0.1604 2025-08-13 11:35:47,784 - pyskl - INFO - Epoch [24][100/7492] lr: 4.715e-02, eta: 5 days, 17:17:52, time: 0.818, data_time: 0.304, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4534, loss_cls: 8.5542, loss: 8.5542 2025-08-13 11:36:39,229 - pyskl - INFO - Epoch [24][200/7492] lr: 4.715e-02, eta: 5 days, 17:16:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2062, top5_acc: 0.4284, loss_cls: 8.7109, loss: 8.7109 2025-08-13 11:37:30,389 - pyskl - INFO - Epoch [24][300/7492] lr: 4.715e-02, eta: 5 days, 17:16:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2000, top5_acc: 0.4384, loss_cls: 8.6958, loss: 8.6958 2025-08-13 11:38:21,785 - pyskl - INFO - Epoch [24][400/7492] lr: 4.714e-02, eta: 5 days, 17:15:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4363, loss_cls: 8.7350, loss: 8.7350 2025-08-13 11:39:13,211 - pyskl - INFO - Epoch [24][500/7492] lr: 4.714e-02, eta: 5 days, 17:14:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4575, loss_cls: 8.5861, loss: 8.5861 2025-08-13 11:40:04,472 - pyskl - INFO - Epoch [24][600/7492] lr: 4.714e-02, eta: 5 days, 17:13:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4422, loss_cls: 8.6564, loss: 8.6564 2025-08-13 11:40:56,135 - pyskl - INFO - Epoch [24][700/7492] lr: 4.713e-02, eta: 5 days, 17:12:22, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4316, loss_cls: 8.6935, loss: 8.6935 2025-08-13 11:41:47,539 - pyskl - INFO - Epoch [24][800/7492] lr: 4.713e-02, eta: 5 days, 17:11:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1963, top5_acc: 0.4263, loss_cls: 8.7335, loss: 8.7335 2025-08-13 11:42:38,950 - pyskl - INFO - Epoch [24][900/7492] lr: 4.713e-02, eta: 5 days, 17:10:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4525, loss_cls: 8.6476, loss: 8.6476 2025-08-13 11:43:30,227 - pyskl - INFO - Epoch [24][1000/7492] lr: 4.712e-02, eta: 5 days, 17:09:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4497, loss_cls: 8.5624, loss: 8.5624 2025-08-13 11:44:21,674 - pyskl - INFO - Epoch [24][1100/7492] lr: 4.712e-02, eta: 5 days, 17:08:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4272, loss_cls: 8.6833, loss: 8.6833 2025-08-13 11:45:13,019 - pyskl - INFO - Epoch [24][1200/7492] lr: 4.712e-02, eta: 5 days, 17:07:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2053, top5_acc: 0.4234, loss_cls: 8.7186, loss: 8.7186 2025-08-13 11:46:04,551 - pyskl - INFO - Epoch [24][1300/7492] lr: 4.711e-02, eta: 5 days, 17:06:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4250, loss_cls: 8.7105, loss: 8.7105 2025-08-13 11:46:55,808 - pyskl - INFO - Epoch [24][1400/7492] lr: 4.711e-02, eta: 5 days, 17:05:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4325, loss_cls: 8.7009, loss: 8.7009 2025-08-13 11:47:47,282 - pyskl - INFO - Epoch [24][1500/7492] lr: 4.711e-02, eta: 5 days, 17:05:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2075, top5_acc: 0.4422, loss_cls: 8.6775, loss: 8.6775 2025-08-13 11:48:38,596 - pyskl - INFO - Epoch [24][1600/7492] lr: 4.710e-02, eta: 5 days, 17:04:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4394, loss_cls: 8.7070, loss: 8.7070 2025-08-13 11:49:29,983 - pyskl - INFO - Epoch [24][1700/7492] lr: 4.710e-02, eta: 5 days, 17:03:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2003, top5_acc: 0.4347, loss_cls: 8.7196, loss: 8.7196 2025-08-13 11:50:21,595 - pyskl - INFO - Epoch [24][1800/7492] lr: 4.710e-02, eta: 5 days, 17:02:18, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4422, loss_cls: 8.7039, loss: 8.7039 2025-08-13 11:51:13,286 - pyskl - INFO - Epoch [24][1900/7492] lr: 4.709e-02, eta: 5 days, 17:01:24, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4437, loss_cls: 8.6904, loss: 8.6904 2025-08-13 11:52:04,594 - pyskl - INFO - Epoch [24][2000/7492] lr: 4.709e-02, eta: 5 days, 17:00:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4462, loss_cls: 8.6293, loss: 8.6293 2025-08-13 11:52:56,033 - pyskl - INFO - Epoch [24][2100/7492] lr: 4.709e-02, eta: 5 days, 16:59:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4478, loss_cls: 8.6629, loss: 8.6629 2025-08-13 11:53:47,367 - pyskl - INFO - Epoch [24][2200/7492] lr: 4.708e-02, eta: 5 days, 16:58:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4450, loss_cls: 8.6476, loss: 8.6476 2025-08-13 11:54:39,115 - pyskl - INFO - Epoch [24][2300/7492] lr: 4.708e-02, eta: 5 days, 16:57:46, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4291, loss_cls: 8.6920, loss: 8.6920 2025-08-13 11:55:30,978 - pyskl - INFO - Epoch [24][2400/7492] lr: 4.708e-02, eta: 5 days, 16:56:53, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2066, top5_acc: 0.4297, loss_cls: 8.7485, loss: 8.7485 2025-08-13 11:56:22,524 - pyskl - INFO - Epoch [24][2500/7492] lr: 4.707e-02, eta: 5 days, 16:55:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2003, top5_acc: 0.4353, loss_cls: 8.6998, loss: 8.6998 2025-08-13 11:57:13,918 - pyskl - INFO - Epoch [24][2600/7492] lr: 4.707e-02, eta: 5 days, 16:55:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4478, loss_cls: 8.6122, loss: 8.6122 2025-08-13 11:58:05,320 - pyskl - INFO - Epoch [24][2700/7492] lr: 4.707e-02, eta: 5 days, 16:54:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4428, loss_cls: 8.6513, loss: 8.6513 2025-08-13 11:58:56,700 - pyskl - INFO - Epoch [24][2800/7492] lr: 4.706e-02, eta: 5 days, 16:53:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2009, top5_acc: 0.4294, loss_cls: 8.6814, loss: 8.6814 2025-08-13 11:59:48,495 - pyskl - INFO - Epoch [24][2900/7492] lr: 4.706e-02, eta: 5 days, 16:52:22, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4431, loss_cls: 8.6096, loss: 8.6096 2025-08-13 12:00:39,957 - pyskl - INFO - Epoch [24][3000/7492] lr: 4.706e-02, eta: 5 days, 16:51:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1944, top5_acc: 0.4128, loss_cls: 8.7608, loss: 8.7608 2025-08-13 12:01:31,389 - pyskl - INFO - Epoch [24][3100/7492] lr: 4.705e-02, eta: 5 days, 16:50:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4422, loss_cls: 8.6676, loss: 8.6676 2025-08-13 12:02:22,787 - pyskl - INFO - Epoch [24][3200/7492] lr: 4.705e-02, eta: 5 days, 16:49:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4472, loss_cls: 8.7113, loss: 8.7113 2025-08-13 12:03:14,129 - pyskl - INFO - Epoch [24][3300/7492] lr: 4.705e-02, eta: 5 days, 16:48:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1975, top5_acc: 0.4353, loss_cls: 8.6957, loss: 8.6957 2025-08-13 12:04:05,454 - pyskl - INFO - Epoch [24][3400/7492] lr: 4.704e-02, eta: 5 days, 16:47:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4400, loss_cls: 8.6589, loss: 8.6589 2025-08-13 12:04:56,997 - pyskl - INFO - Epoch [24][3500/7492] lr: 4.704e-02, eta: 5 days, 16:46:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4381, loss_cls: 8.7216, loss: 8.7216 2025-08-13 12:05:48,622 - pyskl - INFO - Epoch [24][3600/7492] lr: 4.704e-02, eta: 5 days, 16:45:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2053, top5_acc: 0.4297, loss_cls: 8.7026, loss: 8.7026 2025-08-13 12:06:40,080 - pyskl - INFO - Epoch [24][3700/7492] lr: 4.703e-02, eta: 5 days, 16:45:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4416, loss_cls: 8.6977, loss: 8.6977 2025-08-13 12:07:31,483 - pyskl - INFO - Epoch [24][3800/7492] lr: 4.703e-02, eta: 5 days, 16:44:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4381, loss_cls: 8.7197, loss: 8.7197 2025-08-13 12:08:23,001 - pyskl - INFO - Epoch [24][3900/7492] lr: 4.703e-02, eta: 5 days, 16:43:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1941, top5_acc: 0.4316, loss_cls: 8.7273, loss: 8.7273 2025-08-13 12:09:14,880 - pyskl - INFO - Epoch [24][4000/7492] lr: 4.702e-02, eta: 5 days, 16:42:23, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.1941, top5_acc: 0.4241, loss_cls: 8.7882, loss: 8.7882 2025-08-13 12:10:06,194 - pyskl - INFO - Epoch [24][4100/7492] lr: 4.702e-02, eta: 5 days, 16:41:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4353, loss_cls: 8.6526, loss: 8.6526 2025-08-13 12:10:57,483 - pyskl - INFO - Epoch [24][4200/7492] lr: 4.702e-02, eta: 5 days, 16:40:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2066, top5_acc: 0.4353, loss_cls: 8.6497, loss: 8.6497 2025-08-13 12:11:48,731 - pyskl - INFO - Epoch [24][4300/7492] lr: 4.701e-02, eta: 5 days, 16:39:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2069, top5_acc: 0.4475, loss_cls: 8.7090, loss: 8.7090 2025-08-13 12:12:40,260 - pyskl - INFO - Epoch [24][4400/7492] lr: 4.701e-02, eta: 5 days, 16:38:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4416, loss_cls: 8.6947, loss: 8.6947 2025-08-13 12:13:31,590 - pyskl - INFO - Epoch [24][4500/7492] lr: 4.701e-02, eta: 5 days, 16:37:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2034, top5_acc: 0.4278, loss_cls: 8.7342, loss: 8.7342 2025-08-13 12:14:23,301 - pyskl - INFO - Epoch [24][4600/7492] lr: 4.700e-02, eta: 5 days, 16:36:54, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.1953, top5_acc: 0.4206, loss_cls: 8.8242, loss: 8.8242 2025-08-13 12:15:14,934 - pyskl - INFO - Epoch [24][4700/7492] lr: 4.700e-02, eta: 5 days, 16:36:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2044, top5_acc: 0.4288, loss_cls: 8.7029, loss: 8.7029 2025-08-13 12:16:06,598 - pyskl - INFO - Epoch [24][4800/7492] lr: 4.700e-02, eta: 5 days, 16:35:07, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.1988, top5_acc: 0.4328, loss_cls: 8.7105, loss: 8.7105 2025-08-13 12:16:57,946 - pyskl - INFO - Epoch [24][4900/7492] lr: 4.699e-02, eta: 5 days, 16:34:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4222, loss_cls: 8.7143, loss: 8.7143 2025-08-13 12:17:49,286 - pyskl - INFO - Epoch [24][5000/7492] lr: 4.699e-02, eta: 5 days, 16:33:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2031, top5_acc: 0.4353, loss_cls: 8.7603, loss: 8.7603 2025-08-13 12:18:40,866 - pyskl - INFO - Epoch [24][5100/7492] lr: 4.699e-02, eta: 5 days, 16:32:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4344, loss_cls: 8.6895, loss: 8.6895 2025-08-13 12:19:32,231 - pyskl - INFO - Epoch [24][5200/7492] lr: 4.698e-02, eta: 5 days, 16:31:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4444, loss_cls: 8.6848, loss: 8.6848 2025-08-13 12:20:23,838 - pyskl - INFO - Epoch [24][5300/7492] lr: 4.698e-02, eta: 5 days, 16:30:34, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4375, loss_cls: 8.7159, loss: 8.7159 2025-08-13 12:21:15,538 - pyskl - INFO - Epoch [24][5400/7492] lr: 4.698e-02, eta: 5 days, 16:29:41, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4416, loss_cls: 8.6655, loss: 8.6655 2025-08-13 12:22:07,153 - pyskl - INFO - Epoch [24][5500/7492] lr: 4.697e-02, eta: 5 days, 16:28:48, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4425, loss_cls: 8.6585, loss: 8.6585 2025-08-13 12:22:58,641 - pyskl - INFO - Epoch [24][5600/7492] lr: 4.697e-02, eta: 5 days, 16:27:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4400, loss_cls: 8.6018, loss: 8.6018 2025-08-13 12:23:50,233 - pyskl - INFO - Epoch [24][5700/7492] lr: 4.697e-02, eta: 5 days, 16:26:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.1981, top5_acc: 0.4266, loss_cls: 8.7514, loss: 8.7514 2025-08-13 12:24:41,610 - pyskl - INFO - Epoch [24][5800/7492] lr: 4.696e-02, eta: 5 days, 16:26:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4466, loss_cls: 8.6191, loss: 8.6191 2025-08-13 12:25:33,240 - pyskl - INFO - Epoch [24][5900/7492] lr: 4.696e-02, eta: 5 days, 16:25:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4234, loss_cls: 8.8221, loss: 8.8221 2025-08-13 12:26:24,734 - pyskl - INFO - Epoch [24][6000/7492] lr: 4.696e-02, eta: 5 days, 16:24:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4341, loss_cls: 8.6860, loss: 8.6860 2025-08-13 12:27:16,400 - pyskl - INFO - Epoch [24][6100/7492] lr: 4.695e-02, eta: 5 days, 16:23:23, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4356, loss_cls: 8.6540, loss: 8.6540 2025-08-13 12:28:08,161 - pyskl - INFO - Epoch [24][6200/7492] lr: 4.695e-02, eta: 5 days, 16:22:30, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4294, loss_cls: 8.7763, loss: 8.7763 2025-08-13 12:28:59,464 - pyskl - INFO - Epoch [24][6300/7492] lr: 4.695e-02, eta: 5 days, 16:21:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4331, loss_cls: 8.6871, loss: 8.6871 2025-08-13 12:29:51,039 - pyskl - INFO - Epoch [24][6400/7492] lr: 4.694e-02, eta: 5 days, 16:20:41, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4309, loss_cls: 8.7858, loss: 8.7858 2025-08-13 12:30:42,428 - pyskl - INFO - Epoch [24][6500/7492] lr: 4.694e-02, eta: 5 days, 16:19:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1925, top5_acc: 0.4319, loss_cls: 8.7230, loss: 8.7230 2025-08-13 12:31:33,909 - pyskl - INFO - Epoch [24][6600/7492] lr: 4.694e-02, eta: 5 days, 16:18:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1941, top5_acc: 0.4291, loss_cls: 8.6992, loss: 8.6992 2025-08-13 12:32:25,334 - pyskl - INFO - Epoch [24][6700/7492] lr: 4.693e-02, eta: 5 days, 16:17:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1972, top5_acc: 0.4272, loss_cls: 8.7558, loss: 8.7558 2025-08-13 12:33:16,821 - pyskl - INFO - Epoch [24][6800/7492] lr: 4.693e-02, eta: 5 days, 16:17:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4403, loss_cls: 8.6765, loss: 8.6765 2025-08-13 12:34:08,322 - pyskl - INFO - Epoch [24][6900/7492] lr: 4.693e-02, eta: 5 days, 16:16:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4378, loss_cls: 8.6409, loss: 8.6409 2025-08-13 12:34:59,748 - pyskl - INFO - Epoch [24][7000/7492] lr: 4.692e-02, eta: 5 days, 16:15:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4406, loss_cls: 8.6596, loss: 8.6596 2025-08-13 12:35:51,263 - pyskl - INFO - Epoch [24][7100/7492] lr: 4.692e-02, eta: 5 days, 16:14:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2019, top5_acc: 0.4419, loss_cls: 8.6797, loss: 8.6797 2025-08-13 12:36:42,622 - pyskl - INFO - Epoch [24][7200/7492] lr: 4.692e-02, eta: 5 days, 16:13:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4406, loss_cls: 8.7113, loss: 8.7113 2025-08-13 12:37:34,233 - pyskl - INFO - Epoch [24][7300/7492] lr: 4.691e-02, eta: 5 days, 16:12:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4537, loss_cls: 8.6645, loss: 8.6645 2025-08-13 12:38:25,731 - pyskl - INFO - Epoch [24][7400/7492] lr: 4.691e-02, eta: 5 days, 16:11:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1981, top5_acc: 0.4406, loss_cls: 8.6564, loss: 8.6564 2025-08-13 12:39:13,919 - pyskl - INFO - Saving checkpoint at 24 epochs 2025-08-13 12:40:10,915 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 12:40:11,661 - pyskl - INFO - top1_acc 0.1546 top5_acc 0.3538 2025-08-13 12:40:11,662 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 12:40:11,701 - pyskl - INFO - mean_acc 0.1543 2025-08-13 12:40:11,714 - pyskl - INFO - Epoch(val) [24][617] top1_acc: 0.1546, top5_acc: 0.3538, mean_class_accuracy: 0.1543 2025-08-13 12:41:33,519 - pyskl - INFO - Epoch [25][100/7492] lr: 4.690e-02, eta: 5 days, 16:08:24, time: 0.818, data_time: 0.306, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4472, loss_cls: 8.6715, loss: 8.6715 2025-08-13 12:42:24,745 - pyskl - INFO - Epoch [25][200/7492] lr: 4.690e-02, eta: 5 days, 16:07:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4416, loss_cls: 8.6310, loss: 8.6310 2025-08-13 12:43:16,114 - pyskl - INFO - Epoch [25][300/7492] lr: 4.690e-02, eta: 5 days, 16:06:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2053, top5_acc: 0.4484, loss_cls: 8.6785, loss: 8.6785 2025-08-13 12:44:07,628 - pyskl - INFO - Epoch [25][400/7492] lr: 4.689e-02, eta: 5 days, 16:05:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4462, loss_cls: 8.6113, loss: 8.6113 2025-08-13 12:44:58,812 - pyskl - INFO - Epoch [25][500/7492] lr: 4.689e-02, eta: 5 days, 16:04:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4475, loss_cls: 8.5822, loss: 8.5822 2025-08-13 12:45:49,990 - pyskl - INFO - Epoch [25][600/7492] lr: 4.689e-02, eta: 5 days, 16:03:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.1969, top5_acc: 0.4206, loss_cls: 8.8122, loss: 8.8122 2025-08-13 12:46:41,270 - pyskl - INFO - Epoch [25][700/7492] lr: 4.688e-02, eta: 5 days, 16:02:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4450, loss_cls: 8.6418, loss: 8.6418 2025-08-13 12:47:32,609 - pyskl - INFO - Epoch [25][800/7492] lr: 4.688e-02, eta: 5 days, 16:01:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4469, loss_cls: 8.6666, loss: 8.6666 2025-08-13 12:48:23,888 - pyskl - INFO - Epoch [25][900/7492] lr: 4.688e-02, eta: 5 days, 16:01:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2062, top5_acc: 0.4319, loss_cls: 8.6913, loss: 8.6913 2025-08-13 12:49:14,983 - pyskl - INFO - Epoch [25][1000/7492] lr: 4.687e-02, eta: 5 days, 16:00:06, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4350, loss_cls: 8.6506, loss: 8.6506 2025-08-13 12:50:06,376 - pyskl - INFO - Epoch [25][1100/7492] lr: 4.687e-02, eta: 5 days, 15:59:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4478, loss_cls: 8.6854, loss: 8.6854 2025-08-13 12:50:57,522 - pyskl - INFO - Epoch [25][1200/7492] lr: 4.687e-02, eta: 5 days, 15:58:15, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4569, loss_cls: 8.5932, loss: 8.5932 2025-08-13 12:51:48,941 - pyskl - INFO - Epoch [25][1300/7492] lr: 4.686e-02, eta: 5 days, 15:57:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4466, loss_cls: 8.5880, loss: 8.5880 2025-08-13 12:52:40,368 - pyskl - INFO - Epoch [25][1400/7492] lr: 4.686e-02, eta: 5 days, 15:56:26, time: 0.516, data_time: 0.002, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4197, loss_cls: 8.7119, loss: 8.7119 2025-08-13 12:53:31,683 - pyskl - INFO - Epoch [25][1500/7492] lr: 4.686e-02, eta: 5 days, 15:55:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4331, loss_cls: 8.6996, loss: 8.6996 2025-08-13 12:54:22,992 - pyskl - INFO - Epoch [25][1600/7492] lr: 4.685e-02, eta: 5 days, 15:54:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1981, top5_acc: 0.4222, loss_cls: 8.7859, loss: 8.7859 2025-08-13 12:55:14,206 - pyskl - INFO - Epoch [25][1700/7492] lr: 4.685e-02, eta: 5 days, 15:53:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.1997, top5_acc: 0.4434, loss_cls: 8.6708, loss: 8.6708 2025-08-13 12:56:05,453 - pyskl - INFO - Epoch [25][1800/7492] lr: 4.685e-02, eta: 5 days, 15:52:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4425, loss_cls: 8.6571, loss: 8.6571 2025-08-13 12:56:56,857 - pyskl - INFO - Epoch [25][1900/7492] lr: 4.684e-02, eta: 5 days, 15:51:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4350, loss_cls: 8.6971, loss: 8.6971 2025-08-13 12:57:48,095 - pyskl - INFO - Epoch [25][2000/7492] lr: 4.684e-02, eta: 5 days, 15:50:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4369, loss_cls: 8.6403, loss: 8.6403 2025-08-13 12:58:39,446 - pyskl - INFO - Epoch [25][2100/7492] lr: 4.684e-02, eta: 5 days, 15:50:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4512, loss_cls: 8.6024, loss: 8.6024 2025-08-13 12:59:30,726 - pyskl - INFO - Epoch [25][2200/7492] lr: 4.683e-02, eta: 5 days, 15:49:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2044, top5_acc: 0.4350, loss_cls: 8.6934, loss: 8.6934 2025-08-13 13:00:22,026 - pyskl - INFO - Epoch [25][2300/7492] lr: 4.683e-02, eta: 5 days, 15:48:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1997, top5_acc: 0.4313, loss_cls: 8.7270, loss: 8.7270 2025-08-13 13:01:13,380 - pyskl - INFO - Epoch [25][2400/7492] lr: 4.683e-02, eta: 5 days, 15:47:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2016, top5_acc: 0.4316, loss_cls: 8.7507, loss: 8.7507 2025-08-13 13:02:04,712 - pyskl - INFO - Epoch [25][2500/7492] lr: 4.682e-02, eta: 5 days, 15:46:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1938, top5_acc: 0.4394, loss_cls: 8.7169, loss: 8.7169 2025-08-13 13:02:55,945 - pyskl - INFO - Epoch [25][2600/7492] lr: 4.682e-02, eta: 5 days, 15:45:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4487, loss_cls: 8.6147, loss: 8.6147 2025-08-13 13:03:47,207 - pyskl - INFO - Epoch [25][2700/7492] lr: 4.682e-02, eta: 5 days, 15:44:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4291, loss_cls: 8.7014, loss: 8.7014 2025-08-13 13:04:38,442 - pyskl - INFO - Epoch [25][2800/7492] lr: 4.681e-02, eta: 5 days, 15:43:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2059, top5_acc: 0.4397, loss_cls: 8.6660, loss: 8.6660 2025-08-13 13:05:29,802 - pyskl - INFO - Epoch [25][2900/7492] lr: 4.681e-02, eta: 5 days, 15:42:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4597, loss_cls: 8.5439, loss: 8.5439 2025-08-13 13:06:21,209 - pyskl - INFO - Epoch [25][3000/7492] lr: 4.681e-02, eta: 5 days, 15:41:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4478, loss_cls: 8.5902, loss: 8.5902 2025-08-13 13:07:12,311 - pyskl - INFO - Epoch [25][3100/7492] lr: 4.680e-02, eta: 5 days, 15:40:48, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.1906, top5_acc: 0.4297, loss_cls: 8.7221, loss: 8.7221 2025-08-13 13:08:03,562 - pyskl - INFO - Epoch [25][3200/7492] lr: 4.680e-02, eta: 5 days, 15:39:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4478, loss_cls: 8.5924, loss: 8.5924 2025-08-13 13:08:54,819 - pyskl - INFO - Epoch [25][3300/7492] lr: 4.680e-02, eta: 5 days, 15:38:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4247, loss_cls: 8.7083, loss: 8.7083 2025-08-13 13:09:46,034 - pyskl - INFO - Epoch [25][3400/7492] lr: 4.679e-02, eta: 5 days, 15:38:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2050, top5_acc: 0.4372, loss_cls: 8.7453, loss: 8.7453 2025-08-13 13:10:37,488 - pyskl - INFO - Epoch [25][3500/7492] lr: 4.679e-02, eta: 5 days, 15:37:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4278, loss_cls: 8.7627, loss: 8.7627 2025-08-13 13:11:28,785 - pyskl - INFO - Epoch [25][3600/7492] lr: 4.679e-02, eta: 5 days, 15:36:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4403, loss_cls: 8.6889, loss: 8.6889 2025-08-13 13:12:20,044 - pyskl - INFO - Epoch [25][3700/7492] lr: 4.678e-02, eta: 5 days, 15:35:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2019, top5_acc: 0.4434, loss_cls: 8.6541, loss: 8.6541 2025-08-13 13:13:11,324 - pyskl - INFO - Epoch [25][3800/7492] lr: 4.678e-02, eta: 5 days, 15:34:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4506, loss_cls: 8.6232, loss: 8.6232 2025-08-13 13:14:02,685 - pyskl - INFO - Epoch [25][3900/7492] lr: 4.678e-02, eta: 5 days, 15:33:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4313, loss_cls: 8.7597, loss: 8.7597 2025-08-13 13:14:54,075 - pyskl - INFO - Epoch [25][4000/7492] lr: 4.677e-02, eta: 5 days, 15:32:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2056, top5_acc: 0.4363, loss_cls: 8.6176, loss: 8.6176 2025-08-13 13:15:45,646 - pyskl - INFO - Epoch [25][4100/7492] lr: 4.677e-02, eta: 5 days, 15:31:40, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2028, top5_acc: 0.4303, loss_cls: 8.7087, loss: 8.7087 2025-08-13 13:16:37,069 - pyskl - INFO - Epoch [25][4200/7492] lr: 4.676e-02, eta: 5 days, 15:30:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4294, loss_cls: 8.6310, loss: 8.6310 2025-08-13 13:17:28,400 - pyskl - INFO - Epoch [25][4300/7492] lr: 4.676e-02, eta: 5 days, 15:29:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4406, loss_cls: 8.6717, loss: 8.6717 2025-08-13 13:18:19,554 - pyskl - INFO - Epoch [25][4400/7492] lr: 4.676e-02, eta: 5 days, 15:28:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4372, loss_cls: 8.7277, loss: 8.7277 2025-08-13 13:19:10,841 - pyskl - INFO - Epoch [25][4500/7492] lr: 4.675e-02, eta: 5 days, 15:28:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1972, top5_acc: 0.4309, loss_cls: 8.7130, loss: 8.7130 2025-08-13 13:20:02,230 - pyskl - INFO - Epoch [25][4600/7492] lr: 4.675e-02, eta: 5 days, 15:27:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4437, loss_cls: 8.6469, loss: 8.6469 2025-08-13 13:20:53,573 - pyskl - INFO - Epoch [25][4700/7492] lr: 4.675e-02, eta: 5 days, 15:26:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2031, top5_acc: 0.4309, loss_cls: 8.7086, loss: 8.7086 2025-08-13 13:21:44,844 - pyskl - INFO - Epoch [25][4800/7492] lr: 4.674e-02, eta: 5 days, 15:25:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2075, top5_acc: 0.4400, loss_cls: 8.7214, loss: 8.7214 2025-08-13 13:22:36,190 - pyskl - INFO - Epoch [25][4900/7492] lr: 4.674e-02, eta: 5 days, 15:24:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4469, loss_cls: 8.6448, loss: 8.6448 2025-08-13 13:23:27,468 - pyskl - INFO - Epoch [25][5000/7492] lr: 4.674e-02, eta: 5 days, 15:23:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4484, loss_cls: 8.6502, loss: 8.6502 2025-08-13 13:24:18,866 - pyskl - INFO - Epoch [25][5100/7492] lr: 4.673e-02, eta: 5 days, 15:22:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1997, top5_acc: 0.4216, loss_cls: 8.7651, loss: 8.7651 2025-08-13 13:25:10,544 - pyskl - INFO - Epoch [25][5200/7492] lr: 4.673e-02, eta: 5 days, 15:21:38, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4344, loss_cls: 8.6940, loss: 8.6940 2025-08-13 13:26:02,209 - pyskl - INFO - Epoch [25][5300/7492] lr: 4.673e-02, eta: 5 days, 15:20:44, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4553, loss_cls: 8.6494, loss: 8.6494 2025-08-13 13:26:53,687 - pyskl - INFO - Epoch [25][5400/7492] lr: 4.672e-02, eta: 5 days, 15:19:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4334, loss_cls: 8.6819, loss: 8.6819 2025-08-13 13:27:44,960 - pyskl - INFO - Epoch [25][5500/7492] lr: 4.672e-02, eta: 5 days, 15:18:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2003, top5_acc: 0.4416, loss_cls: 8.6728, loss: 8.6728 2025-08-13 13:28:36,328 - pyskl - INFO - Epoch [25][5600/7492] lr: 4.672e-02, eta: 5 days, 15:18:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4387, loss_cls: 8.6534, loss: 8.6534 2025-08-13 13:29:27,983 - pyskl - INFO - Epoch [25][5700/7492] lr: 4.671e-02, eta: 5 days, 15:17:07, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4403, loss_cls: 8.7270, loss: 8.7270 2025-08-13 13:30:19,536 - pyskl - INFO - Epoch [25][5800/7492] lr: 4.671e-02, eta: 5 days, 15:16:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1969, top5_acc: 0.4222, loss_cls: 8.7685, loss: 8.7685 2025-08-13 13:31:10,861 - pyskl - INFO - Epoch [25][5900/7492] lr: 4.671e-02, eta: 5 days, 15:15:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2066, top5_acc: 0.4347, loss_cls: 8.7257, loss: 8.7257 2025-08-13 13:32:02,119 - pyskl - INFO - Epoch [25][6000/7492] lr: 4.670e-02, eta: 5 days, 15:14:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4244, loss_cls: 8.6402, loss: 8.6402 2025-08-13 13:32:53,451 - pyskl - INFO - Epoch [25][6100/7492] lr: 4.670e-02, eta: 5 days, 15:13:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2013, top5_acc: 0.4428, loss_cls: 8.7025, loss: 8.7025 2025-08-13 13:33:44,739 - pyskl - INFO - Epoch [25][6200/7492] lr: 4.670e-02, eta: 5 days, 15:12:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2050, top5_acc: 0.4453, loss_cls: 8.6826, loss: 8.6826 2025-08-13 13:34:36,230 - pyskl - INFO - Epoch [25][6300/7492] lr: 4.669e-02, eta: 5 days, 15:11:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4425, loss_cls: 8.6910, loss: 8.6910 2025-08-13 13:35:27,477 - pyskl - INFO - Epoch [25][6400/7492] lr: 4.669e-02, eta: 5 days, 15:10:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4450, loss_cls: 8.6149, loss: 8.6149 2025-08-13 13:36:18,994 - pyskl - INFO - Epoch [25][6500/7492] lr: 4.669e-02, eta: 5 days, 15:09:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1978, top5_acc: 0.4366, loss_cls: 8.6852, loss: 8.6852 2025-08-13 13:37:10,474 - pyskl - INFO - Epoch [25][6600/7492] lr: 4.668e-02, eta: 5 days, 15:08:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4419, loss_cls: 8.7239, loss: 8.7239 2025-08-13 13:38:01,811 - pyskl - INFO - Epoch [25][6700/7492] lr: 4.668e-02, eta: 5 days, 15:08:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4334, loss_cls: 8.6619, loss: 8.6619 2025-08-13 13:38:53,272 - pyskl - INFO - Epoch [25][6800/7492] lr: 4.667e-02, eta: 5 days, 15:07:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2003, top5_acc: 0.4269, loss_cls: 8.7862, loss: 8.7862 2025-08-13 13:39:44,977 - pyskl - INFO - Epoch [25][6900/7492] lr: 4.667e-02, eta: 5 days, 15:06:15, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4437, loss_cls: 8.7129, loss: 8.7129 2025-08-13 13:40:36,374 - pyskl - INFO - Epoch [25][7000/7492] lr: 4.667e-02, eta: 5 days, 15:05:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4225, loss_cls: 8.7553, loss: 8.7553 2025-08-13 13:41:27,742 - pyskl - INFO - Epoch [25][7100/7492] lr: 4.666e-02, eta: 5 days, 15:04:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2000, top5_acc: 0.4213, loss_cls: 8.7725, loss: 8.7725 2025-08-13 13:42:19,117 - pyskl - INFO - Epoch [25][7200/7492] lr: 4.666e-02, eta: 5 days, 15:03:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4603, loss_cls: 8.5711, loss: 8.5711 2025-08-13 13:43:10,804 - pyskl - INFO - Epoch [25][7300/7492] lr: 4.666e-02, eta: 5 days, 15:02:38, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4431, loss_cls: 8.5950, loss: 8.5950 2025-08-13 13:44:02,212 - pyskl - INFO - Epoch [25][7400/7492] lr: 4.665e-02, eta: 5 days, 15:01:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2059, top5_acc: 0.4325, loss_cls: 8.7372, loss: 8.7372 2025-08-13 13:44:50,148 - pyskl - INFO - Saving checkpoint at 25 epochs 2025-08-13 13:45:44,188 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 13:45:44,936 - pyskl - INFO - top1_acc 0.1666 top5_acc 0.3703 2025-08-13 13:45:44,936 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 13:45:44,972 - pyskl - INFO - mean_acc 0.1666 2025-08-13 13:45:45,034 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_20.pth was removed 2025-08-13 13:45:46,162 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. 2025-08-13 13:45:46,162 - pyskl - INFO - Best top1_acc is 0.1666 at 25 epoch. 2025-08-13 13:45:46,175 - pyskl - INFO - Epoch(val) [25][617] top1_acc: 0.1666, top5_acc: 0.3703, mean_class_accuracy: 0.1666 2025-08-13 13:47:08,137 - pyskl - INFO - Epoch [26][100/7492] lr: 4.665e-02, eta: 5 days, 14:58:36, time: 0.819, data_time: 0.304, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4669, loss_cls: 8.5575, loss: 8.5575 2025-08-13 13:47:59,516 - pyskl - INFO - Epoch [26][200/7492] lr: 4.664e-02, eta: 5 days, 14:57:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4541, loss_cls: 8.5394, loss: 8.5394 2025-08-13 13:48:50,982 - pyskl - INFO - Epoch [26][300/7492] lr: 4.664e-02, eta: 5 days, 14:56:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2059, top5_acc: 0.4391, loss_cls: 8.6682, loss: 8.6682 2025-08-13 13:49:42,468 - pyskl - INFO - Epoch [26][400/7492] lr: 4.664e-02, eta: 5 days, 14:55:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4575, loss_cls: 8.6310, loss: 8.6310 2025-08-13 13:50:33,993 - pyskl - INFO - Epoch [26][500/7492] lr: 4.663e-02, eta: 5 days, 14:55:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4553, loss_cls: 8.6432, loss: 8.6432 2025-08-13 13:51:25,259 - pyskl - INFO - Epoch [26][600/7492] lr: 4.663e-02, eta: 5 days, 14:54:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4422, loss_cls: 8.6663, loss: 8.6663 2025-08-13 13:52:16,658 - pyskl - INFO - Epoch [26][700/7492] lr: 4.663e-02, eta: 5 days, 14:53:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4569, loss_cls: 8.6025, loss: 8.6025 2025-08-13 13:53:07,868 - pyskl - INFO - Epoch [26][800/7492] lr: 4.662e-02, eta: 5 days, 14:52:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2056, top5_acc: 0.4481, loss_cls: 8.5637, loss: 8.5637 2025-08-13 13:53:58,987 - pyskl - INFO - Epoch [26][900/7492] lr: 4.662e-02, eta: 5 days, 14:51:20, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4431, loss_cls: 8.5882, loss: 8.5882 2025-08-13 13:54:50,234 - pyskl - INFO - Epoch [26][1000/7492] lr: 4.662e-02, eta: 5 days, 14:50:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2056, top5_acc: 0.4234, loss_cls: 8.7499, loss: 8.7499 2025-08-13 13:55:41,340 - pyskl - INFO - Epoch [26][1100/7492] lr: 4.661e-02, eta: 5 days, 14:49:29, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4422, loss_cls: 8.6453, loss: 8.6453 2025-08-13 13:56:32,685 - pyskl - INFO - Epoch [26][1200/7492] lr: 4.661e-02, eta: 5 days, 14:48:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4484, loss_cls: 8.6588, loss: 8.6588 2025-08-13 13:57:24,027 - pyskl - INFO - Epoch [26][1300/7492] lr: 4.661e-02, eta: 5 days, 14:47:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4516, loss_cls: 8.6039, loss: 8.6039 2025-08-13 13:58:15,356 - pyskl - INFO - Epoch [26][1400/7492] lr: 4.660e-02, eta: 5 days, 14:46:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2056, top5_acc: 0.4300, loss_cls: 8.7356, loss: 8.7356 2025-08-13 13:59:06,898 - pyskl - INFO - Epoch [26][1500/7492] lr: 4.660e-02, eta: 5 days, 14:45:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4387, loss_cls: 8.6979, loss: 8.6979 2025-08-13 13:59:58,283 - pyskl - INFO - Epoch [26][1600/7492] lr: 4.659e-02, eta: 5 days, 14:44:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1975, top5_acc: 0.4434, loss_cls: 8.6742, loss: 8.6742 2025-08-13 14:00:49,831 - pyskl - INFO - Epoch [26][1700/7492] lr: 4.659e-02, eta: 5 days, 14:44:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4316, loss_cls: 8.6988, loss: 8.6988 2025-08-13 14:01:41,931 - pyskl - INFO - Epoch [26][1800/7492] lr: 4.659e-02, eta: 5 days, 14:43:12, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4350, loss_cls: 8.6615, loss: 8.6615 2025-08-13 14:02:33,279 - pyskl - INFO - Epoch [26][1900/7492] lr: 4.658e-02, eta: 5 days, 14:42:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4375, loss_cls: 8.6683, loss: 8.6683 2025-08-13 14:03:24,664 - pyskl - INFO - Epoch [26][2000/7492] lr: 4.658e-02, eta: 5 days, 14:41:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4344, loss_cls: 8.6012, loss: 8.6012 2025-08-13 14:04:16,028 - pyskl - INFO - Epoch [26][2100/7492] lr: 4.658e-02, eta: 5 days, 14:40:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4387, loss_cls: 8.6541, loss: 8.6541 2025-08-13 14:05:07,519 - pyskl - INFO - Epoch [26][2200/7492] lr: 4.657e-02, eta: 5 days, 14:39:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4487, loss_cls: 8.5903, loss: 8.5903 2025-08-13 14:05:58,977 - pyskl - INFO - Epoch [26][2300/7492] lr: 4.657e-02, eta: 5 days, 14:38:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4531, loss_cls: 8.7061, loss: 8.7061 2025-08-13 14:06:50,495 - pyskl - INFO - Epoch [26][2400/7492] lr: 4.657e-02, eta: 5 days, 14:37:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4578, loss_cls: 8.5825, loss: 8.5825 2025-08-13 14:07:42,237 - pyskl - INFO - Epoch [26][2500/7492] lr: 4.656e-02, eta: 5 days, 14:36:55, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4350, loss_cls: 8.6279, loss: 8.6279 2025-08-13 14:08:34,186 - pyskl - INFO - Epoch [26][2600/7492] lr: 4.656e-02, eta: 5 days, 14:36:03, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.1972, top5_acc: 0.4122, loss_cls: 8.8262, loss: 8.8262 2025-08-13 14:09:25,948 - pyskl - INFO - Epoch [26][2700/7492] lr: 4.656e-02, eta: 5 days, 14:35:11, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2119, top5_acc: 0.4372, loss_cls: 8.7025, loss: 8.7025 2025-08-13 14:10:17,473 - pyskl - INFO - Epoch [26][2800/7492] lr: 4.655e-02, eta: 5 days, 14:34:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4569, loss_cls: 8.6280, loss: 8.6280 2025-08-13 14:11:08,965 - pyskl - INFO - Epoch [26][2900/7492] lr: 4.655e-02, eta: 5 days, 14:33:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4494, loss_cls: 8.6506, loss: 8.6506 2025-08-13 14:12:00,451 - pyskl - INFO - Epoch [26][3000/7492] lr: 4.655e-02, eta: 5 days, 14:32:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4434, loss_cls: 8.7152, loss: 8.7152 2025-08-13 14:12:51,678 - pyskl - INFO - Epoch [26][3100/7492] lr: 4.654e-02, eta: 5 days, 14:31:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2034, top5_acc: 0.4297, loss_cls: 8.7744, loss: 8.7744 2025-08-13 14:13:42,818 - pyskl - INFO - Epoch [26][3200/7492] lr: 4.654e-02, eta: 5 days, 14:30:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4334, loss_cls: 8.6771, loss: 8.6771 2025-08-13 14:14:34,018 - pyskl - INFO - Epoch [26][3300/7492] lr: 4.653e-02, eta: 5 days, 14:29:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.1975, top5_acc: 0.4453, loss_cls: 8.6548, loss: 8.6548 2025-08-13 14:15:25,626 - pyskl - INFO - Epoch [26][3400/7492] lr: 4.653e-02, eta: 5 days, 14:28:50, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2053, top5_acc: 0.4400, loss_cls: 8.6969, loss: 8.6969 2025-08-13 14:16:16,900 - pyskl - INFO - Epoch [26][3500/7492] lr: 4.653e-02, eta: 5 days, 14:27:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4412, loss_cls: 8.6114, loss: 8.6114 2025-08-13 14:17:08,518 - pyskl - INFO - Epoch [26][3600/7492] lr: 4.652e-02, eta: 5 days, 14:27:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4325, loss_cls: 8.6992, loss: 8.6992 2025-08-13 14:18:00,019 - pyskl - INFO - Epoch [26][3700/7492] lr: 4.652e-02, eta: 5 days, 14:26:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2059, top5_acc: 0.4425, loss_cls: 8.6856, loss: 8.6856 2025-08-13 14:18:51,764 - pyskl - INFO - Epoch [26][3800/7492] lr: 4.652e-02, eta: 5 days, 14:25:16, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4353, loss_cls: 8.7381, loss: 8.7381 2025-08-13 14:19:43,863 - pyskl - INFO - Epoch [26][3900/7492] lr: 4.651e-02, eta: 5 days, 14:24:25, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4597, loss_cls: 8.5948, loss: 8.5948 2025-08-13 14:20:35,696 - pyskl - INFO - Epoch [26][4000/7492] lr: 4.651e-02, eta: 5 days, 14:23:33, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4412, loss_cls: 8.6614, loss: 8.6614 2025-08-13 14:21:27,116 - pyskl - INFO - Epoch [26][4100/7492] lr: 4.651e-02, eta: 5 days, 14:22:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4375, loss_cls: 8.6599, loss: 8.6599 2025-08-13 14:22:18,461 - pyskl - INFO - Epoch [26][4200/7492] lr: 4.650e-02, eta: 5 days, 14:21:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4338, loss_cls: 8.7326, loss: 8.7326 2025-08-13 14:23:09,737 - pyskl - INFO - Epoch [26][4300/7492] lr: 4.650e-02, eta: 5 days, 14:20:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2075, top5_acc: 0.4441, loss_cls: 8.6449, loss: 8.6449 2025-08-13 14:24:01,113 - pyskl - INFO - Epoch [26][4400/7492] lr: 4.650e-02, eta: 5 days, 14:19:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4416, loss_cls: 8.6465, loss: 8.6465 2025-08-13 14:24:52,631 - pyskl - INFO - Epoch [26][4500/7492] lr: 4.649e-02, eta: 5 days, 14:19:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4506, loss_cls: 8.6093, loss: 8.6093 2025-08-13 14:25:43,959 - pyskl - INFO - Epoch [26][4600/7492] lr: 4.649e-02, eta: 5 days, 14:18:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4450, loss_cls: 8.6777, loss: 8.6777 2025-08-13 14:26:35,656 - pyskl - INFO - Epoch [26][4700/7492] lr: 4.648e-02, eta: 5 days, 14:17:14, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2050, top5_acc: 0.4403, loss_cls: 8.6594, loss: 8.6594 2025-08-13 14:27:27,313 - pyskl - INFO - Epoch [26][4800/7492] lr: 4.648e-02, eta: 5 days, 14:16:21, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4325, loss_cls: 8.6923, loss: 8.6923 2025-08-13 14:28:18,912 - pyskl - INFO - Epoch [26][4900/7492] lr: 4.648e-02, eta: 5 days, 14:15:28, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2053, top5_acc: 0.4441, loss_cls: 8.5864, loss: 8.5864 2025-08-13 14:29:10,384 - pyskl - INFO - Epoch [26][5000/7492] lr: 4.647e-02, eta: 5 days, 14:14:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2069, top5_acc: 0.4272, loss_cls: 8.7522, loss: 8.7522 2025-08-13 14:30:02,229 - pyskl - INFO - Epoch [26][5100/7492] lr: 4.647e-02, eta: 5 days, 14:13:42, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2059, top5_acc: 0.4431, loss_cls: 8.6149, loss: 8.6149 2025-08-13 14:30:53,939 - pyskl - INFO - Epoch [26][5200/7492] lr: 4.647e-02, eta: 5 days, 14:12:49, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4441, loss_cls: 8.6616, loss: 8.6616 2025-08-13 14:31:45,323 - pyskl - INFO - Epoch [26][5300/7492] lr: 4.646e-02, eta: 5 days, 14:11:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2050, top5_acc: 0.4288, loss_cls: 8.6916, loss: 8.6916 2025-08-13 14:32:36,649 - pyskl - INFO - Epoch [26][5400/7492] lr: 4.646e-02, eta: 5 days, 14:11:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4391, loss_cls: 8.6279, loss: 8.6279 2025-08-13 14:33:28,031 - pyskl - INFO - Epoch [26][5500/7492] lr: 4.646e-02, eta: 5 days, 14:10:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2003, top5_acc: 0.4434, loss_cls: 8.7488, loss: 8.7488 2025-08-13 14:34:19,461 - pyskl - INFO - Epoch [26][5600/7492] lr: 4.645e-02, eta: 5 days, 14:09:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4469, loss_cls: 8.6514, loss: 8.6514 2025-08-13 14:35:10,832 - pyskl - INFO - Epoch [26][5700/7492] lr: 4.645e-02, eta: 5 days, 14:08:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4406, loss_cls: 8.6835, loss: 8.6835 2025-08-13 14:36:02,511 - pyskl - INFO - Epoch [26][5800/7492] lr: 4.645e-02, eta: 5 days, 14:07:25, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2025, top5_acc: 0.4322, loss_cls: 8.7682, loss: 8.7682 2025-08-13 14:36:53,980 - pyskl - INFO - Epoch [26][5900/7492] lr: 4.644e-02, eta: 5 days, 14:06:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4478, loss_cls: 8.6418, loss: 8.6418 2025-08-13 14:37:45,325 - pyskl - INFO - Epoch [26][6000/7492] lr: 4.644e-02, eta: 5 days, 14:05:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4394, loss_cls: 8.6149, loss: 8.6149 2025-08-13 14:38:36,678 - pyskl - INFO - Epoch [26][6100/7492] lr: 4.643e-02, eta: 5 days, 14:04:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4422, loss_cls: 8.6792, loss: 8.6792 2025-08-13 14:39:28,177 - pyskl - INFO - Epoch [26][6200/7492] lr: 4.643e-02, eta: 5 days, 14:03:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4509, loss_cls: 8.6268, loss: 8.6268 2025-08-13 14:40:19,755 - pyskl - INFO - Epoch [26][6300/7492] lr: 4.643e-02, eta: 5 days, 14:02:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4366, loss_cls: 8.6539, loss: 8.6539 2025-08-13 14:41:11,258 - pyskl - INFO - Epoch [26][6400/7492] lr: 4.642e-02, eta: 5 days, 14:02:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4350, loss_cls: 8.6259, loss: 8.6259 2025-08-13 14:42:02,664 - pyskl - INFO - Epoch [26][6500/7492] lr: 4.642e-02, eta: 5 days, 14:01:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4500, loss_cls: 8.5433, loss: 8.5433 2025-08-13 14:42:53,997 - pyskl - INFO - Epoch [26][6600/7492] lr: 4.642e-02, eta: 5 days, 14:00:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4369, loss_cls: 8.6529, loss: 8.6529 2025-08-13 14:43:45,502 - pyskl - INFO - Epoch [26][6700/7492] lr: 4.641e-02, eta: 5 days, 13:59:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4409, loss_cls: 8.6635, loss: 8.6635 2025-08-13 14:44:36,912 - pyskl - INFO - Epoch [26][6800/7492] lr: 4.641e-02, eta: 5 days, 13:58:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4466, loss_cls: 8.7378, loss: 8.7378 2025-08-13 14:45:28,536 - pyskl - INFO - Epoch [26][6900/7492] lr: 4.641e-02, eta: 5 days, 13:57:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4366, loss_cls: 8.6917, loss: 8.6917 2025-08-13 14:46:19,948 - pyskl - INFO - Epoch [26][7000/7492] lr: 4.640e-02, eta: 5 days, 13:56:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4466, loss_cls: 8.6557, loss: 8.6557 2025-08-13 14:47:11,327 - pyskl - INFO - Epoch [26][7100/7492] lr: 4.640e-02, eta: 5 days, 13:55:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2016, top5_acc: 0.4353, loss_cls: 8.7254, loss: 8.7254 2025-08-13 14:48:02,829 - pyskl - INFO - Epoch [26][7200/7492] lr: 4.639e-02, eta: 5 days, 13:54:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4309, loss_cls: 8.7092, loss: 8.7092 2025-08-13 14:48:54,323 - pyskl - INFO - Epoch [26][7300/7492] lr: 4.639e-02, eta: 5 days, 13:53:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4341, loss_cls: 8.6780, loss: 8.6780 2025-08-13 14:49:45,888 - pyskl - INFO - Epoch [26][7400/7492] lr: 4.639e-02, eta: 5 days, 13:53:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4503, loss_cls: 8.6096, loss: 8.6096 2025-08-13 14:50:34,052 - pyskl - INFO - Saving checkpoint at 26 epochs 2025-08-13 14:51:30,289 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 14:51:31,025 - pyskl - INFO - top1_acc 0.1652 top5_acc 0.3786 2025-08-13 14:51:31,025 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 14:51:31,065 - pyskl - INFO - mean_acc 0.1652 2025-08-13 14:51:31,090 - pyskl - INFO - Epoch(val) [26][617] top1_acc: 0.1652, top5_acc: 0.3786, mean_class_accuracy: 0.1652 2025-08-13 14:52:52,984 - pyskl - INFO - Epoch [27][100/7492] lr: 4.638e-02, eta: 5 days, 13:49:59, time: 0.819, data_time: 0.307, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4556, loss_cls: 8.6845, loss: 8.6845 2025-08-13 14:53:44,241 - pyskl - INFO - Epoch [27][200/7492] lr: 4.638e-02, eta: 5 days, 13:49:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4684, loss_cls: 8.5299, loss: 8.5299 2025-08-13 14:54:35,573 - pyskl - INFO - Epoch [27][300/7492] lr: 4.637e-02, eta: 5 days, 13:48:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2062, top5_acc: 0.4347, loss_cls: 8.6830, loss: 8.6830 2025-08-13 14:55:26,880 - pyskl - INFO - Epoch [27][400/7492] lr: 4.637e-02, eta: 5 days, 13:47:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4616, loss_cls: 8.4850, loss: 8.4850 2025-08-13 14:56:18,173 - pyskl - INFO - Epoch [27][500/7492] lr: 4.637e-02, eta: 5 days, 13:46:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4575, loss_cls: 8.5821, loss: 8.5821 2025-08-13 14:57:09,509 - pyskl - INFO - Epoch [27][600/7492] lr: 4.636e-02, eta: 5 days, 13:45:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4416, loss_cls: 8.6098, loss: 8.6098 2025-08-13 14:58:00,933 - pyskl - INFO - Epoch [27][700/7492] lr: 4.636e-02, eta: 5 days, 13:44:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4403, loss_cls: 8.7278, loss: 8.7278 2025-08-13 14:58:52,287 - pyskl - INFO - Epoch [27][800/7492] lr: 4.636e-02, eta: 5 days, 13:43:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4494, loss_cls: 8.6186, loss: 8.6186 2025-08-13 14:59:43,619 - pyskl - INFO - Epoch [27][900/7492] lr: 4.635e-02, eta: 5 days, 13:42:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2075, top5_acc: 0.4478, loss_cls: 8.6343, loss: 8.6343 2025-08-13 15:00:35,012 - pyskl - INFO - Epoch [27][1000/7492] lr: 4.635e-02, eta: 5 days, 13:41:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2016, top5_acc: 0.4369, loss_cls: 8.7102, loss: 8.7102 2025-08-13 15:01:26,561 - pyskl - INFO - Epoch [27][1100/7492] lr: 4.634e-02, eta: 5 days, 13:40:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2078, top5_acc: 0.4500, loss_cls: 8.6955, loss: 8.6955 2025-08-13 15:02:17,867 - pyskl - INFO - Epoch [27][1200/7492] lr: 4.634e-02, eta: 5 days, 13:40:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4541, loss_cls: 8.6037, loss: 8.6037 2025-08-13 15:03:09,377 - pyskl - INFO - Epoch [27][1300/7492] lr: 4.634e-02, eta: 5 days, 13:39:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4456, loss_cls: 8.6483, loss: 8.6483 2025-08-13 15:04:00,713 - pyskl - INFO - Epoch [27][1400/7492] lr: 4.633e-02, eta: 5 days, 13:38:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4453, loss_cls: 8.6695, loss: 8.6695 2025-08-13 15:04:52,114 - pyskl - INFO - Epoch [27][1500/7492] lr: 4.633e-02, eta: 5 days, 13:37:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4297, loss_cls: 8.7291, loss: 8.7291 2025-08-13 15:05:43,388 - pyskl - INFO - Epoch [27][1600/7492] lr: 4.633e-02, eta: 5 days, 13:36:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2050, top5_acc: 0.4378, loss_cls: 8.6759, loss: 8.6759 2025-08-13 15:06:34,789 - pyskl - INFO - Epoch [27][1700/7492] lr: 4.632e-02, eta: 5 days, 13:35:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4500, loss_cls: 8.5526, loss: 8.5526 2025-08-13 15:07:26,448 - pyskl - INFO - Epoch [27][1800/7492] lr: 4.632e-02, eta: 5 days, 13:34:38, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4447, loss_cls: 8.6040, loss: 8.6040 2025-08-13 15:08:17,902 - pyskl - INFO - Epoch [27][1900/7492] lr: 4.632e-02, eta: 5 days, 13:33:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4469, loss_cls: 8.7112, loss: 8.7112 2025-08-13 15:09:09,487 - pyskl - INFO - Epoch [27][2000/7492] lr: 4.631e-02, eta: 5 days, 13:32:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4278, loss_cls: 8.6864, loss: 8.6864 2025-08-13 15:10:00,868 - pyskl - INFO - Epoch [27][2100/7492] lr: 4.631e-02, eta: 5 days, 13:31:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4541, loss_cls: 8.5918, loss: 8.5918 2025-08-13 15:10:52,381 - pyskl - INFO - Epoch [27][2200/7492] lr: 4.630e-02, eta: 5 days, 13:31:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4437, loss_cls: 8.7479, loss: 8.7479 2025-08-13 15:11:44,060 - pyskl - INFO - Epoch [27][2300/7492] lr: 4.630e-02, eta: 5 days, 13:30:11, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4384, loss_cls: 8.6072, loss: 8.6072 2025-08-13 15:12:35,543 - pyskl - INFO - Epoch [27][2400/7492] lr: 4.630e-02, eta: 5 days, 13:29:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4487, loss_cls: 8.6833, loss: 8.6833 2025-08-13 15:13:27,320 - pyskl - INFO - Epoch [27][2500/7492] lr: 4.629e-02, eta: 5 days, 13:28:25, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4441, loss_cls: 8.6735, loss: 8.6735 2025-08-13 15:14:18,881 - pyskl - INFO - Epoch [27][2600/7492] lr: 4.629e-02, eta: 5 days, 13:27:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2000, top5_acc: 0.4363, loss_cls: 8.6654, loss: 8.6654 2025-08-13 15:15:10,364 - pyskl - INFO - Epoch [27][2700/7492] lr: 4.629e-02, eta: 5 days, 13:26:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4506, loss_cls: 8.5993, loss: 8.5993 2025-08-13 15:16:01,862 - pyskl - INFO - Epoch [27][2800/7492] lr: 4.628e-02, eta: 5 days, 13:25:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4369, loss_cls: 8.6183, loss: 8.6183 2025-08-13 15:16:53,556 - pyskl - INFO - Epoch [27][2900/7492] lr: 4.628e-02, eta: 5 days, 13:24:52, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4484, loss_cls: 8.6209, loss: 8.6209 2025-08-13 15:17:44,979 - pyskl - INFO - Epoch [27][3000/7492] lr: 4.627e-02, eta: 5 days, 13:23:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2053, top5_acc: 0.4422, loss_cls: 8.6323, loss: 8.6323 2025-08-13 15:18:36,488 - pyskl - INFO - Epoch [27][3100/7492] lr: 4.627e-02, eta: 5 days, 13:23:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2075, top5_acc: 0.4250, loss_cls: 8.6619, loss: 8.6619 2025-08-13 15:19:28,129 - pyskl - INFO - Epoch [27][3200/7492] lr: 4.627e-02, eta: 5 days, 13:22:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4444, loss_cls: 8.6129, loss: 8.6129 2025-08-13 15:20:19,591 - pyskl - INFO - Epoch [27][3300/7492] lr: 4.626e-02, eta: 5 days, 13:21:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4537, loss_cls: 8.6506, loss: 8.6506 2025-08-13 15:21:11,296 - pyskl - INFO - Epoch [27][3400/7492] lr: 4.626e-02, eta: 5 days, 13:20:25, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2078, top5_acc: 0.4384, loss_cls: 8.7223, loss: 8.7223 2025-08-13 15:22:02,700 - pyskl - INFO - Epoch [27][3500/7492] lr: 4.626e-02, eta: 5 days, 13:19:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4322, loss_cls: 8.6584, loss: 8.6584 2025-08-13 15:22:54,253 - pyskl - INFO - Epoch [27][3600/7492] lr: 4.625e-02, eta: 5 days, 13:18:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4319, loss_cls: 8.6542, loss: 8.6542 2025-08-13 15:23:45,790 - pyskl - INFO - Epoch [27][3700/7492] lr: 4.625e-02, eta: 5 days, 13:17:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4419, loss_cls: 8.6714, loss: 8.6714 2025-08-13 15:24:37,386 - pyskl - INFO - Epoch [27][3800/7492] lr: 4.625e-02, eta: 5 days, 13:16:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4375, loss_cls: 8.7477, loss: 8.7477 2025-08-13 15:25:29,051 - pyskl - INFO - Epoch [27][3900/7492] lr: 4.624e-02, eta: 5 days, 13:15:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4425, loss_cls: 8.7178, loss: 8.7178 2025-08-13 15:26:20,610 - pyskl - INFO - Epoch [27][4000/7492] lr: 4.624e-02, eta: 5 days, 13:15:05, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4481, loss_cls: 8.6341, loss: 8.6341 2025-08-13 15:27:12,220 - pyskl - INFO - Epoch [27][4100/7492] lr: 4.623e-02, eta: 5 days, 13:14:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2069, top5_acc: 0.4328, loss_cls: 8.6752, loss: 8.6752 2025-08-13 15:28:03,673 - pyskl - INFO - Epoch [27][4200/7492] lr: 4.623e-02, eta: 5 days, 13:13:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4544, loss_cls: 8.5847, loss: 8.5847 2025-08-13 15:28:55,347 - pyskl - INFO - Epoch [27][4300/7492] lr: 4.623e-02, eta: 5 days, 13:12:26, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4322, loss_cls: 8.6478, loss: 8.6478 2025-08-13 15:29:46,867 - pyskl - INFO - Epoch [27][4400/7492] lr: 4.622e-02, eta: 5 days, 13:11:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4369, loss_cls: 8.7275, loss: 8.7275 2025-08-13 15:30:38,417 - pyskl - INFO - Epoch [27][4500/7492] lr: 4.622e-02, eta: 5 days, 13:10:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4578, loss_cls: 8.5984, loss: 8.5984 2025-08-13 15:31:30,075 - pyskl - INFO - Epoch [27][4600/7492] lr: 4.622e-02, eta: 5 days, 13:09:46, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2119, top5_acc: 0.4325, loss_cls: 8.7203, loss: 8.7203 2025-08-13 15:32:21,832 - pyskl - INFO - Epoch [27][4700/7492] lr: 4.621e-02, eta: 5 days, 13:08:54, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2031, top5_acc: 0.4272, loss_cls: 8.7032, loss: 8.7032 2025-08-13 15:33:13,677 - pyskl - INFO - Epoch [27][4800/7492] lr: 4.621e-02, eta: 5 days, 13:08:02, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4400, loss_cls: 8.7234, loss: 8.7234 2025-08-13 15:34:05,448 - pyskl - INFO - Epoch [27][4900/7492] lr: 4.620e-02, eta: 5 days, 13:07:10, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2053, top5_acc: 0.4309, loss_cls: 8.6451, loss: 8.6451 2025-08-13 15:34:57,196 - pyskl - INFO - Epoch [27][5000/7492] lr: 4.620e-02, eta: 5 days, 13:06:17, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2016, top5_acc: 0.4275, loss_cls: 8.8124, loss: 8.8124 2025-08-13 15:35:48,673 - pyskl - INFO - Epoch [27][5100/7492] lr: 4.620e-02, eta: 5 days, 13:05:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2059, top5_acc: 0.4294, loss_cls: 8.7338, loss: 8.7338 2025-08-13 15:36:39,991 - pyskl - INFO - Epoch [27][5200/7492] lr: 4.619e-02, eta: 5 days, 13:04:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2031, top5_acc: 0.4347, loss_cls: 8.7155, loss: 8.7155 2025-08-13 15:37:31,326 - pyskl - INFO - Epoch [27][5300/7492] lr: 4.619e-02, eta: 5 days, 13:03:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4472, loss_cls: 8.5971, loss: 8.5971 2025-08-13 15:38:23,244 - pyskl - INFO - Epoch [27][5400/7492] lr: 4.619e-02, eta: 5 days, 13:02:43, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4366, loss_cls: 8.5911, loss: 8.5911 2025-08-13 15:39:15,151 - pyskl - INFO - Epoch [27][5500/7492] lr: 4.618e-02, eta: 5 days, 13:01:52, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4394, loss_cls: 8.7434, loss: 8.7434 2025-08-13 15:40:06,786 - pyskl - INFO - Epoch [27][5600/7492] lr: 4.618e-02, eta: 5 days, 13:00:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4547, loss_cls: 8.6696, loss: 8.6696 2025-08-13 15:40:58,505 - pyskl - INFO - Epoch [27][5700/7492] lr: 4.618e-02, eta: 5 days, 13:00:06, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4331, loss_cls: 8.7134, loss: 8.7134 2025-08-13 15:41:50,312 - pyskl - INFO - Epoch [27][5800/7492] lr: 4.617e-02, eta: 5 days, 12:59:14, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2016, top5_acc: 0.4384, loss_cls: 8.6754, loss: 8.6754 2025-08-13 15:42:41,718 - pyskl - INFO - Epoch [27][5900/7492] lr: 4.617e-02, eta: 5 days, 12:58:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4341, loss_cls: 8.7406, loss: 8.7406 2025-08-13 15:43:33,286 - pyskl - INFO - Epoch [27][6000/7492] lr: 4.616e-02, eta: 5 days, 12:57:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2028, top5_acc: 0.4391, loss_cls: 8.6978, loss: 8.6978 2025-08-13 15:44:24,906 - pyskl - INFO - Epoch [27][6100/7492] lr: 4.616e-02, eta: 5 days, 12:56:34, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2059, top5_acc: 0.4291, loss_cls: 8.7421, loss: 8.7421 2025-08-13 15:45:16,560 - pyskl - INFO - Epoch [27][6200/7492] lr: 4.616e-02, eta: 5 days, 12:55:41, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4512, loss_cls: 8.5564, loss: 8.5564 2025-08-13 15:46:08,011 - pyskl - INFO - Epoch [27][6300/7492] lr: 4.615e-02, eta: 5 days, 12:54:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2019, top5_acc: 0.4203, loss_cls: 8.8197, loss: 8.8197 2025-08-13 15:46:59,393 - pyskl - INFO - Epoch [27][6400/7492] lr: 4.615e-02, eta: 5 days, 12:53:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4441, loss_cls: 8.6639, loss: 8.6639 2025-08-13 15:47:51,054 - pyskl - INFO - Epoch [27][6500/7492] lr: 4.615e-02, eta: 5 days, 12:53:01, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2044, top5_acc: 0.4316, loss_cls: 8.7076, loss: 8.7076 2025-08-13 15:48:42,479 - pyskl - INFO - Epoch [27][6600/7492] lr: 4.614e-02, eta: 5 days, 12:52:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4366, loss_cls: 8.7078, loss: 8.7078 2025-08-13 15:49:33,935 - pyskl - INFO - Epoch [27][6700/7492] lr: 4.614e-02, eta: 5 days, 12:51:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2069, top5_acc: 0.4284, loss_cls: 8.7115, loss: 8.7115 2025-08-13 15:50:25,371 - pyskl - INFO - Epoch [27][6800/7492] lr: 4.613e-02, eta: 5 days, 12:50:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4487, loss_cls: 8.6259, loss: 8.6259 2025-08-13 15:51:16,881 - pyskl - INFO - Epoch [27][6900/7492] lr: 4.613e-02, eta: 5 days, 12:49:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4366, loss_cls: 8.7082, loss: 8.7082 2025-08-13 15:52:08,647 - pyskl - INFO - Epoch [27][7000/7492] lr: 4.613e-02, eta: 5 days, 12:48:34, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4328, loss_cls: 8.7146, loss: 8.7146 2025-08-13 15:53:00,018 - pyskl - INFO - Epoch [27][7100/7492] lr: 4.612e-02, eta: 5 days, 12:47:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4469, loss_cls: 8.6404, loss: 8.6404 2025-08-13 15:53:51,509 - pyskl - INFO - Epoch [27][7200/7492] lr: 4.612e-02, eta: 5 days, 12:46:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4316, loss_cls: 8.6633, loss: 8.6633 2025-08-13 15:54:43,139 - pyskl - INFO - Epoch [27][7300/7492] lr: 4.612e-02, eta: 5 days, 12:45:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2034, top5_acc: 0.4456, loss_cls: 8.6940, loss: 8.6940 2025-08-13 15:55:34,497 - pyskl - INFO - Epoch [27][7400/7492] lr: 4.611e-02, eta: 5 days, 12:44:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4341, loss_cls: 8.6638, loss: 8.6638 2025-08-13 15:56:22,686 - pyskl - INFO - Saving checkpoint at 27 epochs 2025-08-13 15:57:16,770 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 15:57:17,513 - pyskl - INFO - top1_acc 0.1783 top5_acc 0.3886 2025-08-13 15:57:17,513 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 15:57:17,551 - pyskl - INFO - mean_acc 0.1781 2025-08-13 15:57:17,609 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_25.pth was removed 2025-08-13 15:57:18,764 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. 2025-08-13 15:57:18,765 - pyskl - INFO - Best top1_acc is 0.1783 at 27 epoch. 2025-08-13 15:57:18,778 - pyskl - INFO - Epoch(val) [27][617] top1_acc: 0.1783, top5_acc: 0.3886, mean_class_accuracy: 0.1781 2025-08-13 15:58:40,882 - pyskl - INFO - Epoch [28][100/7492] lr: 4.610e-02, eta: 5 days, 12:42:00, time: 0.821, data_time: 0.307, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4584, loss_cls: 8.5351, loss: 8.5351 2025-08-13 15:59:32,191 - pyskl - INFO - Epoch [28][200/7492] lr: 4.610e-02, eta: 5 days, 12:41:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4491, loss_cls: 8.6692, loss: 8.6692 2025-08-13 16:00:23,388 - pyskl - INFO - Epoch [28][300/7492] lr: 4.610e-02, eta: 5 days, 12:40:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4525, loss_cls: 8.5661, loss: 8.5661 2025-08-13 16:01:14,855 - pyskl - INFO - Epoch [28][400/7492] lr: 4.609e-02, eta: 5 days, 12:39:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4550, loss_cls: 8.5868, loss: 8.5868 2025-08-13 16:02:06,326 - pyskl - INFO - Epoch [28][500/7492] lr: 4.609e-02, eta: 5 days, 12:38:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4372, loss_cls: 8.6188, loss: 8.6188 2025-08-13 16:02:57,682 - pyskl - INFO - Epoch [28][600/7492] lr: 4.609e-02, eta: 5 days, 12:37:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4369, loss_cls: 8.6028, loss: 8.6028 2025-08-13 16:03:49,304 - pyskl - INFO - Epoch [28][700/7492] lr: 4.608e-02, eta: 5 days, 12:36:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4441, loss_cls: 8.6432, loss: 8.6432 2025-08-13 16:04:40,567 - pyskl - INFO - Epoch [28][800/7492] lr: 4.608e-02, eta: 5 days, 12:35:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4506, loss_cls: 8.5917, loss: 8.5917 2025-08-13 16:05:32,126 - pyskl - INFO - Epoch [28][900/7492] lr: 4.607e-02, eta: 5 days, 12:34:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4534, loss_cls: 8.6477, loss: 8.6477 2025-08-13 16:06:23,614 - pyskl - INFO - Epoch [28][1000/7492] lr: 4.607e-02, eta: 5 days, 12:33:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4453, loss_cls: 8.6297, loss: 8.6297 2025-08-13 16:07:14,985 - pyskl - INFO - Epoch [28][1100/7492] lr: 4.607e-02, eta: 5 days, 12:33:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4406, loss_cls: 8.6760, loss: 8.6760 2025-08-13 16:08:06,273 - pyskl - INFO - Epoch [28][1200/7492] lr: 4.606e-02, eta: 5 days, 12:32:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4491, loss_cls: 8.5503, loss: 8.5503 2025-08-13 16:08:57,782 - pyskl - INFO - Epoch [28][1300/7492] lr: 4.606e-02, eta: 5 days, 12:31:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4406, loss_cls: 8.7623, loss: 8.7623 2025-08-13 16:09:49,318 - pyskl - INFO - Epoch [28][1400/7492] lr: 4.606e-02, eta: 5 days, 12:30:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4422, loss_cls: 8.6313, loss: 8.6313 2025-08-13 16:10:40,656 - pyskl - INFO - Epoch [28][1500/7492] lr: 4.605e-02, eta: 5 days, 12:29:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4316, loss_cls: 8.7314, loss: 8.7314 2025-08-13 16:11:32,006 - pyskl - INFO - Epoch [28][1600/7492] lr: 4.605e-02, eta: 5 days, 12:28:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4344, loss_cls: 8.6840, loss: 8.6840 2025-08-13 16:12:23,339 - pyskl - INFO - Epoch [28][1700/7492] lr: 4.604e-02, eta: 5 days, 12:27:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4434, loss_cls: 8.6207, loss: 8.6207 2025-08-13 16:13:15,257 - pyskl - INFO - Epoch [28][1800/7492] lr: 4.604e-02, eta: 5 days, 12:26:47, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4447, loss_cls: 8.6569, loss: 8.6569 2025-08-13 16:14:06,675 - pyskl - INFO - Epoch [28][1900/7492] lr: 4.604e-02, eta: 5 days, 12:25:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4375, loss_cls: 8.6279, loss: 8.6279 2025-08-13 16:14:58,067 - pyskl - INFO - Epoch [28][2000/7492] lr: 4.603e-02, eta: 5 days, 12:24:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4609, loss_cls: 8.5415, loss: 8.5415 2025-08-13 16:15:49,394 - pyskl - INFO - Epoch [28][2100/7492] lr: 4.603e-02, eta: 5 days, 12:24:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4519, loss_cls: 8.5577, loss: 8.5577 2025-08-13 16:16:40,701 - pyskl - INFO - Epoch [28][2200/7492] lr: 4.603e-02, eta: 5 days, 12:23:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2069, top5_acc: 0.4291, loss_cls: 8.7005, loss: 8.7005 2025-08-13 16:17:31,934 - pyskl - INFO - Epoch [28][2300/7492] lr: 4.602e-02, eta: 5 days, 12:22:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4494, loss_cls: 8.6576, loss: 8.6576 2025-08-13 16:18:23,196 - pyskl - INFO - Epoch [28][2400/7492] lr: 4.602e-02, eta: 5 days, 12:21:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4300, loss_cls: 8.7492, loss: 8.7492 2025-08-13 16:19:14,756 - pyskl - INFO - Epoch [28][2500/7492] lr: 4.601e-02, eta: 5 days, 12:20:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2031, top5_acc: 0.4225, loss_cls: 8.7909, loss: 8.7909 2025-08-13 16:20:06,204 - pyskl - INFO - Epoch [28][2600/7492] lr: 4.601e-02, eta: 5 days, 12:19:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4459, loss_cls: 8.6506, loss: 8.6506 2025-08-13 16:20:57,500 - pyskl - INFO - Epoch [28][2700/7492] lr: 4.601e-02, eta: 5 days, 12:18:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4241, loss_cls: 8.6379, loss: 8.6379 2025-08-13 16:21:48,778 - pyskl - INFO - Epoch [28][2800/7492] lr: 4.600e-02, eta: 5 days, 12:17:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4469, loss_cls: 8.5327, loss: 8.5327 2025-08-13 16:22:40,330 - pyskl - INFO - Epoch [28][2900/7492] lr: 4.600e-02, eta: 5 days, 12:16:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4544, loss_cls: 8.4937, loss: 8.4937 2025-08-13 16:23:31,734 - pyskl - INFO - Epoch [28][3000/7492] lr: 4.600e-02, eta: 5 days, 12:16:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4394, loss_cls: 8.6052, loss: 8.6052 2025-08-13 16:24:23,246 - pyskl - INFO - Epoch [28][3100/7492] lr: 4.599e-02, eta: 5 days, 12:15:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4409, loss_cls: 8.6342, loss: 8.6342 2025-08-13 16:25:14,933 - pyskl - INFO - Epoch [28][3200/7492] lr: 4.599e-02, eta: 5 days, 12:14:14, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4431, loss_cls: 8.6093, loss: 8.6093 2025-08-13 16:26:06,543 - pyskl - INFO - Epoch [28][3300/7492] lr: 4.598e-02, eta: 5 days, 12:13:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2053, top5_acc: 0.4387, loss_cls: 8.6856, loss: 8.6856 2025-08-13 16:26:58,151 - pyskl - INFO - Epoch [28][3400/7492] lr: 4.598e-02, eta: 5 days, 12:12:28, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4478, loss_cls: 8.6194, loss: 8.6194 2025-08-13 16:27:49,672 - pyskl - INFO - Epoch [28][3500/7492] lr: 4.598e-02, eta: 5 days, 12:11:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4437, loss_cls: 8.6812, loss: 8.6812 2025-08-13 16:28:41,407 - pyskl - INFO - Epoch [28][3600/7492] lr: 4.597e-02, eta: 5 days, 12:10:43, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4334, loss_cls: 8.7667, loss: 8.7667 2025-08-13 16:29:33,114 - pyskl - INFO - Epoch [28][3700/7492] lr: 4.597e-02, eta: 5 days, 12:09:50, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4475, loss_cls: 8.6131, loss: 8.6131 2025-08-13 16:30:24,642 - pyskl - INFO - Epoch [28][3800/7492] lr: 4.596e-02, eta: 5 days, 12:08:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1956, top5_acc: 0.4181, loss_cls: 8.7825, loss: 8.7825 2025-08-13 16:31:16,166 - pyskl - INFO - Epoch [28][3900/7492] lr: 4.596e-02, eta: 5 days, 12:08:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4531, loss_cls: 8.5544, loss: 8.5544 2025-08-13 16:32:08,105 - pyskl - INFO - Epoch [28][4000/7492] lr: 4.596e-02, eta: 5 days, 12:07:12, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4447, loss_cls: 8.6234, loss: 8.6234 2025-08-13 16:32:59,600 - pyskl - INFO - Epoch [28][4100/7492] lr: 4.595e-02, eta: 5 days, 12:06:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4344, loss_cls: 8.6503, loss: 8.6503 2025-08-13 16:33:51,132 - pyskl - INFO - Epoch [28][4200/7492] lr: 4.595e-02, eta: 5 days, 12:05:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4369, loss_cls: 8.6650, loss: 8.6650 2025-08-13 16:34:42,495 - pyskl - INFO - Epoch [28][4300/7492] lr: 4.595e-02, eta: 5 days, 12:04:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2078, top5_acc: 0.4441, loss_cls: 8.6686, loss: 8.6686 2025-08-13 16:35:34,015 - pyskl - INFO - Epoch [28][4400/7492] lr: 4.594e-02, eta: 5 days, 12:03:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4569, loss_cls: 8.6044, loss: 8.6044 2025-08-13 16:36:25,395 - pyskl - INFO - Epoch [28][4500/7492] lr: 4.594e-02, eta: 5 days, 12:02:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4381, loss_cls: 8.6786, loss: 8.6786 2025-08-13 16:37:16,655 - pyskl - INFO - Epoch [28][4600/7492] lr: 4.593e-02, eta: 5 days, 12:01:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4372, loss_cls: 8.5158, loss: 8.5158 2025-08-13 16:38:08,413 - pyskl - INFO - Epoch [28][4700/7492] lr: 4.593e-02, eta: 5 days, 12:00:58, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4322, loss_cls: 8.7492, loss: 8.7492 2025-08-13 16:38:59,917 - pyskl - INFO - Epoch [28][4800/7492] lr: 4.593e-02, eta: 5 days, 12:00:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4528, loss_cls: 8.6456, loss: 8.6456 2025-08-13 16:39:51,295 - pyskl - INFO - Epoch [28][4900/7492] lr: 4.592e-02, eta: 5 days, 11:59:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4313, loss_cls: 8.7001, loss: 8.7001 2025-08-13 16:40:42,657 - pyskl - INFO - Epoch [28][5000/7492] lr: 4.592e-02, eta: 5 days, 11:58:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4553, loss_cls: 8.6102, loss: 8.6102 2025-08-13 16:41:34,205 - pyskl - INFO - Epoch [28][5100/7492] lr: 4.592e-02, eta: 5 days, 11:57:24, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4491, loss_cls: 8.6102, loss: 8.6102 2025-08-13 16:42:25,505 - pyskl - INFO - Epoch [28][5200/7492] lr: 4.591e-02, eta: 5 days, 11:56:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4275, loss_cls: 8.7310, loss: 8.7310 2025-08-13 16:43:16,859 - pyskl - INFO - Epoch [28][5300/7492] lr: 4.591e-02, eta: 5 days, 11:55:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4497, loss_cls: 8.5810, loss: 8.5810 2025-08-13 16:44:08,359 - pyskl - INFO - Epoch [28][5400/7492] lr: 4.590e-02, eta: 5 days, 11:54:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4456, loss_cls: 8.6330, loss: 8.6330 2025-08-13 16:44:59,699 - pyskl - INFO - Epoch [28][5500/7492] lr: 4.590e-02, eta: 5 days, 11:53:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2050, top5_acc: 0.4328, loss_cls: 8.7668, loss: 8.7668 2025-08-13 16:45:51,139 - pyskl - INFO - Epoch [28][5600/7492] lr: 4.590e-02, eta: 5 days, 11:52:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4387, loss_cls: 8.7280, loss: 8.7280 2025-08-13 16:46:42,447 - pyskl - INFO - Epoch [28][5700/7492] lr: 4.589e-02, eta: 5 days, 11:52:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2053, top5_acc: 0.4466, loss_cls: 8.6133, loss: 8.6133 2025-08-13 16:47:34,029 - pyskl - INFO - Epoch [28][5800/7492] lr: 4.589e-02, eta: 5 days, 11:51:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4384, loss_cls: 8.6725, loss: 8.6725 2025-08-13 16:48:25,618 - pyskl - INFO - Epoch [28][5900/7492] lr: 4.588e-02, eta: 5 days, 11:50:15, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.1966, top5_acc: 0.4309, loss_cls: 8.7315, loss: 8.7315 2025-08-13 16:49:17,016 - pyskl - INFO - Epoch [28][6000/7492] lr: 4.588e-02, eta: 5 days, 11:49:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4291, loss_cls: 8.7296, loss: 8.7296 2025-08-13 16:50:08,440 - pyskl - INFO - Epoch [28][6100/7492] lr: 4.588e-02, eta: 5 days, 11:48:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2031, top5_acc: 0.4425, loss_cls: 8.6235, loss: 8.6235 2025-08-13 16:50:59,929 - pyskl - INFO - Epoch [28][6200/7492] lr: 4.587e-02, eta: 5 days, 11:47:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4459, loss_cls: 8.6496, loss: 8.6496 2025-08-13 16:51:51,241 - pyskl - INFO - Epoch [28][6300/7492] lr: 4.587e-02, eta: 5 days, 11:46:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4378, loss_cls: 8.6404, loss: 8.6404 2025-08-13 16:52:42,547 - pyskl - INFO - Epoch [28][6400/7492] lr: 4.587e-02, eta: 5 days, 11:45:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4334, loss_cls: 8.6283, loss: 8.6283 2025-08-13 16:53:33,964 - pyskl - INFO - Epoch [28][6500/7492] lr: 4.586e-02, eta: 5 days, 11:44:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2066, top5_acc: 0.4422, loss_cls: 8.6731, loss: 8.6731 2025-08-13 16:54:25,464 - pyskl - INFO - Epoch [28][6600/7492] lr: 4.586e-02, eta: 5 days, 11:43:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4375, loss_cls: 8.7165, loss: 8.7165 2025-08-13 16:55:16,992 - pyskl - INFO - Epoch [28][6700/7492] lr: 4.585e-02, eta: 5 days, 11:43:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4406, loss_cls: 8.6943, loss: 8.6943 2025-08-13 16:56:08,315 - pyskl - INFO - Epoch [28][6800/7492] lr: 4.585e-02, eta: 5 days, 11:42:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4269, loss_cls: 8.7471, loss: 8.7471 2025-08-13 16:56:59,641 - pyskl - INFO - Epoch [28][6900/7492] lr: 4.585e-02, eta: 5 days, 11:41:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4431, loss_cls: 8.6156, loss: 8.6156 2025-08-13 16:57:50,925 - pyskl - INFO - Epoch [28][7000/7492] lr: 4.584e-02, eta: 5 days, 11:40:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4416, loss_cls: 8.6624, loss: 8.6624 2025-08-13 16:58:42,299 - pyskl - INFO - Epoch [28][7100/7492] lr: 4.584e-02, eta: 5 days, 11:39:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4512, loss_cls: 8.5961, loss: 8.5961 2025-08-13 16:59:33,587 - pyskl - INFO - Epoch [28][7200/7492] lr: 4.583e-02, eta: 5 days, 11:38:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4403, loss_cls: 8.7136, loss: 8.7136 2025-08-13 17:00:25,081 - pyskl - INFO - Epoch [28][7300/7492] lr: 4.583e-02, eta: 5 days, 11:37:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4600, loss_cls: 8.5670, loss: 8.5670 2025-08-13 17:01:16,803 - pyskl - INFO - Epoch [28][7400/7492] lr: 4.583e-02, eta: 5 days, 11:36:49, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4316, loss_cls: 8.7592, loss: 8.7592 2025-08-13 17:02:05,085 - pyskl - INFO - Saving checkpoint at 28 epochs 2025-08-13 17:03:01,144 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 17:03:01,901 - pyskl - INFO - top1_acc 0.1691 top5_acc 0.3794 2025-08-13 17:03:01,901 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 17:03:01,939 - pyskl - INFO - mean_acc 0.1687 2025-08-13 17:03:01,951 - pyskl - INFO - Epoch(val) [28][617] top1_acc: 0.1691, top5_acc: 0.3794, mean_class_accuracy: 0.1687 2025-08-13 17:04:23,012 - pyskl - INFO - Epoch [29][100/7492] lr: 4.582e-02, eta: 5 days, 11:33:49, time: 0.811, data_time: 0.299, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4541, loss_cls: 8.5219, loss: 8.5219 2025-08-13 17:05:14,056 - pyskl - INFO - Epoch [29][200/7492] lr: 4.582e-02, eta: 5 days, 11:32:54, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4462, loss_cls: 8.5628, loss: 8.5628 2025-08-13 17:06:05,192 - pyskl - INFO - Epoch [29][300/7492] lr: 4.581e-02, eta: 5 days, 11:31:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4525, loss_cls: 8.5141, loss: 8.5141 2025-08-13 17:06:56,842 - pyskl - INFO - Epoch [29][400/7492] lr: 4.581e-02, eta: 5 days, 11:31:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4397, loss_cls: 8.5817, loss: 8.5817 2025-08-13 17:07:48,346 - pyskl - INFO - Epoch [29][500/7492] lr: 4.580e-02, eta: 5 days, 11:30:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1938, top5_acc: 0.4303, loss_cls: 8.7135, loss: 8.7135 2025-08-13 17:08:39,738 - pyskl - INFO - Epoch [29][600/7492] lr: 4.580e-02, eta: 5 days, 11:29:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4344, loss_cls: 8.7173, loss: 8.7173 2025-08-13 17:09:31,190 - pyskl - INFO - Epoch [29][700/7492] lr: 4.580e-02, eta: 5 days, 11:28:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4444, loss_cls: 8.6385, loss: 8.6385 2025-08-13 17:10:22,705 - pyskl - INFO - Epoch [29][800/7492] lr: 4.579e-02, eta: 5 days, 11:27:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4313, loss_cls: 8.7652, loss: 8.7652 2025-08-13 17:11:14,033 - pyskl - INFO - Epoch [29][900/7492] lr: 4.579e-02, eta: 5 days, 11:26:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2078, top5_acc: 0.4444, loss_cls: 8.7505, loss: 8.7505 2025-08-13 17:12:05,525 - pyskl - INFO - Epoch [29][1000/7492] lr: 4.578e-02, eta: 5 days, 11:25:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4575, loss_cls: 8.6053, loss: 8.6053 2025-08-13 17:12:56,916 - pyskl - INFO - Epoch [29][1100/7492] lr: 4.578e-02, eta: 5 days, 11:24:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1984, top5_acc: 0.4322, loss_cls: 8.6566, loss: 8.6566 2025-08-13 17:13:48,442 - pyskl - INFO - Epoch [29][1200/7492] lr: 4.578e-02, eta: 5 days, 11:23:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2028, top5_acc: 0.4412, loss_cls: 8.6799, loss: 8.6799 2025-08-13 17:14:40,061 - pyskl - INFO - Epoch [29][1300/7492] lr: 4.577e-02, eta: 5 days, 11:23:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4472, loss_cls: 8.5433, loss: 8.5433 2025-08-13 17:15:31,526 - pyskl - INFO - Epoch [29][1400/7492] lr: 4.577e-02, eta: 5 days, 11:22:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4444, loss_cls: 8.6051, loss: 8.6051 2025-08-13 17:16:23,082 - pyskl - INFO - Epoch [29][1500/7492] lr: 4.576e-02, eta: 5 days, 11:21:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4456, loss_cls: 8.6389, loss: 8.6389 2025-08-13 17:17:14,523 - pyskl - INFO - Epoch [29][1600/7492] lr: 4.576e-02, eta: 5 days, 11:20:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4419, loss_cls: 8.6011, loss: 8.6011 2025-08-13 17:18:06,207 - pyskl - INFO - Epoch [29][1700/7492] lr: 4.576e-02, eta: 5 days, 11:19:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4550, loss_cls: 8.5648, loss: 8.5648 2025-08-13 17:18:57,728 - pyskl - INFO - Epoch [29][1800/7492] lr: 4.575e-02, eta: 5 days, 11:18:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4591, loss_cls: 8.5550, loss: 8.5550 2025-08-13 17:19:49,048 - pyskl - INFO - Epoch [29][1900/7492] lr: 4.575e-02, eta: 5 days, 11:17:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2069, top5_acc: 0.4412, loss_cls: 8.6300, loss: 8.6300 2025-08-13 17:20:40,547 - pyskl - INFO - Epoch [29][2000/7492] lr: 4.575e-02, eta: 5 days, 11:16:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4462, loss_cls: 8.6196, loss: 8.6196 2025-08-13 17:21:31,994 - pyskl - INFO - Epoch [29][2100/7492] lr: 4.574e-02, eta: 5 days, 11:16:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4550, loss_cls: 8.5961, loss: 8.5961 2025-08-13 17:22:23,297 - pyskl - INFO - Epoch [29][2200/7492] lr: 4.574e-02, eta: 5 days, 11:15:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4528, loss_cls: 8.6739, loss: 8.6739 2025-08-13 17:23:14,561 - pyskl - INFO - Epoch [29][2300/7492] lr: 4.573e-02, eta: 5 days, 11:14:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4484, loss_cls: 8.6254, loss: 8.6254 2025-08-13 17:24:05,781 - pyskl - INFO - Epoch [29][2400/7492] lr: 4.573e-02, eta: 5 days, 11:13:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4372, loss_cls: 8.6211, loss: 8.6211 2025-08-13 17:24:57,045 - pyskl - INFO - Epoch [29][2500/7492] lr: 4.573e-02, eta: 5 days, 11:12:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4303, loss_cls: 8.6685, loss: 8.6685 2025-08-13 17:25:48,625 - pyskl - INFO - Epoch [29][2600/7492] lr: 4.572e-02, eta: 5 days, 11:11:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4516, loss_cls: 8.5967, loss: 8.5967 2025-08-13 17:26:40,044 - pyskl - INFO - Epoch [29][2700/7492] lr: 4.572e-02, eta: 5 days, 11:10:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2119, top5_acc: 0.4419, loss_cls: 8.6206, loss: 8.6206 2025-08-13 17:27:31,613 - pyskl - INFO - Epoch [29][2800/7492] lr: 4.571e-02, eta: 5 days, 11:09:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4353, loss_cls: 8.6737, loss: 8.6737 2025-08-13 17:28:23,457 - pyskl - INFO - Epoch [29][2900/7492] lr: 4.571e-02, eta: 5 days, 11:08:53, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4291, loss_cls: 8.7755, loss: 8.7755 2025-08-13 17:29:14,927 - pyskl - INFO - Epoch [29][3000/7492] lr: 4.571e-02, eta: 5 days, 11:07:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4428, loss_cls: 8.6198, loss: 8.6198 2025-08-13 17:30:06,398 - pyskl - INFO - Epoch [29][3100/7492] lr: 4.570e-02, eta: 5 days, 11:07:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4678, loss_cls: 8.5525, loss: 8.5525 2025-08-13 17:30:57,806 - pyskl - INFO - Epoch [29][3200/7492] lr: 4.570e-02, eta: 5 days, 11:06:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4428, loss_cls: 8.6987, loss: 8.6987 2025-08-13 17:31:49,382 - pyskl - INFO - Epoch [29][3300/7492] lr: 4.569e-02, eta: 5 days, 11:05:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4559, loss_cls: 8.5648, loss: 8.5648 2025-08-13 17:32:40,840 - pyskl - INFO - Epoch [29][3400/7492] lr: 4.569e-02, eta: 5 days, 11:04:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4547, loss_cls: 8.6748, loss: 8.6748 2025-08-13 17:33:32,333 - pyskl - INFO - Epoch [29][3500/7492] lr: 4.569e-02, eta: 5 days, 11:03:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4403, loss_cls: 8.6704, loss: 8.6704 2025-08-13 17:34:23,623 - pyskl - INFO - Epoch [29][3600/7492] lr: 4.568e-02, eta: 5 days, 11:02:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4509, loss_cls: 8.6562, loss: 8.6562 2025-08-13 17:35:15,344 - pyskl - INFO - Epoch [29][3700/7492] lr: 4.568e-02, eta: 5 days, 11:01:47, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.1981, top5_acc: 0.4281, loss_cls: 8.7064, loss: 8.7064 2025-08-13 17:36:06,760 - pyskl - INFO - Epoch [29][3800/7492] lr: 4.567e-02, eta: 5 days, 11:00:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4416, loss_cls: 8.7195, loss: 8.7195 2025-08-13 17:36:58,329 - pyskl - INFO - Epoch [29][3900/7492] lr: 4.567e-02, eta: 5 days, 11:00:00, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4487, loss_cls: 8.6241, loss: 8.6241 2025-08-13 17:37:49,975 - pyskl - INFO - Epoch [29][4000/7492] lr: 4.567e-02, eta: 5 days, 10:59:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4578, loss_cls: 8.5368, loss: 8.5368 2025-08-13 17:38:41,375 - pyskl - INFO - Epoch [29][4100/7492] lr: 4.566e-02, eta: 5 days, 10:58:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4462, loss_cls: 8.7341, loss: 8.7341 2025-08-13 17:39:32,764 - pyskl - INFO - Epoch [29][4200/7492] lr: 4.566e-02, eta: 5 days, 10:57:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2062, top5_acc: 0.4400, loss_cls: 8.6378, loss: 8.6378 2025-08-13 17:40:24,281 - pyskl - INFO - Epoch [29][4300/7492] lr: 4.566e-02, eta: 5 days, 10:56:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4456, loss_cls: 8.6020, loss: 8.6020 2025-08-13 17:41:15,653 - pyskl - INFO - Epoch [29][4400/7492] lr: 4.565e-02, eta: 5 days, 10:55:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4350, loss_cls: 8.6174, loss: 8.6174 2025-08-13 17:42:07,104 - pyskl - INFO - Epoch [29][4500/7492] lr: 4.565e-02, eta: 5 days, 10:54:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4519, loss_cls: 8.6571, loss: 8.6571 2025-08-13 17:42:58,360 - pyskl - INFO - Epoch [29][4600/7492] lr: 4.564e-02, eta: 5 days, 10:53:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4472, loss_cls: 8.5775, loss: 8.5775 2025-08-13 17:43:49,626 - pyskl - INFO - Epoch [29][4700/7492] lr: 4.564e-02, eta: 5 days, 10:52:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4372, loss_cls: 8.6859, loss: 8.6859 2025-08-13 17:44:41,281 - pyskl - INFO - Epoch [29][4800/7492] lr: 4.564e-02, eta: 5 days, 10:52:00, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4366, loss_cls: 8.6267, loss: 8.6267 2025-08-13 17:45:32,474 - pyskl - INFO - Epoch [29][4900/7492] lr: 4.563e-02, eta: 5 days, 10:51:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4428, loss_cls: 8.6970, loss: 8.6970 2025-08-13 17:46:23,745 - pyskl - INFO - Epoch [29][5000/7492] lr: 4.563e-02, eta: 5 days, 10:50:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4247, loss_cls: 8.7286, loss: 8.7286 2025-08-13 17:47:15,229 - pyskl - INFO - Epoch [29][5100/7492] lr: 4.562e-02, eta: 5 days, 10:49:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2119, top5_acc: 0.4375, loss_cls: 8.7332, loss: 8.7332 2025-08-13 17:48:06,814 - pyskl - INFO - Epoch [29][5200/7492] lr: 4.562e-02, eta: 5 days, 10:48:25, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4412, loss_cls: 8.6828, loss: 8.6828 2025-08-13 17:48:58,337 - pyskl - INFO - Epoch [29][5300/7492] lr: 4.562e-02, eta: 5 days, 10:47:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2044, top5_acc: 0.4313, loss_cls: 8.7107, loss: 8.7107 2025-08-13 17:49:49,761 - pyskl - INFO - Epoch [29][5400/7492] lr: 4.561e-02, eta: 5 days, 10:46:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4525, loss_cls: 8.5838, loss: 8.5838 2025-08-13 17:50:41,204 - pyskl - INFO - Epoch [29][5500/7492] lr: 4.561e-02, eta: 5 days, 10:45:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4387, loss_cls: 8.7351, loss: 8.7351 2025-08-13 17:51:32,633 - pyskl - INFO - Epoch [29][5600/7492] lr: 4.560e-02, eta: 5 days, 10:44:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4559, loss_cls: 8.4960, loss: 8.4960 2025-08-13 17:52:23,988 - pyskl - INFO - Epoch [29][5700/7492] lr: 4.560e-02, eta: 5 days, 10:43:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4469, loss_cls: 8.6918, loss: 8.6918 2025-08-13 17:53:15,653 - pyskl - INFO - Epoch [29][5800/7492] lr: 4.560e-02, eta: 5 days, 10:43:06, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2031, top5_acc: 0.4422, loss_cls: 8.6481, loss: 8.6481 2025-08-13 17:54:07,143 - pyskl - INFO - Epoch [29][5900/7492] lr: 4.559e-02, eta: 5 days, 10:42:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2062, top5_acc: 0.4169, loss_cls: 8.7269, loss: 8.7269 2025-08-13 17:54:58,439 - pyskl - INFO - Epoch [29][6000/7492] lr: 4.559e-02, eta: 5 days, 10:41:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4444, loss_cls: 8.6809, loss: 8.6809 2025-08-13 17:55:49,854 - pyskl - INFO - Epoch [29][6100/7492] lr: 4.558e-02, eta: 5 days, 10:40:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2075, top5_acc: 0.4416, loss_cls: 8.6423, loss: 8.6423 2025-08-13 17:56:41,453 - pyskl - INFO - Epoch [29][6200/7492] lr: 4.558e-02, eta: 5 days, 10:39:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4356, loss_cls: 8.6008, loss: 8.6008 2025-08-13 17:57:32,721 - pyskl - INFO - Epoch [29][6300/7492] lr: 4.558e-02, eta: 5 days, 10:38:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4541, loss_cls: 8.6481, loss: 8.6481 2025-08-13 17:58:24,105 - pyskl - INFO - Epoch [29][6400/7492] lr: 4.557e-02, eta: 5 days, 10:37:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4300, loss_cls: 8.6209, loss: 8.6209 2025-08-13 17:59:15,359 - pyskl - INFO - Epoch [29][6500/7492] lr: 4.557e-02, eta: 5 days, 10:36:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2003, top5_acc: 0.4347, loss_cls: 8.6768, loss: 8.6768 2025-08-13 18:00:06,767 - pyskl - INFO - Epoch [29][6600/7492] lr: 4.556e-02, eta: 5 days, 10:35:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4400, loss_cls: 8.6260, loss: 8.6260 2025-08-13 18:00:57,946 - pyskl - INFO - Epoch [29][6700/7492] lr: 4.556e-02, eta: 5 days, 10:35:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4369, loss_cls: 8.6436, loss: 8.6436 2025-08-13 18:01:49,450 - pyskl - INFO - Epoch [29][6800/7492] lr: 4.556e-02, eta: 5 days, 10:34:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2119, top5_acc: 0.4437, loss_cls: 8.6560, loss: 8.6560 2025-08-13 18:02:40,748 - pyskl - INFO - Epoch [29][6900/7492] lr: 4.555e-02, eta: 5 days, 10:33:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4475, loss_cls: 8.6192, loss: 8.6192 2025-08-13 18:03:32,271 - pyskl - INFO - Epoch [29][7000/7492] lr: 4.555e-02, eta: 5 days, 10:32:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4581, loss_cls: 8.5248, loss: 8.5248 2025-08-13 18:04:23,536 - pyskl - INFO - Epoch [29][7100/7492] lr: 4.554e-02, eta: 5 days, 10:31:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4369, loss_cls: 8.7198, loss: 8.7198 2025-08-13 18:05:14,847 - pyskl - INFO - Epoch [29][7200/7492] lr: 4.554e-02, eta: 5 days, 10:30:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4500, loss_cls: 8.6508, loss: 8.6508 2025-08-13 18:06:06,142 - pyskl - INFO - Epoch [29][7300/7492] lr: 4.554e-02, eta: 5 days, 10:29:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4459, loss_cls: 8.6598, loss: 8.6598 2025-08-13 18:06:57,631 - pyskl - INFO - Epoch [29][7400/7492] lr: 4.553e-02, eta: 5 days, 10:28:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4431, loss_cls: 8.6726, loss: 8.6726 2025-08-13 18:07:45,720 - pyskl - INFO - Saving checkpoint at 29 epochs 2025-08-13 18:08:42,270 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 18:08:43,007 - pyskl - INFO - top1_acc 0.1733 top5_acc 0.3870 2025-08-13 18:08:43,007 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 18:08:43,044 - pyskl - INFO - mean_acc 0.1730 2025-08-13 18:08:43,055 - pyskl - INFO - Epoch(val) [29][617] top1_acc: 0.1733, top5_acc: 0.3870, mean_class_accuracy: 0.1730 2025-08-13 18:10:04,452 - pyskl - INFO - Epoch [30][100/7492] lr: 4.552e-02, eta: 5 days, 10:25:52, time: 0.814, data_time: 0.301, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4406, loss_cls: 8.6029, loss: 8.6029 2025-08-13 18:10:55,728 - pyskl - INFO - Epoch [30][200/7492] lr: 4.552e-02, eta: 5 days, 10:24:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4384, loss_cls: 8.6198, loss: 8.6198 2025-08-13 18:11:46,869 - pyskl - INFO - Epoch [30][300/7492] lr: 4.552e-02, eta: 5 days, 10:24:04, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4453, loss_cls: 8.6225, loss: 8.6225 2025-08-13 18:12:37,987 - pyskl - INFO - Epoch [30][400/7492] lr: 4.551e-02, eta: 5 days, 10:23:09, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4331, loss_cls: 8.6378, loss: 8.6378 2025-08-13 18:13:29,112 - pyskl - INFO - Epoch [30][500/7492] lr: 4.551e-02, eta: 5 days, 10:22:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2034, top5_acc: 0.4422, loss_cls: 8.7181, loss: 8.7181 2025-08-13 18:14:20,498 - pyskl - INFO - Epoch [30][600/7492] lr: 4.550e-02, eta: 5 days, 10:21:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4381, loss_cls: 8.6460, loss: 8.6460 2025-08-13 18:15:12,079 - pyskl - INFO - Epoch [30][700/7492] lr: 4.550e-02, eta: 5 days, 10:20:28, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4419, loss_cls: 8.6215, loss: 8.6215 2025-08-13 18:16:03,533 - pyskl - INFO - Epoch [30][800/7492] lr: 4.550e-02, eta: 5 days, 10:19:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4369, loss_cls: 8.6574, loss: 8.6574 2025-08-13 18:16:54,933 - pyskl - INFO - Epoch [30][900/7492] lr: 4.549e-02, eta: 5 days, 10:18:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4622, loss_cls: 8.5777, loss: 8.5777 2025-08-13 18:17:46,472 - pyskl - INFO - Epoch [30][1000/7492] lr: 4.549e-02, eta: 5 days, 10:17:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4466, loss_cls: 8.5844, loss: 8.5844 2025-08-13 18:18:37,824 - pyskl - INFO - Epoch [30][1100/7492] lr: 4.548e-02, eta: 5 days, 10:16:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4366, loss_cls: 8.6723, loss: 8.6723 2025-08-13 18:19:29,380 - pyskl - INFO - Epoch [30][1200/7492] lr: 4.548e-02, eta: 5 days, 10:16:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4500, loss_cls: 8.5212, loss: 8.5212 2025-08-13 18:20:20,709 - pyskl - INFO - Epoch [30][1300/7492] lr: 4.548e-02, eta: 5 days, 10:15:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4509, loss_cls: 8.6050, loss: 8.6050 2025-08-13 18:21:12,151 - pyskl - INFO - Epoch [30][1400/7492] lr: 4.547e-02, eta: 5 days, 10:14:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4447, loss_cls: 8.6211, loss: 8.6211 2025-08-13 18:22:03,752 - pyskl - INFO - Epoch [30][1500/7492] lr: 4.547e-02, eta: 5 days, 10:13:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2006, top5_acc: 0.4500, loss_cls: 8.6461, loss: 8.6461 2025-08-13 18:22:55,283 - pyskl - INFO - Epoch [30][1600/7492] lr: 4.546e-02, eta: 5 days, 10:12:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2066, top5_acc: 0.4338, loss_cls: 8.6958, loss: 8.6958 2025-08-13 18:23:46,907 - pyskl - INFO - Epoch [30][1700/7492] lr: 4.546e-02, eta: 5 days, 10:11:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4453, loss_cls: 8.6463, loss: 8.6463 2025-08-13 18:24:38,379 - pyskl - INFO - Epoch [30][1800/7492] lr: 4.546e-02, eta: 5 days, 10:10:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4566, loss_cls: 8.5864, loss: 8.5864 2025-08-13 18:25:29,826 - pyskl - INFO - Epoch [30][1900/7492] lr: 4.545e-02, eta: 5 days, 10:09:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4544, loss_cls: 8.6452, loss: 8.6452 2025-08-13 18:26:21,378 - pyskl - INFO - Epoch [30][2000/7492] lr: 4.545e-02, eta: 5 days, 10:08:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4494, loss_cls: 8.6332, loss: 8.6332 2025-08-13 18:27:12,855 - pyskl - INFO - Epoch [30][2100/7492] lr: 4.544e-02, eta: 5 days, 10:08:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4422, loss_cls: 8.6883, loss: 8.6883 2025-08-13 18:28:04,351 - pyskl - INFO - Epoch [30][2200/7492] lr: 4.544e-02, eta: 5 days, 10:07:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4347, loss_cls: 8.6354, loss: 8.6354 2025-08-13 18:28:55,820 - pyskl - INFO - Epoch [30][2300/7492] lr: 4.544e-02, eta: 5 days, 10:06:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1966, top5_acc: 0.4225, loss_cls: 8.7468, loss: 8.7468 2025-08-13 18:29:47,282 - pyskl - INFO - Epoch [30][2400/7492] lr: 4.543e-02, eta: 5 days, 10:05:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4578, loss_cls: 8.5538, loss: 8.5538 2025-08-13 18:30:38,827 - pyskl - INFO - Epoch [30][2500/7492] lr: 4.543e-02, eta: 5 days, 10:04:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4497, loss_cls: 8.6548, loss: 8.6548 2025-08-13 18:31:30,359 - pyskl - INFO - Epoch [30][2600/7492] lr: 4.542e-02, eta: 5 days, 10:03:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4559, loss_cls: 8.6046, loss: 8.6046 2025-08-13 18:32:21,775 - pyskl - INFO - Epoch [30][2700/7492] lr: 4.542e-02, eta: 5 days, 10:02:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4394, loss_cls: 8.6655, loss: 8.6655 2025-08-13 18:33:13,323 - pyskl - INFO - Epoch [30][2800/7492] lr: 4.542e-02, eta: 5 days, 10:01:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4500, loss_cls: 8.5960, loss: 8.5960 2025-08-13 18:34:04,820 - pyskl - INFO - Epoch [30][2900/7492] lr: 4.541e-02, eta: 5 days, 10:01:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2062, top5_acc: 0.4328, loss_cls: 8.7411, loss: 8.7411 2025-08-13 18:34:56,286 - pyskl - INFO - Epoch [30][3000/7492] lr: 4.541e-02, eta: 5 days, 10:00:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4506, loss_cls: 8.5904, loss: 8.5904 2025-08-13 18:35:47,577 - pyskl - INFO - Epoch [30][3100/7492] lr: 4.540e-02, eta: 5 days, 9:59:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2034, top5_acc: 0.4503, loss_cls: 8.6299, loss: 8.6299 2025-08-13 18:36:38,997 - pyskl - INFO - Epoch [30][3200/7492] lr: 4.540e-02, eta: 5 days, 9:58:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4366, loss_cls: 8.6545, loss: 8.6545 2025-08-13 18:37:30,303 - pyskl - INFO - Epoch [30][3300/7492] lr: 4.540e-02, eta: 5 days, 9:57:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4403, loss_cls: 8.7123, loss: 8.7123 2025-08-13 18:38:21,778 - pyskl - INFO - Epoch [30][3400/7492] lr: 4.539e-02, eta: 5 days, 9:56:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4447, loss_cls: 8.5882, loss: 8.5882 2025-08-13 18:39:13,192 - pyskl - INFO - Epoch [30][3500/7492] lr: 4.539e-02, eta: 5 days, 9:55:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1988, top5_acc: 0.4247, loss_cls: 8.7168, loss: 8.7168 2025-08-13 18:40:04,527 - pyskl - INFO - Epoch [30][3600/7492] lr: 4.538e-02, eta: 5 days, 9:54:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4500, loss_cls: 8.6150, loss: 8.6150 2025-08-13 18:40:56,170 - pyskl - INFO - Epoch [30][3700/7492] lr: 4.538e-02, eta: 5 days, 9:53:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4541, loss_cls: 8.5796, loss: 8.5796 2025-08-13 18:41:47,568 - pyskl - INFO - Epoch [30][3800/7492] lr: 4.538e-02, eta: 5 days, 9:53:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2069, top5_acc: 0.4319, loss_cls: 8.7021, loss: 8.7021 2025-08-13 18:42:39,043 - pyskl - INFO - Epoch [30][3900/7492] lr: 4.537e-02, eta: 5 days, 9:52:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4522, loss_cls: 8.6473, loss: 8.6473 2025-08-13 18:43:30,226 - pyskl - INFO - Epoch [30][4000/7492] lr: 4.537e-02, eta: 5 days, 9:51:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4350, loss_cls: 8.7035, loss: 8.7035 2025-08-13 18:44:21,652 - pyskl - INFO - Epoch [30][4100/7492] lr: 4.536e-02, eta: 5 days, 9:50:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4478, loss_cls: 8.6294, loss: 8.6294 2025-08-13 18:45:12,979 - pyskl - INFO - Epoch [30][4200/7492] lr: 4.536e-02, eta: 5 days, 9:49:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4516, loss_cls: 8.6118, loss: 8.6118 2025-08-13 18:46:04,253 - pyskl - INFO - Epoch [30][4300/7492] lr: 4.536e-02, eta: 5 days, 9:48:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4497, loss_cls: 8.6417, loss: 8.6417 2025-08-13 18:46:55,558 - pyskl - INFO - Epoch [30][4400/7492] lr: 4.535e-02, eta: 5 days, 9:47:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4491, loss_cls: 8.5455, loss: 8.5455 2025-08-13 18:47:46,820 - pyskl - INFO - Epoch [30][4500/7492] lr: 4.535e-02, eta: 5 days, 9:46:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4478, loss_cls: 8.6320, loss: 8.6320 2025-08-13 18:48:38,145 - pyskl - INFO - Epoch [30][4600/7492] lr: 4.534e-02, eta: 5 days, 9:45:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4366, loss_cls: 8.6759, loss: 8.6759 2025-08-13 18:49:29,458 - pyskl - INFO - Epoch [30][4700/7492] lr: 4.534e-02, eta: 5 days, 9:44:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1972, top5_acc: 0.4294, loss_cls: 8.6338, loss: 8.6338 2025-08-13 18:50:20,968 - pyskl - INFO - Epoch [30][4800/7492] lr: 4.534e-02, eta: 5 days, 9:44:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4450, loss_cls: 8.6568, loss: 8.6568 2025-08-13 18:51:12,459 - pyskl - INFO - Epoch [30][4900/7492] lr: 4.533e-02, eta: 5 days, 9:43:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4666, loss_cls: 8.4665, loss: 8.4665 2025-08-13 18:52:03,974 - pyskl - INFO - Epoch [30][5000/7492] lr: 4.533e-02, eta: 5 days, 9:42:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4437, loss_cls: 8.7013, loss: 8.7013 2025-08-13 18:52:55,315 - pyskl - INFO - Epoch [30][5100/7492] lr: 4.532e-02, eta: 5 days, 9:41:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4278, loss_cls: 8.7690, loss: 8.7690 2025-08-13 18:53:46,731 - pyskl - INFO - Epoch [30][5200/7492] lr: 4.532e-02, eta: 5 days, 9:40:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2056, top5_acc: 0.4397, loss_cls: 8.6795, loss: 8.6795 2025-08-13 18:54:38,208 - pyskl - INFO - Epoch [30][5300/7492] lr: 4.532e-02, eta: 5 days, 9:39:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4344, loss_cls: 8.6163, loss: 8.6163 2025-08-13 18:55:29,661 - pyskl - INFO - Epoch [30][5400/7492] lr: 4.531e-02, eta: 5 days, 9:38:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4441, loss_cls: 8.6695, loss: 8.6695 2025-08-13 18:56:21,088 - pyskl - INFO - Epoch [30][5500/7492] lr: 4.531e-02, eta: 5 days, 9:37:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4428, loss_cls: 8.6277, loss: 8.6277 2025-08-13 18:57:12,458 - pyskl - INFO - Epoch [30][5600/7492] lr: 4.530e-02, eta: 5 days, 9:36:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4553, loss_cls: 8.6021, loss: 8.6021 2025-08-13 18:58:03,831 - pyskl - INFO - Epoch [30][5700/7492] lr: 4.530e-02, eta: 5 days, 9:36:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1997, top5_acc: 0.4334, loss_cls: 8.7572, loss: 8.7572 2025-08-13 18:58:55,353 - pyskl - INFO - Epoch [30][5800/7492] lr: 4.529e-02, eta: 5 days, 9:35:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4500, loss_cls: 8.5756, loss: 8.5756 2025-08-13 18:59:46,947 - pyskl - INFO - Epoch [30][5900/7492] lr: 4.529e-02, eta: 5 days, 9:34:18, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4584, loss_cls: 8.6095, loss: 8.6095 2025-08-13 19:00:38,129 - pyskl - INFO - Epoch [30][6000/7492] lr: 4.529e-02, eta: 5 days, 9:33:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4562, loss_cls: 8.4861, loss: 8.4861 2025-08-13 19:01:29,729 - pyskl - INFO - Epoch [30][6100/7492] lr: 4.528e-02, eta: 5 days, 9:32:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4447, loss_cls: 8.6896, loss: 8.6896 2025-08-13 19:02:20,881 - pyskl - INFO - Epoch [30][6200/7492] lr: 4.528e-02, eta: 5 days, 9:31:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4522, loss_cls: 8.4891, loss: 8.4891 2025-08-13 19:03:12,250 - pyskl - INFO - Epoch [30][6300/7492] lr: 4.527e-02, eta: 5 days, 9:30:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4447, loss_cls: 8.6469, loss: 8.6469 2025-08-13 19:04:03,600 - pyskl - INFO - Epoch [30][6400/7492] lr: 4.527e-02, eta: 5 days, 9:29:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4475, loss_cls: 8.5856, loss: 8.5856 2025-08-13 19:04:54,863 - pyskl - INFO - Epoch [30][6500/7492] lr: 4.527e-02, eta: 5 days, 9:28:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2050, top5_acc: 0.4406, loss_cls: 8.6395, loss: 8.6395 2025-08-13 19:05:46,358 - pyskl - INFO - Epoch [30][6600/7492] lr: 4.526e-02, eta: 5 days, 9:28:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2031, top5_acc: 0.4484, loss_cls: 8.6226, loss: 8.6226 2025-08-13 19:06:37,682 - pyskl - INFO - Epoch [30][6700/7492] lr: 4.526e-02, eta: 5 days, 9:27:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4481, loss_cls: 8.6118, loss: 8.6118 2025-08-13 19:07:28,962 - pyskl - INFO - Epoch [30][6800/7492] lr: 4.525e-02, eta: 5 days, 9:26:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4419, loss_cls: 8.6343, loss: 8.6343 2025-08-13 19:08:20,303 - pyskl - INFO - Epoch [30][6900/7492] lr: 4.525e-02, eta: 5 days, 9:25:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4397, loss_cls: 8.6560, loss: 8.6560 2025-08-13 19:09:11,930 - pyskl - INFO - Epoch [30][7000/7492] lr: 4.525e-02, eta: 5 days, 9:24:30, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4506, loss_cls: 8.6103, loss: 8.6103 2025-08-13 19:10:03,443 - pyskl - INFO - Epoch [30][7100/7492] lr: 4.524e-02, eta: 5 days, 9:23:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2066, top5_acc: 0.4372, loss_cls: 8.5942, loss: 8.5942 2025-08-13 19:10:54,862 - pyskl - INFO - Epoch [30][7200/7492] lr: 4.524e-02, eta: 5 days, 9:22:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4491, loss_cls: 8.5841, loss: 8.5841 2025-08-13 19:11:46,092 - pyskl - INFO - Epoch [30][7300/7492] lr: 4.523e-02, eta: 5 days, 9:21:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2025, top5_acc: 0.4384, loss_cls: 8.7189, loss: 8.7189 2025-08-13 19:12:37,528 - pyskl - INFO - Epoch [30][7400/7492] lr: 4.523e-02, eta: 5 days, 9:20:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4612, loss_cls: 8.5103, loss: 8.5103 2025-08-13 19:13:25,839 - pyskl - INFO - Saving checkpoint at 30 epochs 2025-08-13 19:14:33,790 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 19:14:34,521 - pyskl - INFO - top1_acc 0.1626 top5_acc 0.3746 2025-08-13 19:14:34,521 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 19:14:34,559 - pyskl - INFO - mean_acc 0.1623 2025-08-13 19:14:34,571 - pyskl - INFO - Epoch(val) [30][617] top1_acc: 0.1626, top5_acc: 0.3746, mean_class_accuracy: 0.1623 2025-08-13 19:15:57,220 - pyskl - INFO - Epoch [31][100/7492] lr: 4.522e-02, eta: 5 days, 9:18:10, time: 0.826, data_time: 0.310, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4447, loss_cls: 8.5275, loss: 8.5275 2025-08-13 19:16:48,494 - pyskl - INFO - Epoch [31][200/7492] lr: 4.522e-02, eta: 5 days, 9:17:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4559, loss_cls: 8.5801, loss: 8.5801 2025-08-13 19:17:39,900 - pyskl - INFO - Epoch [31][300/7492] lr: 4.521e-02, eta: 5 days, 9:16:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4422, loss_cls: 8.6265, loss: 8.6265 2025-08-13 19:18:31,120 - pyskl - INFO - Epoch [31][400/7492] lr: 4.521e-02, eta: 5 days, 9:15:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4516, loss_cls: 8.6463, loss: 8.6463 2025-08-13 19:19:22,683 - pyskl - INFO - Epoch [31][500/7492] lr: 4.520e-02, eta: 5 days, 9:14:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4544, loss_cls: 8.5765, loss: 8.5765 2025-08-13 19:20:14,146 - pyskl - INFO - Epoch [31][600/7492] lr: 4.520e-02, eta: 5 days, 9:13:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4416, loss_cls: 8.5736, loss: 8.5736 2025-08-13 19:21:05,385 - pyskl - INFO - Epoch [31][700/7492] lr: 4.520e-02, eta: 5 days, 9:12:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4569, loss_cls: 8.5469, loss: 8.5469 2025-08-13 19:21:56,702 - pyskl - INFO - Epoch [31][800/7492] lr: 4.519e-02, eta: 5 days, 9:11:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4641, loss_cls: 8.5464, loss: 8.5464 2025-08-13 19:22:48,012 - pyskl - INFO - Epoch [31][900/7492] lr: 4.519e-02, eta: 5 days, 9:11:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4484, loss_cls: 8.6982, loss: 8.6982 2025-08-13 19:23:39,292 - pyskl - INFO - Epoch [31][1000/7492] lr: 4.518e-02, eta: 5 days, 9:10:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4475, loss_cls: 8.5681, loss: 8.5681 2025-08-13 19:24:30,652 - pyskl - INFO - Epoch [31][1100/7492] lr: 4.518e-02, eta: 5 days, 9:09:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4456, loss_cls: 8.6469, loss: 8.6469 2025-08-13 19:25:21,870 - pyskl - INFO - Epoch [31][1200/7492] lr: 4.518e-02, eta: 5 days, 9:08:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4659, loss_cls: 8.5452, loss: 8.5452 2025-08-13 19:26:13,225 - pyskl - INFO - Epoch [31][1300/7492] lr: 4.517e-02, eta: 5 days, 9:07:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4606, loss_cls: 8.5619, loss: 8.5619 2025-08-13 19:27:04,427 - pyskl - INFO - Epoch [31][1400/7492] lr: 4.517e-02, eta: 5 days, 9:06:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4578, loss_cls: 8.5213, loss: 8.5213 2025-08-13 19:27:55,800 - pyskl - INFO - Epoch [31][1500/7492] lr: 4.516e-02, eta: 5 days, 9:05:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4562, loss_cls: 8.5143, loss: 8.5143 2025-08-13 19:28:47,288 - pyskl - INFO - Epoch [31][1600/7492] lr: 4.516e-02, eta: 5 days, 9:04:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4516, loss_cls: 8.5634, loss: 8.5634 2025-08-13 19:29:39,007 - pyskl - INFO - Epoch [31][1700/7492] lr: 4.516e-02, eta: 5 days, 9:03:55, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4347, loss_cls: 8.6354, loss: 8.6354 2025-08-13 19:30:30,509 - pyskl - INFO - Epoch [31][1800/7492] lr: 4.515e-02, eta: 5 days, 9:03:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4491, loss_cls: 8.6812, loss: 8.6812 2025-08-13 19:31:21,877 - pyskl - INFO - Epoch [31][1900/7492] lr: 4.515e-02, eta: 5 days, 9:02:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4313, loss_cls: 8.7010, loss: 8.7010 2025-08-13 19:32:13,158 - pyskl - INFO - Epoch [31][2000/7492] lr: 4.514e-02, eta: 5 days, 9:01:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4394, loss_cls: 8.6732, loss: 8.6732 2025-08-13 19:33:04,641 - pyskl - INFO - Epoch [31][2100/7492] lr: 4.514e-02, eta: 5 days, 9:00:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4591, loss_cls: 8.5798, loss: 8.5798 2025-08-13 19:33:56,294 - pyskl - INFO - Epoch [31][2200/7492] lr: 4.513e-02, eta: 5 days, 8:59:29, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4363, loss_cls: 8.5798, loss: 8.5798 2025-08-13 19:34:48,166 - pyskl - INFO - Epoch [31][2300/7492] lr: 4.513e-02, eta: 5 days, 8:58:38, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4419, loss_cls: 8.6555, loss: 8.6555 2025-08-13 19:35:39,976 - pyskl - INFO - Epoch [31][2400/7492] lr: 4.513e-02, eta: 5 days, 8:57:46, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4472, loss_cls: 8.6064, loss: 8.6064 2025-08-13 19:36:31,379 - pyskl - INFO - Epoch [31][2500/7492] lr: 4.512e-02, eta: 5 days, 8:56:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4625, loss_cls: 8.6123, loss: 8.6123 2025-08-13 19:37:22,819 - pyskl - INFO - Epoch [31][2600/7492] lr: 4.512e-02, eta: 5 days, 8:56:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4369, loss_cls: 8.6487, loss: 8.6487 2025-08-13 19:38:14,295 - pyskl - INFO - Epoch [31][2700/7492] lr: 4.511e-02, eta: 5 days, 8:55:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4703, loss_cls: 8.5224, loss: 8.5224 2025-08-13 19:39:05,902 - pyskl - INFO - Epoch [31][2800/7492] lr: 4.511e-02, eta: 5 days, 8:54:14, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4625, loss_cls: 8.6208, loss: 8.6208 2025-08-13 19:39:57,346 - pyskl - INFO - Epoch [31][2900/7492] lr: 4.511e-02, eta: 5 days, 8:53:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4325, loss_cls: 8.6972, loss: 8.6972 2025-08-13 19:40:48,707 - pyskl - INFO - Epoch [31][3000/7492] lr: 4.510e-02, eta: 5 days, 8:52:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4547, loss_cls: 8.5181, loss: 8.5181 2025-08-13 19:41:40,189 - pyskl - INFO - Epoch [31][3100/7492] lr: 4.510e-02, eta: 5 days, 8:51:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4434, loss_cls: 8.5530, loss: 8.5530 2025-08-13 19:42:31,770 - pyskl - INFO - Epoch [31][3200/7492] lr: 4.509e-02, eta: 5 days, 8:50:42, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4453, loss_cls: 8.6415, loss: 8.6415 2025-08-13 19:43:23,569 - pyskl - INFO - Epoch [31][3300/7492] lr: 4.509e-02, eta: 5 days, 8:49:51, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4325, loss_cls: 8.6745, loss: 8.6745 2025-08-13 19:44:15,065 - pyskl - INFO - Epoch [31][3400/7492] lr: 4.508e-02, eta: 5 days, 8:48:58, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4328, loss_cls: 8.6341, loss: 8.6341 2025-08-13 19:45:06,662 - pyskl - INFO - Epoch [31][3500/7492] lr: 4.508e-02, eta: 5 days, 8:48:05, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4522, loss_cls: 8.5825, loss: 8.5825 2025-08-13 19:45:58,061 - pyskl - INFO - Epoch [31][3600/7492] lr: 4.508e-02, eta: 5 days, 8:47:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4509, loss_cls: 8.6064, loss: 8.6064 2025-08-13 19:46:49,588 - pyskl - INFO - Epoch [31][3700/7492] lr: 4.507e-02, eta: 5 days, 8:46:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4584, loss_cls: 8.6044, loss: 8.6044 2025-08-13 19:47:40,899 - pyskl - INFO - Epoch [31][3800/7492] lr: 4.507e-02, eta: 5 days, 8:45:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4591, loss_cls: 8.6033, loss: 8.6033 2025-08-13 19:48:32,277 - pyskl - INFO - Epoch [31][3900/7492] lr: 4.506e-02, eta: 5 days, 8:44:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4403, loss_cls: 8.6859, loss: 8.6859 2025-08-13 19:49:23,753 - pyskl - INFO - Epoch [31][4000/7492] lr: 4.506e-02, eta: 5 days, 8:43:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4403, loss_cls: 8.7614, loss: 8.7614 2025-08-13 19:50:15,201 - pyskl - INFO - Epoch [31][4100/7492] lr: 4.506e-02, eta: 5 days, 8:42:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2066, top5_acc: 0.4512, loss_cls: 8.6544, loss: 8.6544 2025-08-13 19:51:06,564 - pyskl - INFO - Epoch [31][4200/7492] lr: 4.505e-02, eta: 5 days, 8:41:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4478, loss_cls: 8.6554, loss: 8.6554 2025-08-13 19:51:58,111 - pyskl - INFO - Epoch [31][4300/7492] lr: 4.505e-02, eta: 5 days, 8:41:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4456, loss_cls: 8.5879, loss: 8.5879 2025-08-13 19:52:49,298 - pyskl - INFO - Epoch [31][4400/7492] lr: 4.504e-02, eta: 5 days, 8:40:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4675, loss_cls: 8.5068, loss: 8.5068 2025-08-13 19:53:40,702 - pyskl - INFO - Epoch [31][4500/7492] lr: 4.504e-02, eta: 5 days, 8:39:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4444, loss_cls: 8.6491, loss: 8.6491 2025-08-13 19:54:32,071 - pyskl - INFO - Epoch [31][4600/7492] lr: 4.503e-02, eta: 5 days, 8:38:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4475, loss_cls: 8.5772, loss: 8.5772 2025-08-13 19:55:23,472 - pyskl - INFO - Epoch [31][4700/7492] lr: 4.503e-02, eta: 5 days, 8:37:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.1984, top5_acc: 0.4256, loss_cls: 8.7422, loss: 8.7422 2025-08-13 19:56:14,854 - pyskl - INFO - Epoch [31][4800/7492] lr: 4.503e-02, eta: 5 days, 8:36:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4425, loss_cls: 8.6528, loss: 8.6528 2025-08-13 19:57:06,356 - pyskl - INFO - Epoch [31][4900/7492] lr: 4.502e-02, eta: 5 days, 8:35:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4416, loss_cls: 8.6216, loss: 8.6216 2025-08-13 19:57:57,916 - pyskl - INFO - Epoch [31][5000/7492] lr: 4.502e-02, eta: 5 days, 8:34:48, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4309, loss_cls: 8.6580, loss: 8.6580 2025-08-13 19:58:49,139 - pyskl - INFO - Epoch [31][5100/7492] lr: 4.501e-02, eta: 5 days, 8:33:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4391, loss_cls: 8.6573, loss: 8.6573 2025-08-13 19:59:40,545 - pyskl - INFO - Epoch [31][5200/7492] lr: 4.501e-02, eta: 5 days, 8:33:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4609, loss_cls: 8.6323, loss: 8.6323 2025-08-13 20:00:31,805 - pyskl - INFO - Epoch [31][5300/7492] lr: 4.501e-02, eta: 5 days, 8:32:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4587, loss_cls: 8.5077, loss: 8.5077 2025-08-13 20:01:23,340 - pyskl - INFO - Epoch [31][5400/7492] lr: 4.500e-02, eta: 5 days, 8:31:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4428, loss_cls: 8.7226, loss: 8.7226 2025-08-13 20:02:14,615 - pyskl - INFO - Epoch [31][5500/7492] lr: 4.500e-02, eta: 5 days, 8:30:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4366, loss_cls: 8.6748, loss: 8.6748 2025-08-13 20:03:05,796 - pyskl - INFO - Epoch [31][5600/7492] lr: 4.499e-02, eta: 5 days, 8:29:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4363, loss_cls: 8.7323, loss: 8.7323 2025-08-13 20:03:57,169 - pyskl - INFO - Epoch [31][5700/7492] lr: 4.499e-02, eta: 5 days, 8:28:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4591, loss_cls: 8.5211, loss: 8.5211 2025-08-13 20:04:48,375 - pyskl - INFO - Epoch [31][5800/7492] lr: 4.498e-02, eta: 5 days, 8:27:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4381, loss_cls: 8.6593, loss: 8.6593 2025-08-13 20:05:39,696 - pyskl - INFO - Epoch [31][5900/7492] lr: 4.498e-02, eta: 5 days, 8:26:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4597, loss_cls: 8.5451, loss: 8.5451 2025-08-13 20:06:31,408 - pyskl - INFO - Epoch [31][6000/7492] lr: 4.498e-02, eta: 5 days, 8:25:53, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4353, loss_cls: 8.7212, loss: 8.7212 2025-08-13 20:07:23,017 - pyskl - INFO - Epoch [31][6100/7492] lr: 4.497e-02, eta: 5 days, 8:25:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4659, loss_cls: 8.5469, loss: 8.5469 2025-08-13 20:08:14,418 - pyskl - INFO - Epoch [31][6200/7492] lr: 4.497e-02, eta: 5 days, 8:24:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4544, loss_cls: 8.6399, loss: 8.6399 2025-08-13 20:09:05,657 - pyskl - INFO - Epoch [31][6300/7492] lr: 4.496e-02, eta: 5 days, 8:23:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4450, loss_cls: 8.6497, loss: 8.6497 2025-08-13 20:09:57,097 - pyskl - INFO - Epoch [31][6400/7492] lr: 4.496e-02, eta: 5 days, 8:22:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4566, loss_cls: 8.6001, loss: 8.6001 2025-08-13 20:10:48,397 - pyskl - INFO - Epoch [31][6500/7492] lr: 4.496e-02, eta: 5 days, 8:21:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2059, top5_acc: 0.4231, loss_cls: 8.7319, loss: 8.7319 2025-08-13 20:11:39,875 - pyskl - INFO - Epoch [31][6600/7492] lr: 4.495e-02, eta: 5 days, 8:20:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2069, top5_acc: 0.4478, loss_cls: 8.6250, loss: 8.6250 2025-08-13 20:12:31,245 - pyskl - INFO - Epoch [31][6700/7492] lr: 4.495e-02, eta: 5 days, 8:19:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4525, loss_cls: 8.5337, loss: 8.5337 2025-08-13 20:13:22,571 - pyskl - INFO - Epoch [31][6800/7492] lr: 4.494e-02, eta: 5 days, 8:18:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4428, loss_cls: 8.6051, loss: 8.6051 2025-08-13 20:14:13,898 - pyskl - INFO - Epoch [31][6900/7492] lr: 4.494e-02, eta: 5 days, 8:17:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4406, loss_cls: 8.6126, loss: 8.6126 2025-08-13 20:15:05,443 - pyskl - INFO - Epoch [31][7000/7492] lr: 4.493e-02, eta: 5 days, 8:17:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4462, loss_cls: 8.6485, loss: 8.6485 2025-08-13 20:15:56,747 - pyskl - INFO - Epoch [31][7100/7492] lr: 4.493e-02, eta: 5 days, 8:16:08, time: 0.514, data_time: 0.002, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4544, loss_cls: 8.5872, loss: 8.5872 2025-08-13 20:16:48,392 - pyskl - INFO - Epoch [31][7200/7492] lr: 4.493e-02, eta: 5 days, 8:15:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4338, loss_cls: 8.7174, loss: 8.7174 2025-08-13 20:17:39,867 - pyskl - INFO - Epoch [31][7300/7492] lr: 4.492e-02, eta: 5 days, 8:14:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4431, loss_cls: 8.6404, loss: 8.6404 2025-08-13 20:18:31,272 - pyskl - INFO - Epoch [31][7400/7492] lr: 4.492e-02, eta: 5 days, 8:13:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4450, loss_cls: 8.6120, loss: 8.6120 2025-08-13 20:19:19,280 - pyskl - INFO - Saving checkpoint at 31 epochs 2025-08-13 20:20:13,373 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 20:20:14,119 - pyskl - INFO - top1_acc 0.1723 top5_acc 0.3784 2025-08-13 20:20:14,119 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 20:20:14,157 - pyskl - INFO - mean_acc 0.1720 2025-08-13 20:20:14,170 - pyskl - INFO - Epoch(val) [31][617] top1_acc: 0.1723, top5_acc: 0.3784, mean_class_accuracy: 0.1720 2025-08-13 20:21:37,558 - pyskl - INFO - Epoch [32][100/7492] lr: 4.491e-02, eta: 5 days, 8:10:49, time: 0.834, data_time: 0.316, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4525, loss_cls: 8.5828, loss: 8.5828 2025-08-13 20:22:29,129 - pyskl - INFO - Epoch [32][200/7492] lr: 4.490e-02, eta: 5 days, 8:09:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4628, loss_cls: 8.6142, loss: 8.6142 2025-08-13 20:23:20,826 - pyskl - INFO - Epoch [32][300/7492] lr: 4.490e-02, eta: 5 days, 8:09:04, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4534, loss_cls: 8.5868, loss: 8.5868 2025-08-13 20:24:12,244 - pyskl - INFO - Epoch [32][400/7492] lr: 4.490e-02, eta: 5 days, 8:08:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4416, loss_cls: 8.6943, loss: 8.6943 2025-08-13 20:25:03,886 - pyskl - INFO - Epoch [32][500/7492] lr: 4.489e-02, eta: 5 days, 8:07:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4309, loss_cls: 8.6958, loss: 8.6958 2025-08-13 20:25:55,170 - pyskl - INFO - Epoch [32][600/7492] lr: 4.489e-02, eta: 5 days, 8:06:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4409, loss_cls: 8.6607, loss: 8.6607 2025-08-13 20:26:46,300 - pyskl - INFO - Epoch [32][700/7492] lr: 4.488e-02, eta: 5 days, 8:05:31, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4494, loss_cls: 8.5824, loss: 8.5824 2025-08-13 20:27:37,733 - pyskl - INFO - Epoch [32][800/7492] lr: 4.488e-02, eta: 5 days, 8:04:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4403, loss_cls: 8.5934, loss: 8.5934 2025-08-13 20:28:28,978 - pyskl - INFO - Epoch [32][900/7492] lr: 4.488e-02, eta: 5 days, 8:03:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4487, loss_cls: 8.5770, loss: 8.5770 2025-08-13 20:29:20,317 - pyskl - INFO - Epoch [32][1000/7492] lr: 4.487e-02, eta: 5 days, 8:02:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4441, loss_cls: 8.7001, loss: 8.7001 2025-08-13 20:30:12,274 - pyskl - INFO - Epoch [32][1100/7492] lr: 4.487e-02, eta: 5 days, 8:02:00, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4441, loss_cls: 8.5870, loss: 8.5870 2025-08-13 20:31:03,911 - pyskl - INFO - Epoch [32][1200/7492] lr: 4.486e-02, eta: 5 days, 8:01:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4462, loss_cls: 8.6728, loss: 8.6728 2025-08-13 20:31:55,364 - pyskl - INFO - Epoch [32][1300/7492] lr: 4.486e-02, eta: 5 days, 8:00:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4444, loss_cls: 8.6330, loss: 8.6330 2025-08-13 20:32:47,132 - pyskl - INFO - Epoch [32][1400/7492] lr: 4.485e-02, eta: 5 days, 7:59:23, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4462, loss_cls: 8.6049, loss: 8.6049 2025-08-13 20:33:38,801 - pyskl - INFO - Epoch [32][1500/7492] lr: 4.485e-02, eta: 5 days, 7:58:31, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4459, loss_cls: 8.5909, loss: 8.5909 2025-08-13 20:34:30,364 - pyskl - INFO - Epoch [32][1600/7492] lr: 4.485e-02, eta: 5 days, 7:57:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4569, loss_cls: 8.5900, loss: 8.5900 2025-08-13 20:35:21,826 - pyskl - INFO - Epoch [32][1700/7492] lr: 4.484e-02, eta: 5 days, 7:56:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4459, loss_cls: 8.5429, loss: 8.5429 2025-08-13 20:36:13,504 - pyskl - INFO - Epoch [32][1800/7492] lr: 4.484e-02, eta: 5 days, 7:55:53, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4519, loss_cls: 8.5389, loss: 8.5389 2025-08-13 20:37:04,809 - pyskl - INFO - Epoch [32][1900/7492] lr: 4.483e-02, eta: 5 days, 7:55:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4584, loss_cls: 8.4902, loss: 8.4902 2025-08-13 20:37:56,321 - pyskl - INFO - Epoch [32][2000/7492] lr: 4.483e-02, eta: 5 days, 7:54:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4541, loss_cls: 8.5406, loss: 8.5406 2025-08-13 20:38:47,723 - pyskl - INFO - Epoch [32][2100/7492] lr: 4.482e-02, eta: 5 days, 7:53:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4475, loss_cls: 8.5159, loss: 8.5159 2025-08-13 20:39:39,394 - pyskl - INFO - Epoch [32][2200/7492] lr: 4.482e-02, eta: 5 days, 7:52:22, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4591, loss_cls: 8.5787, loss: 8.5787 2025-08-13 20:40:31,094 - pyskl - INFO - Epoch [32][2300/7492] lr: 4.482e-02, eta: 5 days, 7:51:30, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4484, loss_cls: 8.5757, loss: 8.5757 2025-08-13 20:41:22,619 - pyskl - INFO - Epoch [32][2400/7492] lr: 4.481e-02, eta: 5 days, 7:50:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4459, loss_cls: 8.5523, loss: 8.5523 2025-08-13 20:42:14,131 - pyskl - INFO - Epoch [32][2500/7492] lr: 4.481e-02, eta: 5 days, 7:49:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4369, loss_cls: 8.5932, loss: 8.5932 2025-08-13 20:43:05,503 - pyskl - INFO - Epoch [32][2600/7492] lr: 4.480e-02, eta: 5 days, 7:48:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4447, loss_cls: 8.6054, loss: 8.6054 2025-08-13 20:43:57,223 - pyskl - INFO - Epoch [32][2700/7492] lr: 4.480e-02, eta: 5 days, 7:47:59, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4409, loss_cls: 8.6973, loss: 8.6973 2025-08-13 20:44:48,589 - pyskl - INFO - Epoch [32][2800/7492] lr: 4.479e-02, eta: 5 days, 7:47:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4666, loss_cls: 8.5163, loss: 8.5163 2025-08-13 20:45:40,147 - pyskl - INFO - Epoch [32][2900/7492] lr: 4.479e-02, eta: 5 days, 7:46:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4494, loss_cls: 8.6780, loss: 8.6780 2025-08-13 20:46:31,637 - pyskl - INFO - Epoch [32][3000/7492] lr: 4.479e-02, eta: 5 days, 7:45:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4500, loss_cls: 8.6305, loss: 8.6305 2025-08-13 20:47:23,091 - pyskl - INFO - Epoch [32][3100/7492] lr: 4.478e-02, eta: 5 days, 7:44:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2078, top5_acc: 0.4419, loss_cls: 8.6123, loss: 8.6123 2025-08-13 20:48:14,483 - pyskl - INFO - Epoch [32][3200/7492] lr: 4.478e-02, eta: 5 days, 7:43:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4659, loss_cls: 8.5120, loss: 8.5120 2025-08-13 20:49:05,965 - pyskl - INFO - Epoch [32][3300/7492] lr: 4.477e-02, eta: 5 days, 7:42:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4497, loss_cls: 8.6063, loss: 8.6063 2025-08-13 20:49:57,446 - pyskl - INFO - Epoch [32][3400/7492] lr: 4.477e-02, eta: 5 days, 7:41:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4478, loss_cls: 8.6357, loss: 8.6357 2025-08-13 20:50:48,927 - pyskl - INFO - Epoch [32][3500/7492] lr: 4.476e-02, eta: 5 days, 7:40:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4372, loss_cls: 8.6371, loss: 8.6371 2025-08-13 20:51:40,274 - pyskl - INFO - Epoch [32][3600/7492] lr: 4.476e-02, eta: 5 days, 7:40:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4456, loss_cls: 8.6589, loss: 8.6589 2025-08-13 20:52:31,718 - pyskl - INFO - Epoch [32][3700/7492] lr: 4.476e-02, eta: 5 days, 7:39:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4316, loss_cls: 8.6651, loss: 8.6651 2025-08-13 20:53:23,322 - pyskl - INFO - Epoch [32][3800/7492] lr: 4.475e-02, eta: 5 days, 7:38:18, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4603, loss_cls: 8.5843, loss: 8.5843 2025-08-13 20:54:14,883 - pyskl - INFO - Epoch [32][3900/7492] lr: 4.475e-02, eta: 5 days, 7:37:25, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4531, loss_cls: 8.5662, loss: 8.5662 2025-08-13 20:55:06,700 - pyskl - INFO - Epoch [32][4000/7492] lr: 4.474e-02, eta: 5 days, 7:36:33, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4416, loss_cls: 8.6824, loss: 8.6824 2025-08-13 20:55:58,347 - pyskl - INFO - Epoch [32][4100/7492] lr: 4.474e-02, eta: 5 days, 7:35:41, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4562, loss_cls: 8.5535, loss: 8.5535 2025-08-13 20:56:49,826 - pyskl - INFO - Epoch [32][4200/7492] lr: 4.473e-02, eta: 5 days, 7:34:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4503, loss_cls: 8.5294, loss: 8.5294 2025-08-13 20:57:41,474 - pyskl - INFO - Epoch [32][4300/7492] lr: 4.473e-02, eta: 5 days, 7:33:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4603, loss_cls: 8.4791, loss: 8.4791 2025-08-13 20:58:32,792 - pyskl - INFO - Epoch [32][4400/7492] lr: 4.473e-02, eta: 5 days, 7:33:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4428, loss_cls: 8.6791, loss: 8.6791 2025-08-13 20:59:24,479 - pyskl - INFO - Epoch [32][4500/7492] lr: 4.472e-02, eta: 5 days, 7:32:11, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4431, loss_cls: 8.5879, loss: 8.5879 2025-08-13 21:00:15,932 - pyskl - INFO - Epoch [32][4600/7492] lr: 4.472e-02, eta: 5 days, 7:31:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4316, loss_cls: 8.6910, loss: 8.6910 2025-08-13 21:01:07,234 - pyskl - INFO - Epoch [32][4700/7492] lr: 4.471e-02, eta: 5 days, 7:30:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4544, loss_cls: 8.5515, loss: 8.5515 2025-08-13 21:01:58,590 - pyskl - INFO - Epoch [32][4800/7492] lr: 4.471e-02, eta: 5 days, 7:29:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2053, top5_acc: 0.4356, loss_cls: 8.6264, loss: 8.6264 2025-08-13 21:02:50,166 - pyskl - INFO - Epoch [32][4900/7492] lr: 4.470e-02, eta: 5 days, 7:28:39, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4569, loss_cls: 8.6341, loss: 8.6341 2025-08-13 21:03:41,468 - pyskl - INFO - Epoch [32][5000/7492] lr: 4.470e-02, eta: 5 days, 7:27:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4487, loss_cls: 8.5813, loss: 8.5813 2025-08-13 21:04:32,942 - pyskl - INFO - Epoch [32][5100/7492] lr: 4.470e-02, eta: 5 days, 7:26:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4553, loss_cls: 8.6597, loss: 8.6597 2025-08-13 21:05:24,288 - pyskl - INFO - Epoch [32][5200/7492] lr: 4.469e-02, eta: 5 days, 7:25:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4478, loss_cls: 8.5472, loss: 8.5472 2025-08-13 21:06:15,630 - pyskl - INFO - Epoch [32][5300/7492] lr: 4.469e-02, eta: 5 days, 7:25:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4384, loss_cls: 8.6668, loss: 8.6668 2025-08-13 21:07:07,114 - pyskl - INFO - Epoch [32][5400/7492] lr: 4.468e-02, eta: 5 days, 7:24:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4462, loss_cls: 8.6059, loss: 8.6059 2025-08-13 21:07:58,904 - pyskl - INFO - Epoch [32][5500/7492] lr: 4.468e-02, eta: 5 days, 7:23:21, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4503, loss_cls: 8.5740, loss: 8.5740 2025-08-13 21:08:50,456 - pyskl - INFO - Epoch [32][5600/7492] lr: 4.467e-02, eta: 5 days, 7:22:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4578, loss_cls: 8.4976, loss: 8.4976 2025-08-13 21:09:41,918 - pyskl - INFO - Epoch [32][5700/7492] lr: 4.467e-02, eta: 5 days, 7:21:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4356, loss_cls: 8.6577, loss: 8.6577 2025-08-13 21:10:33,368 - pyskl - INFO - Epoch [32][5800/7492] lr: 4.467e-02, eta: 5 days, 7:20:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4541, loss_cls: 8.5767, loss: 8.5767 2025-08-13 21:11:24,757 - pyskl - INFO - Epoch [32][5900/7492] lr: 4.466e-02, eta: 5 days, 7:19:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4469, loss_cls: 8.5401, loss: 8.5401 2025-08-13 21:12:16,408 - pyskl - INFO - Epoch [32][6000/7492] lr: 4.466e-02, eta: 5 days, 7:18:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4462, loss_cls: 8.6515, loss: 8.6515 2025-08-13 21:13:07,875 - pyskl - INFO - Epoch [32][6100/7492] lr: 4.465e-02, eta: 5 days, 7:18:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4437, loss_cls: 8.5770, loss: 8.5770 2025-08-13 21:13:59,487 - pyskl - INFO - Epoch [32][6200/7492] lr: 4.465e-02, eta: 5 days, 7:17:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4528, loss_cls: 8.6075, loss: 8.6075 2025-08-13 21:14:50,920 - pyskl - INFO - Epoch [32][6300/7492] lr: 4.464e-02, eta: 5 days, 7:16:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4459, loss_cls: 8.5368, loss: 8.5368 2025-08-13 21:15:42,204 - pyskl - INFO - Epoch [32][6400/7492] lr: 4.464e-02, eta: 5 days, 7:15:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4675, loss_cls: 8.5966, loss: 8.5966 2025-08-13 21:16:33,692 - pyskl - INFO - Epoch [32][6500/7492] lr: 4.464e-02, eta: 5 days, 7:14:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4381, loss_cls: 8.6463, loss: 8.6463 2025-08-13 21:17:25,210 - pyskl - INFO - Epoch [32][6600/7492] lr: 4.463e-02, eta: 5 days, 7:13:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2059, top5_acc: 0.4303, loss_cls: 8.6475, loss: 8.6475 2025-08-13 21:18:16,842 - pyskl - INFO - Epoch [32][6700/7492] lr: 4.463e-02, eta: 5 days, 7:12:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4478, loss_cls: 8.6392, loss: 8.6392 2025-08-13 21:19:08,213 - pyskl - INFO - Epoch [32][6800/7492] lr: 4.462e-02, eta: 5 days, 7:11:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4437, loss_cls: 8.7075, loss: 8.7075 2025-08-13 21:19:59,533 - pyskl - INFO - Epoch [32][6900/7492] lr: 4.462e-02, eta: 5 days, 7:11:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4487, loss_cls: 8.5754, loss: 8.5754 2025-08-13 21:20:51,137 - pyskl - INFO - Epoch [32][7000/7492] lr: 4.461e-02, eta: 5 days, 7:10:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2016, top5_acc: 0.4472, loss_cls: 8.6973, loss: 8.6973 2025-08-13 21:21:42,817 - pyskl - INFO - Epoch [32][7100/7492] lr: 4.461e-02, eta: 5 days, 7:09:18, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4581, loss_cls: 8.5819, loss: 8.5819 2025-08-13 21:22:34,153 - pyskl - INFO - Epoch [32][7200/7492] lr: 4.461e-02, eta: 5 days, 7:08:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4622, loss_cls: 8.5294, loss: 8.5294 2025-08-13 21:23:25,784 - pyskl - INFO - Epoch [32][7300/7492] lr: 4.460e-02, eta: 5 days, 7:07:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4475, loss_cls: 8.6946, loss: 8.6946 2025-08-13 21:24:17,260 - pyskl - INFO - Epoch [32][7400/7492] lr: 4.460e-02, eta: 5 days, 7:06:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4422, loss_cls: 8.6365, loss: 8.6365 2025-08-13 21:25:05,437 - pyskl - INFO - Saving checkpoint at 32 epochs 2025-08-13 21:26:02,047 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 21:26:02,788 - pyskl - INFO - top1_acc 0.1727 top5_acc 0.3834 2025-08-13 21:26:02,788 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 21:26:02,827 - pyskl - INFO - mean_acc 0.1726 2025-08-13 21:26:02,839 - pyskl - INFO - Epoch(val) [32][617] top1_acc: 0.1727, top5_acc: 0.3834, mean_class_accuracy: 0.1726 2025-08-13 21:27:24,086 - pyskl - INFO - Epoch [33][100/7492] lr: 4.459e-02, eta: 5 days, 7:03:53, time: 0.812, data_time: 0.298, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4534, loss_cls: 8.5523, loss: 8.5523 2025-08-13 21:28:15,383 - pyskl - INFO - Epoch [33][200/7492] lr: 4.458e-02, eta: 5 days, 7:03:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4606, loss_cls: 8.5755, loss: 8.5755 2025-08-13 21:29:06,685 - pyskl - INFO - Epoch [33][300/7492] lr: 4.458e-02, eta: 5 days, 7:02:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4519, loss_cls: 8.5931, loss: 8.5931 2025-08-13 21:29:57,875 - pyskl - INFO - Epoch [33][400/7492] lr: 4.458e-02, eta: 5 days, 7:01:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4578, loss_cls: 8.5754, loss: 8.5754 2025-08-13 21:30:49,322 - pyskl - INFO - Epoch [33][500/7492] lr: 4.457e-02, eta: 5 days, 7:00:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4437, loss_cls: 8.6419, loss: 8.6419 2025-08-13 21:31:40,725 - pyskl - INFO - Epoch [33][600/7492] lr: 4.457e-02, eta: 5 days, 6:59:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4447, loss_cls: 8.6142, loss: 8.6142 2025-08-13 21:32:32,049 - pyskl - INFO - Epoch [33][700/7492] lr: 4.456e-02, eta: 5 days, 6:58:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4681, loss_cls: 8.5067, loss: 8.5067 2025-08-13 21:33:23,373 - pyskl - INFO - Epoch [33][800/7492] lr: 4.456e-02, eta: 5 days, 6:57:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4578, loss_cls: 8.5847, loss: 8.5847 2025-08-13 21:34:14,631 - pyskl - INFO - Epoch [33][900/7492] lr: 4.455e-02, eta: 5 days, 6:56:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4641, loss_cls: 8.5247, loss: 8.5247 2025-08-13 21:35:05,801 - pyskl - INFO - Epoch [33][1000/7492] lr: 4.455e-02, eta: 5 days, 6:55:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4259, loss_cls: 8.7235, loss: 8.7235 2025-08-13 21:35:56,990 - pyskl - INFO - Epoch [33][1100/7492] lr: 4.454e-02, eta: 5 days, 6:54:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4600, loss_cls: 8.5374, loss: 8.5374 2025-08-13 21:36:48,540 - pyskl - INFO - Epoch [33][1200/7492] lr: 4.454e-02, eta: 5 days, 6:54:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4481, loss_cls: 8.6083, loss: 8.6083 2025-08-13 21:37:39,734 - pyskl - INFO - Epoch [33][1300/7492] lr: 4.454e-02, eta: 5 days, 6:53:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4447, loss_cls: 8.5990, loss: 8.5990 2025-08-13 21:38:31,079 - pyskl - INFO - Epoch [33][1400/7492] lr: 4.453e-02, eta: 5 days, 6:52:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4694, loss_cls: 8.4583, loss: 8.4583 2025-08-13 21:39:22,386 - pyskl - INFO - Epoch [33][1500/7492] lr: 4.453e-02, eta: 5 days, 6:51:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4544, loss_cls: 8.5494, loss: 8.5494 2025-08-13 21:40:14,086 - pyskl - INFO - Epoch [33][1600/7492] lr: 4.452e-02, eta: 5 days, 6:50:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4444, loss_cls: 8.5796, loss: 8.5796 2025-08-13 21:41:05,517 - pyskl - INFO - Epoch [33][1700/7492] lr: 4.452e-02, eta: 5 days, 6:49:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4625, loss_cls: 8.5120, loss: 8.5120 2025-08-13 21:41:56,887 - pyskl - INFO - Epoch [33][1800/7492] lr: 4.451e-02, eta: 5 days, 6:48:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4500, loss_cls: 8.5920, loss: 8.5920 2025-08-13 21:42:47,991 - pyskl - INFO - Epoch [33][1900/7492] lr: 4.451e-02, eta: 5 days, 6:47:54, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4616, loss_cls: 8.5760, loss: 8.5760 2025-08-13 21:43:39,190 - pyskl - INFO - Epoch [33][2000/7492] lr: 4.451e-02, eta: 5 days, 6:47:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4425, loss_cls: 8.5747, loss: 8.5747 2025-08-13 21:44:30,413 - pyskl - INFO - Epoch [33][2100/7492] lr: 4.450e-02, eta: 5 days, 6:46:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4647, loss_cls: 8.5138, loss: 8.5138 2025-08-13 21:45:21,584 - pyskl - INFO - Epoch [33][2200/7492] lr: 4.450e-02, eta: 5 days, 6:45:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4400, loss_cls: 8.6348, loss: 8.6348 2025-08-13 21:46:12,850 - pyskl - INFO - Epoch [33][2300/7492] lr: 4.449e-02, eta: 5 days, 6:44:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4450, loss_cls: 8.6654, loss: 8.6654 2025-08-13 21:47:04,324 - pyskl - INFO - Epoch [33][2400/7492] lr: 4.449e-02, eta: 5 days, 6:43:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2050, top5_acc: 0.4306, loss_cls: 8.7186, loss: 8.7186 2025-08-13 21:47:55,852 - pyskl - INFO - Epoch [33][2500/7492] lr: 4.448e-02, eta: 5 days, 6:42:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4491, loss_cls: 8.5718, loss: 8.5718 2025-08-13 21:48:47,310 - pyskl - INFO - Epoch [33][2600/7492] lr: 4.448e-02, eta: 5 days, 6:41:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4406, loss_cls: 8.6939, loss: 8.6939 2025-08-13 21:49:39,066 - pyskl - INFO - Epoch [33][2700/7492] lr: 4.447e-02, eta: 5 days, 6:40:50, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4537, loss_cls: 8.5034, loss: 8.5034 2025-08-13 21:50:30,561 - pyskl - INFO - Epoch [33][2800/7492] lr: 4.447e-02, eta: 5 days, 6:39:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4487, loss_cls: 8.5821, loss: 8.5821 2025-08-13 21:51:21,882 - pyskl - INFO - Epoch [33][2900/7492] lr: 4.447e-02, eta: 5 days, 6:39:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4506, loss_cls: 8.5892, loss: 8.5892 2025-08-13 21:52:13,097 - pyskl - INFO - Epoch [33][3000/7492] lr: 4.446e-02, eta: 5 days, 6:38:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4475, loss_cls: 8.6005, loss: 8.6005 2025-08-13 21:53:04,292 - pyskl - INFO - Epoch [33][3100/7492] lr: 4.446e-02, eta: 5 days, 6:37:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4387, loss_cls: 8.6632, loss: 8.6632 2025-08-13 21:53:55,483 - pyskl - INFO - Epoch [33][3200/7492] lr: 4.445e-02, eta: 5 days, 6:36:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4397, loss_cls: 8.5911, loss: 8.5911 2025-08-13 21:54:46,845 - pyskl - INFO - Epoch [33][3300/7492] lr: 4.445e-02, eta: 5 days, 6:35:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4578, loss_cls: 8.5258, loss: 8.5258 2025-08-13 21:55:38,211 - pyskl - INFO - Epoch [33][3400/7492] lr: 4.444e-02, eta: 5 days, 6:34:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4631, loss_cls: 8.5400, loss: 8.5400 2025-08-13 21:56:29,720 - pyskl - INFO - Epoch [33][3500/7492] lr: 4.444e-02, eta: 5 days, 6:33:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4356, loss_cls: 8.6432, loss: 8.6432 2025-08-13 21:57:21,088 - pyskl - INFO - Epoch [33][3600/7492] lr: 4.444e-02, eta: 5 days, 6:32:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4553, loss_cls: 8.6000, loss: 8.6000 2025-08-13 21:58:12,685 - pyskl - INFO - Epoch [33][3700/7492] lr: 4.443e-02, eta: 5 days, 6:31:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4562, loss_cls: 8.5846, loss: 8.5846 2025-08-13 21:59:04,636 - pyskl - INFO - Epoch [33][3800/7492] lr: 4.443e-02, eta: 5 days, 6:31:07, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4491, loss_cls: 8.5256, loss: 8.5256 2025-08-13 21:59:56,516 - pyskl - INFO - Epoch [33][3900/7492] lr: 4.442e-02, eta: 5 days, 6:30:16, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4606, loss_cls: 8.4828, loss: 8.4828 2025-08-13 22:00:48,318 - pyskl - INFO - Epoch [33][4000/7492] lr: 4.442e-02, eta: 5 days, 6:29:24, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4528, loss_cls: 8.6013, loss: 8.6013 2025-08-13 22:01:39,836 - pyskl - INFO - Epoch [33][4100/7492] lr: 4.441e-02, eta: 5 days, 6:28:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4481, loss_cls: 8.6764, loss: 8.6764 2025-08-13 22:02:31,457 - pyskl - INFO - Epoch [33][4200/7492] lr: 4.441e-02, eta: 5 days, 6:27:40, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4425, loss_cls: 8.6602, loss: 8.6602 2025-08-13 22:03:22,823 - pyskl - INFO - Epoch [33][4300/7492] lr: 4.440e-02, eta: 5 days, 6:26:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4341, loss_cls: 8.6710, loss: 8.6710 2025-08-13 22:04:14,306 - pyskl - INFO - Epoch [33][4400/7492] lr: 4.440e-02, eta: 5 days, 6:25:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2019, top5_acc: 0.4425, loss_cls: 8.7191, loss: 8.7191 2025-08-13 22:05:05,571 - pyskl - INFO - Epoch [33][4500/7492] lr: 4.440e-02, eta: 5 days, 6:25:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4559, loss_cls: 8.4870, loss: 8.4870 2025-08-13 22:05:56,904 - pyskl - INFO - Epoch [33][4600/7492] lr: 4.439e-02, eta: 5 days, 6:24:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4587, loss_cls: 8.5669, loss: 8.5669 2025-08-13 22:06:48,145 - pyskl - INFO - Epoch [33][4700/7492] lr: 4.439e-02, eta: 5 days, 6:23:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4369, loss_cls: 8.6911, loss: 8.6911 2025-08-13 22:07:39,413 - pyskl - INFO - Epoch [33][4800/7492] lr: 4.438e-02, eta: 5 days, 6:22:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4531, loss_cls: 8.6479, loss: 8.6479 2025-08-13 22:08:30,670 - pyskl - INFO - Epoch [33][4900/7492] lr: 4.438e-02, eta: 5 days, 6:21:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4597, loss_cls: 8.5145, loss: 8.5145 2025-08-13 22:09:22,127 - pyskl - INFO - Epoch [33][5000/7492] lr: 4.437e-02, eta: 5 days, 6:20:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4412, loss_cls: 8.6243, loss: 8.6243 2025-08-13 22:10:13,290 - pyskl - INFO - Epoch [33][5100/7492] lr: 4.437e-02, eta: 5 days, 6:19:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4428, loss_cls: 8.5550, loss: 8.5550 2025-08-13 22:11:04,542 - pyskl - INFO - Epoch [33][5200/7492] lr: 4.436e-02, eta: 5 days, 6:18:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4491, loss_cls: 8.6456, loss: 8.6456 2025-08-13 22:11:55,909 - pyskl - INFO - Epoch [33][5300/7492] lr: 4.436e-02, eta: 5 days, 6:17:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4550, loss_cls: 8.5870, loss: 8.5870 2025-08-13 22:12:47,120 - pyskl - INFO - Epoch [33][5400/7492] lr: 4.436e-02, eta: 5 days, 6:17:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4550, loss_cls: 8.6130, loss: 8.6130 2025-08-13 22:13:38,842 - pyskl - INFO - Epoch [33][5500/7492] lr: 4.435e-02, eta: 5 days, 6:16:08, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4509, loss_cls: 8.6097, loss: 8.6097 2025-08-13 22:14:30,479 - pyskl - INFO - Epoch [33][5600/7492] lr: 4.435e-02, eta: 5 days, 6:15:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4569, loss_cls: 8.5734, loss: 8.5734 2025-08-13 22:15:21,790 - pyskl - INFO - Epoch [33][5700/7492] lr: 4.434e-02, eta: 5 days, 6:14:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4503, loss_cls: 8.5931, loss: 8.5931 2025-08-13 22:16:13,208 - pyskl - INFO - Epoch [33][5800/7492] lr: 4.434e-02, eta: 5 days, 6:13:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4559, loss_cls: 8.5759, loss: 8.5759 2025-08-13 22:17:04,733 - pyskl - INFO - Epoch [33][5900/7492] lr: 4.433e-02, eta: 5 days, 6:12:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4341, loss_cls: 8.6397, loss: 8.6397 2025-08-13 22:17:56,053 - pyskl - INFO - Epoch [33][6000/7492] lr: 4.433e-02, eta: 5 days, 6:11:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4478, loss_cls: 8.6767, loss: 8.6767 2025-08-13 22:18:47,626 - pyskl - INFO - Epoch [33][6100/7492] lr: 4.432e-02, eta: 5 days, 6:10:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4506, loss_cls: 8.5798, loss: 8.5798 2025-08-13 22:19:38,970 - pyskl - INFO - Epoch [33][6200/7492] lr: 4.432e-02, eta: 5 days, 6:09:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4347, loss_cls: 8.6156, loss: 8.6156 2025-08-13 22:20:30,415 - pyskl - INFO - Epoch [33][6300/7492] lr: 4.432e-02, eta: 5 days, 6:09:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4644, loss_cls: 8.5234, loss: 8.5234 2025-08-13 22:21:21,719 - pyskl - INFO - Epoch [33][6400/7492] lr: 4.431e-02, eta: 5 days, 6:08:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4509, loss_cls: 8.6143, loss: 8.6143 2025-08-13 22:22:12,992 - pyskl - INFO - Epoch [33][6500/7492] lr: 4.431e-02, eta: 5 days, 6:07:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4531, loss_cls: 8.5189, loss: 8.5189 2025-08-13 22:23:04,456 - pyskl - INFO - Epoch [33][6600/7492] lr: 4.430e-02, eta: 5 days, 6:06:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4519, loss_cls: 8.5772, loss: 8.5772 2025-08-13 22:23:55,837 - pyskl - INFO - Epoch [33][6700/7492] lr: 4.430e-02, eta: 5 days, 6:05:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4338, loss_cls: 8.6818, loss: 8.6818 2025-08-13 22:24:47,264 - pyskl - INFO - Epoch [33][6800/7492] lr: 4.429e-02, eta: 5 days, 6:04:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4372, loss_cls: 8.6243, loss: 8.6243 2025-08-13 22:25:38,623 - pyskl - INFO - Epoch [33][6900/7492] lr: 4.429e-02, eta: 5 days, 6:03:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4562, loss_cls: 8.5626, loss: 8.5626 2025-08-13 22:26:29,907 - pyskl - INFO - Epoch [33][7000/7492] lr: 4.428e-02, eta: 5 days, 6:02:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4559, loss_cls: 8.5762, loss: 8.5762 2025-08-13 22:27:21,398 - pyskl - INFO - Epoch [33][7100/7492] lr: 4.428e-02, eta: 5 days, 6:02:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4406, loss_cls: 8.6617, loss: 8.6617 2025-08-13 22:28:13,189 - pyskl - INFO - Epoch [33][7200/7492] lr: 4.428e-02, eta: 5 days, 6:01:10, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4509, loss_cls: 8.6108, loss: 8.6108 2025-08-13 22:29:04,637 - pyskl - INFO - Epoch [33][7300/7492] lr: 4.427e-02, eta: 5 days, 6:00:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4484, loss_cls: 8.5975, loss: 8.5975 2025-08-13 22:29:56,020 - pyskl - INFO - Epoch [33][7400/7492] lr: 4.427e-02, eta: 5 days, 5:59:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4569, loss_cls: 8.6143, loss: 8.6143 2025-08-13 22:30:44,025 - pyskl - INFO - Saving checkpoint at 33 epochs 2025-08-13 22:31:40,759 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 22:31:41,501 - pyskl - INFO - top1_acc 0.1726 top5_acc 0.3916 2025-08-13 22:31:41,502 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 22:31:41,544 - pyskl - INFO - mean_acc 0.1724 2025-08-13 22:31:41,556 - pyskl - INFO - Epoch(val) [33][617] top1_acc: 0.1726, top5_acc: 0.3916, mean_class_accuracy: 0.1724 2025-08-13 22:33:02,612 - pyskl - INFO - Epoch [34][100/7492] lr: 4.426e-02, eta: 5 days, 5:56:40, time: 0.810, data_time: 0.297, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4597, loss_cls: 8.5542, loss: 8.5542 2025-08-13 22:33:53,621 - pyskl - INFO - Epoch [34][200/7492] lr: 4.425e-02, eta: 5 days, 5:55:46, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4681, loss_cls: 8.5454, loss: 8.5454 2025-08-13 22:34:44,963 - pyskl - INFO - Epoch [34][300/7492] lr: 4.425e-02, eta: 5 days, 5:54:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4647, loss_cls: 8.5062, loss: 8.5062 2025-08-13 22:35:36,389 - pyskl - INFO - Epoch [34][400/7492] lr: 4.425e-02, eta: 5 days, 5:54:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4500, loss_cls: 8.5726, loss: 8.5726 2025-08-13 22:36:27,912 - pyskl - INFO - Epoch [34][500/7492] lr: 4.424e-02, eta: 5 days, 5:53:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4703, loss_cls: 8.4862, loss: 8.4862 2025-08-13 22:37:19,425 - pyskl - INFO - Epoch [34][600/7492] lr: 4.424e-02, eta: 5 days, 5:52:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4531, loss_cls: 8.5907, loss: 8.5907 2025-08-13 22:38:11,074 - pyskl - INFO - Epoch [34][700/7492] lr: 4.423e-02, eta: 5 days, 5:51:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2062, top5_acc: 0.4344, loss_cls: 8.6172, loss: 8.6172 2025-08-13 22:39:02,671 - pyskl - INFO - Epoch [34][800/7492] lr: 4.423e-02, eta: 5 days, 5:50:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4697, loss_cls: 8.4762, loss: 8.4762 2025-08-13 22:39:54,096 - pyskl - INFO - Epoch [34][900/7492] lr: 4.422e-02, eta: 5 days, 5:49:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4506, loss_cls: 8.5671, loss: 8.5671 2025-08-13 22:40:45,434 - pyskl - INFO - Epoch [34][1000/7492] lr: 4.422e-02, eta: 5 days, 5:48:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4656, loss_cls: 8.4978, loss: 8.4978 2025-08-13 22:41:36,757 - pyskl - INFO - Epoch [34][1100/7492] lr: 4.421e-02, eta: 5 days, 5:47:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4516, loss_cls: 8.6508, loss: 8.6508 2025-08-13 22:42:28,068 - pyskl - INFO - Epoch [34][1200/7492] lr: 4.421e-02, eta: 5 days, 5:46:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4375, loss_cls: 8.6063, loss: 8.6063 2025-08-13 22:43:19,257 - pyskl - INFO - Epoch [34][1300/7492] lr: 4.420e-02, eta: 5 days, 5:46:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4625, loss_cls: 8.5804, loss: 8.5804 2025-08-13 22:44:10,389 - pyskl - INFO - Epoch [34][1400/7492] lr: 4.420e-02, eta: 5 days, 5:45:11, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4450, loss_cls: 8.5696, loss: 8.5696 2025-08-13 22:45:01,711 - pyskl - INFO - Epoch [34][1500/7492] lr: 4.420e-02, eta: 5 days, 5:44:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2078, top5_acc: 0.4503, loss_cls: 8.5685, loss: 8.5685 2025-08-13 22:45:53,211 - pyskl - INFO - Epoch [34][1600/7492] lr: 4.419e-02, eta: 5 days, 5:43:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4575, loss_cls: 8.5843, loss: 8.5843 2025-08-13 22:46:44,966 - pyskl - INFO - Epoch [34][1700/7492] lr: 4.419e-02, eta: 5 days, 5:42:34, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4437, loss_cls: 8.6535, loss: 8.6535 2025-08-13 22:47:36,497 - pyskl - INFO - Epoch [34][1800/7492] lr: 4.418e-02, eta: 5 days, 5:41:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4369, loss_cls: 8.6383, loss: 8.6383 2025-08-13 22:48:27,953 - pyskl - INFO - Epoch [34][1900/7492] lr: 4.418e-02, eta: 5 days, 5:40:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4487, loss_cls: 8.5966, loss: 8.5966 2025-08-13 22:49:19,414 - pyskl - INFO - Epoch [34][2000/7492] lr: 4.417e-02, eta: 5 days, 5:39:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4522, loss_cls: 8.5993, loss: 8.5993 2025-08-13 22:50:10,850 - pyskl - INFO - Epoch [34][2100/7492] lr: 4.417e-02, eta: 5 days, 5:39:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4516, loss_cls: 8.5663, loss: 8.5663 2025-08-13 22:51:02,246 - pyskl - INFO - Epoch [34][2200/7492] lr: 4.416e-02, eta: 5 days, 5:38:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2116, top5_acc: 0.4363, loss_cls: 8.7215, loss: 8.7215 2025-08-13 22:51:53,646 - pyskl - INFO - Epoch [34][2300/7492] lr: 4.416e-02, eta: 5 days, 5:37:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4500, loss_cls: 8.6423, loss: 8.6423 2025-08-13 22:52:44,953 - pyskl - INFO - Epoch [34][2400/7492] lr: 4.416e-02, eta: 5 days, 5:36:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4603, loss_cls: 8.4956, loss: 8.4956 2025-08-13 22:53:36,265 - pyskl - INFO - Epoch [34][2500/7492] lr: 4.415e-02, eta: 5 days, 5:35:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4612, loss_cls: 8.5015, loss: 8.5015 2025-08-13 22:54:27,664 - pyskl - INFO - Epoch [34][2600/7492] lr: 4.415e-02, eta: 5 days, 5:34:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4534, loss_cls: 8.5960, loss: 8.5960 2025-08-13 22:55:19,240 - pyskl - INFO - Epoch [34][2700/7492] lr: 4.414e-02, eta: 5 days, 5:33:46, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4478, loss_cls: 8.5732, loss: 8.5732 2025-08-13 22:56:11,040 - pyskl - INFO - Epoch [34][2800/7492] lr: 4.414e-02, eta: 5 days, 5:32:54, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4444, loss_cls: 8.5741, loss: 8.5741 2025-08-13 22:57:02,800 - pyskl - INFO - Epoch [34][2900/7492] lr: 4.413e-02, eta: 5 days, 5:32:03, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4406, loss_cls: 8.6398, loss: 8.6398 2025-08-13 22:57:54,364 - pyskl - INFO - Epoch [34][3000/7492] lr: 4.413e-02, eta: 5 days, 5:31:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4437, loss_cls: 8.7015, loss: 8.7015 2025-08-13 22:58:45,926 - pyskl - INFO - Epoch [34][3100/7492] lr: 4.412e-02, eta: 5 days, 5:30:18, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4534, loss_cls: 8.5680, loss: 8.5680 2025-08-13 22:59:37,443 - pyskl - INFO - Epoch [34][3200/7492] lr: 4.412e-02, eta: 5 days, 5:29:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4481, loss_cls: 8.6186, loss: 8.6186 2025-08-13 23:00:28,901 - pyskl - INFO - Epoch [34][3300/7492] lr: 4.412e-02, eta: 5 days, 5:28:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4528, loss_cls: 8.5661, loss: 8.5661 2025-08-13 23:01:20,350 - pyskl - INFO - Epoch [34][3400/7492] lr: 4.411e-02, eta: 5 days, 5:27:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4431, loss_cls: 8.6666, loss: 8.6666 2025-08-13 23:02:11,728 - pyskl - INFO - Epoch [34][3500/7492] lr: 4.411e-02, eta: 5 days, 5:26:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4644, loss_cls: 8.4880, loss: 8.4880 2025-08-13 23:03:03,152 - pyskl - INFO - Epoch [34][3600/7492] lr: 4.410e-02, eta: 5 days, 5:25:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4519, loss_cls: 8.5970, loss: 8.5970 2025-08-13 23:03:54,587 - pyskl - INFO - Epoch [34][3700/7492] lr: 4.410e-02, eta: 5 days, 5:25:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4616, loss_cls: 8.5411, loss: 8.5411 2025-08-13 23:04:46,110 - pyskl - INFO - Epoch [34][3800/7492] lr: 4.409e-02, eta: 5 days, 5:24:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4437, loss_cls: 8.6001, loss: 8.6001 2025-08-13 23:05:37,957 - pyskl - INFO - Epoch [34][3900/7492] lr: 4.409e-02, eta: 5 days, 5:23:18, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4519, loss_cls: 8.6184, loss: 8.6184 2025-08-13 23:06:29,394 - pyskl - INFO - Epoch [34][4000/7492] lr: 4.408e-02, eta: 5 days, 5:22:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4519, loss_cls: 8.6569, loss: 8.6569 2025-08-13 23:07:20,890 - pyskl - INFO - Epoch [34][4100/7492] lr: 4.408e-02, eta: 5 days, 5:21:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4484, loss_cls: 8.5192, loss: 8.5192 2025-08-13 23:08:12,205 - pyskl - INFO - Epoch [34][4200/7492] lr: 4.407e-02, eta: 5 days, 5:20:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4575, loss_cls: 8.5914, loss: 8.5914 2025-08-13 23:09:03,682 - pyskl - INFO - Epoch [34][4300/7492] lr: 4.407e-02, eta: 5 days, 5:19:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4584, loss_cls: 8.5715, loss: 8.5715 2025-08-13 23:09:55,043 - pyskl - INFO - Epoch [34][4400/7492] lr: 4.407e-02, eta: 5 days, 5:18:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4562, loss_cls: 8.5214, loss: 8.5214 2025-08-13 23:10:46,628 - pyskl - INFO - Epoch [34][4500/7492] lr: 4.406e-02, eta: 5 days, 5:18:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4550, loss_cls: 8.5424, loss: 8.5424 2025-08-13 23:11:37,935 - pyskl - INFO - Epoch [34][4600/7492] lr: 4.406e-02, eta: 5 days, 5:17:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4491, loss_cls: 8.5473, loss: 8.5473 2025-08-13 23:12:29,294 - pyskl - INFO - Epoch [34][4700/7492] lr: 4.405e-02, eta: 5 days, 5:16:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4569, loss_cls: 8.5828, loss: 8.5828 2025-08-13 23:13:20,460 - pyskl - INFO - Epoch [34][4800/7492] lr: 4.405e-02, eta: 5 days, 5:15:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4512, loss_cls: 8.6048, loss: 8.6048 2025-08-13 23:14:12,032 - pyskl - INFO - Epoch [34][4900/7492] lr: 4.404e-02, eta: 5 days, 5:14:30, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4656, loss_cls: 8.4865, loss: 8.4865 2025-08-13 23:15:03,837 - pyskl - INFO - Epoch [34][5000/7492] lr: 4.404e-02, eta: 5 days, 5:13:38, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4422, loss_cls: 8.6799, loss: 8.6799 2025-08-13 23:15:55,208 - pyskl - INFO - Epoch [34][5100/7492] lr: 4.403e-02, eta: 5 days, 5:12:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4453, loss_cls: 8.6363, loss: 8.6363 2025-08-13 23:16:46,763 - pyskl - INFO - Epoch [34][5200/7492] lr: 4.403e-02, eta: 5 days, 5:11:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4387, loss_cls: 8.6337, loss: 8.6337 2025-08-13 23:17:38,243 - pyskl - INFO - Epoch [34][5300/7492] lr: 4.402e-02, eta: 5 days, 5:11:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4522, loss_cls: 8.5298, loss: 8.5298 2025-08-13 23:18:29,733 - pyskl - INFO - Epoch [34][5400/7492] lr: 4.402e-02, eta: 5 days, 5:10:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4406, loss_cls: 8.6969, loss: 8.6969 2025-08-13 23:19:21,299 - pyskl - INFO - Epoch [34][5500/7492] lr: 4.402e-02, eta: 5 days, 5:09:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4425, loss_cls: 8.6302, loss: 8.6302 2025-08-13 23:20:12,582 - pyskl - INFO - Epoch [34][5600/7492] lr: 4.401e-02, eta: 5 days, 5:08:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4625, loss_cls: 8.5846, loss: 8.5846 2025-08-13 23:21:03,843 - pyskl - INFO - Epoch [34][5700/7492] lr: 4.401e-02, eta: 5 days, 5:07:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4631, loss_cls: 8.4809, loss: 8.4809 2025-08-13 23:21:55,262 - pyskl - INFO - Epoch [34][5800/7492] lr: 4.400e-02, eta: 5 days, 5:06:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4500, loss_cls: 8.5948, loss: 8.5948 2025-08-13 23:22:46,740 - pyskl - INFO - Epoch [34][5900/7492] lr: 4.400e-02, eta: 5 days, 5:05:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4537, loss_cls: 8.5688, loss: 8.5688 2025-08-13 23:23:38,389 - pyskl - INFO - Epoch [34][6000/7492] lr: 4.399e-02, eta: 5 days, 5:04:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4550, loss_cls: 8.5725, loss: 8.5725 2025-08-13 23:24:30,417 - pyskl - INFO - Epoch [34][6100/7492] lr: 4.399e-02, eta: 5 days, 5:04:01, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4459, loss_cls: 8.5851, loss: 8.5851 2025-08-13 23:25:21,826 - pyskl - INFO - Epoch [34][6200/7492] lr: 4.398e-02, eta: 5 days, 5:03:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4406, loss_cls: 8.6434, loss: 8.6434 2025-08-13 23:26:13,190 - pyskl - INFO - Epoch [34][6300/7492] lr: 4.398e-02, eta: 5 days, 5:02:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4550, loss_cls: 8.5516, loss: 8.5516 2025-08-13 23:27:04,576 - pyskl - INFO - Epoch [34][6400/7492] lr: 4.397e-02, eta: 5 days, 5:01:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4503, loss_cls: 8.5603, loss: 8.5603 2025-08-13 23:27:55,877 - pyskl - INFO - Epoch [34][6500/7492] lr: 4.397e-02, eta: 5 days, 5:00:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4437, loss_cls: 8.6026, loss: 8.6026 2025-08-13 23:28:47,016 - pyskl - INFO - Epoch [34][6600/7492] lr: 4.397e-02, eta: 5 days, 4:59:35, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4334, loss_cls: 8.6324, loss: 8.6324 2025-08-13 23:29:38,204 - pyskl - INFO - Epoch [34][6700/7492] lr: 4.396e-02, eta: 5 days, 4:58:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4581, loss_cls: 8.5808, loss: 8.5808 2025-08-13 23:30:29,454 - pyskl - INFO - Epoch [34][6800/7492] lr: 4.396e-02, eta: 5 days, 4:57:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4397, loss_cls: 8.6451, loss: 8.6451 2025-08-13 23:31:20,843 - pyskl - INFO - Epoch [34][6900/7492] lr: 4.395e-02, eta: 5 days, 4:56:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4547, loss_cls: 8.5422, loss: 8.5422 2025-08-13 23:32:12,490 - pyskl - INFO - Epoch [34][7000/7492] lr: 4.395e-02, eta: 5 days, 4:56:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4366, loss_cls: 8.6204, loss: 8.6204 2025-08-13 23:33:04,411 - pyskl - INFO - Epoch [34][7100/7492] lr: 4.394e-02, eta: 5 days, 4:55:13, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4481, loss_cls: 8.5915, loss: 8.5915 2025-08-13 23:33:56,208 - pyskl - INFO - Epoch [34][7200/7492] lr: 4.394e-02, eta: 5 days, 4:54:21, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4444, loss_cls: 8.5783, loss: 8.5783 2025-08-13 23:34:47,614 - pyskl - INFO - Epoch [34][7300/7492] lr: 4.393e-02, eta: 5 days, 4:53:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4428, loss_cls: 8.6172, loss: 8.6172 2025-08-13 23:35:38,826 - pyskl - INFO - Epoch [34][7400/7492] lr: 4.393e-02, eta: 5 days, 4:52:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4444, loss_cls: 8.6352, loss: 8.6352 2025-08-13 23:36:26,847 - pyskl - INFO - Saving checkpoint at 34 epochs 2025-08-13 23:37:24,108 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-13 23:37:24,846 - pyskl - INFO - top1_acc 0.1722 top5_acc 0.3752 2025-08-13 23:37:24,846 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-13 23:37:24,881 - pyskl - INFO - mean_acc 0.1720 2025-08-13 23:37:24,892 - pyskl - INFO - Epoch(val) [34][617] top1_acc: 0.1722, top5_acc: 0.3752, mean_class_accuracy: 0.1720 2025-08-13 23:38:46,614 - pyskl - INFO - Epoch [35][100/7492] lr: 4.392e-02, eta: 5 days, 4:49:56, time: 0.817, data_time: 0.303, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4688, loss_cls: 8.4748, loss: 8.4748 2025-08-13 23:39:37,954 - pyskl - INFO - Epoch [35][200/7492] lr: 4.392e-02, eta: 5 days, 4:49:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4459, loss_cls: 8.5645, loss: 8.5645 2025-08-13 23:40:29,173 - pyskl - INFO - Epoch [35][300/7492] lr: 4.391e-02, eta: 5 days, 4:48:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4672, loss_cls: 8.4650, loss: 8.4650 2025-08-13 23:41:20,745 - pyskl - INFO - Epoch [35][400/7492] lr: 4.391e-02, eta: 5 days, 4:47:17, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4534, loss_cls: 8.5599, loss: 8.5599 2025-08-13 23:42:12,021 - pyskl - INFO - Epoch [35][500/7492] lr: 4.390e-02, eta: 5 days, 4:46:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2037, top5_acc: 0.4400, loss_cls: 8.7084, loss: 8.7084 2025-08-13 23:43:03,563 - pyskl - INFO - Epoch [35][600/7492] lr: 4.390e-02, eta: 5 days, 4:45:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4500, loss_cls: 8.5801, loss: 8.5801 2025-08-13 23:43:54,752 - pyskl - INFO - Epoch [35][700/7492] lr: 4.389e-02, eta: 5 days, 4:44:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4525, loss_cls: 8.5595, loss: 8.5595 2025-08-13 23:44:46,062 - pyskl - INFO - Epoch [35][800/7492] lr: 4.389e-02, eta: 5 days, 4:43:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4575, loss_cls: 8.5826, loss: 8.5826 2025-08-13 23:45:37,074 - pyskl - INFO - Epoch [35][900/7492] lr: 4.388e-02, eta: 5 days, 4:42:51, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4591, loss_cls: 8.5361, loss: 8.5361 2025-08-13 23:46:28,217 - pyskl - INFO - Epoch [35][1000/7492] lr: 4.388e-02, eta: 5 days, 4:41:57, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4503, loss_cls: 8.6043, loss: 8.6043 2025-08-13 23:47:19,597 - pyskl - INFO - Epoch [35][1100/7492] lr: 4.387e-02, eta: 5 days, 4:41:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4522, loss_cls: 8.5197, loss: 8.5197 2025-08-13 23:48:10,822 - pyskl - INFO - Epoch [35][1200/7492] lr: 4.387e-02, eta: 5 days, 4:40:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4475, loss_cls: 8.6495, loss: 8.6495 2025-08-13 23:49:02,132 - pyskl - INFO - Epoch [35][1300/7492] lr: 4.387e-02, eta: 5 days, 4:39:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4553, loss_cls: 8.5146, loss: 8.5146 2025-08-13 23:49:53,506 - pyskl - INFO - Epoch [35][1400/7492] lr: 4.386e-02, eta: 5 days, 4:38:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4600, loss_cls: 8.5448, loss: 8.5448 2025-08-13 23:50:44,725 - pyskl - INFO - Epoch [35][1500/7492] lr: 4.386e-02, eta: 5 days, 4:37:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4484, loss_cls: 8.5545, loss: 8.5545 2025-08-13 23:51:36,099 - pyskl - INFO - Epoch [35][1600/7492] lr: 4.385e-02, eta: 5 days, 4:36:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4528, loss_cls: 8.5713, loss: 8.5713 2025-08-13 23:52:27,548 - pyskl - INFO - Epoch [35][1700/7492] lr: 4.385e-02, eta: 5 days, 4:35:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4494, loss_cls: 8.5894, loss: 8.5894 2025-08-13 23:53:18,721 - pyskl - INFO - Epoch [35][1800/7492] lr: 4.384e-02, eta: 5 days, 4:34:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4422, loss_cls: 8.6624, loss: 8.6624 2025-08-13 23:54:10,031 - pyskl - INFO - Epoch [35][1900/7492] lr: 4.384e-02, eta: 5 days, 4:33:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4531, loss_cls: 8.6039, loss: 8.6039 2025-08-13 23:55:01,373 - pyskl - INFO - Epoch [35][2000/7492] lr: 4.383e-02, eta: 5 days, 4:33:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4578, loss_cls: 8.5387, loss: 8.5387 2025-08-13 23:55:52,661 - pyskl - INFO - Epoch [35][2100/7492] lr: 4.383e-02, eta: 5 days, 4:32:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2047, top5_acc: 0.4306, loss_cls: 8.6638, loss: 8.6638 2025-08-13 23:56:43,905 - pyskl - INFO - Epoch [35][2200/7492] lr: 4.382e-02, eta: 5 days, 4:31:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4484, loss_cls: 8.5358, loss: 8.5358 2025-08-13 23:57:35,241 - pyskl - INFO - Epoch [35][2300/7492] lr: 4.382e-02, eta: 5 days, 4:30:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4503, loss_cls: 8.5387, loss: 8.5387 2025-08-13 23:58:26,655 - pyskl - INFO - Epoch [35][2400/7492] lr: 4.381e-02, eta: 5 days, 4:29:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4462, loss_cls: 8.6093, loss: 8.6093 2025-08-13 23:59:18,017 - pyskl - INFO - Epoch [35][2500/7492] lr: 4.381e-02, eta: 5 days, 4:28:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4612, loss_cls: 8.5075, loss: 8.5075 2025-08-14 00:00:09,553 - pyskl - INFO - Epoch [35][2600/7492] lr: 4.381e-02, eta: 5 days, 4:27:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4500, loss_cls: 8.6208, loss: 8.6208 2025-08-14 00:01:01,244 - pyskl - INFO - Epoch [35][2700/7492] lr: 4.380e-02, eta: 5 days, 4:26:57, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4437, loss_cls: 8.6635, loss: 8.6635 2025-08-14 00:01:53,166 - pyskl - INFO - Epoch [35][2800/7492] lr: 4.380e-02, eta: 5 days, 4:26:06, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4688, loss_cls: 8.4545, loss: 8.4545 2025-08-14 00:02:44,515 - pyskl - INFO - Epoch [35][2900/7492] lr: 4.379e-02, eta: 5 days, 4:25:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4512, loss_cls: 8.5185, loss: 8.5185 2025-08-14 00:03:36,054 - pyskl - INFO - Epoch [35][3000/7492] lr: 4.379e-02, eta: 5 days, 4:24:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4512, loss_cls: 8.6505, loss: 8.6505 2025-08-14 00:04:27,300 - pyskl - INFO - Epoch [35][3100/7492] lr: 4.378e-02, eta: 5 days, 4:23:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4547, loss_cls: 8.5461, loss: 8.5461 2025-08-14 00:05:18,787 - pyskl - INFO - Epoch [35][3200/7492] lr: 4.378e-02, eta: 5 days, 4:22:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4478, loss_cls: 8.6432, loss: 8.6432 2025-08-14 00:06:10,153 - pyskl - INFO - Epoch [35][3300/7492] lr: 4.377e-02, eta: 5 days, 4:21:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4466, loss_cls: 8.6513, loss: 8.6513 2025-08-14 00:07:01,406 - pyskl - INFO - Epoch [35][3400/7492] lr: 4.377e-02, eta: 5 days, 4:20:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4697, loss_cls: 8.4882, loss: 8.4882 2025-08-14 00:07:52,845 - pyskl - INFO - Epoch [35][3500/7492] lr: 4.376e-02, eta: 5 days, 4:19:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4491, loss_cls: 8.5864, loss: 8.5864 2025-08-14 00:08:44,161 - pyskl - INFO - Epoch [35][3600/7492] lr: 4.376e-02, eta: 5 days, 4:19:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4478, loss_cls: 8.5922, loss: 8.5922 2025-08-14 00:09:35,334 - pyskl - INFO - Epoch [35][3700/7492] lr: 4.375e-02, eta: 5 days, 4:18:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4409, loss_cls: 8.6300, loss: 8.6300 2025-08-14 00:10:26,675 - pyskl - INFO - Epoch [35][3800/7492] lr: 4.375e-02, eta: 5 days, 4:17:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4456, loss_cls: 8.6169, loss: 8.6169 2025-08-14 00:11:18,136 - pyskl - INFO - Epoch [35][3900/7492] lr: 4.375e-02, eta: 5 days, 4:16:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.1988, top5_acc: 0.4256, loss_cls: 8.6160, loss: 8.6160 2025-08-14 00:12:09,442 - pyskl - INFO - Epoch [35][4000/7492] lr: 4.374e-02, eta: 5 days, 4:15:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4456, loss_cls: 8.5886, loss: 8.5886 2025-08-14 00:13:00,814 - pyskl - INFO - Epoch [35][4100/7492] lr: 4.374e-02, eta: 5 days, 4:14:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4566, loss_cls: 8.5676, loss: 8.5676 2025-08-14 00:13:52,038 - pyskl - INFO - Epoch [35][4200/7492] lr: 4.373e-02, eta: 5 days, 4:13:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4491, loss_cls: 8.6031, loss: 8.6031 2025-08-14 00:14:43,387 - pyskl - INFO - Epoch [35][4300/7492] lr: 4.373e-02, eta: 5 days, 4:12:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4606, loss_cls: 8.4740, loss: 8.4740 2025-08-14 00:15:34,707 - pyskl - INFO - Epoch [35][4400/7492] lr: 4.372e-02, eta: 5 days, 4:11:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4403, loss_cls: 8.5944, loss: 8.5944 2025-08-14 00:16:25,889 - pyskl - INFO - Epoch [35][4500/7492] lr: 4.372e-02, eta: 5 days, 4:11:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4453, loss_cls: 8.6489, loss: 8.6489 2025-08-14 00:17:17,239 - pyskl - INFO - Epoch [35][4600/7492] lr: 4.371e-02, eta: 5 days, 4:10:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4612, loss_cls: 8.6218, loss: 8.6218 2025-08-14 00:18:08,528 - pyskl - INFO - Epoch [35][4700/7492] lr: 4.371e-02, eta: 5 days, 4:09:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4437, loss_cls: 8.5620, loss: 8.5620 2025-08-14 00:18:59,741 - pyskl - INFO - Epoch [35][4800/7492] lr: 4.370e-02, eta: 5 days, 4:08:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4400, loss_cls: 8.6275, loss: 8.6275 2025-08-14 00:19:50,854 - pyskl - INFO - Epoch [35][4900/7492] lr: 4.370e-02, eta: 5 days, 4:07:33, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4684, loss_cls: 8.4426, loss: 8.4426 2025-08-14 00:20:42,221 - pyskl - INFO - Epoch [35][5000/7492] lr: 4.369e-02, eta: 5 days, 4:06:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4584, loss_cls: 8.5696, loss: 8.5696 2025-08-14 00:21:33,535 - pyskl - INFO - Epoch [35][5100/7492] lr: 4.369e-02, eta: 5 days, 4:05:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4637, loss_cls: 8.4979, loss: 8.4979 2025-08-14 00:22:25,441 - pyskl - INFO - Epoch [35][5200/7492] lr: 4.369e-02, eta: 5 days, 4:04:56, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4419, loss_cls: 8.5795, loss: 8.5795 2025-08-14 00:23:17,273 - pyskl - INFO - Epoch [35][5300/7492] lr: 4.368e-02, eta: 5 days, 4:04:05, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4541, loss_cls: 8.5624, loss: 8.5624 2025-08-14 00:24:09,000 - pyskl - INFO - Epoch [35][5400/7492] lr: 4.368e-02, eta: 5 days, 4:03:13, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4541, loss_cls: 8.5267, loss: 8.5267 2025-08-14 00:25:00,747 - pyskl - INFO - Epoch [35][5500/7492] lr: 4.367e-02, eta: 5 days, 4:02:21, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4316, loss_cls: 8.7343, loss: 8.7343 2025-08-14 00:25:52,196 - pyskl - INFO - Epoch [35][5600/7492] lr: 4.367e-02, eta: 5 days, 4:01:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4659, loss_cls: 8.5641, loss: 8.5641 2025-08-14 00:26:43,684 - pyskl - INFO - Epoch [35][5700/7492] lr: 4.366e-02, eta: 5 days, 4:00:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4606, loss_cls: 8.5192, loss: 8.5192 2025-08-14 00:27:35,331 - pyskl - INFO - Epoch [35][5800/7492] lr: 4.366e-02, eta: 5 days, 3:59:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4581, loss_cls: 8.5271, loss: 8.5271 2025-08-14 00:28:26,532 - pyskl - INFO - Epoch [35][5900/7492] lr: 4.365e-02, eta: 5 days, 3:58:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4456, loss_cls: 8.5957, loss: 8.5957 2025-08-14 00:29:17,798 - pyskl - INFO - Epoch [35][6000/7492] lr: 4.365e-02, eta: 5 days, 3:57:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4531, loss_cls: 8.5052, loss: 8.5052 2025-08-14 00:30:09,210 - pyskl - INFO - Epoch [35][6100/7492] lr: 4.364e-02, eta: 5 days, 3:57:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4441, loss_cls: 8.6066, loss: 8.6066 2025-08-14 00:31:00,460 - pyskl - INFO - Epoch [35][6200/7492] lr: 4.364e-02, eta: 5 days, 3:56:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4516, loss_cls: 8.6084, loss: 8.6084 2025-08-14 00:31:51,596 - pyskl - INFO - Epoch [35][6300/7492] lr: 4.363e-02, eta: 5 days, 3:55:18, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4694, loss_cls: 8.5550, loss: 8.5550 2025-08-14 00:32:42,847 - pyskl - INFO - Epoch [35][6400/7492] lr: 4.363e-02, eta: 5 days, 3:54:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4403, loss_cls: 8.6169, loss: 8.6169 2025-08-14 00:33:34,068 - pyskl - INFO - Epoch [35][6500/7492] lr: 4.362e-02, eta: 5 days, 3:53:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4616, loss_cls: 8.4840, loss: 8.4840 2025-08-14 00:34:25,337 - pyskl - INFO - Epoch [35][6600/7492] lr: 4.362e-02, eta: 5 days, 3:52:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4550, loss_cls: 8.5191, loss: 8.5191 2025-08-14 00:35:16,739 - pyskl - INFO - Epoch [35][6700/7492] lr: 4.362e-02, eta: 5 days, 3:51:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4509, loss_cls: 8.6947, loss: 8.6947 2025-08-14 00:36:08,217 - pyskl - INFO - Epoch [35][6800/7492] lr: 4.361e-02, eta: 5 days, 3:50:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4416, loss_cls: 8.6300, loss: 8.6300 2025-08-14 00:36:59,835 - pyskl - INFO - Epoch [35][6900/7492] lr: 4.361e-02, eta: 5 days, 3:50:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4506, loss_cls: 8.6039, loss: 8.6039 2025-08-14 00:37:51,280 - pyskl - INFO - Epoch [35][7000/7492] lr: 4.360e-02, eta: 5 days, 3:49:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4491, loss_cls: 8.6045, loss: 8.6045 2025-08-14 00:38:42,551 - pyskl - INFO - Epoch [35][7100/7492] lr: 4.360e-02, eta: 5 days, 3:48:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4428, loss_cls: 8.6309, loss: 8.6309 2025-08-14 00:39:34,066 - pyskl - INFO - Epoch [35][7200/7492] lr: 4.359e-02, eta: 5 days, 3:47:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4534, loss_cls: 8.5811, loss: 8.5811 2025-08-14 00:40:25,415 - pyskl - INFO - Epoch [35][7300/7492] lr: 4.359e-02, eta: 5 days, 3:46:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4569, loss_cls: 8.6197, loss: 8.6197 2025-08-14 00:41:16,607 - pyskl - INFO - Epoch [35][7400/7492] lr: 4.358e-02, eta: 5 days, 3:45:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4547, loss_cls: 8.6050, loss: 8.6050 2025-08-14 00:42:04,616 - pyskl - INFO - Saving checkpoint at 35 epochs 2025-08-14 00:42:59,908 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 00:43:00,648 - pyskl - INFO - top1_acc 0.1576 top5_acc 0.3616 2025-08-14 00:43:00,649 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 00:43:00,685 - pyskl - INFO - mean_acc 0.1576 2025-08-14 00:43:00,697 - pyskl - INFO - Epoch(val) [35][617] top1_acc: 0.1576, top5_acc: 0.3616, mean_class_accuracy: 0.1576 2025-08-14 00:44:22,800 - pyskl - INFO - Epoch [36][100/7492] lr: 4.357e-02, eta: 5 days, 3:43:01, time: 0.821, data_time: 0.306, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4569, loss_cls: 8.5721, loss: 8.5721 2025-08-14 00:45:14,059 - pyskl - INFO - Epoch [36][200/7492] lr: 4.357e-02, eta: 5 days, 3:42:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4616, loss_cls: 8.4866, loss: 8.4866 2025-08-14 00:46:06,092 - pyskl - INFO - Epoch [36][300/7492] lr: 4.356e-02, eta: 5 days, 3:41:18, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4622, loss_cls: 8.5651, loss: 8.5651 2025-08-14 00:46:57,865 - pyskl - INFO - Epoch [36][400/7492] lr: 4.356e-02, eta: 5 days, 3:40:26, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4578, loss_cls: 8.5715, loss: 8.5715 2025-08-14 00:47:49,389 - pyskl - INFO - Epoch [36][500/7492] lr: 4.356e-02, eta: 5 days, 3:39:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4575, loss_cls: 8.5963, loss: 8.5963 2025-08-14 00:48:41,026 - pyskl - INFO - Epoch [36][600/7492] lr: 4.355e-02, eta: 5 days, 3:38:42, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4622, loss_cls: 8.4990, loss: 8.4990 2025-08-14 00:49:32,551 - pyskl - INFO - Epoch [36][700/7492] lr: 4.355e-02, eta: 5 days, 3:37:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4600, loss_cls: 8.4769, loss: 8.4769 2025-08-14 00:50:24,144 - pyskl - INFO - Epoch [36][800/7492] lr: 4.354e-02, eta: 5 days, 3:36:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4428, loss_cls: 8.6352, loss: 8.6352 2025-08-14 00:51:15,694 - pyskl - INFO - Epoch [36][900/7492] lr: 4.354e-02, eta: 5 days, 3:36:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4497, loss_cls: 8.5943, loss: 8.5943 2025-08-14 00:52:07,207 - pyskl - INFO - Epoch [36][1000/7492] lr: 4.353e-02, eta: 5 days, 3:35:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4572, loss_cls: 8.5265, loss: 8.5265 2025-08-14 00:52:58,586 - pyskl - INFO - Epoch [36][1100/7492] lr: 4.353e-02, eta: 5 days, 3:34:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4759, loss_cls: 8.4526, loss: 8.4526 2025-08-14 00:53:49,946 - pyskl - INFO - Epoch [36][1200/7492] lr: 4.352e-02, eta: 5 days, 3:33:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2119, top5_acc: 0.4422, loss_cls: 8.5711, loss: 8.5711 2025-08-14 00:54:41,241 - pyskl - INFO - Epoch [36][1300/7492] lr: 4.352e-02, eta: 5 days, 3:32:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4531, loss_cls: 8.6225, loss: 8.6225 2025-08-14 00:55:32,739 - pyskl - INFO - Epoch [36][1400/7492] lr: 4.351e-02, eta: 5 days, 3:31:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4459, loss_cls: 8.6184, loss: 8.6184 2025-08-14 00:56:24,243 - pyskl - INFO - Epoch [36][1500/7492] lr: 4.351e-02, eta: 5 days, 3:30:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4744, loss_cls: 8.5311, loss: 8.5311 2025-08-14 00:57:15,489 - pyskl - INFO - Epoch [36][1600/7492] lr: 4.350e-02, eta: 5 days, 3:29:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4478, loss_cls: 8.6158, loss: 8.6158 2025-08-14 00:58:06,940 - pyskl - INFO - Epoch [36][1700/7492] lr: 4.350e-02, eta: 5 days, 3:29:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2078, top5_acc: 0.4525, loss_cls: 8.5871, loss: 8.5871 2025-08-14 00:58:58,344 - pyskl - INFO - Epoch [36][1800/7492] lr: 4.349e-02, eta: 5 days, 3:28:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4412, loss_cls: 8.5706, loss: 8.5706 2025-08-14 00:59:49,619 - pyskl - INFO - Epoch [36][1900/7492] lr: 4.349e-02, eta: 5 days, 3:27:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4591, loss_cls: 8.5181, loss: 8.5181 2025-08-14 01:00:40,935 - pyskl - INFO - Epoch [36][2000/7492] lr: 4.348e-02, eta: 5 days, 3:26:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4403, loss_cls: 8.6408, loss: 8.6408 2025-08-14 01:01:32,175 - pyskl - INFO - Epoch [36][2100/7492] lr: 4.348e-02, eta: 5 days, 3:25:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4528, loss_cls: 8.4859, loss: 8.4859 2025-08-14 01:02:23,450 - pyskl - INFO - Epoch [36][2200/7492] lr: 4.348e-02, eta: 5 days, 3:24:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4616, loss_cls: 8.4972, loss: 8.4972 2025-08-14 01:03:14,771 - pyskl - INFO - Epoch [36][2300/7492] lr: 4.347e-02, eta: 5 days, 3:23:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.1956, top5_acc: 0.4450, loss_cls: 8.6466, loss: 8.6466 2025-08-14 01:04:05,885 - pyskl - INFO - Epoch [36][2400/7492] lr: 4.347e-02, eta: 5 days, 3:22:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4550, loss_cls: 8.5536, loss: 8.5536 2025-08-14 01:04:57,157 - pyskl - INFO - Epoch [36][2500/7492] lr: 4.346e-02, eta: 5 days, 3:22:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4541, loss_cls: 8.5335, loss: 8.5335 2025-08-14 01:05:48,439 - pyskl - INFO - Epoch [36][2600/7492] lr: 4.346e-02, eta: 5 days, 3:21:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4569, loss_cls: 8.5814, loss: 8.5814 2025-08-14 01:06:39,674 - pyskl - INFO - Epoch [36][2700/7492] lr: 4.345e-02, eta: 5 days, 3:20:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4575, loss_cls: 8.5079, loss: 8.5079 2025-08-14 01:07:31,097 - pyskl - INFO - Epoch [36][2800/7492] lr: 4.345e-02, eta: 5 days, 3:19:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4487, loss_cls: 8.5797, loss: 8.5797 2025-08-14 01:08:22,378 - pyskl - INFO - Epoch [36][2900/7492] lr: 4.344e-02, eta: 5 days, 3:18:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2069, top5_acc: 0.4353, loss_cls: 8.6675, loss: 8.6675 2025-08-14 01:09:13,905 - pyskl - INFO - Epoch [36][3000/7492] lr: 4.344e-02, eta: 5 days, 3:17:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4591, loss_cls: 8.5411, loss: 8.5411 2025-08-14 01:10:05,389 - pyskl - INFO - Epoch [36][3100/7492] lr: 4.343e-02, eta: 5 days, 3:16:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4453, loss_cls: 8.6105, loss: 8.6105 2025-08-14 01:10:56,908 - pyskl - INFO - Epoch [36][3200/7492] lr: 4.343e-02, eta: 5 days, 3:15:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4525, loss_cls: 8.5752, loss: 8.5752 2025-08-14 01:11:48,161 - pyskl - INFO - Epoch [36][3300/7492] lr: 4.342e-02, eta: 5 days, 3:14:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4725, loss_cls: 8.4251, loss: 8.4251 2025-08-14 01:12:39,441 - pyskl - INFO - Epoch [36][3400/7492] lr: 4.342e-02, eta: 5 days, 3:14:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4578, loss_cls: 8.6293, loss: 8.6293 2025-08-14 01:13:30,814 - pyskl - INFO - Epoch [36][3500/7492] lr: 4.341e-02, eta: 5 days, 3:13:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4659, loss_cls: 8.4492, loss: 8.4492 2025-08-14 01:14:22,286 - pyskl - INFO - Epoch [36][3600/7492] lr: 4.341e-02, eta: 5 days, 3:12:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4484, loss_cls: 8.4538, loss: 8.4538 2025-08-14 01:15:13,739 - pyskl - INFO - Epoch [36][3700/7492] lr: 4.340e-02, eta: 5 days, 3:11:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4503, loss_cls: 8.6195, loss: 8.6195 2025-08-14 01:16:05,000 - pyskl - INFO - Epoch [36][3800/7492] lr: 4.340e-02, eta: 5 days, 3:10:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4581, loss_cls: 8.4989, loss: 8.4989 2025-08-14 01:16:56,427 - pyskl - INFO - Epoch [36][3900/7492] lr: 4.340e-02, eta: 5 days, 3:09:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4500, loss_cls: 8.6102, loss: 8.6102 2025-08-14 01:17:47,691 - pyskl - INFO - Epoch [36][4000/7492] lr: 4.339e-02, eta: 5 days, 3:08:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4500, loss_cls: 8.5263, loss: 8.5263 2025-08-14 01:18:38,954 - pyskl - INFO - Epoch [36][4100/7492] lr: 4.339e-02, eta: 5 days, 3:07:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4466, loss_cls: 8.6063, loss: 8.6063 2025-08-14 01:19:30,333 - pyskl - INFO - Epoch [36][4200/7492] lr: 4.338e-02, eta: 5 days, 3:07:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4475, loss_cls: 8.5933, loss: 8.5933 2025-08-14 01:20:21,621 - pyskl - INFO - Epoch [36][4300/7492] lr: 4.338e-02, eta: 5 days, 3:06:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4441, loss_cls: 8.6147, loss: 8.6147 2025-08-14 01:21:12,800 - pyskl - INFO - Epoch [36][4400/7492] lr: 4.337e-02, eta: 5 days, 3:05:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4534, loss_cls: 8.6208, loss: 8.6208 2025-08-14 01:22:04,021 - pyskl - INFO - Epoch [36][4500/7492] lr: 4.337e-02, eta: 5 days, 3:04:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4659, loss_cls: 8.4483, loss: 8.4483 2025-08-14 01:22:55,437 - pyskl - INFO - Epoch [36][4600/7492] lr: 4.336e-02, eta: 5 days, 3:03:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4450, loss_cls: 8.5541, loss: 8.5541 2025-08-14 01:23:46,854 - pyskl - INFO - Epoch [36][4700/7492] lr: 4.336e-02, eta: 5 days, 3:02:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4503, loss_cls: 8.6048, loss: 8.6048 2025-08-14 01:24:38,244 - pyskl - INFO - Epoch [36][4800/7492] lr: 4.335e-02, eta: 5 days, 3:01:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4634, loss_cls: 8.5050, loss: 8.5050 2025-08-14 01:25:29,631 - pyskl - INFO - Epoch [36][4900/7492] lr: 4.335e-02, eta: 5 days, 3:00:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4744, loss_cls: 8.5254, loss: 8.5254 2025-08-14 01:26:21,148 - pyskl - INFO - Epoch [36][5000/7492] lr: 4.334e-02, eta: 5 days, 3:00:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4569, loss_cls: 8.4996, loss: 8.4996 2025-08-14 01:27:12,583 - pyskl - INFO - Epoch [36][5100/7492] lr: 4.334e-02, eta: 5 days, 2:59:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4600, loss_cls: 8.4763, loss: 8.4763 2025-08-14 01:28:03,926 - pyskl - INFO - Epoch [36][5200/7492] lr: 4.333e-02, eta: 5 days, 2:58:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4537, loss_cls: 8.6033, loss: 8.6033 2025-08-14 01:28:55,231 - pyskl - INFO - Epoch [36][5300/7492] lr: 4.333e-02, eta: 5 days, 2:57:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4450, loss_cls: 8.6340, loss: 8.6340 2025-08-14 01:29:46,585 - pyskl - INFO - Epoch [36][5400/7492] lr: 4.332e-02, eta: 5 days, 2:56:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4522, loss_cls: 8.5594, loss: 8.5594 2025-08-14 01:30:37,942 - pyskl - INFO - Epoch [36][5500/7492] lr: 4.332e-02, eta: 5 days, 2:55:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4466, loss_cls: 8.5711, loss: 8.5711 2025-08-14 01:31:29,358 - pyskl - INFO - Epoch [36][5600/7492] lr: 4.331e-02, eta: 5 days, 2:54:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2034, top5_acc: 0.4375, loss_cls: 8.6003, loss: 8.6003 2025-08-14 01:32:20,646 - pyskl - INFO - Epoch [36][5700/7492] lr: 4.331e-02, eta: 5 days, 2:53:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2066, top5_acc: 0.4469, loss_cls: 8.5799, loss: 8.5799 2025-08-14 01:33:11,907 - pyskl - INFO - Epoch [36][5800/7492] lr: 4.331e-02, eta: 5 days, 2:52:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2137, top5_acc: 0.4659, loss_cls: 8.5553, loss: 8.5553 2025-08-14 01:34:03,229 - pyskl - INFO - Epoch [36][5900/7492] lr: 4.330e-02, eta: 5 days, 2:52:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2066, top5_acc: 0.4384, loss_cls: 8.6618, loss: 8.6618 2025-08-14 01:34:54,394 - pyskl - INFO - Epoch [36][6000/7492] lr: 4.330e-02, eta: 5 days, 2:51:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4637, loss_cls: 8.4963, loss: 8.4963 2025-08-14 01:35:45,896 - pyskl - INFO - Epoch [36][6100/7492] lr: 4.329e-02, eta: 5 days, 2:50:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4512, loss_cls: 8.5937, loss: 8.5937 2025-08-14 01:36:37,403 - pyskl - INFO - Epoch [36][6200/7492] lr: 4.329e-02, eta: 5 days, 2:49:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4419, loss_cls: 8.6835, loss: 8.6835 2025-08-14 01:37:28,788 - pyskl - INFO - Epoch [36][6300/7492] lr: 4.328e-02, eta: 5 days, 2:48:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4478, loss_cls: 8.5225, loss: 8.5225 2025-08-14 01:38:20,101 - pyskl - INFO - Epoch [36][6400/7492] lr: 4.328e-02, eta: 5 days, 2:47:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4531, loss_cls: 8.6682, loss: 8.6682 2025-08-14 01:39:11,408 - pyskl - INFO - Epoch [36][6500/7492] lr: 4.327e-02, eta: 5 days, 2:46:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2134, top5_acc: 0.4566, loss_cls: 8.5351, loss: 8.5351 2025-08-14 01:40:02,776 - pyskl - INFO - Epoch [36][6600/7492] lr: 4.327e-02, eta: 5 days, 2:45:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4462, loss_cls: 8.5065, loss: 8.5065 2025-08-14 01:40:54,229 - pyskl - INFO - Epoch [36][6700/7492] lr: 4.326e-02, eta: 5 days, 2:45:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4619, loss_cls: 8.5484, loss: 8.5484 2025-08-14 01:41:45,683 - pyskl - INFO - Epoch [36][6800/7492] lr: 4.326e-02, eta: 5 days, 2:44:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4600, loss_cls: 8.5695, loss: 8.5695 2025-08-14 01:42:36,987 - pyskl - INFO - Epoch [36][6900/7492] lr: 4.325e-02, eta: 5 days, 2:43:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2141, top5_acc: 0.4503, loss_cls: 8.6082, loss: 8.6082 2025-08-14 01:43:28,445 - pyskl - INFO - Epoch [36][7000/7492] lr: 4.325e-02, eta: 5 days, 2:42:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4547, loss_cls: 8.5492, loss: 8.5492 2025-08-14 01:44:19,683 - pyskl - INFO - Epoch [36][7100/7492] lr: 4.324e-02, eta: 5 days, 2:41:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4491, loss_cls: 8.6549, loss: 8.6549 2025-08-14 01:45:11,198 - pyskl - INFO - Epoch [36][7200/7492] lr: 4.324e-02, eta: 5 days, 2:40:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4647, loss_cls: 8.3905, loss: 8.3905 2025-08-14 01:46:02,721 - pyskl - INFO - Epoch [36][7300/7492] lr: 4.323e-02, eta: 5 days, 2:39:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4587, loss_cls: 8.5241, loss: 8.5241 2025-08-14 01:46:54,008 - pyskl - INFO - Epoch [36][7400/7492] lr: 4.323e-02, eta: 5 days, 2:38:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4541, loss_cls: 8.5745, loss: 8.5745 2025-08-14 01:47:41,893 - pyskl - INFO - Saving checkpoint at 36 epochs 2025-08-14 01:48:39,290 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 01:48:40,028 - pyskl - INFO - top1_acc 0.1748 top5_acc 0.3860 2025-08-14 01:48:40,028 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 01:48:40,065 - pyskl - INFO - mean_acc 0.1748 2025-08-14 01:48:40,078 - pyskl - INFO - Epoch(val) [36][617] top1_acc: 0.1748, top5_acc: 0.3860, mean_class_accuracy: 0.1748 2025-08-14 01:50:01,420 - pyskl - INFO - Epoch [37][100/7492] lr: 4.322e-02, eta: 5 days, 2:36:19, time: 0.813, data_time: 0.300, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4725, loss_cls: 8.4696, loss: 8.4696 2025-08-14 01:50:52,860 - pyskl - INFO - Epoch [37][200/7492] lr: 4.321e-02, eta: 5 days, 2:35:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4500, loss_cls: 8.5001, loss: 8.5001 2025-08-14 01:51:44,467 - pyskl - INFO - Epoch [37][300/7492] lr: 4.321e-02, eta: 5 days, 2:34:34, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4512, loss_cls: 8.5804, loss: 8.5804 2025-08-14 01:52:36,042 - pyskl - INFO - Epoch [37][400/7492] lr: 4.321e-02, eta: 5 days, 2:33:42, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4653, loss_cls: 8.5154, loss: 8.5154 2025-08-14 01:53:27,436 - pyskl - INFO - Epoch [37][500/7492] lr: 4.320e-02, eta: 5 days, 2:32:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4766, loss_cls: 8.4229, loss: 8.4229 2025-08-14 01:54:18,762 - pyskl - INFO - Epoch [37][600/7492] lr: 4.320e-02, eta: 5 days, 2:31:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4600, loss_cls: 8.5448, loss: 8.5448 2025-08-14 01:55:10,025 - pyskl - INFO - Epoch [37][700/7492] lr: 4.319e-02, eta: 5 days, 2:31:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4619, loss_cls: 8.5262, loss: 8.5262 2025-08-14 01:56:01,288 - pyskl - INFO - Epoch [37][800/7492] lr: 4.319e-02, eta: 5 days, 2:30:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4700, loss_cls: 8.4638, loss: 8.4638 2025-08-14 01:56:52,399 - pyskl - INFO - Epoch [37][900/7492] lr: 4.318e-02, eta: 5 days, 2:29:17, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4544, loss_cls: 8.5186, loss: 8.5186 2025-08-14 01:57:43,523 - pyskl - INFO - Epoch [37][1000/7492] lr: 4.318e-02, eta: 5 days, 2:28:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4616, loss_cls: 8.5284, loss: 8.5284 2025-08-14 01:58:34,894 - pyskl - INFO - Epoch [37][1100/7492] lr: 4.317e-02, eta: 5 days, 2:27:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4559, loss_cls: 8.5669, loss: 8.5669 2025-08-14 01:59:26,313 - pyskl - INFO - Epoch [37][1200/7492] lr: 4.317e-02, eta: 5 days, 2:26:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4578, loss_cls: 8.5656, loss: 8.5656 2025-08-14 02:00:17,648 - pyskl - INFO - Epoch [37][1300/7492] lr: 4.316e-02, eta: 5 days, 2:25:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4437, loss_cls: 8.6655, loss: 8.6655 2025-08-14 02:01:09,037 - pyskl - INFO - Epoch [37][1400/7492] lr: 4.316e-02, eta: 5 days, 2:24:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4500, loss_cls: 8.6600, loss: 8.6600 2025-08-14 02:02:00,276 - pyskl - INFO - Epoch [37][1500/7492] lr: 4.315e-02, eta: 5 days, 2:24:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4566, loss_cls: 8.4899, loss: 8.4899 2025-08-14 02:02:51,629 - pyskl - INFO - Epoch [37][1600/7492] lr: 4.315e-02, eta: 5 days, 2:23:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4594, loss_cls: 8.4910, loss: 8.4910 2025-08-14 02:03:43,089 - pyskl - INFO - Epoch [37][1700/7492] lr: 4.314e-02, eta: 5 days, 2:22:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4559, loss_cls: 8.5401, loss: 8.5401 2025-08-14 02:04:34,445 - pyskl - INFO - Epoch [37][1800/7492] lr: 4.314e-02, eta: 5 days, 2:21:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4459, loss_cls: 8.5204, loss: 8.5204 2025-08-14 02:05:25,782 - pyskl - INFO - Epoch [37][1900/7492] lr: 4.313e-02, eta: 5 days, 2:20:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4444, loss_cls: 8.5599, loss: 8.5599 2025-08-14 02:06:17,100 - pyskl - INFO - Epoch [37][2000/7492] lr: 4.313e-02, eta: 5 days, 2:19:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4522, loss_cls: 8.5099, loss: 8.5099 2025-08-14 02:07:08,449 - pyskl - INFO - Epoch [37][2100/7492] lr: 4.312e-02, eta: 5 days, 2:18:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4584, loss_cls: 8.5668, loss: 8.5668 2025-08-14 02:07:59,833 - pyskl - INFO - Epoch [37][2200/7492] lr: 4.312e-02, eta: 5 days, 2:17:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4566, loss_cls: 8.4701, loss: 8.4701 2025-08-14 02:08:51,043 - pyskl - INFO - Epoch [37][2300/7492] lr: 4.311e-02, eta: 5 days, 2:16:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4591, loss_cls: 8.5309, loss: 8.5309 2025-08-14 02:09:42,379 - pyskl - INFO - Epoch [37][2400/7492] lr: 4.311e-02, eta: 5 days, 2:16:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4497, loss_cls: 8.5249, loss: 8.5249 2025-08-14 02:10:33,680 - pyskl - INFO - Epoch [37][2500/7492] lr: 4.310e-02, eta: 5 days, 2:15:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4453, loss_cls: 8.5530, loss: 8.5530 2025-08-14 02:11:25,017 - pyskl - INFO - Epoch [37][2600/7492] lr: 4.310e-02, eta: 5 days, 2:14:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4659, loss_cls: 8.4529, loss: 8.4529 2025-08-14 02:12:16,191 - pyskl - INFO - Epoch [37][2700/7492] lr: 4.309e-02, eta: 5 days, 2:13:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4475, loss_cls: 8.5372, loss: 8.5372 2025-08-14 02:13:07,510 - pyskl - INFO - Epoch [37][2800/7492] lr: 4.309e-02, eta: 5 days, 2:12:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4681, loss_cls: 8.4943, loss: 8.4943 2025-08-14 02:13:58,822 - pyskl - INFO - Epoch [37][2900/7492] lr: 4.308e-02, eta: 5 days, 2:11:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4372, loss_cls: 8.7095, loss: 8.7095 2025-08-14 02:14:50,000 - pyskl - INFO - Epoch [37][3000/7492] lr: 4.308e-02, eta: 5 days, 2:10:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4528, loss_cls: 8.6011, loss: 8.6011 2025-08-14 02:15:41,164 - pyskl - INFO - Epoch [37][3100/7492] lr: 4.308e-02, eta: 5 days, 2:09:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4534, loss_cls: 8.5140, loss: 8.5140 2025-08-14 02:16:32,708 - pyskl - INFO - Epoch [37][3200/7492] lr: 4.307e-02, eta: 5 days, 2:09:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4534, loss_cls: 8.5832, loss: 8.5832 2025-08-14 02:17:24,276 - pyskl - INFO - Epoch [37][3300/7492] lr: 4.307e-02, eta: 5 days, 2:08:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4566, loss_cls: 8.5649, loss: 8.5649 2025-08-14 02:18:15,506 - pyskl - INFO - Epoch [37][3400/7492] lr: 4.306e-02, eta: 5 days, 2:07:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4544, loss_cls: 8.5501, loss: 8.5501 2025-08-14 02:19:06,767 - pyskl - INFO - Epoch [37][3500/7492] lr: 4.306e-02, eta: 5 days, 2:06:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4653, loss_cls: 8.5311, loss: 8.5311 2025-08-14 02:19:57,917 - pyskl - INFO - Epoch [37][3600/7492] lr: 4.305e-02, eta: 5 days, 2:05:31, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4462, loss_cls: 8.6043, loss: 8.6043 2025-08-14 02:20:49,283 - pyskl - INFO - Epoch [37][3700/7492] lr: 4.305e-02, eta: 5 days, 2:04:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4656, loss_cls: 8.4897, loss: 8.4897 2025-08-14 02:21:40,570 - pyskl - INFO - Epoch [37][3800/7492] lr: 4.304e-02, eta: 5 days, 2:03:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4697, loss_cls: 8.5097, loss: 8.5097 2025-08-14 02:22:32,252 - pyskl - INFO - Epoch [37][3900/7492] lr: 4.304e-02, eta: 5 days, 2:02:54, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4528, loss_cls: 8.5935, loss: 8.5935 2025-08-14 02:23:24,035 - pyskl - INFO - Epoch [37][4000/7492] lr: 4.303e-02, eta: 5 days, 2:02:02, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2109, top5_acc: 0.4547, loss_cls: 8.5275, loss: 8.5275 2025-08-14 02:24:15,631 - pyskl - INFO - Epoch [37][4100/7492] lr: 4.303e-02, eta: 5 days, 2:01:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4619, loss_cls: 8.5334, loss: 8.5334 2025-08-14 02:25:07,170 - pyskl - INFO - Epoch [37][4200/7492] lr: 4.302e-02, eta: 5 days, 2:00:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4369, loss_cls: 8.6785, loss: 8.6785 2025-08-14 02:25:58,718 - pyskl - INFO - Epoch [37][4300/7492] lr: 4.302e-02, eta: 5 days, 1:59:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4491, loss_cls: 8.4719, loss: 8.4719 2025-08-14 02:26:50,016 - pyskl - INFO - Epoch [37][4400/7492] lr: 4.301e-02, eta: 5 days, 1:58:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4475, loss_cls: 8.6411, loss: 8.6411 2025-08-14 02:27:41,462 - pyskl - INFO - Epoch [37][4500/7492] lr: 4.301e-02, eta: 5 days, 1:57:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4478, loss_cls: 8.5590, loss: 8.5590 2025-08-14 02:28:32,758 - pyskl - INFO - Epoch [37][4600/7492] lr: 4.300e-02, eta: 5 days, 1:56:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4547, loss_cls: 8.5375, loss: 8.5375 2025-08-14 02:29:24,037 - pyskl - INFO - Epoch [37][4700/7492] lr: 4.300e-02, eta: 5 days, 1:55:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4675, loss_cls: 8.5684, loss: 8.5684 2025-08-14 02:30:15,506 - pyskl - INFO - Epoch [37][4800/7492] lr: 4.299e-02, eta: 5 days, 1:55:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4631, loss_cls: 8.4988, loss: 8.4988 2025-08-14 02:31:07,090 - pyskl - INFO - Epoch [37][4900/7492] lr: 4.299e-02, eta: 5 days, 1:54:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4581, loss_cls: 8.5324, loss: 8.5324 2025-08-14 02:31:58,767 - pyskl - INFO - Epoch [37][5000/7492] lr: 4.298e-02, eta: 5 days, 1:53:19, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4597, loss_cls: 8.5185, loss: 8.5185 2025-08-14 02:32:50,195 - pyskl - INFO - Epoch [37][5100/7492] lr: 4.298e-02, eta: 5 days, 1:52:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4703, loss_cls: 8.5296, loss: 8.5296 2025-08-14 02:33:41,491 - pyskl - INFO - Epoch [37][5200/7492] lr: 4.297e-02, eta: 5 days, 1:51:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4391, loss_cls: 8.5858, loss: 8.5858 2025-08-14 02:34:32,798 - pyskl - INFO - Epoch [37][5300/7492] lr: 4.297e-02, eta: 5 days, 1:50:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4553, loss_cls: 8.5537, loss: 8.5537 2025-08-14 02:35:24,229 - pyskl - INFO - Epoch [37][5400/7492] lr: 4.296e-02, eta: 5 days, 1:49:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4547, loss_cls: 8.6266, loss: 8.6266 2025-08-14 02:36:15,597 - pyskl - INFO - Epoch [37][5500/7492] lr: 4.296e-02, eta: 5 days, 1:48:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4544, loss_cls: 8.5552, loss: 8.5552 2025-08-14 02:37:07,050 - pyskl - INFO - Epoch [37][5600/7492] lr: 4.295e-02, eta: 5 days, 1:48:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4634, loss_cls: 8.4931, loss: 8.4931 2025-08-14 02:37:58,279 - pyskl - INFO - Epoch [37][5700/7492] lr: 4.295e-02, eta: 5 days, 1:47:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4594, loss_cls: 8.5366, loss: 8.5366 2025-08-14 02:38:49,689 - pyskl - INFO - Epoch [37][5800/7492] lr: 4.294e-02, eta: 5 days, 1:46:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2078, top5_acc: 0.4319, loss_cls: 8.6954, loss: 8.6954 2025-08-14 02:39:40,799 - pyskl - INFO - Epoch [37][5900/7492] lr: 4.294e-02, eta: 5 days, 1:45:25, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4412, loss_cls: 8.5891, loss: 8.5891 2025-08-14 02:40:31,994 - pyskl - INFO - Epoch [37][6000/7492] lr: 4.293e-02, eta: 5 days, 1:44:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4619, loss_cls: 8.5830, loss: 8.5830 2025-08-14 02:41:23,312 - pyskl - INFO - Epoch [37][6100/7492] lr: 4.293e-02, eta: 5 days, 1:43:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4444, loss_cls: 8.6171, loss: 8.6171 2025-08-14 02:42:14,752 - pyskl - INFO - Epoch [37][6200/7492] lr: 4.292e-02, eta: 5 days, 1:42:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4553, loss_cls: 8.4925, loss: 8.4925 2025-08-14 02:43:05,980 - pyskl - INFO - Epoch [37][6300/7492] lr: 4.292e-02, eta: 5 days, 1:41:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4419, loss_cls: 8.6163, loss: 8.6163 2025-08-14 02:43:57,348 - pyskl - INFO - Epoch [37][6400/7492] lr: 4.292e-02, eta: 5 days, 1:41:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4422, loss_cls: 8.5493, loss: 8.5493 2025-08-14 02:44:48,525 - pyskl - INFO - Epoch [37][6500/7492] lr: 4.291e-02, eta: 5 days, 1:40:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4634, loss_cls: 8.5474, loss: 8.5474 2025-08-14 02:45:39,891 - pyskl - INFO - Epoch [37][6600/7492] lr: 4.291e-02, eta: 5 days, 1:39:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4644, loss_cls: 8.4919, loss: 8.4919 2025-08-14 02:46:31,132 - pyskl - INFO - Epoch [37][6700/7492] lr: 4.290e-02, eta: 5 days, 1:38:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4462, loss_cls: 8.5410, loss: 8.5410 2025-08-14 02:47:22,423 - pyskl - INFO - Epoch [37][6800/7492] lr: 4.290e-02, eta: 5 days, 1:37:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4519, loss_cls: 8.6160, loss: 8.6160 2025-08-14 02:48:13,850 - pyskl - INFO - Epoch [37][6900/7492] lr: 4.289e-02, eta: 5 days, 1:36:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4462, loss_cls: 8.6696, loss: 8.6696 2025-08-14 02:49:05,350 - pyskl - INFO - Epoch [37][7000/7492] lr: 4.289e-02, eta: 5 days, 1:35:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4644, loss_cls: 8.5304, loss: 8.5304 2025-08-14 02:49:56,864 - pyskl - INFO - Epoch [37][7100/7492] lr: 4.288e-02, eta: 5 days, 1:34:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4578, loss_cls: 8.6466, loss: 8.6466 2025-08-14 02:50:48,365 - pyskl - INFO - Epoch [37][7200/7492] lr: 4.288e-02, eta: 5 days, 1:34:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4453, loss_cls: 8.6531, loss: 8.6531 2025-08-14 02:51:39,952 - pyskl - INFO - Epoch [37][7300/7492] lr: 4.287e-02, eta: 5 days, 1:33:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4541, loss_cls: 8.4968, loss: 8.4968 2025-08-14 02:52:31,312 - pyskl - INFO - Epoch [37][7400/7492] lr: 4.287e-02, eta: 5 days, 1:32:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4628, loss_cls: 8.5625, loss: 8.5625 2025-08-14 02:53:19,400 - pyskl - INFO - Saving checkpoint at 37 epochs 2025-08-14 02:54:16,308 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 02:54:17,061 - pyskl - INFO - top1_acc 0.1801 top5_acc 0.3984 2025-08-14 02:54:17,061 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 02:54:17,095 - pyskl - INFO - mean_acc 0.1797 2025-08-14 02:54:17,160 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_27.pth was removed 2025-08-14 02:54:18,219 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. 2025-08-14 02:54:18,220 - pyskl - INFO - Best top1_acc is 0.1801 at 37 epoch. 2025-08-14 02:54:18,234 - pyskl - INFO - Epoch(val) [37][617] top1_acc: 0.1801, top5_acc: 0.3984, mean_class_accuracy: 0.1797 2025-08-14 02:55:40,465 - pyskl - INFO - Epoch [38][100/7492] lr: 4.286e-02, eta: 5 days, 1:29:44, time: 0.822, data_time: 0.309, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4684, loss_cls: 8.4649, loss: 8.4649 2025-08-14 02:56:31,833 - pyskl - INFO - Epoch [38][200/7492] lr: 4.285e-02, eta: 5 days, 1:28:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4481, loss_cls: 8.6041, loss: 8.6041 2025-08-14 02:57:23,255 - pyskl - INFO - Epoch [38][300/7492] lr: 4.285e-02, eta: 5 days, 1:27:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4716, loss_cls: 8.4120, loss: 8.4120 2025-08-14 02:58:14,735 - pyskl - INFO - Epoch [38][400/7492] lr: 4.284e-02, eta: 5 days, 1:27:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4500, loss_cls: 8.5998, loss: 8.5998 2025-08-14 02:59:05,970 - pyskl - INFO - Epoch [38][500/7492] lr: 4.284e-02, eta: 5 days, 1:26:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4666, loss_cls: 8.4073, loss: 8.4073 2025-08-14 02:59:57,382 - pyskl - INFO - Epoch [38][600/7492] lr: 4.283e-02, eta: 5 days, 1:25:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4697, loss_cls: 8.5017, loss: 8.5017 2025-08-14 03:00:48,662 - pyskl - INFO - Epoch [38][700/7492] lr: 4.283e-02, eta: 5 days, 1:24:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4631, loss_cls: 8.4591, loss: 8.4591 2025-08-14 03:01:40,153 - pyskl - INFO - Epoch [38][800/7492] lr: 4.282e-02, eta: 5 days, 1:23:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4600, loss_cls: 8.5969, loss: 8.5969 2025-08-14 03:02:31,558 - pyskl - INFO - Epoch [38][900/7492] lr: 4.282e-02, eta: 5 days, 1:22:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4516, loss_cls: 8.5233, loss: 8.5233 2025-08-14 03:03:22,911 - pyskl - INFO - Epoch [38][1000/7492] lr: 4.281e-02, eta: 5 days, 1:21:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4484, loss_cls: 8.5910, loss: 8.5910 2025-08-14 03:04:14,199 - pyskl - INFO - Epoch [38][1100/7492] lr: 4.281e-02, eta: 5 days, 1:20:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4650, loss_cls: 8.5482, loss: 8.5482 2025-08-14 03:05:05,506 - pyskl - INFO - Epoch [38][1200/7492] lr: 4.280e-02, eta: 5 days, 1:20:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4409, loss_cls: 8.6094, loss: 8.6094 2025-08-14 03:05:56,700 - pyskl - INFO - Epoch [38][1300/7492] lr: 4.280e-02, eta: 5 days, 1:19:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4662, loss_cls: 8.4875, loss: 8.4875 2025-08-14 03:06:48,011 - pyskl - INFO - Epoch [38][1400/7492] lr: 4.279e-02, eta: 5 days, 1:18:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4503, loss_cls: 8.5401, loss: 8.5401 2025-08-14 03:07:39,288 - pyskl - INFO - Epoch [38][1500/7492] lr: 4.279e-02, eta: 5 days, 1:17:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2075, top5_acc: 0.4634, loss_cls: 8.5683, loss: 8.5683 2025-08-14 03:08:30,615 - pyskl - INFO - Epoch [38][1600/7492] lr: 4.278e-02, eta: 5 days, 1:16:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4531, loss_cls: 8.4986, loss: 8.4986 2025-08-14 03:09:22,037 - pyskl - INFO - Epoch [38][1700/7492] lr: 4.278e-02, eta: 5 days, 1:15:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4622, loss_cls: 8.4693, loss: 8.4693 2025-08-14 03:10:13,297 - pyskl - INFO - Epoch [38][1800/7492] lr: 4.277e-02, eta: 5 days, 1:14:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4528, loss_cls: 8.6085, loss: 8.6085 2025-08-14 03:11:04,571 - pyskl - INFO - Epoch [38][1900/7492] lr: 4.277e-02, eta: 5 days, 1:13:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2091, top5_acc: 0.4338, loss_cls: 8.5676, loss: 8.5676 2025-08-14 03:11:55,681 - pyskl - INFO - Epoch [38][2000/7492] lr: 4.276e-02, eta: 5 days, 1:13:03, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4541, loss_cls: 8.5959, loss: 8.5959 2025-08-14 03:12:47,107 - pyskl - INFO - Epoch [38][2100/7492] lr: 4.276e-02, eta: 5 days, 1:12:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4497, loss_cls: 8.5948, loss: 8.5948 2025-08-14 03:13:38,376 - pyskl - INFO - Epoch [38][2200/7492] lr: 4.275e-02, eta: 5 days, 1:11:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4437, loss_cls: 8.5967, loss: 8.5967 2025-08-14 03:14:29,783 - pyskl - INFO - Epoch [38][2300/7492] lr: 4.275e-02, eta: 5 days, 1:10:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4631, loss_cls: 8.4740, loss: 8.4740 2025-08-14 03:15:21,075 - pyskl - INFO - Epoch [38][2400/7492] lr: 4.274e-02, eta: 5 days, 1:09:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4450, loss_cls: 8.6225, loss: 8.6225 2025-08-14 03:16:12,270 - pyskl - INFO - Epoch [38][2500/7492] lr: 4.274e-02, eta: 5 days, 1:08:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4447, loss_cls: 8.6492, loss: 8.6492 2025-08-14 03:17:03,572 - pyskl - INFO - Epoch [38][2600/7492] lr: 4.273e-02, eta: 5 days, 1:07:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4475, loss_cls: 8.5091, loss: 8.5091 2025-08-14 03:17:54,866 - pyskl - INFO - Epoch [38][2700/7492] lr: 4.273e-02, eta: 5 days, 1:06:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4572, loss_cls: 8.5622, loss: 8.5622 2025-08-14 03:18:47,496 - pyskl - INFO - Epoch [38][2800/7492] lr: 4.272e-02, eta: 5 days, 1:06:05, time: 0.526, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4456, loss_cls: 8.5417, loss: 8.5417 2025-08-14 03:19:38,925 - pyskl - INFO - Epoch [38][2900/7492] lr: 4.272e-02, eta: 5 days, 1:05:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4494, loss_cls: 8.5582, loss: 8.5582 2025-08-14 03:20:30,443 - pyskl - INFO - Epoch [38][3000/7492] lr: 4.271e-02, eta: 5 days, 1:04:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4566, loss_cls: 8.5340, loss: 8.5340 2025-08-14 03:21:21,834 - pyskl - INFO - Epoch [38][3100/7492] lr: 4.271e-02, eta: 5 days, 1:03:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4612, loss_cls: 8.5082, loss: 8.5082 2025-08-14 03:22:13,214 - pyskl - INFO - Epoch [38][3200/7492] lr: 4.270e-02, eta: 5 days, 1:02:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4562, loss_cls: 8.5206, loss: 8.5206 2025-08-14 03:23:04,470 - pyskl - INFO - Epoch [38][3300/7492] lr: 4.270e-02, eta: 5 days, 1:01:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4681, loss_cls: 8.5429, loss: 8.5429 2025-08-14 03:23:55,925 - pyskl - INFO - Epoch [38][3400/7492] lr: 4.269e-02, eta: 5 days, 1:00:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4647, loss_cls: 8.4376, loss: 8.4376 2025-08-14 03:24:47,680 - pyskl - INFO - Epoch [38][3500/7492] lr: 4.269e-02, eta: 5 days, 0:59:59, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4475, loss_cls: 8.5249, loss: 8.5249 2025-08-14 03:25:39,214 - pyskl - INFO - Epoch [38][3600/7492] lr: 4.268e-02, eta: 5 days, 0:59:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4556, loss_cls: 8.5160, loss: 8.5160 2025-08-14 03:26:30,585 - pyskl - INFO - Epoch [38][3700/7492] lr: 4.268e-02, eta: 5 days, 0:58:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4647, loss_cls: 8.5017, loss: 8.5017 2025-08-14 03:27:22,055 - pyskl - INFO - Epoch [38][3800/7492] lr: 4.268e-02, eta: 5 days, 0:57:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4547, loss_cls: 8.5353, loss: 8.5353 2025-08-14 03:28:13,737 - pyskl - INFO - Epoch [38][3900/7492] lr: 4.267e-02, eta: 5 days, 0:56:30, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4594, loss_cls: 8.5746, loss: 8.5746 2025-08-14 03:29:05,046 - pyskl - INFO - Epoch [38][4000/7492] lr: 4.267e-02, eta: 5 days, 0:55:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4541, loss_cls: 8.5803, loss: 8.5803 2025-08-14 03:29:56,566 - pyskl - INFO - Epoch [38][4100/7492] lr: 4.266e-02, eta: 5 days, 0:54:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4631, loss_cls: 8.5029, loss: 8.5029 2025-08-14 03:30:47,784 - pyskl - INFO - Epoch [38][4200/7492] lr: 4.266e-02, eta: 5 days, 0:53:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2184, top5_acc: 0.4572, loss_cls: 8.5756, loss: 8.5756 2025-08-14 03:31:39,122 - pyskl - INFO - Epoch [38][4300/7492] lr: 4.265e-02, eta: 5 days, 0:53:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4516, loss_cls: 8.6070, loss: 8.6070 2025-08-14 03:32:30,644 - pyskl - INFO - Epoch [38][4400/7492] lr: 4.265e-02, eta: 5 days, 0:52:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4406, loss_cls: 8.6640, loss: 8.6640 2025-08-14 03:33:22,356 - pyskl - INFO - Epoch [38][4500/7492] lr: 4.264e-02, eta: 5 days, 0:51:16, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4544, loss_cls: 8.5285, loss: 8.5285 2025-08-14 03:34:14,009 - pyskl - INFO - Epoch [38][4600/7492] lr: 4.264e-02, eta: 5 days, 0:50:24, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4619, loss_cls: 8.5623, loss: 8.5623 2025-08-14 03:35:05,422 - pyskl - INFO - Epoch [38][4700/7492] lr: 4.263e-02, eta: 5 days, 0:49:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4519, loss_cls: 8.5385, loss: 8.5385 2025-08-14 03:35:56,784 - pyskl - INFO - Epoch [38][4800/7492] lr: 4.263e-02, eta: 5 days, 0:48:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4516, loss_cls: 8.5904, loss: 8.5904 2025-08-14 03:36:48,422 - pyskl - INFO - Epoch [38][4900/7492] lr: 4.262e-02, eta: 5 days, 0:47:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4497, loss_cls: 8.6104, loss: 8.6104 2025-08-14 03:37:40,233 - pyskl - INFO - Epoch [38][5000/7492] lr: 4.262e-02, eta: 5 days, 0:46:56, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4431, loss_cls: 8.6120, loss: 8.6120 2025-08-14 03:38:31,772 - pyskl - INFO - Epoch [38][5100/7492] lr: 4.261e-02, eta: 5 days, 0:46:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4553, loss_cls: 8.6661, loss: 8.6661 2025-08-14 03:39:23,333 - pyskl - INFO - Epoch [38][5200/7492] lr: 4.261e-02, eta: 5 days, 0:45:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4434, loss_cls: 8.6237, loss: 8.6237 2025-08-14 03:40:14,814 - pyskl - INFO - Epoch [38][5300/7492] lr: 4.260e-02, eta: 5 days, 0:44:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4619, loss_cls: 8.5005, loss: 8.5005 2025-08-14 03:41:06,179 - pyskl - INFO - Epoch [38][5400/7492] lr: 4.260e-02, eta: 5 days, 0:43:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4331, loss_cls: 8.6878, loss: 8.6878 2025-08-14 03:41:57,564 - pyskl - INFO - Epoch [38][5500/7492] lr: 4.259e-02, eta: 5 days, 0:42:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4512, loss_cls: 8.5456, loss: 8.5456 2025-08-14 03:42:48,931 - pyskl - INFO - Epoch [38][5600/7492] lr: 4.259e-02, eta: 5 days, 0:41:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4600, loss_cls: 8.4360, loss: 8.4360 2025-08-14 03:43:40,442 - pyskl - INFO - Epoch [38][5700/7492] lr: 4.258e-02, eta: 5 days, 0:40:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4541, loss_cls: 8.6326, loss: 8.6326 2025-08-14 03:44:31,718 - pyskl - INFO - Epoch [38][5800/7492] lr: 4.258e-02, eta: 5 days, 0:39:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4606, loss_cls: 8.5688, loss: 8.5688 2025-08-14 03:45:22,923 - pyskl - INFO - Epoch [38][5900/7492] lr: 4.257e-02, eta: 5 days, 0:39:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4481, loss_cls: 8.5638, loss: 8.5638 2025-08-14 03:46:14,280 - pyskl - INFO - Epoch [38][6000/7492] lr: 4.257e-02, eta: 5 days, 0:38:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4341, loss_cls: 8.7011, loss: 8.7011 2025-08-14 03:47:05,951 - pyskl - INFO - Epoch [38][6100/7492] lr: 4.256e-02, eta: 5 days, 0:37:20, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4497, loss_cls: 8.5170, loss: 8.5170 2025-08-14 03:47:57,365 - pyskl - INFO - Epoch [38][6200/7492] lr: 4.256e-02, eta: 5 days, 0:36:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4694, loss_cls: 8.4958, loss: 8.4958 2025-08-14 03:48:48,884 - pyskl - INFO - Epoch [38][6300/7492] lr: 4.255e-02, eta: 5 days, 0:35:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4497, loss_cls: 8.5249, loss: 8.5249 2025-08-14 03:49:40,322 - pyskl - INFO - Epoch [38][6400/7492] lr: 4.255e-02, eta: 5 days, 0:34:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4422, loss_cls: 8.5876, loss: 8.5876 2025-08-14 03:50:31,847 - pyskl - INFO - Epoch [38][6500/7492] lr: 4.254e-02, eta: 5 days, 0:33:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4444, loss_cls: 8.6418, loss: 8.6418 2025-08-14 03:51:23,430 - pyskl - INFO - Epoch [38][6600/7492] lr: 4.254e-02, eta: 5 days, 0:32:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4469, loss_cls: 8.5600, loss: 8.5600 2025-08-14 03:52:14,982 - pyskl - INFO - Epoch [38][6700/7492] lr: 4.253e-02, eta: 5 days, 0:32:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4684, loss_cls: 8.5171, loss: 8.5171 2025-08-14 03:53:06,445 - pyskl - INFO - Epoch [38][6800/7492] lr: 4.253e-02, eta: 5 days, 0:31:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4553, loss_cls: 8.5413, loss: 8.5413 2025-08-14 03:53:57,999 - pyskl - INFO - Epoch [38][6900/7492] lr: 4.252e-02, eta: 5 days, 0:30:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4587, loss_cls: 8.5765, loss: 8.5765 2025-08-14 03:54:49,446 - pyskl - INFO - Epoch [38][7000/7492] lr: 4.252e-02, eta: 5 days, 0:29:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4650, loss_cls: 8.5654, loss: 8.5654 2025-08-14 03:55:41,178 - pyskl - INFO - Epoch [38][7100/7492] lr: 4.251e-02, eta: 5 days, 0:28:39, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4531, loss_cls: 8.5423, loss: 8.5423 2025-08-14 03:56:32,541 - pyskl - INFO - Epoch [38][7200/7492] lr: 4.251e-02, eta: 5 days, 0:27:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4569, loss_cls: 8.6011, loss: 8.6011 2025-08-14 03:57:23,919 - pyskl - INFO - Epoch [38][7300/7492] lr: 4.250e-02, eta: 5 days, 0:26:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4609, loss_cls: 8.5447, loss: 8.5447 2025-08-14 03:58:15,369 - pyskl - INFO - Epoch [38][7400/7492] lr: 4.250e-02, eta: 5 days, 0:26:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4606, loss_cls: 8.4787, loss: 8.4787 2025-08-14 03:59:03,394 - pyskl - INFO - Saving checkpoint at 38 epochs 2025-08-14 03:59:59,222 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 03:59:59,964 - pyskl - INFO - top1_acc 0.1834 top5_acc 0.3953 2025-08-14 03:59:59,964 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 04:00:00,004 - pyskl - INFO - mean_acc 0.1830 2025-08-14 04:00:00,071 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_37.pth was removed 2025-08-14 04:00:01,145 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. 2025-08-14 04:00:01,146 - pyskl - INFO - Best top1_acc is 0.1834 at 38 epoch. 2025-08-14 04:00:01,156 - pyskl - INFO - Epoch(val) [38][617] top1_acc: 0.1834, top5_acc: 0.3953, mean_class_accuracy: 0.1830 2025-08-14 04:01:22,521 - pyskl - INFO - Epoch [39][100/7492] lr: 4.249e-02, eta: 5 days, 0:23:30, time: 0.814, data_time: 0.300, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4641, loss_cls: 8.5221, loss: 8.5221 2025-08-14 04:02:13,889 - pyskl - INFO - Epoch [39][200/7492] lr: 4.248e-02, eta: 5 days, 0:22:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4603, loss_cls: 8.5540, loss: 8.5540 2025-08-14 04:03:05,218 - pyskl - INFO - Epoch [39][300/7492] lr: 4.248e-02, eta: 5 days, 0:21:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4688, loss_cls: 8.4825, loss: 8.4825 2025-08-14 04:03:56,334 - pyskl - INFO - Epoch [39][400/7492] lr: 4.247e-02, eta: 5 days, 0:20:52, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4541, loss_cls: 8.4745, loss: 8.4745 2025-08-14 04:04:47,973 - pyskl - INFO - Epoch [39][500/7492] lr: 4.247e-02, eta: 5 days, 0:20:00, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4697, loss_cls: 8.4742, loss: 8.4742 2025-08-14 04:05:39,459 - pyskl - INFO - Epoch [39][600/7492] lr: 4.246e-02, eta: 5 days, 0:19:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4475, loss_cls: 8.5996, loss: 8.5996 2025-08-14 04:06:30,847 - pyskl - INFO - Epoch [39][700/7492] lr: 4.246e-02, eta: 5 days, 0:18:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4603, loss_cls: 8.4831, loss: 8.4831 2025-08-14 04:07:22,690 - pyskl - INFO - Epoch [39][800/7492] lr: 4.245e-02, eta: 5 days, 0:17:24, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4669, loss_cls: 8.4657, loss: 8.4657 2025-08-14 04:08:14,385 - pyskl - INFO - Epoch [39][900/7492] lr: 4.245e-02, eta: 5 days, 0:16:33, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4650, loss_cls: 8.5624, loss: 8.5624 2025-08-14 04:09:05,933 - pyskl - INFO - Epoch [39][1000/7492] lr: 4.244e-02, eta: 5 days, 0:15:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4694, loss_cls: 8.5255, loss: 8.5255 2025-08-14 04:09:57,426 - pyskl - INFO - Epoch [39][1100/7492] lr: 4.244e-02, eta: 5 days, 0:14:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4713, loss_cls: 8.4288, loss: 8.4288 2025-08-14 04:10:49,125 - pyskl - INFO - Epoch [39][1200/7492] lr: 4.243e-02, eta: 5 days, 0:13:57, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4644, loss_cls: 8.4959, loss: 8.4959 2025-08-14 04:11:40,620 - pyskl - INFO - Epoch [39][1300/7492] lr: 4.243e-02, eta: 5 days, 0:13:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4469, loss_cls: 8.5807, loss: 8.5807 2025-08-14 04:12:32,177 - pyskl - INFO - Epoch [39][1400/7492] lr: 4.242e-02, eta: 5 days, 0:12:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4553, loss_cls: 8.5355, loss: 8.5355 2025-08-14 04:13:23,724 - pyskl - INFO - Epoch [39][1500/7492] lr: 4.242e-02, eta: 5 days, 0:11:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4509, loss_cls: 8.5260, loss: 8.5260 2025-08-14 04:14:15,434 - pyskl - INFO - Epoch [39][1600/7492] lr: 4.241e-02, eta: 5 days, 0:10:30, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4344, loss_cls: 8.6307, loss: 8.6307 2025-08-14 04:15:06,801 - pyskl - INFO - Epoch [39][1700/7492] lr: 4.241e-02, eta: 5 days, 0:09:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4437, loss_cls: 8.6832, loss: 8.6832 2025-08-14 04:15:58,068 - pyskl - INFO - Epoch [39][1800/7492] lr: 4.240e-02, eta: 5 days, 0:08:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4625, loss_cls: 8.4735, loss: 8.4735 2025-08-14 04:16:49,577 - pyskl - INFO - Epoch [39][1900/7492] lr: 4.240e-02, eta: 5 days, 0:07:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4591, loss_cls: 8.5240, loss: 8.5240 2025-08-14 04:17:40,821 - pyskl - INFO - Epoch [39][2000/7492] lr: 4.239e-02, eta: 5 days, 0:06:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2031, top5_acc: 0.4434, loss_cls: 8.5879, loss: 8.5879 2025-08-14 04:18:32,222 - pyskl - INFO - Epoch [39][2100/7492] lr: 4.239e-02, eta: 5 days, 0:06:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4716, loss_cls: 8.5525, loss: 8.5525 2025-08-14 04:19:23,489 - pyskl - INFO - Epoch [39][2200/7492] lr: 4.238e-02, eta: 5 days, 0:05:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4456, loss_cls: 8.6515, loss: 8.6515 2025-08-14 04:20:14,766 - pyskl - INFO - Epoch [39][2300/7492] lr: 4.238e-02, eta: 5 days, 0:04:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2097, top5_acc: 0.4519, loss_cls: 8.5609, loss: 8.5609 2025-08-14 04:21:06,182 - pyskl - INFO - Epoch [39][2400/7492] lr: 4.237e-02, eta: 5 days, 0:03:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4625, loss_cls: 8.5211, loss: 8.5211 2025-08-14 04:21:57,410 - pyskl - INFO - Epoch [39][2500/7492] lr: 4.237e-02, eta: 5 days, 0:02:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4584, loss_cls: 8.5436, loss: 8.5436 2025-08-14 04:22:48,711 - pyskl - INFO - Epoch [39][2600/7492] lr: 4.236e-02, eta: 5 days, 0:01:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4666, loss_cls: 8.5139, loss: 8.5139 2025-08-14 04:23:40,058 - pyskl - INFO - Epoch [39][2700/7492] lr: 4.236e-02, eta: 5 days, 0:00:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4612, loss_cls: 8.6466, loss: 8.6466 2025-08-14 04:24:31,245 - pyskl - INFO - Epoch [39][2800/7492] lr: 4.235e-02, eta: 4 days, 23:59:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4522, loss_cls: 8.5340, loss: 8.5340 2025-08-14 04:25:22,517 - pyskl - INFO - Epoch [39][2900/7492] lr: 4.235e-02, eta: 4 days, 23:59:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4556, loss_cls: 8.5019, loss: 8.5019 2025-08-14 04:26:13,853 - pyskl - INFO - Epoch [39][3000/7492] lr: 4.234e-02, eta: 4 days, 23:58:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4566, loss_cls: 8.5304, loss: 8.5304 2025-08-14 04:27:05,206 - pyskl - INFO - Epoch [39][3100/7492] lr: 4.234e-02, eta: 4 days, 23:57:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4550, loss_cls: 8.5274, loss: 8.5274 2025-08-14 04:27:56,732 - pyskl - INFO - Epoch [39][3200/7492] lr: 4.233e-02, eta: 4 days, 23:56:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4594, loss_cls: 8.5967, loss: 8.5967 2025-08-14 04:28:48,174 - pyskl - INFO - Epoch [39][3300/7492] lr: 4.233e-02, eta: 4 days, 23:55:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2084, top5_acc: 0.4512, loss_cls: 8.6111, loss: 8.6111 2025-08-14 04:29:39,492 - pyskl - INFO - Epoch [39][3400/7492] lr: 4.232e-02, eta: 4 days, 23:54:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4363, loss_cls: 8.5667, loss: 8.5667 2025-08-14 04:30:30,763 - pyskl - INFO - Epoch [39][3500/7492] lr: 4.232e-02, eta: 4 days, 23:53:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4537, loss_cls: 8.5321, loss: 8.5321 2025-08-14 04:31:22,327 - pyskl - INFO - Epoch [39][3600/7492] lr: 4.231e-02, eta: 4 days, 23:52:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4491, loss_cls: 8.4795, loss: 8.4795 2025-08-14 04:32:13,785 - pyskl - INFO - Epoch [39][3700/7492] lr: 4.231e-02, eta: 4 days, 23:52:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4622, loss_cls: 8.4788, loss: 8.4788 2025-08-14 04:33:05,567 - pyskl - INFO - Epoch [39][3800/7492] lr: 4.230e-02, eta: 4 days, 23:51:15, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4697, loss_cls: 8.4554, loss: 8.4554 2025-08-14 04:33:57,035 - pyskl - INFO - Epoch [39][3900/7492] lr: 4.230e-02, eta: 4 days, 23:50:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4431, loss_cls: 8.6214, loss: 8.6214 2025-08-14 04:34:48,376 - pyskl - INFO - Epoch [39][4000/7492] lr: 4.229e-02, eta: 4 days, 23:49:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4625, loss_cls: 8.6161, loss: 8.6161 2025-08-14 04:35:40,044 - pyskl - INFO - Epoch [39][4100/7492] lr: 4.229e-02, eta: 4 days, 23:48:38, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4644, loss_cls: 8.5569, loss: 8.5569 2025-08-14 04:36:31,478 - pyskl - INFO - Epoch [39][4200/7492] lr: 4.228e-02, eta: 4 days, 23:47:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4484, loss_cls: 8.5931, loss: 8.5931 2025-08-14 04:37:22,867 - pyskl - INFO - Epoch [39][4300/7492] lr: 4.228e-02, eta: 4 days, 23:46:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4650, loss_cls: 8.5328, loss: 8.5328 2025-08-14 04:38:14,200 - pyskl - INFO - Epoch [39][4400/7492] lr: 4.227e-02, eta: 4 days, 23:46:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4531, loss_cls: 8.5749, loss: 8.5749 2025-08-14 04:39:05,551 - pyskl - INFO - Epoch [39][4500/7492] lr: 4.227e-02, eta: 4 days, 23:45:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4675, loss_cls: 8.5435, loss: 8.5435 2025-08-14 04:39:56,762 - pyskl - INFO - Epoch [39][4600/7492] lr: 4.226e-02, eta: 4 days, 23:44:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4431, loss_cls: 8.5462, loss: 8.5462 2025-08-14 04:40:48,467 - pyskl - INFO - Epoch [39][4700/7492] lr: 4.226e-02, eta: 4 days, 23:43:24, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4391, loss_cls: 8.6060, loss: 8.6060 2025-08-14 04:41:39,653 - pyskl - INFO - Epoch [39][4800/7492] lr: 4.225e-02, eta: 4 days, 23:42:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4387, loss_cls: 8.6404, loss: 8.6404 2025-08-14 04:42:31,024 - pyskl - INFO - Epoch [39][4900/7492] lr: 4.225e-02, eta: 4 days, 23:41:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4572, loss_cls: 8.5824, loss: 8.5824 2025-08-14 04:43:22,151 - pyskl - INFO - Epoch [39][5000/7492] lr: 4.224e-02, eta: 4 days, 23:40:45, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4587, loss_cls: 8.4221, loss: 8.4221 2025-08-14 04:44:13,472 - pyskl - INFO - Epoch [39][5100/7492] lr: 4.224e-02, eta: 4 days, 23:39:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4522, loss_cls: 8.5136, loss: 8.5136 2025-08-14 04:45:04,904 - pyskl - INFO - Epoch [39][5200/7492] lr: 4.223e-02, eta: 4 days, 23:39:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4634, loss_cls: 8.5357, loss: 8.5357 2025-08-14 04:45:56,123 - pyskl - INFO - Epoch [39][5300/7492] lr: 4.223e-02, eta: 4 days, 23:38:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4447, loss_cls: 8.6059, loss: 8.6059 2025-08-14 04:46:47,352 - pyskl - INFO - Epoch [39][5400/7492] lr: 4.222e-02, eta: 4 days, 23:37:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4519, loss_cls: 8.5692, loss: 8.5692 2025-08-14 04:47:38,648 - pyskl - INFO - Epoch [39][5500/7492] lr: 4.221e-02, eta: 4 days, 23:36:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4584, loss_cls: 8.5381, loss: 8.5381 2025-08-14 04:48:29,944 - pyskl - INFO - Epoch [39][5600/7492] lr: 4.221e-02, eta: 4 days, 23:35:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4631, loss_cls: 8.4964, loss: 8.4964 2025-08-14 04:49:21,974 - pyskl - INFO - Epoch [39][5700/7492] lr: 4.220e-02, eta: 4 days, 23:34:39, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4587, loss_cls: 8.4984, loss: 8.4984 2025-08-14 04:50:13,598 - pyskl - INFO - Epoch [39][5800/7492] lr: 4.220e-02, eta: 4 days, 23:33:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4431, loss_cls: 8.5765, loss: 8.5765 2025-08-14 04:51:04,915 - pyskl - INFO - Epoch [39][5900/7492] lr: 4.219e-02, eta: 4 days, 23:32:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4578, loss_cls: 8.6089, loss: 8.6089 2025-08-14 04:51:56,254 - pyskl - INFO - Epoch [39][6000/7492] lr: 4.219e-02, eta: 4 days, 23:32:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4578, loss_cls: 8.4487, loss: 8.4487 2025-08-14 04:52:47,373 - pyskl - INFO - Epoch [39][6100/7492] lr: 4.218e-02, eta: 4 days, 23:31:09, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2106, top5_acc: 0.4409, loss_cls: 8.6163, loss: 8.6163 2025-08-14 04:53:38,485 - pyskl - INFO - Epoch [39][6200/7492] lr: 4.218e-02, eta: 4 days, 23:30:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4612, loss_cls: 8.4807, loss: 8.4807 2025-08-14 04:54:29,784 - pyskl - INFO - Epoch [39][6300/7492] lr: 4.217e-02, eta: 4 days, 23:29:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4556, loss_cls: 8.5624, loss: 8.5624 2025-08-14 04:55:20,976 - pyskl - INFO - Epoch [39][6400/7492] lr: 4.217e-02, eta: 4 days, 23:28:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4456, loss_cls: 8.5724, loss: 8.5724 2025-08-14 04:56:12,073 - pyskl - INFO - Epoch [39][6500/7492] lr: 4.216e-02, eta: 4 days, 23:27:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4659, loss_cls: 8.4889, loss: 8.4889 2025-08-14 04:57:03,289 - pyskl - INFO - Epoch [39][6600/7492] lr: 4.216e-02, eta: 4 days, 23:26:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4694, loss_cls: 8.4702, loss: 8.4702 2025-08-14 04:57:54,427 - pyskl - INFO - Epoch [39][6700/7492] lr: 4.215e-02, eta: 4 days, 23:25:51, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4963, loss_cls: 8.3571, loss: 8.3571 2025-08-14 04:58:45,790 - pyskl - INFO - Epoch [39][6800/7492] lr: 4.215e-02, eta: 4 days, 23:24:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4428, loss_cls: 8.5966, loss: 8.5966 2025-08-14 04:59:37,135 - pyskl - INFO - Epoch [39][6900/7492] lr: 4.214e-02, eta: 4 days, 23:24:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4569, loss_cls: 8.4980, loss: 8.4980 2025-08-14 05:00:28,319 - pyskl - INFO - Epoch [39][7000/7492] lr: 4.214e-02, eta: 4 days, 23:23:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2147, top5_acc: 0.4512, loss_cls: 8.5335, loss: 8.5335 2025-08-14 05:01:19,548 - pyskl - INFO - Epoch [39][7100/7492] lr: 4.213e-02, eta: 4 days, 23:22:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4481, loss_cls: 8.5434, loss: 8.5434 2025-08-14 05:02:11,004 - pyskl - INFO - Epoch [39][7200/7492] lr: 4.213e-02, eta: 4 days, 23:21:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4631, loss_cls: 8.5149, loss: 8.5149 2025-08-14 05:03:02,409 - pyskl - INFO - Epoch [39][7300/7492] lr: 4.212e-02, eta: 4 days, 23:20:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4559, loss_cls: 8.5850, loss: 8.5850 2025-08-14 05:03:53,979 - pyskl - INFO - Epoch [39][7400/7492] lr: 4.212e-02, eta: 4 days, 23:19:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4681, loss_cls: 8.5166, loss: 8.5166 2025-08-14 05:04:42,007 - pyskl - INFO - Saving checkpoint at 39 epochs 2025-08-14 05:05:39,227 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 05:05:39,968 - pyskl - INFO - top1_acc 0.1705 top5_acc 0.3856 2025-08-14 05:05:39,968 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 05:05:40,030 - pyskl - INFO - mean_acc 0.1703 2025-08-14 05:05:40,042 - pyskl - INFO - Epoch(val) [39][617] top1_acc: 0.1705, top5_acc: 0.3856, mean_class_accuracy: 0.1703 2025-08-14 05:07:01,851 - pyskl - INFO - Epoch [40][100/7492] lr: 4.211e-02, eta: 4 days, 23:17:15, time: 0.818, data_time: 0.305, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4603, loss_cls: 8.4871, loss: 8.4871 2025-08-14 05:07:53,193 - pyskl - INFO - Epoch [40][200/7492] lr: 4.210e-02, eta: 4 days, 23:16:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4684, loss_cls: 8.3918, loss: 8.3918 2025-08-14 05:08:44,632 - pyskl - INFO - Epoch [40][300/7492] lr: 4.210e-02, eta: 4 days, 23:15:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4603, loss_cls: 8.5913, loss: 8.5913 2025-08-14 05:09:35,982 - pyskl - INFO - Epoch [40][400/7492] lr: 4.209e-02, eta: 4 days, 23:14:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4572, loss_cls: 8.4812, loss: 8.4812 2025-08-14 05:10:27,459 - pyskl - INFO - Epoch [40][500/7492] lr: 4.209e-02, eta: 4 days, 23:13:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4653, loss_cls: 8.3935, loss: 8.3935 2025-08-14 05:11:18,778 - pyskl - INFO - Epoch [40][600/7492] lr: 4.208e-02, eta: 4 days, 23:12:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4584, loss_cls: 8.5253, loss: 8.5253 2025-08-14 05:12:10,266 - pyskl - INFO - Epoch [40][700/7492] lr: 4.208e-02, eta: 4 days, 23:12:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4469, loss_cls: 8.5940, loss: 8.5940 2025-08-14 05:13:01,644 - pyskl - INFO - Epoch [40][800/7492] lr: 4.207e-02, eta: 4 days, 23:11:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4475, loss_cls: 8.5703, loss: 8.5703 2025-08-14 05:13:53,078 - pyskl - INFO - Epoch [40][900/7492] lr: 4.207e-02, eta: 4 days, 23:10:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4725, loss_cls: 8.5238, loss: 8.5238 2025-08-14 05:14:44,464 - pyskl - INFO - Epoch [40][1000/7492] lr: 4.206e-02, eta: 4 days, 23:09:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4697, loss_cls: 8.4307, loss: 8.4307 2025-08-14 05:15:35,919 - pyskl - INFO - Epoch [40][1100/7492] lr: 4.206e-02, eta: 4 days, 23:08:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4719, loss_cls: 8.4654, loss: 8.4654 2025-08-14 05:16:27,472 - pyskl - INFO - Epoch [40][1200/7492] lr: 4.205e-02, eta: 4 days, 23:07:40, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4653, loss_cls: 8.5630, loss: 8.5630 2025-08-14 05:17:18,800 - pyskl - INFO - Epoch [40][1300/7492] lr: 4.205e-02, eta: 4 days, 23:06:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4713, loss_cls: 8.4584, loss: 8.4584 2025-08-14 05:18:10,222 - pyskl - INFO - Epoch [40][1400/7492] lr: 4.204e-02, eta: 4 days, 23:05:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4469, loss_cls: 8.6361, loss: 8.6361 2025-08-14 05:19:01,891 - pyskl - INFO - Epoch [40][1500/7492] lr: 4.204e-02, eta: 4 days, 23:05:03, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2062, top5_acc: 0.4478, loss_cls: 8.6266, loss: 8.6266 2025-08-14 05:19:53,155 - pyskl - INFO - Epoch [40][1600/7492] lr: 4.203e-02, eta: 4 days, 23:04:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4484, loss_cls: 8.5798, loss: 8.5798 2025-08-14 05:20:44,626 - pyskl - INFO - Epoch [40][1700/7492] lr: 4.203e-02, eta: 4 days, 23:03:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4622, loss_cls: 8.5080, loss: 8.5080 2025-08-14 05:21:35,826 - pyskl - INFO - Epoch [40][1800/7492] lr: 4.202e-02, eta: 4 days, 23:02:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4519, loss_cls: 8.5644, loss: 8.5644 2025-08-14 05:22:26,918 - pyskl - INFO - Epoch [40][1900/7492] lr: 4.202e-02, eta: 4 days, 23:01:32, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4481, loss_cls: 8.5235, loss: 8.5235 2025-08-14 05:23:18,260 - pyskl - INFO - Epoch [40][2000/7492] lr: 4.201e-02, eta: 4 days, 23:00:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4647, loss_cls: 8.4293, loss: 8.4293 2025-08-14 05:24:09,904 - pyskl - INFO - Epoch [40][2100/7492] lr: 4.201e-02, eta: 4 days, 22:59:48, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4684, loss_cls: 8.4958, loss: 8.4958 2025-08-14 05:25:01,373 - pyskl - INFO - Epoch [40][2200/7492] lr: 4.200e-02, eta: 4 days, 22:58:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4666, loss_cls: 8.4150, loss: 8.4150 2025-08-14 05:25:52,986 - pyskl - INFO - Epoch [40][2300/7492] lr: 4.200e-02, eta: 4 days, 22:58:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4622, loss_cls: 8.4773, loss: 8.4773 2025-08-14 05:26:44,587 - pyskl - INFO - Epoch [40][2400/7492] lr: 4.199e-02, eta: 4 days, 22:57:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2041, top5_acc: 0.4481, loss_cls: 8.5894, loss: 8.5894 2025-08-14 05:27:36,044 - pyskl - INFO - Epoch [40][2500/7492] lr: 4.199e-02, eta: 4 days, 22:56:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4578, loss_cls: 8.5264, loss: 8.5264 2025-08-14 05:28:27,499 - pyskl - INFO - Epoch [40][2600/7492] lr: 4.198e-02, eta: 4 days, 22:55:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4678, loss_cls: 8.4695, loss: 8.4695 2025-08-14 05:29:19,070 - pyskl - INFO - Epoch [40][2700/7492] lr: 4.198e-02, eta: 4 days, 22:54:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2094, top5_acc: 0.4591, loss_cls: 8.5085, loss: 8.5085 2025-08-14 05:30:10,461 - pyskl - INFO - Epoch [40][2800/7492] lr: 4.197e-02, eta: 4 days, 22:53:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4619, loss_cls: 8.5838, loss: 8.5838 2025-08-14 05:31:01,790 - pyskl - INFO - Epoch [40][2900/7492] lr: 4.197e-02, eta: 4 days, 22:52:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4688, loss_cls: 8.4666, loss: 8.4666 2025-08-14 05:31:53,014 - pyskl - INFO - Epoch [40][3000/7492] lr: 4.196e-02, eta: 4 days, 22:51:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4653, loss_cls: 8.5316, loss: 8.5316 2025-08-14 05:32:44,330 - pyskl - INFO - Epoch [40][3100/7492] lr: 4.196e-02, eta: 4 days, 22:51:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4562, loss_cls: 8.4806, loss: 8.4806 2025-08-14 05:33:35,475 - pyskl - INFO - Epoch [40][3200/7492] lr: 4.195e-02, eta: 4 days, 22:50:13, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2128, top5_acc: 0.4516, loss_cls: 8.6550, loss: 8.6550 2025-08-14 05:34:26,661 - pyskl - INFO - Epoch [40][3300/7492] lr: 4.194e-02, eta: 4 days, 22:49:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4684, loss_cls: 8.4928, loss: 8.4928 2025-08-14 05:35:17,984 - pyskl - INFO - Epoch [40][3400/7492] lr: 4.194e-02, eta: 4 days, 22:48:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4669, loss_cls: 8.4746, loss: 8.4746 2025-08-14 05:36:09,338 - pyskl - INFO - Epoch [40][3500/7492] lr: 4.193e-02, eta: 4 days, 22:47:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4500, loss_cls: 8.5985, loss: 8.5985 2025-08-14 05:37:00,533 - pyskl - INFO - Epoch [40][3600/7492] lr: 4.193e-02, eta: 4 days, 22:46:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4600, loss_cls: 8.5043, loss: 8.5043 2025-08-14 05:37:51,991 - pyskl - INFO - Epoch [40][3700/7492] lr: 4.192e-02, eta: 4 days, 22:45:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4466, loss_cls: 8.6472, loss: 8.6472 2025-08-14 05:38:43,650 - pyskl - INFO - Epoch [40][3800/7492] lr: 4.192e-02, eta: 4 days, 22:44:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4516, loss_cls: 8.5169, loss: 8.5169 2025-08-14 05:39:35,145 - pyskl - INFO - Epoch [40][3900/7492] lr: 4.191e-02, eta: 4 days, 22:44:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4625, loss_cls: 8.5579, loss: 8.5579 2025-08-14 05:40:26,610 - pyskl - INFO - Epoch [40][4000/7492] lr: 4.191e-02, eta: 4 days, 22:43:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4641, loss_cls: 8.5139, loss: 8.5139 2025-08-14 05:41:18,218 - pyskl - INFO - Epoch [40][4100/7492] lr: 4.190e-02, eta: 4 days, 22:42:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4581, loss_cls: 8.4784, loss: 8.4784 2025-08-14 05:42:09,753 - pyskl - INFO - Epoch [40][4200/7492] lr: 4.190e-02, eta: 4 days, 22:41:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4584, loss_cls: 8.5290, loss: 8.5290 2025-08-14 05:43:01,054 - pyskl - INFO - Epoch [40][4300/7492] lr: 4.189e-02, eta: 4 days, 22:40:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4553, loss_cls: 8.5316, loss: 8.5316 2025-08-14 05:43:52,312 - pyskl - INFO - Epoch [40][4400/7492] lr: 4.189e-02, eta: 4 days, 22:39:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4675, loss_cls: 8.4271, loss: 8.4271 2025-08-14 05:44:43,539 - pyskl - INFO - Epoch [40][4500/7492] lr: 4.188e-02, eta: 4 days, 22:38:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4516, loss_cls: 8.5173, loss: 8.5173 2025-08-14 05:45:34,777 - pyskl - INFO - Epoch [40][4600/7492] lr: 4.188e-02, eta: 4 days, 22:38:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2156, top5_acc: 0.4481, loss_cls: 8.5814, loss: 8.5814 2025-08-14 05:46:26,144 - pyskl - INFO - Epoch [40][4700/7492] lr: 4.187e-02, eta: 4 days, 22:37:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4631, loss_cls: 8.5203, loss: 8.5203 2025-08-14 05:47:17,577 - pyskl - INFO - Epoch [40][4800/7492] lr: 4.187e-02, eta: 4 days, 22:36:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4572, loss_cls: 8.5604, loss: 8.5604 2025-08-14 05:48:09,477 - pyskl - INFO - Epoch [40][4900/7492] lr: 4.186e-02, eta: 4 days, 22:35:24, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4656, loss_cls: 8.4908, loss: 8.4908 2025-08-14 05:49:00,850 - pyskl - INFO - Epoch [40][5000/7492] lr: 4.186e-02, eta: 4 days, 22:34:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4659, loss_cls: 8.5106, loss: 8.5106 2025-08-14 05:49:52,062 - pyskl - INFO - Epoch [40][5100/7492] lr: 4.185e-02, eta: 4 days, 22:33:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4694, loss_cls: 8.4570, loss: 8.4570 2025-08-14 05:50:43,444 - pyskl - INFO - Epoch [40][5200/7492] lr: 4.185e-02, eta: 4 days, 22:32:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4469, loss_cls: 8.6144, loss: 8.6144 2025-08-14 05:51:34,810 - pyskl - INFO - Epoch [40][5300/7492] lr: 4.184e-02, eta: 4 days, 22:31:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4719, loss_cls: 8.4712, loss: 8.4712 2025-08-14 05:52:26,118 - pyskl - INFO - Epoch [40][5400/7492] lr: 4.184e-02, eta: 4 days, 22:31:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4562, loss_cls: 8.4316, loss: 8.4316 2025-08-14 05:53:17,825 - pyskl - INFO - Epoch [40][5500/7492] lr: 4.183e-02, eta: 4 days, 22:30:10, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4497, loss_cls: 8.5634, loss: 8.5634 2025-08-14 05:54:09,121 - pyskl - INFO - Epoch [40][5600/7492] lr: 4.183e-02, eta: 4 days, 22:29:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4619, loss_cls: 8.5784, loss: 8.5784 2025-08-14 05:55:00,464 - pyskl - INFO - Epoch [40][5700/7492] lr: 4.182e-02, eta: 4 days, 22:28:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4659, loss_cls: 8.5060, loss: 8.5060 2025-08-14 05:55:51,817 - pyskl - INFO - Epoch [40][5800/7492] lr: 4.182e-02, eta: 4 days, 22:27:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4716, loss_cls: 8.4905, loss: 8.4905 2025-08-14 05:56:43,084 - pyskl - INFO - Epoch [40][5900/7492] lr: 4.181e-02, eta: 4 days, 22:26:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4612, loss_cls: 8.5110, loss: 8.5110 2025-08-14 05:57:34,857 - pyskl - INFO - Epoch [40][6000/7492] lr: 4.181e-02, eta: 4 days, 22:25:49, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4609, loss_cls: 8.4907, loss: 8.4907 2025-08-14 05:58:26,409 - pyskl - INFO - Epoch [40][6100/7492] lr: 4.180e-02, eta: 4 days, 22:24:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4600, loss_cls: 8.5094, loss: 8.5094 2025-08-14 05:59:17,694 - pyskl - INFO - Epoch [40][6200/7492] lr: 4.180e-02, eta: 4 days, 22:24:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4662, loss_cls: 8.4723, loss: 8.4723 2025-08-14 06:00:09,359 - pyskl - INFO - Epoch [40][6300/7492] lr: 4.179e-02, eta: 4 days, 22:23:13, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4659, loss_cls: 8.4679, loss: 8.4679 2025-08-14 06:01:01,018 - pyskl - INFO - Epoch [40][6400/7492] lr: 4.178e-02, eta: 4 days, 22:22:21, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4662, loss_cls: 8.4265, loss: 8.4265 2025-08-14 06:01:52,359 - pyskl - INFO - Epoch [40][6500/7492] lr: 4.178e-02, eta: 4 days, 22:21:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4519, loss_cls: 8.5467, loss: 8.5467 2025-08-14 06:02:43,811 - pyskl - INFO - Epoch [40][6600/7492] lr: 4.177e-02, eta: 4 days, 22:20:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4594, loss_cls: 8.5585, loss: 8.5585 2025-08-14 06:03:35,221 - pyskl - INFO - Epoch [40][6700/7492] lr: 4.177e-02, eta: 4 days, 22:19:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4509, loss_cls: 8.5976, loss: 8.5976 2025-08-14 06:04:26,502 - pyskl - INFO - Epoch [40][6800/7492] lr: 4.176e-02, eta: 4 days, 22:18:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4591, loss_cls: 8.5830, loss: 8.5830 2025-08-14 06:05:17,911 - pyskl - INFO - Epoch [40][6900/7492] lr: 4.176e-02, eta: 4 days, 22:17:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4597, loss_cls: 8.4815, loss: 8.4815 2025-08-14 06:06:09,267 - pyskl - INFO - Epoch [40][7000/7492] lr: 4.175e-02, eta: 4 days, 22:17:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4459, loss_cls: 8.5578, loss: 8.5578 2025-08-14 06:07:00,733 - pyskl - INFO - Epoch [40][7100/7492] lr: 4.175e-02, eta: 4 days, 22:16:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4556, loss_cls: 8.5642, loss: 8.5642 2025-08-14 06:07:52,082 - pyskl - INFO - Epoch [40][7200/7492] lr: 4.174e-02, eta: 4 days, 22:15:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4491, loss_cls: 8.5877, loss: 8.5877 2025-08-14 06:08:43,302 - pyskl - INFO - Epoch [40][7300/7492] lr: 4.174e-02, eta: 4 days, 22:14:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4481, loss_cls: 8.5528, loss: 8.5528 2025-08-14 06:09:34,587 - pyskl - INFO - Epoch [40][7400/7492] lr: 4.173e-02, eta: 4 days, 22:13:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4494, loss_cls: 8.5583, loss: 8.5583 2025-08-14 06:10:22,614 - pyskl - INFO - Saving checkpoint at 40 epochs 2025-08-14 06:11:21,075 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 06:11:21,830 - pyskl - INFO - top1_acc 0.1802 top5_acc 0.4035 2025-08-14 06:11:21,831 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 06:11:21,870 - pyskl - INFO - mean_acc 0.1799 2025-08-14 06:11:21,882 - pyskl - INFO - Epoch(val) [40][617] top1_acc: 0.1802, top5_acc: 0.4035, mean_class_accuracy: 0.1799 2025-08-14 06:12:43,431 - pyskl - INFO - Epoch [41][100/7492] lr: 4.172e-02, eta: 4 days, 22:11:09, time: 0.815, data_time: 0.302, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4569, loss_cls: 8.5267, loss: 8.5267 2025-08-14 06:13:34,535 - pyskl - INFO - Epoch [41][200/7492] lr: 4.172e-02, eta: 4 days, 22:10:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4753, loss_cls: 8.4030, loss: 8.4030 2025-08-14 06:14:26,061 - pyskl - INFO - Epoch [41][300/7492] lr: 4.171e-02, eta: 4 days, 22:09:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4728, loss_cls: 8.3992, loss: 8.3992 2025-08-14 06:15:17,484 - pyskl - INFO - Epoch [41][400/7492] lr: 4.171e-02, eta: 4 days, 22:08:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2081, top5_acc: 0.4512, loss_cls: 8.6320, loss: 8.6320 2025-08-14 06:16:08,813 - pyskl - INFO - Epoch [41][500/7492] lr: 4.170e-02, eta: 4 days, 22:07:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4678, loss_cls: 8.4734, loss: 8.4734 2025-08-14 06:17:00,166 - pyskl - INFO - Epoch [41][600/7492] lr: 4.170e-02, eta: 4 days, 22:06:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4591, loss_cls: 8.4649, loss: 8.4649 2025-08-14 06:17:51,681 - pyskl - INFO - Epoch [41][700/7492] lr: 4.169e-02, eta: 4 days, 22:05:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4637, loss_cls: 8.4841, loss: 8.4841 2025-08-14 06:18:43,050 - pyskl - INFO - Epoch [41][800/7492] lr: 4.169e-02, eta: 4 days, 22:05:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4566, loss_cls: 8.5905, loss: 8.5905 2025-08-14 06:19:34,640 - pyskl - INFO - Epoch [41][900/7492] lr: 4.168e-02, eta: 4 days, 22:04:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4634, loss_cls: 8.5764, loss: 8.5764 2025-08-14 06:20:25,983 - pyskl - INFO - Epoch [41][1000/7492] lr: 4.168e-02, eta: 4 days, 22:03:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4675, loss_cls: 8.4027, loss: 8.4027 2025-08-14 06:21:17,240 - pyskl - INFO - Epoch [41][1100/7492] lr: 4.167e-02, eta: 4 days, 22:02:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4647, loss_cls: 8.4424, loss: 8.4424 2025-08-14 06:22:08,459 - pyskl - INFO - Epoch [41][1200/7492] lr: 4.167e-02, eta: 4 days, 22:01:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4572, loss_cls: 8.5236, loss: 8.5236 2025-08-14 06:22:59,610 - pyskl - INFO - Epoch [41][1300/7492] lr: 4.166e-02, eta: 4 days, 22:00:40, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4544, loss_cls: 8.5139, loss: 8.5139 2025-08-14 06:23:50,862 - pyskl - INFO - Epoch [41][1400/7492] lr: 4.166e-02, eta: 4 days, 21:59:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4575, loss_cls: 8.5646, loss: 8.5646 2025-08-14 06:24:42,105 - pyskl - INFO - Epoch [41][1500/7492] lr: 4.165e-02, eta: 4 days, 21:58:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4459, loss_cls: 8.5964, loss: 8.5964 2025-08-14 06:25:33,601 - pyskl - INFO - Epoch [41][1600/7492] lr: 4.165e-02, eta: 4 days, 21:58:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4562, loss_cls: 8.5506, loss: 8.5506 2025-08-14 06:26:24,758 - pyskl - INFO - Epoch [41][1700/7492] lr: 4.164e-02, eta: 4 days, 21:57:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4684, loss_cls: 8.4439, loss: 8.4439 2025-08-14 06:27:15,937 - pyskl - INFO - Epoch [41][1800/7492] lr: 4.163e-02, eta: 4 days, 21:56:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4763, loss_cls: 8.4380, loss: 8.4380 2025-08-14 06:28:07,179 - pyskl - INFO - Epoch [41][1900/7492] lr: 4.163e-02, eta: 4 days, 21:55:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4713, loss_cls: 8.5246, loss: 8.5246 2025-08-14 06:28:58,511 - pyskl - INFO - Epoch [41][2000/7492] lr: 4.162e-02, eta: 4 days, 21:54:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4669, loss_cls: 8.5218, loss: 8.5218 2025-08-14 06:29:49,659 - pyskl - INFO - Epoch [41][2100/7492] lr: 4.162e-02, eta: 4 days, 21:53:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4744, loss_cls: 8.4375, loss: 8.4375 2025-08-14 06:30:41,139 - pyskl - INFO - Epoch [41][2200/7492] lr: 4.161e-02, eta: 4 days, 21:52:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4653, loss_cls: 8.4720, loss: 8.4720 2025-08-14 06:31:32,421 - pyskl - INFO - Epoch [41][2300/7492] lr: 4.161e-02, eta: 4 days, 21:51:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4625, loss_cls: 8.5676, loss: 8.5676 2025-08-14 06:32:23,490 - pyskl - INFO - Epoch [41][2400/7492] lr: 4.160e-02, eta: 4 days, 21:51:01, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4709, loss_cls: 8.4643, loss: 8.4643 2025-08-14 06:33:14,767 - pyskl - INFO - Epoch [41][2500/7492] lr: 4.160e-02, eta: 4 days, 21:50:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4625, loss_cls: 8.5643, loss: 8.5643 2025-08-14 06:34:05,995 - pyskl - INFO - Epoch [41][2600/7492] lr: 4.159e-02, eta: 4 days, 21:49:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4669, loss_cls: 8.4684, loss: 8.4684 2025-08-14 06:34:57,480 - pyskl - INFO - Epoch [41][2700/7492] lr: 4.159e-02, eta: 4 days, 21:48:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4719, loss_cls: 8.4268, loss: 8.4268 2025-08-14 06:35:48,778 - pyskl - INFO - Epoch [41][2800/7492] lr: 4.158e-02, eta: 4 days, 21:47:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4503, loss_cls: 8.6016, loss: 8.6016 2025-08-14 06:36:40,160 - pyskl - INFO - Epoch [41][2900/7492] lr: 4.158e-02, eta: 4 days, 21:46:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2072, top5_acc: 0.4481, loss_cls: 8.6361, loss: 8.6361 2025-08-14 06:37:31,593 - pyskl - INFO - Epoch [41][3000/7492] lr: 4.157e-02, eta: 4 days, 21:45:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4631, loss_cls: 8.5220, loss: 8.5220 2025-08-14 06:38:23,226 - pyskl - INFO - Epoch [41][3100/7492] lr: 4.157e-02, eta: 4 days, 21:44:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4516, loss_cls: 8.5720, loss: 8.5720 2025-08-14 06:39:14,466 - pyskl - INFO - Epoch [41][3200/7492] lr: 4.156e-02, eta: 4 days, 21:44:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4628, loss_cls: 8.5311, loss: 8.5311 2025-08-14 06:40:05,874 - pyskl - INFO - Epoch [41][3300/7492] lr: 4.156e-02, eta: 4 days, 21:43:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4662, loss_cls: 8.5316, loss: 8.5316 2025-08-14 06:40:57,218 - pyskl - INFO - Epoch [41][3400/7492] lr: 4.155e-02, eta: 4 days, 21:42:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4553, loss_cls: 8.6042, loss: 8.6042 2025-08-14 06:41:48,509 - pyskl - INFO - Epoch [41][3500/7492] lr: 4.155e-02, eta: 4 days, 21:41:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4653, loss_cls: 8.4606, loss: 8.4606 2025-08-14 06:42:39,817 - pyskl - INFO - Epoch [41][3600/7492] lr: 4.154e-02, eta: 4 days, 21:40:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2122, top5_acc: 0.4397, loss_cls: 8.6407, loss: 8.6407 2025-08-14 06:43:31,108 - pyskl - INFO - Epoch [41][3700/7492] lr: 4.154e-02, eta: 4 days, 21:39:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4637, loss_cls: 8.4403, loss: 8.4403 2025-08-14 06:44:22,674 - pyskl - INFO - Epoch [41][3800/7492] lr: 4.153e-02, eta: 4 days, 21:38:48, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4641, loss_cls: 8.5279, loss: 8.5279 2025-08-14 06:45:14,024 - pyskl - INFO - Epoch [41][3900/7492] lr: 4.152e-02, eta: 4 days, 21:37:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4544, loss_cls: 8.5365, loss: 8.5365 2025-08-14 06:46:05,714 - pyskl - INFO - Epoch [41][4000/7492] lr: 4.152e-02, eta: 4 days, 21:37:05, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4484, loss_cls: 8.4991, loss: 8.4991 2025-08-14 06:46:57,080 - pyskl - INFO - Epoch [41][4100/7492] lr: 4.151e-02, eta: 4 days, 21:36:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4528, loss_cls: 8.5777, loss: 8.5777 2025-08-14 06:47:48,541 - pyskl - INFO - Epoch [41][4200/7492] lr: 4.151e-02, eta: 4 days, 21:35:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4731, loss_cls: 8.4086, loss: 8.4086 2025-08-14 06:48:39,939 - pyskl - INFO - Epoch [41][4300/7492] lr: 4.150e-02, eta: 4 days, 21:34:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4487, loss_cls: 8.5546, loss: 8.5546 2025-08-14 06:49:31,222 - pyskl - INFO - Epoch [41][4400/7492] lr: 4.150e-02, eta: 4 days, 21:33:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4731, loss_cls: 8.4864, loss: 8.4864 2025-08-14 06:50:22,708 - pyskl - INFO - Epoch [41][4500/7492] lr: 4.149e-02, eta: 4 days, 21:32:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4528, loss_cls: 8.5359, loss: 8.5359 2025-08-14 06:51:14,380 - pyskl - INFO - Epoch [41][4600/7492] lr: 4.149e-02, eta: 4 days, 21:31:52, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4581, loss_cls: 8.4676, loss: 8.4676 2025-08-14 06:52:05,523 - pyskl - INFO - Epoch [41][4700/7492] lr: 4.148e-02, eta: 4 days, 21:30:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4559, loss_cls: 8.5651, loss: 8.5651 2025-08-14 06:52:56,967 - pyskl - INFO - Epoch [41][4800/7492] lr: 4.148e-02, eta: 4 days, 21:30:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4534, loss_cls: 8.5303, loss: 8.5303 2025-08-14 06:53:48,372 - pyskl - INFO - Epoch [41][4900/7492] lr: 4.147e-02, eta: 4 days, 21:29:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4500, loss_cls: 8.5294, loss: 8.5294 2025-08-14 06:54:39,798 - pyskl - INFO - Epoch [41][5000/7492] lr: 4.147e-02, eta: 4 days, 21:28:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4706, loss_cls: 8.4926, loss: 8.4926 2025-08-14 06:55:31,131 - pyskl - INFO - Epoch [41][5100/7492] lr: 4.146e-02, eta: 4 days, 21:27:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4559, loss_cls: 8.5711, loss: 8.5711 2025-08-14 06:56:22,509 - pyskl - INFO - Epoch [41][5200/7492] lr: 4.146e-02, eta: 4 days, 21:26:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4625, loss_cls: 8.4731, loss: 8.4731 2025-08-14 06:57:14,457 - pyskl - INFO - Epoch [41][5300/7492] lr: 4.145e-02, eta: 4 days, 21:25:47, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4581, loss_cls: 8.5416, loss: 8.5416 2025-08-14 06:58:05,882 - pyskl - INFO - Epoch [41][5400/7492] lr: 4.145e-02, eta: 4 days, 21:24:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4547, loss_cls: 8.6049, loss: 8.6049 2025-08-14 06:58:57,237 - pyskl - INFO - Epoch [41][5500/7492] lr: 4.144e-02, eta: 4 days, 21:24:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4691, loss_cls: 8.4960, loss: 8.4960 2025-08-14 06:59:48,633 - pyskl - INFO - Epoch [41][5600/7492] lr: 4.144e-02, eta: 4 days, 21:23:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4647, loss_cls: 8.4478, loss: 8.4478 2025-08-14 07:00:39,770 - pyskl - INFO - Epoch [41][5700/7492] lr: 4.143e-02, eta: 4 days, 21:22:17, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4528, loss_cls: 8.5573, loss: 8.5573 2025-08-14 07:01:31,527 - pyskl - INFO - Epoch [41][5800/7492] lr: 4.142e-02, eta: 4 days, 21:21:26, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4512, loss_cls: 8.5729, loss: 8.5729 2025-08-14 07:02:23,185 - pyskl - INFO - Epoch [41][5900/7492] lr: 4.142e-02, eta: 4 days, 21:20:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4725, loss_cls: 8.4602, loss: 8.4602 2025-08-14 07:03:14,673 - pyskl - INFO - Epoch [41][6000/7492] lr: 4.141e-02, eta: 4 days, 21:19:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4566, loss_cls: 8.5177, loss: 8.5177 2025-08-14 07:04:05,853 - pyskl - INFO - Epoch [41][6100/7492] lr: 4.141e-02, eta: 4 days, 21:18:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4628, loss_cls: 8.5041, loss: 8.5041 2025-08-14 07:04:56,965 - pyskl - INFO - Epoch [41][6200/7492] lr: 4.140e-02, eta: 4 days, 21:17:56, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4738, loss_cls: 8.4779, loss: 8.4779 2025-08-14 07:05:48,166 - pyskl - INFO - Epoch [41][6300/7492] lr: 4.140e-02, eta: 4 days, 21:17:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4678, loss_cls: 8.5077, loss: 8.5077 2025-08-14 07:06:39,565 - pyskl - INFO - Epoch [41][6400/7492] lr: 4.139e-02, eta: 4 days, 21:16:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4491, loss_cls: 8.5100, loss: 8.5100 2025-08-14 07:07:30,915 - pyskl - INFO - Epoch [41][6500/7492] lr: 4.139e-02, eta: 4 days, 21:15:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4616, loss_cls: 8.5746, loss: 8.5746 2025-08-14 07:08:22,432 - pyskl - INFO - Epoch [41][6600/7492] lr: 4.138e-02, eta: 4 days, 21:14:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4609, loss_cls: 8.4453, loss: 8.4453 2025-08-14 07:09:13,707 - pyskl - INFO - Epoch [41][6700/7492] lr: 4.138e-02, eta: 4 days, 21:13:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4694, loss_cls: 8.5064, loss: 8.5064 2025-08-14 07:10:04,973 - pyskl - INFO - Epoch [41][6800/7492] lr: 4.137e-02, eta: 4 days, 21:12:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4566, loss_cls: 8.5708, loss: 8.5708 2025-08-14 07:10:56,235 - pyskl - INFO - Epoch [41][6900/7492] lr: 4.137e-02, eta: 4 days, 21:11:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4506, loss_cls: 8.5070, loss: 8.5070 2025-08-14 07:11:48,130 - pyskl - INFO - Epoch [41][7000/7492] lr: 4.136e-02, eta: 4 days, 21:10:58, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4416, loss_cls: 8.6031, loss: 8.6031 2025-08-14 07:12:39,637 - pyskl - INFO - Epoch [41][7100/7492] lr: 4.136e-02, eta: 4 days, 21:10:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4478, loss_cls: 8.5235, loss: 8.5235 2025-08-14 07:13:30,953 - pyskl - INFO - Epoch [41][7200/7492] lr: 4.135e-02, eta: 4 days, 21:09:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4700, loss_cls: 8.4425, loss: 8.4425 2025-08-14 07:14:22,241 - pyskl - INFO - Epoch [41][7300/7492] lr: 4.135e-02, eta: 4 days, 21:08:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4556, loss_cls: 8.4609, loss: 8.4609 2025-08-14 07:15:13,527 - pyskl - INFO - Epoch [41][7400/7492] lr: 4.134e-02, eta: 4 days, 21:07:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4644, loss_cls: 8.5232, loss: 8.5232 2025-08-14 07:16:01,504 - pyskl - INFO - Saving checkpoint at 41 epochs 2025-08-14 07:16:58,025 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 07:16:58,764 - pyskl - INFO - top1_acc 0.1812 top5_acc 0.3959 2025-08-14 07:16:58,764 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 07:16:58,798 - pyskl - INFO - mean_acc 0.1811 2025-08-14 07:16:58,809 - pyskl - INFO - Epoch(val) [41][617] top1_acc: 0.1812, top5_acc: 0.3959, mean_class_accuracy: 0.1811 2025-08-14 07:18:21,376 - pyskl - INFO - Epoch [42][100/7492] lr: 4.133e-02, eta: 4 days, 21:05:06, time: 0.826, data_time: 0.309, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4750, loss_cls: 8.4388, loss: 8.4388 2025-08-14 07:19:12,799 - pyskl - INFO - Epoch [42][200/7492] lr: 4.132e-02, eta: 4 days, 21:04:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4653, loss_cls: 8.4698, loss: 8.4698 2025-08-14 07:20:04,374 - pyskl - INFO - Epoch [42][300/7492] lr: 4.132e-02, eta: 4 days, 21:03:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4650, loss_cls: 8.5673, loss: 8.5673 2025-08-14 07:20:55,666 - pyskl - INFO - Epoch [42][400/7492] lr: 4.131e-02, eta: 4 days, 21:02:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4731, loss_cls: 8.4534, loss: 8.4534 2025-08-14 07:21:47,602 - pyskl - INFO - Epoch [42][500/7492] lr: 4.131e-02, eta: 4 days, 21:01:39, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4719, loss_cls: 8.4351, loss: 8.4351 2025-08-14 07:22:39,053 - pyskl - INFO - Epoch [42][600/7492] lr: 4.130e-02, eta: 4 days, 21:00:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4791, loss_cls: 8.4075, loss: 8.4075 2025-08-14 07:23:30,712 - pyskl - INFO - Epoch [42][700/7492] lr: 4.130e-02, eta: 4 days, 20:59:55, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4728, loss_cls: 8.4224, loss: 8.4224 2025-08-14 07:24:22,258 - pyskl - INFO - Epoch [42][800/7492] lr: 4.129e-02, eta: 4 days, 20:59:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4772, loss_cls: 8.4164, loss: 8.4164 2025-08-14 07:25:13,790 - pyskl - INFO - Epoch [42][900/7492] lr: 4.129e-02, eta: 4 days, 20:58:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4609, loss_cls: 8.4555, loss: 8.4555 2025-08-14 07:26:05,134 - pyskl - INFO - Epoch [42][1000/7492] lr: 4.128e-02, eta: 4 days, 20:57:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4447, loss_cls: 8.5441, loss: 8.5441 2025-08-14 07:26:56,448 - pyskl - INFO - Epoch [42][1100/7492] lr: 4.128e-02, eta: 4 days, 20:56:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4706, loss_cls: 8.4517, loss: 8.4517 2025-08-14 07:27:47,854 - pyskl - INFO - Epoch [42][1200/7492] lr: 4.127e-02, eta: 4 days, 20:55:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4628, loss_cls: 8.4596, loss: 8.4596 2025-08-14 07:28:39,176 - pyskl - INFO - Epoch [42][1300/7492] lr: 4.127e-02, eta: 4 days, 20:54:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4303, loss_cls: 8.6571, loss: 8.6571 2025-08-14 07:29:30,370 - pyskl - INFO - Epoch [42][1400/7492] lr: 4.126e-02, eta: 4 days, 20:53:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4741, loss_cls: 8.4169, loss: 8.4169 2025-08-14 07:30:21,844 - pyskl - INFO - Epoch [42][1500/7492] lr: 4.126e-02, eta: 4 days, 20:52:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4497, loss_cls: 8.5182, loss: 8.5182 2025-08-14 07:31:13,469 - pyskl - INFO - Epoch [42][1600/7492] lr: 4.125e-02, eta: 4 days, 20:52:06, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4675, loss_cls: 8.4948, loss: 8.4948 2025-08-14 07:32:04,916 - pyskl - INFO - Epoch [42][1700/7492] lr: 4.125e-02, eta: 4 days, 20:51:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4634, loss_cls: 8.5386, loss: 8.5386 2025-08-14 07:32:56,189 - pyskl - INFO - Epoch [42][1800/7492] lr: 4.124e-02, eta: 4 days, 20:50:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4609, loss_cls: 8.4554, loss: 8.4554 2025-08-14 07:33:47,642 - pyskl - INFO - Epoch [42][1900/7492] lr: 4.123e-02, eta: 4 days, 20:49:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4744, loss_cls: 8.4266, loss: 8.4266 2025-08-14 07:34:39,082 - pyskl - INFO - Epoch [42][2000/7492] lr: 4.123e-02, eta: 4 days, 20:48:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4503, loss_cls: 8.6262, loss: 8.6262 2025-08-14 07:35:30,447 - pyskl - INFO - Epoch [42][2100/7492] lr: 4.122e-02, eta: 4 days, 20:47:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4587, loss_cls: 8.5084, loss: 8.5084 2025-08-14 07:36:21,791 - pyskl - INFO - Epoch [42][2200/7492] lr: 4.122e-02, eta: 4 days, 20:46:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4556, loss_cls: 8.5342, loss: 8.5342 2025-08-14 07:37:13,205 - pyskl - INFO - Epoch [42][2300/7492] lr: 4.121e-02, eta: 4 days, 20:46:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4622, loss_cls: 8.5278, loss: 8.5278 2025-08-14 07:38:04,538 - pyskl - INFO - Epoch [42][2400/7492] lr: 4.121e-02, eta: 4 days, 20:45:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4644, loss_cls: 8.4529, loss: 8.4529 2025-08-14 07:38:55,960 - pyskl - INFO - Epoch [42][2500/7492] lr: 4.120e-02, eta: 4 days, 20:44:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4575, loss_cls: 8.5699, loss: 8.5699 2025-08-14 07:39:47,458 - pyskl - INFO - Epoch [42][2600/7492] lr: 4.120e-02, eta: 4 days, 20:43:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4591, loss_cls: 8.5336, loss: 8.5336 2025-08-14 07:40:39,369 - pyskl - INFO - Epoch [42][2700/7492] lr: 4.119e-02, eta: 4 days, 20:42:33, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4662, loss_cls: 8.4577, loss: 8.4577 2025-08-14 07:41:30,926 - pyskl - INFO - Epoch [42][2800/7492] lr: 4.119e-02, eta: 4 days, 20:41:41, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4597, loss_cls: 8.5300, loss: 8.5300 2025-08-14 07:42:22,547 - pyskl - INFO - Epoch [42][2900/7492] lr: 4.118e-02, eta: 4 days, 20:40:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4753, loss_cls: 8.4682, loss: 8.4682 2025-08-14 07:43:13,903 - pyskl - INFO - Epoch [42][3000/7492] lr: 4.118e-02, eta: 4 days, 20:39:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4694, loss_cls: 8.5265, loss: 8.5265 2025-08-14 07:44:05,860 - pyskl - INFO - Epoch [42][3100/7492] lr: 4.117e-02, eta: 4 days, 20:39:06, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4650, loss_cls: 8.4264, loss: 8.4264 2025-08-14 07:44:57,494 - pyskl - INFO - Epoch [42][3200/7492] lr: 4.117e-02, eta: 4 days, 20:38:15, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4494, loss_cls: 8.6086, loss: 8.6086 2025-08-14 07:45:48,833 - pyskl - INFO - Epoch [42][3300/7492] lr: 4.116e-02, eta: 4 days, 20:37:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4644, loss_cls: 8.4942, loss: 8.4942 2025-08-14 07:46:40,055 - pyskl - INFO - Epoch [42][3400/7492] lr: 4.115e-02, eta: 4 days, 20:36:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4516, loss_cls: 8.6198, loss: 8.6198 2025-08-14 07:47:31,208 - pyskl - INFO - Epoch [42][3500/7492] lr: 4.115e-02, eta: 4 days, 20:35:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4688, loss_cls: 8.4663, loss: 8.4663 2025-08-14 07:48:22,606 - pyskl - INFO - Epoch [42][3600/7492] lr: 4.114e-02, eta: 4 days, 20:34:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4753, loss_cls: 8.4991, loss: 8.4991 2025-08-14 07:49:13,961 - pyskl - INFO - Epoch [42][3700/7492] lr: 4.114e-02, eta: 4 days, 20:33:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4531, loss_cls: 8.5693, loss: 8.5693 2025-08-14 07:50:05,327 - pyskl - INFO - Epoch [42][3800/7492] lr: 4.113e-02, eta: 4 days, 20:33:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4581, loss_cls: 8.4963, loss: 8.4963 2025-08-14 07:50:56,647 - pyskl - INFO - Epoch [42][3900/7492] lr: 4.113e-02, eta: 4 days, 20:32:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4659, loss_cls: 8.5317, loss: 8.5317 2025-08-14 07:51:47,929 - pyskl - INFO - Epoch [42][4000/7492] lr: 4.112e-02, eta: 4 days, 20:31:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4778, loss_cls: 8.4063, loss: 8.4063 2025-08-14 07:52:39,593 - pyskl - INFO - Epoch [42][4100/7492] lr: 4.112e-02, eta: 4 days, 20:30:24, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4497, loss_cls: 8.5836, loss: 8.5836 2025-08-14 07:53:31,514 - pyskl - INFO - Epoch [42][4200/7492] lr: 4.111e-02, eta: 4 days, 20:29:33, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4594, loss_cls: 8.5815, loss: 8.5815 2025-08-14 07:54:22,775 - pyskl - INFO - Epoch [42][4300/7492] lr: 4.111e-02, eta: 4 days, 20:28:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4547, loss_cls: 8.5380, loss: 8.5380 2025-08-14 07:55:14,217 - pyskl - INFO - Epoch [42][4400/7492] lr: 4.110e-02, eta: 4 days, 20:27:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4494, loss_cls: 8.5826, loss: 8.5826 2025-08-14 07:56:05,609 - pyskl - INFO - Epoch [42][4500/7492] lr: 4.110e-02, eta: 4 days, 20:26:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4694, loss_cls: 8.4707, loss: 8.4707 2025-08-14 07:56:57,040 - pyskl - INFO - Epoch [42][4600/7492] lr: 4.109e-02, eta: 4 days, 20:26:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4600, loss_cls: 8.5399, loss: 8.5399 2025-08-14 07:57:48,420 - pyskl - INFO - Epoch [42][4700/7492] lr: 4.109e-02, eta: 4 days, 20:25:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4659, loss_cls: 8.4211, loss: 8.4211 2025-08-14 07:58:39,923 - pyskl - INFO - Epoch [42][4800/7492] lr: 4.108e-02, eta: 4 days, 20:24:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4597, loss_cls: 8.5063, loss: 8.5063 2025-08-14 07:59:31,525 - pyskl - INFO - Epoch [42][4900/7492] lr: 4.107e-02, eta: 4 days, 20:23:28, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4628, loss_cls: 8.4194, loss: 8.4194 2025-08-14 08:00:23,122 - pyskl - INFO - Epoch [42][5000/7492] lr: 4.107e-02, eta: 4 days, 20:22:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4603, loss_cls: 8.5940, loss: 8.5940 2025-08-14 08:01:14,550 - pyskl - INFO - Epoch [42][5100/7492] lr: 4.106e-02, eta: 4 days, 20:21:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4609, loss_cls: 8.6024, loss: 8.6024 2025-08-14 08:02:05,833 - pyskl - INFO - Epoch [42][5200/7492] lr: 4.106e-02, eta: 4 days, 20:20:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4469, loss_cls: 8.5621, loss: 8.5621 2025-08-14 08:02:57,236 - pyskl - INFO - Epoch [42][5300/7492] lr: 4.105e-02, eta: 4 days, 20:19:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4587, loss_cls: 8.4869, loss: 8.4869 2025-08-14 08:03:48,630 - pyskl - INFO - Epoch [42][5400/7492] lr: 4.105e-02, eta: 4 days, 20:19:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4650, loss_cls: 8.4856, loss: 8.4856 2025-08-14 08:04:40,017 - pyskl - INFO - Epoch [42][5500/7492] lr: 4.104e-02, eta: 4 days, 20:18:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2087, top5_acc: 0.4441, loss_cls: 8.6094, loss: 8.6094 2025-08-14 08:05:31,489 - pyskl - INFO - Epoch [42][5600/7492] lr: 4.104e-02, eta: 4 days, 20:17:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4541, loss_cls: 8.5303, loss: 8.5303 2025-08-14 08:06:22,754 - pyskl - INFO - Epoch [42][5700/7492] lr: 4.103e-02, eta: 4 days, 20:16:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4609, loss_cls: 8.4702, loss: 8.4702 2025-08-14 08:07:14,165 - pyskl - INFO - Epoch [42][5800/7492] lr: 4.103e-02, eta: 4 days, 20:15:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4547, loss_cls: 8.5256, loss: 8.5256 2025-08-14 08:08:05,362 - pyskl - INFO - Epoch [42][5900/7492] lr: 4.102e-02, eta: 4 days, 20:14:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4622, loss_cls: 8.4902, loss: 8.4902 2025-08-14 08:08:56,868 - pyskl - INFO - Epoch [42][6000/7492] lr: 4.102e-02, eta: 4 days, 20:13:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4600, loss_cls: 8.4875, loss: 8.4875 2025-08-14 08:09:48,138 - pyskl - INFO - Epoch [42][6100/7492] lr: 4.101e-02, eta: 4 days, 20:13:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4666, loss_cls: 8.4488, loss: 8.4488 2025-08-14 08:10:39,437 - pyskl - INFO - Epoch [42][6200/7492] lr: 4.101e-02, eta: 4 days, 20:12:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4550, loss_cls: 8.5236, loss: 8.5236 2025-08-14 08:11:30,748 - pyskl - INFO - Epoch [42][6300/7492] lr: 4.100e-02, eta: 4 days, 20:11:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4753, loss_cls: 8.4786, loss: 8.4786 2025-08-14 08:12:22,220 - pyskl - INFO - Epoch [42][6400/7492] lr: 4.099e-02, eta: 4 days, 20:10:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4625, loss_cls: 8.5015, loss: 8.5015 2025-08-14 08:13:13,674 - pyskl - INFO - Epoch [42][6500/7492] lr: 4.099e-02, eta: 4 days, 20:09:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4566, loss_cls: 8.5151, loss: 8.5151 2025-08-14 08:14:05,228 - pyskl - INFO - Epoch [42][6600/7492] lr: 4.098e-02, eta: 4 days, 20:08:40, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4653, loss_cls: 8.4353, loss: 8.4353 2025-08-14 08:14:56,762 - pyskl - INFO - Epoch [42][6700/7492] lr: 4.098e-02, eta: 4 days, 20:07:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4606, loss_cls: 8.4304, loss: 8.4304 2025-08-14 08:15:48,234 - pyskl - INFO - Epoch [42][6800/7492] lr: 4.097e-02, eta: 4 days, 20:06:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4547, loss_cls: 8.5592, loss: 8.5592 2025-08-14 08:16:39,666 - pyskl - INFO - Epoch [42][6900/7492] lr: 4.097e-02, eta: 4 days, 20:06:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2103, top5_acc: 0.4428, loss_cls: 8.5673, loss: 8.5673 2025-08-14 08:17:31,267 - pyskl - INFO - Epoch [42][7000/7492] lr: 4.096e-02, eta: 4 days, 20:05:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4503, loss_cls: 8.5599, loss: 8.5599 2025-08-14 08:18:22,846 - pyskl - INFO - Epoch [42][7100/7492] lr: 4.096e-02, eta: 4 days, 20:04:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4678, loss_cls: 8.4672, loss: 8.4672 2025-08-14 08:19:14,196 - pyskl - INFO - Epoch [42][7200/7492] lr: 4.095e-02, eta: 4 days, 20:03:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4584, loss_cls: 8.5057, loss: 8.5057 2025-08-14 08:20:05,850 - pyskl - INFO - Epoch [42][7300/7492] lr: 4.095e-02, eta: 4 days, 20:02:37, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4697, loss_cls: 8.5335, loss: 8.5335 2025-08-14 08:20:57,544 - pyskl - INFO - Epoch [42][7400/7492] lr: 4.094e-02, eta: 4 days, 20:01:46, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4681, loss_cls: 8.5200, loss: 8.5200 2025-08-14 08:21:45,986 - pyskl - INFO - Saving checkpoint at 42 epochs 2025-08-14 08:22:42,890 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 08:22:43,618 - pyskl - INFO - top1_acc 0.1783 top5_acc 0.3971 2025-08-14 08:22:43,618 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 08:22:43,656 - pyskl - INFO - mean_acc 0.1781 2025-08-14 08:22:43,674 - pyskl - INFO - Epoch(val) [42][617] top1_acc: 0.1783, top5_acc: 0.3971, mean_class_accuracy: 0.1781 2025-08-14 08:24:05,015 - pyskl - INFO - Epoch [43][100/7492] lr: 4.093e-02, eta: 4 days, 19:59:21, time: 0.813, data_time: 0.300, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4509, loss_cls: 8.5103, loss: 8.5103 2025-08-14 08:24:56,247 - pyskl - INFO - Epoch [43][200/7492] lr: 4.092e-02, eta: 4 days, 19:58:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4766, loss_cls: 8.4129, loss: 8.4129 2025-08-14 08:25:47,582 - pyskl - INFO - Epoch [43][300/7492] lr: 4.092e-02, eta: 4 days, 19:57:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4766, loss_cls: 8.4305, loss: 8.4305 2025-08-14 08:26:38,885 - pyskl - INFO - Epoch [43][400/7492] lr: 4.091e-02, eta: 4 days, 19:56:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4662, loss_cls: 8.5376, loss: 8.5376 2025-08-14 08:27:30,120 - pyskl - INFO - Epoch [43][500/7492] lr: 4.091e-02, eta: 4 days, 19:55:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4678, loss_cls: 8.4986, loss: 8.4986 2025-08-14 08:28:21,606 - pyskl - INFO - Epoch [43][600/7492] lr: 4.090e-02, eta: 4 days, 19:54:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4706, loss_cls: 8.4203, loss: 8.4203 2025-08-14 08:29:12,929 - pyskl - INFO - Epoch [43][700/7492] lr: 4.090e-02, eta: 4 days, 19:54:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4644, loss_cls: 8.4732, loss: 8.4732 2025-08-14 08:30:04,328 - pyskl - INFO - Epoch [43][800/7492] lr: 4.089e-02, eta: 4 days, 19:53:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4631, loss_cls: 8.4546, loss: 8.4546 2025-08-14 08:30:55,804 - pyskl - INFO - Epoch [43][900/7492] lr: 4.089e-02, eta: 4 days, 19:52:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2100, top5_acc: 0.4637, loss_cls: 8.4813, loss: 8.4813 2025-08-14 08:31:47,564 - pyskl - INFO - Epoch [43][1000/7492] lr: 4.088e-02, eta: 4 days, 19:51:32, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4703, loss_cls: 8.3995, loss: 8.3995 2025-08-14 08:32:39,203 - pyskl - INFO - Epoch [43][1100/7492] lr: 4.088e-02, eta: 4 days, 19:50:40, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4647, loss_cls: 8.4457, loss: 8.4457 2025-08-14 08:33:30,660 - pyskl - INFO - Epoch [43][1200/7492] lr: 4.087e-02, eta: 4 days, 19:49:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4713, loss_cls: 8.4618, loss: 8.4618 2025-08-14 08:34:22,143 - pyskl - INFO - Epoch [43][1300/7492] lr: 4.087e-02, eta: 4 days, 19:48:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4781, loss_cls: 8.4599, loss: 8.4599 2025-08-14 08:35:13,594 - pyskl - INFO - Epoch [43][1400/7492] lr: 4.086e-02, eta: 4 days, 19:48:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4716, loss_cls: 8.4300, loss: 8.4300 2025-08-14 08:36:05,157 - pyskl - INFO - Epoch [43][1500/7492] lr: 4.085e-02, eta: 4 days, 19:47:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4706, loss_cls: 8.4946, loss: 8.4946 2025-08-14 08:36:56,586 - pyskl - INFO - Epoch [43][1600/7492] lr: 4.085e-02, eta: 4 days, 19:46:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4656, loss_cls: 8.4794, loss: 8.4794 2025-08-14 08:37:47,958 - pyskl - INFO - Epoch [43][1700/7492] lr: 4.084e-02, eta: 4 days, 19:45:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4694, loss_cls: 8.4929, loss: 8.4929 2025-08-14 08:38:39,266 - pyskl - INFO - Epoch [43][1800/7492] lr: 4.084e-02, eta: 4 days, 19:44:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4594, loss_cls: 8.5168, loss: 8.5168 2025-08-14 08:39:30,511 - pyskl - INFO - Epoch [43][1900/7492] lr: 4.083e-02, eta: 4 days, 19:43:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4600, loss_cls: 8.5189, loss: 8.5189 2025-08-14 08:40:21,761 - pyskl - INFO - Epoch [43][2000/7492] lr: 4.083e-02, eta: 4 days, 19:42:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4669, loss_cls: 8.4387, loss: 8.4387 2025-08-14 08:41:13,186 - pyskl - INFO - Epoch [43][2100/7492] lr: 4.082e-02, eta: 4 days, 19:41:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4444, loss_cls: 8.5569, loss: 8.5569 2025-08-14 08:42:04,465 - pyskl - INFO - Epoch [43][2200/7492] lr: 4.082e-02, eta: 4 days, 19:41:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4534, loss_cls: 8.4501, loss: 8.4501 2025-08-14 08:42:55,768 - pyskl - INFO - Epoch [43][2300/7492] lr: 4.081e-02, eta: 4 days, 19:40:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4509, loss_cls: 8.5017, loss: 8.5017 2025-08-14 08:43:47,133 - pyskl - INFO - Epoch [43][2400/7492] lr: 4.081e-02, eta: 4 days, 19:39:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4609, loss_cls: 8.5661, loss: 8.5661 2025-08-14 08:44:38,399 - pyskl - INFO - Epoch [43][2500/7492] lr: 4.080e-02, eta: 4 days, 19:38:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4600, loss_cls: 8.5131, loss: 8.5131 2025-08-14 08:45:29,894 - pyskl - INFO - Epoch [43][2600/7492] lr: 4.080e-02, eta: 4 days, 19:37:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4725, loss_cls: 8.4570, loss: 8.4570 2025-08-14 08:46:21,235 - pyskl - INFO - Epoch [43][2700/7492] lr: 4.079e-02, eta: 4 days, 19:36:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4612, loss_cls: 8.5356, loss: 8.5356 2025-08-14 08:47:12,669 - pyskl - INFO - Epoch [43][2800/7492] lr: 4.078e-02, eta: 4 days, 19:35:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4569, loss_cls: 8.4590, loss: 8.4590 2025-08-14 08:48:04,219 - pyskl - INFO - Epoch [43][2900/7492] lr: 4.078e-02, eta: 4 days, 19:35:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4641, loss_cls: 8.5830, loss: 8.5830 2025-08-14 08:48:55,665 - pyskl - INFO - Epoch [43][3000/7492] lr: 4.077e-02, eta: 4 days, 19:34:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4653, loss_cls: 8.4719, loss: 8.4719 2025-08-14 08:49:46,918 - pyskl - INFO - Epoch [43][3100/7492] lr: 4.077e-02, eta: 4 days, 19:33:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4666, loss_cls: 8.4921, loss: 8.4921 2025-08-14 08:50:38,486 - pyskl - INFO - Epoch [43][3200/7492] lr: 4.076e-02, eta: 4 days, 19:32:25, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4747, loss_cls: 8.4427, loss: 8.4427 2025-08-14 08:51:29,787 - pyskl - INFO - Epoch [43][3300/7492] lr: 4.076e-02, eta: 4 days, 19:31:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4606, loss_cls: 8.4799, loss: 8.4799 2025-08-14 08:52:21,332 - pyskl - INFO - Epoch [43][3400/7492] lr: 4.075e-02, eta: 4 days, 19:30:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4578, loss_cls: 8.5546, loss: 8.5546 2025-08-14 08:53:12,551 - pyskl - INFO - Epoch [43][3500/7492] lr: 4.075e-02, eta: 4 days, 19:29:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4494, loss_cls: 8.5838, loss: 8.5838 2025-08-14 08:54:04,250 - pyskl - INFO - Epoch [43][3600/7492] lr: 4.074e-02, eta: 4 days, 19:28:56, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4559, loss_cls: 8.4941, loss: 8.4941 2025-08-14 08:54:55,678 - pyskl - INFO - Epoch [43][3700/7492] lr: 4.074e-02, eta: 4 days, 19:28:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4694, loss_cls: 8.4000, loss: 8.4000 2025-08-14 08:55:47,116 - pyskl - INFO - Epoch [43][3800/7492] lr: 4.073e-02, eta: 4 days, 19:27:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4666, loss_cls: 8.4921, loss: 8.4921 2025-08-14 08:56:38,545 - pyskl - INFO - Epoch [43][3900/7492] lr: 4.072e-02, eta: 4 days, 19:26:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4706, loss_cls: 8.4775, loss: 8.4775 2025-08-14 08:57:29,869 - pyskl - INFO - Epoch [43][4000/7492] lr: 4.072e-02, eta: 4 days, 19:25:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4469, loss_cls: 8.5147, loss: 8.5147 2025-08-14 08:58:21,167 - pyskl - INFO - Epoch [43][4100/7492] lr: 4.071e-02, eta: 4 days, 19:24:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4625, loss_cls: 8.4402, loss: 8.4402 2025-08-14 08:59:12,600 - pyskl - INFO - Epoch [43][4200/7492] lr: 4.071e-02, eta: 4 days, 19:23:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4547, loss_cls: 8.5370, loss: 8.5370 2025-08-14 09:00:04,310 - pyskl - INFO - Epoch [43][4300/7492] lr: 4.070e-02, eta: 4 days, 19:22:52, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4587, loss_cls: 8.5737, loss: 8.5737 2025-08-14 09:00:55,968 - pyskl - INFO - Epoch [43][4400/7492] lr: 4.070e-02, eta: 4 days, 19:22:01, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4550, loss_cls: 8.4856, loss: 8.4856 2025-08-14 09:01:47,303 - pyskl - INFO - Epoch [43][4500/7492] lr: 4.069e-02, eta: 4 days, 19:21:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4716, loss_cls: 8.3998, loss: 8.3998 2025-08-14 09:02:38,639 - pyskl - INFO - Epoch [43][4600/7492] lr: 4.069e-02, eta: 4 days, 19:20:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4584, loss_cls: 8.5877, loss: 8.5877 2025-08-14 09:03:29,775 - pyskl - INFO - Epoch [43][4700/7492] lr: 4.068e-02, eta: 4 days, 19:19:23, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4666, loss_cls: 8.4919, loss: 8.4919 2025-08-14 09:04:21,299 - pyskl - INFO - Epoch [43][4800/7492] lr: 4.068e-02, eta: 4 days, 19:18:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4603, loss_cls: 8.5534, loss: 8.5534 2025-08-14 09:05:12,645 - pyskl - INFO - Epoch [43][4900/7492] lr: 4.067e-02, eta: 4 days, 19:17:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4750, loss_cls: 8.4366, loss: 8.4366 2025-08-14 09:06:04,063 - pyskl - INFO - Epoch [43][5000/7492] lr: 4.066e-02, eta: 4 days, 19:16:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2203, top5_acc: 0.4544, loss_cls: 8.5402, loss: 8.5402 2025-08-14 09:06:55,341 - pyskl - INFO - Epoch [43][5100/7492] lr: 4.066e-02, eta: 4 days, 19:15:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4797, loss_cls: 8.3992, loss: 8.3992 2025-08-14 09:07:46,565 - pyskl - INFO - Epoch [43][5200/7492] lr: 4.065e-02, eta: 4 days, 19:15:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4609, loss_cls: 8.5622, loss: 8.5622 2025-08-14 09:08:37,874 - pyskl - INFO - Epoch [43][5300/7492] lr: 4.065e-02, eta: 4 days, 19:14:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4628, loss_cls: 8.5057, loss: 8.5057 2025-08-14 09:09:29,290 - pyskl - INFO - Epoch [43][5400/7492] lr: 4.064e-02, eta: 4 days, 19:13:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4738, loss_cls: 8.4110, loss: 8.4110 2025-08-14 09:10:20,579 - pyskl - INFO - Epoch [43][5500/7492] lr: 4.064e-02, eta: 4 days, 19:12:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4616, loss_cls: 8.4831, loss: 8.4831 2025-08-14 09:11:11,814 - pyskl - INFO - Epoch [43][5600/7492] lr: 4.063e-02, eta: 4 days, 19:11:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4709, loss_cls: 8.4464, loss: 8.4464 2025-08-14 09:12:03,122 - pyskl - INFO - Epoch [43][5700/7492] lr: 4.063e-02, eta: 4 days, 19:10:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4556, loss_cls: 8.5031, loss: 8.5031 2025-08-14 09:12:54,371 - pyskl - INFO - Epoch [43][5800/7492] lr: 4.062e-02, eta: 4 days, 19:09:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4494, loss_cls: 8.5337, loss: 8.5337 2025-08-14 09:13:45,490 - pyskl - INFO - Epoch [43][5900/7492] lr: 4.062e-02, eta: 4 days, 19:08:55, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4572, loss_cls: 8.5319, loss: 8.5319 2025-08-14 09:14:36,754 - pyskl - INFO - Epoch [43][6000/7492] lr: 4.061e-02, eta: 4 days, 19:08:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4903, loss_cls: 8.3401, loss: 8.3401 2025-08-14 09:15:28,437 - pyskl - INFO - Epoch [43][6100/7492] lr: 4.060e-02, eta: 4 days, 19:07:11, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4550, loss_cls: 8.5436, loss: 8.5436 2025-08-14 09:16:19,865 - pyskl - INFO - Epoch [43][6200/7492] lr: 4.060e-02, eta: 4 days, 19:06:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4647, loss_cls: 8.4509, loss: 8.4509 2025-08-14 09:17:11,156 - pyskl - INFO - Epoch [43][6300/7492] lr: 4.059e-02, eta: 4 days, 19:05:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4597, loss_cls: 8.5194, loss: 8.5194 2025-08-14 09:18:02,565 - pyskl - INFO - Epoch [43][6400/7492] lr: 4.059e-02, eta: 4 days, 19:04:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4575, loss_cls: 8.4555, loss: 8.4555 2025-08-14 09:18:53,942 - pyskl - INFO - Epoch [43][6500/7492] lr: 4.058e-02, eta: 4 days, 19:03:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4472, loss_cls: 8.6117, loss: 8.6117 2025-08-14 09:19:45,270 - pyskl - INFO - Epoch [43][6600/7492] lr: 4.058e-02, eta: 4 days, 19:02:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4747, loss_cls: 8.3659, loss: 8.3659 2025-08-14 09:20:36,869 - pyskl - INFO - Epoch [43][6700/7492] lr: 4.057e-02, eta: 4 days, 19:01:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4553, loss_cls: 8.5250, loss: 8.5250 2025-08-14 09:21:28,364 - pyskl - INFO - Epoch [43][6800/7492] lr: 4.057e-02, eta: 4 days, 19:01:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4641, loss_cls: 8.5830, loss: 8.5830 2025-08-14 09:22:19,816 - pyskl - INFO - Epoch [43][6900/7492] lr: 4.056e-02, eta: 4 days, 19:00:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4569, loss_cls: 8.4767, loss: 8.4767 2025-08-14 09:23:11,165 - pyskl - INFO - Epoch [43][7000/7492] lr: 4.056e-02, eta: 4 days, 18:59:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4766, loss_cls: 8.4611, loss: 8.4611 2025-08-14 09:24:02,481 - pyskl - INFO - Epoch [43][7100/7492] lr: 4.055e-02, eta: 4 days, 18:58:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4694, loss_cls: 8.4035, loss: 8.4035 2025-08-14 09:24:53,988 - pyskl - INFO - Epoch [43][7200/7492] lr: 4.054e-02, eta: 4 days, 18:57:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4691, loss_cls: 8.4463, loss: 8.4463 2025-08-14 09:25:45,371 - pyskl - INFO - Epoch [43][7300/7492] lr: 4.054e-02, eta: 4 days, 18:56:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4572, loss_cls: 8.5146, loss: 8.5146 2025-08-14 09:26:36,713 - pyskl - INFO - Epoch [43][7400/7492] lr: 4.053e-02, eta: 4 days, 18:55:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4669, loss_cls: 8.4742, loss: 8.4742 2025-08-14 09:27:24,713 - pyskl - INFO - Saving checkpoint at 43 epochs 2025-08-14 09:28:18,183 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 09:28:18,952 - pyskl - INFO - top1_acc 0.1965 top5_acc 0.4252 2025-08-14 09:28:18,952 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 09:28:18,986 - pyskl - INFO - mean_acc 0.1963 2025-08-14 09:28:19,041 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_38.pth was removed 2025-08-14 09:28:20,148 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2025-08-14 09:28:20,150 - pyskl - INFO - Best top1_acc is 0.1965 at 43 epoch. 2025-08-14 09:28:20,168 - pyskl - INFO - Epoch(val) [43][617] top1_acc: 0.1965, top5_acc: 0.4252, mean_class_accuracy: 0.1963 2025-08-14 09:29:42,183 - pyskl - INFO - Epoch [44][100/7492] lr: 4.052e-02, eta: 4 days, 18:53:32, time: 0.820, data_time: 0.301, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4725, loss_cls: 8.4407, loss: 8.4407 2025-08-14 09:30:33,691 - pyskl - INFO - Epoch [44][200/7492] lr: 4.052e-02, eta: 4 days, 18:52:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4659, loss_cls: 8.5279, loss: 8.5279 2025-08-14 09:31:25,170 - pyskl - INFO - Epoch [44][300/7492] lr: 4.051e-02, eta: 4 days, 18:51:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4775, loss_cls: 8.3987, loss: 8.3987 2025-08-14 09:32:16,823 - pyskl - INFO - Epoch [44][400/7492] lr: 4.051e-02, eta: 4 days, 18:50:57, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4803, loss_cls: 8.4103, loss: 8.4103 2025-08-14 09:33:08,222 - pyskl - INFO - Epoch [44][500/7492] lr: 4.050e-02, eta: 4 days, 18:50:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4644, loss_cls: 8.4167, loss: 8.4167 2025-08-14 09:33:59,733 - pyskl - INFO - Epoch [44][600/7492] lr: 4.050e-02, eta: 4 days, 18:49:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4822, loss_cls: 8.3320, loss: 8.3320 2025-08-14 09:34:51,266 - pyskl - INFO - Epoch [44][700/7492] lr: 4.049e-02, eta: 4 days, 18:48:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4753, loss_cls: 8.4909, loss: 8.4909 2025-08-14 09:35:42,857 - pyskl - INFO - Epoch [44][800/7492] lr: 4.048e-02, eta: 4 days, 18:47:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4659, loss_cls: 8.5483, loss: 8.5483 2025-08-14 09:36:34,234 - pyskl - INFO - Epoch [44][900/7492] lr: 4.048e-02, eta: 4 days, 18:46:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4625, loss_cls: 8.4740, loss: 8.4740 2025-08-14 09:37:25,646 - pyskl - INFO - Epoch [44][1000/7492] lr: 4.047e-02, eta: 4 days, 18:45:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4550, loss_cls: 8.5093, loss: 8.5093 2025-08-14 09:38:17,125 - pyskl - INFO - Epoch [44][1100/7492] lr: 4.047e-02, eta: 4 days, 18:44:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4659, loss_cls: 8.4281, loss: 8.4281 2025-08-14 09:39:08,463 - pyskl - INFO - Epoch [44][1200/7492] lr: 4.046e-02, eta: 4 days, 18:44:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4716, loss_cls: 8.4438, loss: 8.4438 2025-08-14 09:39:59,729 - pyskl - INFO - Epoch [44][1300/7492] lr: 4.046e-02, eta: 4 days, 18:43:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4578, loss_cls: 8.5019, loss: 8.5019 2025-08-14 09:40:51,063 - pyskl - INFO - Epoch [44][1400/7492] lr: 4.045e-02, eta: 4 days, 18:42:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4706, loss_cls: 8.4509, loss: 8.4509 2025-08-14 09:41:42,722 - pyskl - INFO - Epoch [44][1500/7492] lr: 4.045e-02, eta: 4 days, 18:41:25, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4600, loss_cls: 8.4706, loss: 8.4706 2025-08-14 09:42:34,182 - pyskl - INFO - Epoch [44][1600/7492] lr: 4.044e-02, eta: 4 days, 18:40:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4534, loss_cls: 8.5781, loss: 8.5781 2025-08-14 09:43:25,448 - pyskl - INFO - Epoch [44][1700/7492] lr: 4.044e-02, eta: 4 days, 18:39:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4637, loss_cls: 8.5030, loss: 8.5030 2025-08-14 09:44:17,130 - pyskl - INFO - Epoch [44][1800/7492] lr: 4.043e-02, eta: 4 days, 18:38:49, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4631, loss_cls: 8.6124, loss: 8.6124 2025-08-14 09:45:08,497 - pyskl - INFO - Epoch [44][1900/7492] lr: 4.042e-02, eta: 4 days, 18:37:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4575, loss_cls: 8.5123, loss: 8.5123 2025-08-14 09:45:59,883 - pyskl - INFO - Epoch [44][2000/7492] lr: 4.042e-02, eta: 4 days, 18:37:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4794, loss_cls: 8.3752, loss: 8.3752 2025-08-14 09:46:51,402 - pyskl - INFO - Epoch [44][2100/7492] lr: 4.041e-02, eta: 4 days, 18:36:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4816, loss_cls: 8.3767, loss: 8.3767 2025-08-14 09:47:42,779 - pyskl - INFO - Epoch [44][2200/7492] lr: 4.041e-02, eta: 4 days, 18:35:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4603, loss_cls: 8.4818, loss: 8.4818 2025-08-14 09:48:34,218 - pyskl - INFO - Epoch [44][2300/7492] lr: 4.040e-02, eta: 4 days, 18:34:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4684, loss_cls: 8.4696, loss: 8.4696 2025-08-14 09:49:25,546 - pyskl - INFO - Epoch [44][2400/7492] lr: 4.040e-02, eta: 4 days, 18:33:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4544, loss_cls: 8.4893, loss: 8.4893 2025-08-14 09:50:16,764 - pyskl - INFO - Epoch [44][2500/7492] lr: 4.039e-02, eta: 4 days, 18:32:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4616, loss_cls: 8.4635, loss: 8.4635 2025-08-14 09:51:08,126 - pyskl - INFO - Epoch [44][2600/7492] lr: 4.039e-02, eta: 4 days, 18:31:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4722, loss_cls: 8.4672, loss: 8.4672 2025-08-14 09:51:59,340 - pyskl - INFO - Epoch [44][2700/7492] lr: 4.038e-02, eta: 4 days, 18:30:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4647, loss_cls: 8.4283, loss: 8.4283 2025-08-14 09:52:50,826 - pyskl - INFO - Epoch [44][2800/7492] lr: 4.037e-02, eta: 4 days, 18:30:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4631, loss_cls: 8.4701, loss: 8.4701 2025-08-14 09:53:42,056 - pyskl - INFO - Epoch [44][2900/7492] lr: 4.037e-02, eta: 4 days, 18:29:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4612, loss_cls: 8.5740, loss: 8.5740 2025-08-14 09:54:33,741 - pyskl - INFO - Epoch [44][3000/7492] lr: 4.036e-02, eta: 4 days, 18:28:23, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4781, loss_cls: 8.4825, loss: 8.4825 2025-08-14 09:55:25,550 - pyskl - INFO - Epoch [44][3100/7492] lr: 4.036e-02, eta: 4 days, 18:27:32, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4637, loss_cls: 8.5126, loss: 8.5126 2025-08-14 09:56:17,168 - pyskl - INFO - Epoch [44][3200/7492] lr: 4.035e-02, eta: 4 days, 18:26:41, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4581, loss_cls: 8.5906, loss: 8.5906 2025-08-14 09:57:08,360 - pyskl - INFO - Epoch [44][3300/7492] lr: 4.035e-02, eta: 4 days, 18:25:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4641, loss_cls: 8.4376, loss: 8.4376 2025-08-14 09:57:59,648 - pyskl - INFO - Epoch [44][3400/7492] lr: 4.034e-02, eta: 4 days, 18:24:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4750, loss_cls: 8.5243, loss: 8.5243 2025-08-14 09:58:50,876 - pyskl - INFO - Epoch [44][3500/7492] lr: 4.034e-02, eta: 4 days, 18:24:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4569, loss_cls: 8.5946, loss: 8.5946 2025-08-14 09:59:42,201 - pyskl - INFO - Epoch [44][3600/7492] lr: 4.033e-02, eta: 4 days, 18:23:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4822, loss_cls: 8.4487, loss: 8.4487 2025-08-14 10:00:33,701 - pyskl - INFO - Epoch [44][3700/7492] lr: 4.033e-02, eta: 4 days, 18:22:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4503, loss_cls: 8.4435, loss: 8.4435 2025-08-14 10:01:25,101 - pyskl - INFO - Epoch [44][3800/7492] lr: 4.032e-02, eta: 4 days, 18:21:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4603, loss_cls: 8.4447, loss: 8.4447 2025-08-14 10:02:16,617 - pyskl - INFO - Epoch [44][3900/7492] lr: 4.031e-02, eta: 4 days, 18:20:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4697, loss_cls: 8.4571, loss: 8.4571 2025-08-14 10:03:08,063 - pyskl - INFO - Epoch [44][4000/7492] lr: 4.031e-02, eta: 4 days, 18:19:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4531, loss_cls: 8.5582, loss: 8.5582 2025-08-14 10:03:59,449 - pyskl - INFO - Epoch [44][4100/7492] lr: 4.030e-02, eta: 4 days, 18:18:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4656, loss_cls: 8.4732, loss: 8.4732 2025-08-14 10:04:50,855 - pyskl - INFO - Epoch [44][4200/7492] lr: 4.030e-02, eta: 4 days, 18:17:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4681, loss_cls: 8.4868, loss: 8.4868 2025-08-14 10:05:42,381 - pyskl - INFO - Epoch [44][4300/7492] lr: 4.029e-02, eta: 4 days, 18:17:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4766, loss_cls: 8.4069, loss: 8.4069 2025-08-14 10:06:33,624 - pyskl - INFO - Epoch [44][4400/7492] lr: 4.029e-02, eta: 4 days, 18:16:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4516, loss_cls: 8.5302, loss: 8.5302 2025-08-14 10:07:25,073 - pyskl - INFO - Epoch [44][4500/7492] lr: 4.028e-02, eta: 4 days, 18:15:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4672, loss_cls: 8.4991, loss: 8.4991 2025-08-14 10:08:16,252 - pyskl - INFO - Epoch [44][4600/7492] lr: 4.028e-02, eta: 4 days, 18:14:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4681, loss_cls: 8.4643, loss: 8.4643 2025-08-14 10:09:07,524 - pyskl - INFO - Epoch [44][4700/7492] lr: 4.027e-02, eta: 4 days, 18:13:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4716, loss_cls: 8.3447, loss: 8.3447 2025-08-14 10:09:59,134 - pyskl - INFO - Epoch [44][4800/7492] lr: 4.026e-02, eta: 4 days, 18:12:46, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4609, loss_cls: 8.4378, loss: 8.4378 2025-08-14 10:10:50,601 - pyskl - INFO - Epoch [44][4900/7492] lr: 4.026e-02, eta: 4 days, 18:11:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4784, loss_cls: 8.5002, loss: 8.5002 2025-08-14 10:11:41,941 - pyskl - INFO - Epoch [44][5000/7492] lr: 4.025e-02, eta: 4 days, 18:11:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4644, loss_cls: 8.4943, loss: 8.4943 2025-08-14 10:12:33,386 - pyskl - INFO - Epoch [44][5100/7492] lr: 4.025e-02, eta: 4 days, 18:10:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2175, top5_acc: 0.4450, loss_cls: 8.5439, loss: 8.5439 2025-08-14 10:13:24,793 - pyskl - INFO - Epoch [44][5200/7492] lr: 4.024e-02, eta: 4 days, 18:09:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4591, loss_cls: 8.3993, loss: 8.3993 2025-08-14 10:14:16,249 - pyskl - INFO - Epoch [44][5300/7492] lr: 4.024e-02, eta: 4 days, 18:08:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4541, loss_cls: 8.5572, loss: 8.5572 2025-08-14 10:15:07,751 - pyskl - INFO - Epoch [44][5400/7492] lr: 4.023e-02, eta: 4 days, 18:07:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4594, loss_cls: 8.5119, loss: 8.5119 2025-08-14 10:15:59,272 - pyskl - INFO - Epoch [44][5500/7492] lr: 4.023e-02, eta: 4 days, 18:06:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4566, loss_cls: 8.5168, loss: 8.5168 2025-08-14 10:16:50,458 - pyskl - INFO - Epoch [44][5600/7492] lr: 4.022e-02, eta: 4 days, 18:05:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4634, loss_cls: 8.5411, loss: 8.5411 2025-08-14 10:17:41,869 - pyskl - INFO - Epoch [44][5700/7492] lr: 4.021e-02, eta: 4 days, 18:04:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4666, loss_cls: 8.4974, loss: 8.4974 2025-08-14 10:18:33,295 - pyskl - INFO - Epoch [44][5800/7492] lr: 4.021e-02, eta: 4 days, 18:04:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4662, loss_cls: 8.3870, loss: 8.3870 2025-08-14 10:19:25,141 - pyskl - INFO - Epoch [44][5900/7492] lr: 4.020e-02, eta: 4 days, 18:03:15, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4487, loss_cls: 8.6062, loss: 8.6062 2025-08-14 10:20:16,520 - pyskl - INFO - Epoch [44][6000/7492] lr: 4.020e-02, eta: 4 days, 18:02:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4684, loss_cls: 8.4158, loss: 8.4158 2025-08-14 10:21:08,009 - pyskl - INFO - Epoch [44][6100/7492] lr: 4.019e-02, eta: 4 days, 18:01:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4647, loss_cls: 8.4550, loss: 8.4550 2025-08-14 10:21:59,399 - pyskl - INFO - Epoch [44][6200/7492] lr: 4.019e-02, eta: 4 days, 18:00:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4691, loss_cls: 8.4628, loss: 8.4628 2025-08-14 10:22:50,983 - pyskl - INFO - Epoch [44][6300/7492] lr: 4.018e-02, eta: 4 days, 17:59:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4738, loss_cls: 8.4139, loss: 8.4139 2025-08-14 10:23:42,533 - pyskl - INFO - Epoch [44][6400/7492] lr: 4.018e-02, eta: 4 days, 17:58:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4584, loss_cls: 8.4506, loss: 8.4506 2025-08-14 10:24:34,216 - pyskl - INFO - Epoch [44][6500/7492] lr: 4.017e-02, eta: 4 days, 17:58:04, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4675, loss_cls: 8.4155, loss: 8.4155 2025-08-14 10:25:25,755 - pyskl - INFO - Epoch [44][6600/7492] lr: 4.016e-02, eta: 4 days, 17:57:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4650, loss_cls: 8.4943, loss: 8.4943 2025-08-14 10:26:17,393 - pyskl - INFO - Epoch [44][6700/7492] lr: 4.016e-02, eta: 4 days, 17:56:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4622, loss_cls: 8.4948, loss: 8.4948 2025-08-14 10:27:08,946 - pyskl - INFO - Epoch [44][6800/7492] lr: 4.015e-02, eta: 4 days, 17:55:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4669, loss_cls: 8.5216, loss: 8.5216 2025-08-14 10:28:00,407 - pyskl - INFO - Epoch [44][6900/7492] lr: 4.015e-02, eta: 4 days, 17:54:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4531, loss_cls: 8.5595, loss: 8.5595 2025-08-14 10:28:52,123 - pyskl - INFO - Epoch [44][7000/7492] lr: 4.014e-02, eta: 4 days, 17:53:46, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4728, loss_cls: 8.4373, loss: 8.4373 2025-08-14 10:29:43,494 - pyskl - INFO - Epoch [44][7100/7492] lr: 4.014e-02, eta: 4 days, 17:52:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4713, loss_cls: 8.5025, loss: 8.5025 2025-08-14 10:30:35,381 - pyskl - INFO - Epoch [44][7200/7492] lr: 4.013e-02, eta: 4 days, 17:52:03, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4803, loss_cls: 8.3980, loss: 8.3980 2025-08-14 10:31:26,641 - pyskl - INFO - Epoch [44][7300/7492] lr: 4.013e-02, eta: 4 days, 17:51:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4500, loss_cls: 8.5529, loss: 8.5529 2025-08-14 10:32:18,110 - pyskl - INFO - Epoch [44][7400/7492] lr: 4.012e-02, eta: 4 days, 17:50:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4662, loss_cls: 8.4604, loss: 8.4604 2025-08-14 10:33:06,064 - pyskl - INFO - Saving checkpoint at 44 epochs 2025-08-14 10:34:02,396 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 10:34:03,148 - pyskl - INFO - top1_acc 0.1774 top5_acc 0.3910 2025-08-14 10:34:03,149 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 10:34:03,200 - pyskl - INFO - mean_acc 0.1772 2025-08-14 10:34:03,212 - pyskl - INFO - Epoch(val) [44][617] top1_acc: 0.1774, top5_acc: 0.3910, mean_class_accuracy: 0.1772 2025-08-14 10:35:24,148 - pyskl - INFO - Epoch [45][100/7492] lr: 4.011e-02, eta: 4 days, 17:47:56, time: 0.809, data_time: 0.297, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4688, loss_cls: 8.5368, loss: 8.5368 2025-08-14 10:36:15,395 - pyskl - INFO - Epoch [45][200/7492] lr: 4.010e-02, eta: 4 days, 17:47:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4612, loss_cls: 8.4822, loss: 8.4822 2025-08-14 10:37:06,685 - pyskl - INFO - Epoch [45][300/7492] lr: 4.010e-02, eta: 4 days, 17:46:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4763, loss_cls: 8.3652, loss: 8.3652 2025-08-14 10:37:58,073 - pyskl - INFO - Epoch [45][400/7492] lr: 4.009e-02, eta: 4 days, 17:45:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4606, loss_cls: 8.4229, loss: 8.4229 2025-08-14 10:38:49,603 - pyskl - INFO - Epoch [45][500/7492] lr: 4.009e-02, eta: 4 days, 17:44:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2191, top5_acc: 0.4484, loss_cls: 8.4763, loss: 8.4763 2025-08-14 10:39:40,982 - pyskl - INFO - Epoch [45][600/7492] lr: 4.008e-02, eta: 4 days, 17:43:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4662, loss_cls: 8.4141, loss: 8.4141 2025-08-14 10:40:32,420 - pyskl - INFO - Epoch [45][700/7492] lr: 4.008e-02, eta: 4 days, 17:42:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4625, loss_cls: 8.4805, loss: 8.4805 2025-08-14 10:41:23,799 - pyskl - INFO - Epoch [45][800/7492] lr: 4.007e-02, eta: 4 days, 17:41:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4694, loss_cls: 8.4769, loss: 8.4769 2025-08-14 10:42:15,343 - pyskl - INFO - Epoch [45][900/7492] lr: 4.006e-02, eta: 4 days, 17:40:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4809, loss_cls: 8.3615, loss: 8.3615 2025-08-14 10:43:06,884 - pyskl - INFO - Epoch [45][1000/7492] lr: 4.006e-02, eta: 4 days, 17:40:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4662, loss_cls: 8.3677, loss: 8.3677 2025-08-14 10:43:58,302 - pyskl - INFO - Epoch [45][1100/7492] lr: 4.005e-02, eta: 4 days, 17:39:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4688, loss_cls: 8.3979, loss: 8.3979 2025-08-14 10:44:49,755 - pyskl - INFO - Epoch [45][1200/7492] lr: 4.005e-02, eta: 4 days, 17:38:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4716, loss_cls: 8.4826, loss: 8.4826 2025-08-14 10:45:41,321 - pyskl - INFO - Epoch [45][1300/7492] lr: 4.004e-02, eta: 4 days, 17:37:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2472, top5_acc: 0.4784, loss_cls: 8.3556, loss: 8.3556 2025-08-14 10:46:32,868 - pyskl - INFO - Epoch [45][1400/7492] lr: 4.004e-02, eta: 4 days, 17:36:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4537, loss_cls: 8.4946, loss: 8.4946 2025-08-14 10:47:24,298 - pyskl - INFO - Epoch [45][1500/7492] lr: 4.003e-02, eta: 4 days, 17:35:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4713, loss_cls: 8.4587, loss: 8.4587 2025-08-14 10:48:15,570 - pyskl - INFO - Epoch [45][1600/7492] lr: 4.003e-02, eta: 4 days, 17:34:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4622, loss_cls: 8.5334, loss: 8.5334 2025-08-14 10:49:06,834 - pyskl - INFO - Epoch [45][1700/7492] lr: 4.002e-02, eta: 4 days, 17:34:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4809, loss_cls: 8.3718, loss: 8.3718 2025-08-14 10:49:58,040 - pyskl - INFO - Epoch [45][1800/7492] lr: 4.001e-02, eta: 4 days, 17:33:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4656, loss_cls: 8.3688, loss: 8.3688 2025-08-14 10:50:49,532 - pyskl - INFO - Epoch [45][1900/7492] lr: 4.001e-02, eta: 4 days, 17:32:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4625, loss_cls: 8.4743, loss: 8.4743 2025-08-14 10:51:40,975 - pyskl - INFO - Epoch [45][2000/7492] lr: 4.000e-02, eta: 4 days, 17:31:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4653, loss_cls: 8.4473, loss: 8.4473 2025-08-14 10:52:32,453 - pyskl - INFO - Epoch [45][2100/7492] lr: 4.000e-02, eta: 4 days, 17:30:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4581, loss_cls: 8.3673, loss: 8.3673 2025-08-14 10:53:24,060 - pyskl - INFO - Epoch [45][2200/7492] lr: 3.999e-02, eta: 4 days, 17:29:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4744, loss_cls: 8.4366, loss: 8.4366 2025-08-14 10:54:15,482 - pyskl - INFO - Epoch [45][2300/7492] lr: 3.999e-02, eta: 4 days, 17:28:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4628, loss_cls: 8.4500, loss: 8.4500 2025-08-14 10:55:07,027 - pyskl - INFO - Epoch [45][2400/7492] lr: 3.998e-02, eta: 4 days, 17:28:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4616, loss_cls: 8.4451, loss: 8.4451 2025-08-14 10:55:58,431 - pyskl - INFO - Epoch [45][2500/7492] lr: 3.998e-02, eta: 4 days, 17:27:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4841, loss_cls: 8.3965, loss: 8.3965 2025-08-14 10:56:49,981 - pyskl - INFO - Epoch [45][2600/7492] lr: 3.997e-02, eta: 4 days, 17:26:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4634, loss_cls: 8.4662, loss: 8.4662 2025-08-14 10:57:41,342 - pyskl - INFO - Epoch [45][2700/7492] lr: 3.996e-02, eta: 4 days, 17:25:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4688, loss_cls: 8.4391, loss: 8.4391 2025-08-14 10:58:32,620 - pyskl - INFO - Epoch [45][2800/7492] lr: 3.996e-02, eta: 4 days, 17:24:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4619, loss_cls: 8.5033, loss: 8.5033 2025-08-14 10:59:23,772 - pyskl - INFO - Epoch [45][2900/7492] lr: 3.995e-02, eta: 4 days, 17:23:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4650, loss_cls: 8.4890, loss: 8.4890 2025-08-14 11:00:15,019 - pyskl - INFO - Epoch [45][3000/7492] lr: 3.995e-02, eta: 4 days, 17:22:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4637, loss_cls: 8.4587, loss: 8.4587 2025-08-14 11:01:06,496 - pyskl - INFO - Epoch [45][3100/7492] lr: 3.994e-02, eta: 4 days, 17:21:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4569, loss_cls: 8.4908, loss: 8.4908 2025-08-14 11:01:57,733 - pyskl - INFO - Epoch [45][3200/7492] lr: 3.994e-02, eta: 4 days, 17:21:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4725, loss_cls: 8.4378, loss: 8.4378 2025-08-14 11:02:49,074 - pyskl - INFO - Epoch [45][3300/7492] lr: 3.993e-02, eta: 4 days, 17:20:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4647, loss_cls: 8.5432, loss: 8.5432 2025-08-14 11:03:40,388 - pyskl - INFO - Epoch [45][3400/7492] lr: 3.993e-02, eta: 4 days, 17:19:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4722, loss_cls: 8.4062, loss: 8.4062 2025-08-14 11:04:31,715 - pyskl - INFO - Epoch [45][3500/7492] lr: 3.992e-02, eta: 4 days, 17:18:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4569, loss_cls: 8.5350, loss: 8.5350 2025-08-14 11:05:22,935 - pyskl - INFO - Epoch [45][3600/7492] lr: 3.991e-02, eta: 4 days, 17:17:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4581, loss_cls: 8.5147, loss: 8.5147 2025-08-14 11:06:14,501 - pyskl - INFO - Epoch [45][3700/7492] lr: 3.991e-02, eta: 4 days, 17:16:42, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4700, loss_cls: 8.5356, loss: 8.5356 2025-08-14 11:07:05,901 - pyskl - INFO - Epoch [45][3800/7492] lr: 3.990e-02, eta: 4 days, 17:15:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4653, loss_cls: 8.4944, loss: 8.4944 2025-08-14 11:07:57,123 - pyskl - INFO - Epoch [45][3900/7492] lr: 3.990e-02, eta: 4 days, 17:14:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4616, loss_cls: 8.4415, loss: 8.4415 2025-08-14 11:08:48,395 - pyskl - INFO - Epoch [45][4000/7492] lr: 3.989e-02, eta: 4 days, 17:14:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4650, loss_cls: 8.4261, loss: 8.4261 2025-08-14 11:09:39,621 - pyskl - INFO - Epoch [45][4100/7492] lr: 3.989e-02, eta: 4 days, 17:13:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4716, loss_cls: 8.4458, loss: 8.4458 2025-08-14 11:10:30,995 - pyskl - INFO - Epoch [45][4200/7492] lr: 3.988e-02, eta: 4 days, 17:12:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4559, loss_cls: 8.5628, loss: 8.5628 2025-08-14 11:11:22,345 - pyskl - INFO - Epoch [45][4300/7492] lr: 3.987e-02, eta: 4 days, 17:11:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4509, loss_cls: 8.5588, loss: 8.5588 2025-08-14 11:12:13,759 - pyskl - INFO - Epoch [45][4400/7492] lr: 3.987e-02, eta: 4 days, 17:10:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4706, loss_cls: 8.4735, loss: 8.4735 2025-08-14 11:13:05,385 - pyskl - INFO - Epoch [45][4500/7492] lr: 3.986e-02, eta: 4 days, 17:09:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2169, top5_acc: 0.4559, loss_cls: 8.5384, loss: 8.5384 2025-08-14 11:13:56,863 - pyskl - INFO - Epoch [45][4600/7492] lr: 3.986e-02, eta: 4 days, 17:08:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4722, loss_cls: 8.4195, loss: 8.4195 2025-08-14 11:14:48,445 - pyskl - INFO - Epoch [45][4700/7492] lr: 3.985e-02, eta: 4 days, 17:08:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4569, loss_cls: 8.5179, loss: 8.5179 2025-08-14 11:15:40,086 - pyskl - INFO - Epoch [45][4800/7492] lr: 3.985e-02, eta: 4 days, 17:07:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4697, loss_cls: 8.4132, loss: 8.4132 2025-08-14 11:16:31,591 - pyskl - INFO - Epoch [45][4900/7492] lr: 3.984e-02, eta: 4 days, 17:06:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4844, loss_cls: 8.3720, loss: 8.3720 2025-08-14 11:17:22,892 - pyskl - INFO - Epoch [45][5000/7492] lr: 3.984e-02, eta: 4 days, 17:05:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4653, loss_cls: 8.4714, loss: 8.4714 2025-08-14 11:18:14,380 - pyskl - INFO - Epoch [45][5100/7492] lr: 3.983e-02, eta: 4 days, 17:04:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4644, loss_cls: 8.4063, loss: 8.4063 2025-08-14 11:19:05,859 - pyskl - INFO - Epoch [45][5200/7492] lr: 3.982e-02, eta: 4 days, 17:03:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2159, top5_acc: 0.4566, loss_cls: 8.5735, loss: 8.5735 2025-08-14 11:19:57,287 - pyskl - INFO - Epoch [45][5300/7492] lr: 3.982e-02, eta: 4 days, 17:02:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4672, loss_cls: 8.4930, loss: 8.4930 2025-08-14 11:20:48,683 - pyskl - INFO - Epoch [45][5400/7492] lr: 3.981e-02, eta: 4 days, 17:01:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4691, loss_cls: 8.3487, loss: 8.3487 2025-08-14 11:21:40,134 - pyskl - INFO - Epoch [45][5500/7492] lr: 3.981e-02, eta: 4 days, 17:01:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4625, loss_cls: 8.4286, loss: 8.4286 2025-08-14 11:22:31,553 - pyskl - INFO - Epoch [45][5600/7492] lr: 3.980e-02, eta: 4 days, 17:00:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4634, loss_cls: 8.4657, loss: 8.4657 2025-08-14 11:23:22,849 - pyskl - INFO - Epoch [45][5700/7492] lr: 3.980e-02, eta: 4 days, 16:59:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4716, loss_cls: 8.4515, loss: 8.4515 2025-08-14 11:24:13,876 - pyskl - INFO - Epoch [45][5800/7492] lr: 3.979e-02, eta: 4 days, 16:58:29, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4525, loss_cls: 8.5766, loss: 8.5766 2025-08-14 11:25:05,109 - pyskl - INFO - Epoch [45][5900/7492] lr: 3.978e-02, eta: 4 days, 16:57:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4681, loss_cls: 8.4093, loss: 8.4093 2025-08-14 11:25:56,465 - pyskl - INFO - Epoch [45][6000/7492] lr: 3.978e-02, eta: 4 days, 16:56:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4666, loss_cls: 8.5109, loss: 8.5109 2025-08-14 11:26:47,806 - pyskl - INFO - Epoch [45][6100/7492] lr: 3.977e-02, eta: 4 days, 16:55:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4878, loss_cls: 8.4393, loss: 8.4393 2025-08-14 11:27:39,304 - pyskl - INFO - Epoch [45][6200/7492] lr: 3.977e-02, eta: 4 days, 16:55:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4709, loss_cls: 8.4050, loss: 8.4050 2025-08-14 11:28:30,521 - pyskl - INFO - Epoch [45][6300/7492] lr: 3.976e-02, eta: 4 days, 16:54:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4697, loss_cls: 8.4593, loss: 8.4593 2025-08-14 11:29:21,831 - pyskl - INFO - Epoch [45][6400/7492] lr: 3.976e-02, eta: 4 days, 16:53:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4619, loss_cls: 8.4998, loss: 8.4998 2025-08-14 11:30:13,277 - pyskl - INFO - Epoch [45][6500/7492] lr: 3.975e-02, eta: 4 days, 16:52:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4650, loss_cls: 8.4678, loss: 8.4678 2025-08-14 11:31:04,811 - pyskl - INFO - Epoch [45][6600/7492] lr: 3.975e-02, eta: 4 days, 16:51:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4544, loss_cls: 8.5654, loss: 8.5654 2025-08-14 11:31:56,320 - pyskl - INFO - Epoch [45][6700/7492] lr: 3.974e-02, eta: 4 days, 16:50:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4644, loss_cls: 8.5321, loss: 8.5321 2025-08-14 11:32:47,830 - pyskl - INFO - Epoch [45][6800/7492] lr: 3.973e-02, eta: 4 days, 16:49:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4722, loss_cls: 8.4334, loss: 8.4334 2025-08-14 11:33:39,110 - pyskl - INFO - Epoch [45][6900/7492] lr: 3.973e-02, eta: 4 days, 16:48:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2209, top5_acc: 0.4641, loss_cls: 8.5278, loss: 8.5278 2025-08-14 11:34:30,647 - pyskl - INFO - Epoch [45][7000/7492] lr: 3.972e-02, eta: 4 days, 16:48:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4528, loss_cls: 8.6047, loss: 8.6047 2025-08-14 11:35:21,978 - pyskl - INFO - Epoch [45][7100/7492] lr: 3.972e-02, eta: 4 days, 16:47:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4531, loss_cls: 8.4998, loss: 8.4998 2025-08-14 11:36:13,533 - pyskl - INFO - Epoch [45][7200/7492] lr: 3.971e-02, eta: 4 days, 16:46:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4669, loss_cls: 8.3763, loss: 8.3763 2025-08-14 11:37:05,104 - pyskl - INFO - Epoch [45][7300/7492] lr: 3.971e-02, eta: 4 days, 16:45:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4566, loss_cls: 8.5219, loss: 8.5219 2025-08-14 11:37:56,798 - pyskl - INFO - Epoch [45][7400/7492] lr: 3.970e-02, eta: 4 days, 16:44:37, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4738, loss_cls: 8.4153, loss: 8.4153 2025-08-14 11:38:44,978 - pyskl - INFO - Saving checkpoint at 45 epochs 2025-08-14 11:39:42,474 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 11:39:43,213 - pyskl - INFO - top1_acc 0.1962 top5_acc 0.4225 2025-08-14 11:39:43,214 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 11:39:43,252 - pyskl - INFO - mean_acc 0.1959 2025-08-14 11:39:43,265 - pyskl - INFO - Epoch(val) [45][617] top1_acc: 0.1962, top5_acc: 0.4225, mean_class_accuracy: 0.1959 2025-08-14 11:41:05,139 - pyskl - INFO - Epoch [46][100/7492] lr: 3.969e-02, eta: 4 days, 16:42:18, time: 0.819, data_time: 0.307, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4731, loss_cls: 8.3615, loss: 8.3615 2025-08-14 11:41:56,494 - pyskl - INFO - Epoch [46][200/7492] lr: 3.968e-02, eta: 4 days, 16:41:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4809, loss_cls: 8.4405, loss: 8.4405 2025-08-14 11:42:47,869 - pyskl - INFO - Epoch [46][300/7492] lr: 3.968e-02, eta: 4 days, 16:40:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4644, loss_cls: 8.4219, loss: 8.4219 2025-08-14 11:43:39,182 - pyskl - INFO - Epoch [46][400/7492] lr: 3.967e-02, eta: 4 days, 16:39:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4691, loss_cls: 8.4143, loss: 8.4143 2025-08-14 11:44:30,624 - pyskl - INFO - Epoch [46][500/7492] lr: 3.967e-02, eta: 4 days, 16:38:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4662, loss_cls: 8.4685, loss: 8.4685 2025-08-14 11:45:21,918 - pyskl - INFO - Epoch [46][600/7492] lr: 3.966e-02, eta: 4 days, 16:37:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4566, loss_cls: 8.5210, loss: 8.5210 2025-08-14 11:46:13,209 - pyskl - INFO - Epoch [46][700/7492] lr: 3.966e-02, eta: 4 days, 16:37:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4578, loss_cls: 8.5580, loss: 8.5580 2025-08-14 11:47:04,494 - pyskl - INFO - Epoch [46][800/7492] lr: 3.965e-02, eta: 4 days, 16:36:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4906, loss_cls: 8.3303, loss: 8.3303 2025-08-14 11:47:55,714 - pyskl - INFO - Epoch [46][900/7492] lr: 3.964e-02, eta: 4 days, 16:35:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4856, loss_cls: 8.4371, loss: 8.4371 2025-08-14 11:48:47,059 - pyskl - INFO - Epoch [46][1000/7492] lr: 3.964e-02, eta: 4 days, 16:34:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4647, loss_cls: 8.4030, loss: 8.4030 2025-08-14 11:49:38,603 - pyskl - INFO - Epoch [46][1100/7492] lr: 3.963e-02, eta: 4 days, 16:33:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4681, loss_cls: 8.4217, loss: 8.4217 2025-08-14 11:50:29,984 - pyskl - INFO - Epoch [46][1200/7492] lr: 3.963e-02, eta: 4 days, 16:32:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4706, loss_cls: 8.4701, loss: 8.4701 2025-08-14 11:51:21,277 - pyskl - INFO - Epoch [46][1300/7492] lr: 3.962e-02, eta: 4 days, 16:31:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2166, top5_acc: 0.4525, loss_cls: 8.5451, loss: 8.5451 2025-08-14 11:52:12,697 - pyskl - INFO - Epoch [46][1400/7492] lr: 3.962e-02, eta: 4 days, 16:31:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4769, loss_cls: 8.4134, loss: 8.4134 2025-08-14 11:53:04,281 - pyskl - INFO - Epoch [46][1500/7492] lr: 3.961e-02, eta: 4 days, 16:30:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4700, loss_cls: 8.4962, loss: 8.4962 2025-08-14 11:53:55,673 - pyskl - INFO - Epoch [46][1600/7492] lr: 3.960e-02, eta: 4 days, 16:29:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4716, loss_cls: 8.4208, loss: 8.4208 2025-08-14 11:54:47,344 - pyskl - INFO - Epoch [46][1700/7492] lr: 3.960e-02, eta: 4 days, 16:28:26, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4675, loss_cls: 8.4546, loss: 8.4546 2025-08-14 11:55:38,639 - pyskl - INFO - Epoch [46][1800/7492] lr: 3.959e-02, eta: 4 days, 16:27:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4634, loss_cls: 8.4224, loss: 8.4224 2025-08-14 11:56:30,193 - pyskl - INFO - Epoch [46][1900/7492] lr: 3.959e-02, eta: 4 days, 16:26:42, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4713, loss_cls: 8.5097, loss: 8.5097 2025-08-14 11:57:21,612 - pyskl - INFO - Epoch [46][2000/7492] lr: 3.958e-02, eta: 4 days, 16:25:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4556, loss_cls: 8.5298, loss: 8.5298 2025-08-14 11:58:12,984 - pyskl - INFO - Epoch [46][2100/7492] lr: 3.958e-02, eta: 4 days, 16:24:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4694, loss_cls: 8.4199, loss: 8.4199 2025-08-14 11:59:04,694 - pyskl - INFO - Epoch [46][2200/7492] lr: 3.957e-02, eta: 4 days, 16:24:06, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4600, loss_cls: 8.5142, loss: 8.5142 2025-08-14 11:59:56,101 - pyskl - INFO - Epoch [46][2300/7492] lr: 3.956e-02, eta: 4 days, 16:23:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4747, loss_cls: 8.3937, loss: 8.3937 2025-08-14 12:00:47,435 - pyskl - INFO - Epoch [46][2400/7492] lr: 3.956e-02, eta: 4 days, 16:22:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2112, top5_acc: 0.4537, loss_cls: 8.5953, loss: 8.5953 2025-08-14 12:01:38,759 - pyskl - INFO - Epoch [46][2500/7492] lr: 3.955e-02, eta: 4 days, 16:21:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4744, loss_cls: 8.4772, loss: 8.4772 2025-08-14 12:02:30,394 - pyskl - INFO - Epoch [46][2600/7492] lr: 3.955e-02, eta: 4 days, 16:20:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4562, loss_cls: 8.4586, loss: 8.4586 2025-08-14 12:03:22,212 - pyskl - INFO - Epoch [46][2700/7492] lr: 3.954e-02, eta: 4 days, 16:19:47, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4637, loss_cls: 8.5234, loss: 8.5234 2025-08-14 12:04:13,907 - pyskl - INFO - Epoch [46][2800/7492] lr: 3.954e-02, eta: 4 days, 16:18:56, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4794, loss_cls: 8.4098, loss: 8.4098 2025-08-14 12:05:05,472 - pyskl - INFO - Epoch [46][2900/7492] lr: 3.953e-02, eta: 4 days, 16:18:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4547, loss_cls: 8.5208, loss: 8.5208 2025-08-14 12:05:57,061 - pyskl - INFO - Epoch [46][3000/7492] lr: 3.952e-02, eta: 4 days, 16:17:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4625, loss_cls: 8.4984, loss: 8.4984 2025-08-14 12:06:48,677 - pyskl - INFO - Epoch [46][3100/7492] lr: 3.952e-02, eta: 4 days, 16:16:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4662, loss_cls: 8.4447, loss: 8.4447 2025-08-14 12:07:40,209 - pyskl - INFO - Epoch [46][3200/7492] lr: 3.951e-02, eta: 4 days, 16:15:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4741, loss_cls: 8.4760, loss: 8.4760 2025-08-14 12:08:31,803 - pyskl - INFO - Epoch [46][3300/7492] lr: 3.951e-02, eta: 4 days, 16:14:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4697, loss_cls: 8.4754, loss: 8.4754 2025-08-14 12:09:23,233 - pyskl - INFO - Epoch [46][3400/7492] lr: 3.950e-02, eta: 4 days, 16:13:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4738, loss_cls: 8.4462, loss: 8.4462 2025-08-14 12:10:14,785 - pyskl - INFO - Epoch [46][3500/7492] lr: 3.950e-02, eta: 4 days, 16:12:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4684, loss_cls: 8.4514, loss: 8.4514 2025-08-14 12:11:06,168 - pyskl - INFO - Epoch [46][3600/7492] lr: 3.949e-02, eta: 4 days, 16:12:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4581, loss_cls: 8.5023, loss: 8.5023 2025-08-14 12:11:57,726 - pyskl - INFO - Epoch [46][3700/7492] lr: 3.948e-02, eta: 4 days, 16:11:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4706, loss_cls: 8.4139, loss: 8.4139 2025-08-14 12:12:49,113 - pyskl - INFO - Epoch [46][3800/7492] lr: 3.948e-02, eta: 4 days, 16:10:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4575, loss_cls: 8.5546, loss: 8.5546 2025-08-14 12:13:40,463 - pyskl - INFO - Epoch [46][3900/7492] lr: 3.947e-02, eta: 4 days, 16:09:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2259, top5_acc: 0.4797, loss_cls: 8.3841, loss: 8.3841 2025-08-14 12:14:31,695 - pyskl - INFO - Epoch [46][4000/7492] lr: 3.947e-02, eta: 4 days, 16:08:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4803, loss_cls: 8.3744, loss: 8.3744 2025-08-14 12:15:22,925 - pyskl - INFO - Epoch [46][4100/7492] lr: 3.946e-02, eta: 4 days, 16:07:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4744, loss_cls: 8.2919, loss: 8.2919 2025-08-14 12:16:14,303 - pyskl - INFO - Epoch [46][4200/7492] lr: 3.946e-02, eta: 4 days, 16:06:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4625, loss_cls: 8.5716, loss: 8.5716 2025-08-14 12:17:05,750 - pyskl - INFO - Epoch [46][4300/7492] lr: 3.945e-02, eta: 4 days, 16:05:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2231, top5_acc: 0.4531, loss_cls: 8.4247, loss: 8.4247 2025-08-14 12:17:57,565 - pyskl - INFO - Epoch [46][4400/7492] lr: 3.944e-02, eta: 4 days, 16:05:07, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4625, loss_cls: 8.3926, loss: 8.3926 2025-08-14 12:18:48,819 - pyskl - INFO - Epoch [46][4500/7492] lr: 3.944e-02, eta: 4 days, 16:04:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4675, loss_cls: 8.5321, loss: 8.5321 2025-08-14 12:19:40,127 - pyskl - INFO - Epoch [46][4600/7492] lr: 3.943e-02, eta: 4 days, 16:03:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4703, loss_cls: 8.4187, loss: 8.4187 2025-08-14 12:20:31,735 - pyskl - INFO - Epoch [46][4700/7492] lr: 3.943e-02, eta: 4 days, 16:02:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4847, loss_cls: 8.2834, loss: 8.2834 2025-08-14 12:21:23,661 - pyskl - INFO - Epoch [46][4800/7492] lr: 3.942e-02, eta: 4 days, 16:01:40, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4594, loss_cls: 8.4721, loss: 8.4721 2025-08-14 12:22:15,177 - pyskl - INFO - Epoch [46][4900/7492] lr: 3.942e-02, eta: 4 days, 16:00:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4575, loss_cls: 8.4368, loss: 8.4368 2025-08-14 12:23:06,475 - pyskl - INFO - Epoch [46][5000/7492] lr: 3.941e-02, eta: 4 days, 15:59:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4722, loss_cls: 8.4586, loss: 8.4586 2025-08-14 12:23:57,798 - pyskl - INFO - Epoch [46][5100/7492] lr: 3.940e-02, eta: 4 days, 15:59:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4559, loss_cls: 8.4405, loss: 8.4405 2025-08-14 12:24:49,028 - pyskl - INFO - Epoch [46][5200/7492] lr: 3.940e-02, eta: 4 days, 15:58:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4709, loss_cls: 8.4787, loss: 8.4787 2025-08-14 12:25:40,212 - pyskl - INFO - Epoch [46][5300/7492] lr: 3.939e-02, eta: 4 days, 15:57:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4606, loss_cls: 8.4189, loss: 8.4189 2025-08-14 12:26:31,609 - pyskl - INFO - Epoch [46][5400/7492] lr: 3.939e-02, eta: 4 days, 15:56:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4556, loss_cls: 8.5416, loss: 8.5416 2025-08-14 12:27:22,872 - pyskl - INFO - Epoch [46][5500/7492] lr: 3.938e-02, eta: 4 days, 15:55:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4725, loss_cls: 8.4041, loss: 8.4041 2025-08-14 12:28:14,238 - pyskl - INFO - Epoch [46][5600/7492] lr: 3.938e-02, eta: 4 days, 15:54:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4569, loss_cls: 8.4394, loss: 8.4394 2025-08-14 12:29:05,503 - pyskl - INFO - Epoch [46][5700/7492] lr: 3.937e-02, eta: 4 days, 15:53:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4716, loss_cls: 8.4909, loss: 8.4909 2025-08-14 12:29:56,962 - pyskl - INFO - Epoch [46][5800/7492] lr: 3.936e-02, eta: 4 days, 15:52:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4675, loss_cls: 8.3368, loss: 8.3368 2025-08-14 12:30:48,588 - pyskl - INFO - Epoch [46][5900/7492] lr: 3.936e-02, eta: 4 days, 15:52:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4562, loss_cls: 8.4856, loss: 8.4856 2025-08-14 12:31:39,936 - pyskl - INFO - Epoch [46][6000/7492] lr: 3.935e-02, eta: 4 days, 15:51:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4622, loss_cls: 8.5179, loss: 8.5179 2025-08-14 12:32:31,279 - pyskl - INFO - Epoch [46][6100/7492] lr: 3.935e-02, eta: 4 days, 15:50:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4591, loss_cls: 8.5163, loss: 8.5163 2025-08-14 12:33:22,978 - pyskl - INFO - Epoch [46][6200/7492] lr: 3.934e-02, eta: 4 days, 15:49:31, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4684, loss_cls: 8.4195, loss: 8.4195 2025-08-14 12:34:14,488 - pyskl - INFO - Epoch [46][6300/7492] lr: 3.934e-02, eta: 4 days, 15:48:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4813, loss_cls: 8.4561, loss: 8.4561 2025-08-14 12:35:05,897 - pyskl - INFO - Epoch [46][6400/7492] lr: 3.933e-02, eta: 4 days, 15:47:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4688, loss_cls: 8.4225, loss: 8.4225 2025-08-14 12:35:57,339 - pyskl - INFO - Epoch [46][6500/7492] lr: 3.932e-02, eta: 4 days, 15:46:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4653, loss_cls: 8.4845, loss: 8.4845 2025-08-14 12:36:48,953 - pyskl - INFO - Epoch [46][6600/7492] lr: 3.932e-02, eta: 4 days, 15:46:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4722, loss_cls: 8.4495, loss: 8.4495 2025-08-14 12:37:40,606 - pyskl - INFO - Epoch [46][6700/7492] lr: 3.931e-02, eta: 4 days, 15:45:13, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4637, loss_cls: 8.5232, loss: 8.5232 2025-08-14 12:38:31,819 - pyskl - INFO - Epoch [46][6800/7492] lr: 3.931e-02, eta: 4 days, 15:44:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4581, loss_cls: 8.4952, loss: 8.4952 2025-08-14 12:39:23,121 - pyskl - INFO - Epoch [46][6900/7492] lr: 3.930e-02, eta: 4 days, 15:43:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4650, loss_cls: 8.4944, loss: 8.4944 2025-08-14 12:40:14,778 - pyskl - INFO - Epoch [46][7000/7492] lr: 3.930e-02, eta: 4 days, 15:42:37, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4559, loss_cls: 8.5032, loss: 8.5032 2025-08-14 12:41:06,113 - pyskl - INFO - Epoch [46][7100/7492] lr: 3.929e-02, eta: 4 days, 15:41:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4706, loss_cls: 8.4682, loss: 8.4682 2025-08-14 12:41:57,465 - pyskl - INFO - Epoch [46][7200/7492] lr: 3.928e-02, eta: 4 days, 15:40:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4575, loss_cls: 8.4796, loss: 8.4796 2025-08-14 12:42:48,728 - pyskl - INFO - Epoch [46][7300/7492] lr: 3.928e-02, eta: 4 days, 15:40:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4616, loss_cls: 8.4795, loss: 8.4795 2025-08-14 12:43:39,979 - pyskl - INFO - Epoch [46][7400/7492] lr: 3.927e-02, eta: 4 days, 15:39:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4713, loss_cls: 8.3759, loss: 8.3759 2025-08-14 12:44:27,834 - pyskl - INFO - Saving checkpoint at 46 epochs 2025-08-14 12:45:23,226 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 12:45:23,968 - pyskl - INFO - top1_acc 0.1942 top5_acc 0.4082 2025-08-14 12:45:23,969 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 12:45:24,014 - pyskl - INFO - mean_acc 0.1938 2025-08-14 12:45:24,025 - pyskl - INFO - Epoch(val) [46][617] top1_acc: 0.1942, top5_acc: 0.4082, mean_class_accuracy: 0.1938 2025-08-14 12:46:45,329 - pyskl - INFO - Epoch [47][100/7492] lr: 3.926e-02, eta: 4 days, 15:36:49, time: 0.813, data_time: 0.299, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4838, loss_cls: 8.3458, loss: 8.3458 2025-08-14 12:47:36,649 - pyskl - INFO - Epoch [47][200/7492] lr: 3.926e-02, eta: 4 days, 15:35:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4659, loss_cls: 8.4069, loss: 8.4069 2025-08-14 12:48:28,036 - pyskl - INFO - Epoch [47][300/7492] lr: 3.925e-02, eta: 4 days, 15:35:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4753, loss_cls: 8.3361, loss: 8.3361 2025-08-14 12:49:19,419 - pyskl - INFO - Epoch [47][400/7492] lr: 3.924e-02, eta: 4 days, 15:34:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4806, loss_cls: 8.4256, loss: 8.4256 2025-08-14 12:50:10,714 - pyskl - INFO - Epoch [47][500/7492] lr: 3.924e-02, eta: 4 days, 15:33:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2178, top5_acc: 0.4641, loss_cls: 8.5196, loss: 8.5196 2025-08-14 12:51:01,901 - pyskl - INFO - Epoch [47][600/7492] lr: 3.923e-02, eta: 4 days, 15:32:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4756, loss_cls: 8.3530, loss: 8.3530 2025-08-14 12:51:53,084 - pyskl - INFO - Epoch [47][700/7492] lr: 3.923e-02, eta: 4 days, 15:31:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4634, loss_cls: 8.4761, loss: 8.4761 2025-08-14 12:52:44,388 - pyskl - INFO - Epoch [47][800/7492] lr: 3.922e-02, eta: 4 days, 15:30:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4756, loss_cls: 8.3372, loss: 8.3372 2025-08-14 12:53:35,764 - pyskl - INFO - Epoch [47][900/7492] lr: 3.922e-02, eta: 4 days, 15:29:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4681, loss_cls: 8.4364, loss: 8.4364 2025-08-14 12:54:27,162 - pyskl - INFO - Epoch [47][1000/7492] lr: 3.921e-02, eta: 4 days, 15:28:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4594, loss_cls: 8.4209, loss: 8.4209 2025-08-14 12:55:18,514 - pyskl - INFO - Epoch [47][1100/7492] lr: 3.920e-02, eta: 4 days, 15:28:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4722, loss_cls: 8.4232, loss: 8.4232 2025-08-14 12:56:10,049 - pyskl - INFO - Epoch [47][1200/7492] lr: 3.920e-02, eta: 4 days, 15:27:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4788, loss_cls: 8.3865, loss: 8.3865 2025-08-14 12:57:01,361 - pyskl - INFO - Epoch [47][1300/7492] lr: 3.919e-02, eta: 4 days, 15:26:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4644, loss_cls: 8.5293, loss: 8.5293 2025-08-14 12:57:52,528 - pyskl - INFO - Epoch [47][1400/7492] lr: 3.919e-02, eta: 4 days, 15:25:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4675, loss_cls: 8.4520, loss: 8.4520 2025-08-14 12:58:44,119 - pyskl - INFO - Epoch [47][1500/7492] lr: 3.918e-02, eta: 4 days, 15:24:39, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4594, loss_cls: 8.4771, loss: 8.4771 2025-08-14 12:59:35,399 - pyskl - INFO - Epoch [47][1600/7492] lr: 3.918e-02, eta: 4 days, 15:23:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2225, top5_acc: 0.4631, loss_cls: 8.4696, loss: 8.4696 2025-08-14 13:00:26,733 - pyskl - INFO - Epoch [47][1700/7492] lr: 3.917e-02, eta: 4 days, 15:22:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4775, loss_cls: 8.4270, loss: 8.4270 2025-08-14 13:01:18,006 - pyskl - INFO - Epoch [47][1800/7492] lr: 3.916e-02, eta: 4 days, 15:22:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4809, loss_cls: 8.3706, loss: 8.3706 2025-08-14 13:02:09,418 - pyskl - INFO - Epoch [47][1900/7492] lr: 3.916e-02, eta: 4 days, 15:21:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4572, loss_cls: 8.5000, loss: 8.5000 2025-08-14 13:03:00,759 - pyskl - INFO - Epoch [47][2000/7492] lr: 3.915e-02, eta: 4 days, 15:20:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4750, loss_cls: 8.3996, loss: 8.3996 2025-08-14 13:03:52,093 - pyskl - INFO - Epoch [47][2100/7492] lr: 3.915e-02, eta: 4 days, 15:19:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4575, loss_cls: 8.5739, loss: 8.5739 2025-08-14 13:04:43,492 - pyskl - INFO - Epoch [47][2200/7492] lr: 3.914e-02, eta: 4 days, 15:18:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4500, loss_cls: 8.5817, loss: 8.5817 2025-08-14 13:05:34,772 - pyskl - INFO - Epoch [47][2300/7492] lr: 3.914e-02, eta: 4 days, 15:17:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4637, loss_cls: 8.4920, loss: 8.4920 2025-08-14 13:06:26,039 - pyskl - INFO - Epoch [47][2400/7492] lr: 3.913e-02, eta: 4 days, 15:16:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4922, loss_cls: 8.4060, loss: 8.4060 2025-08-14 13:07:17,261 - pyskl - INFO - Epoch [47][2500/7492] lr: 3.912e-02, eta: 4 days, 15:15:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4691, loss_cls: 8.4371, loss: 8.4371 2025-08-14 13:08:08,730 - pyskl - INFO - Epoch [47][2600/7492] lr: 3.912e-02, eta: 4 days, 15:15:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4806, loss_cls: 8.4298, loss: 8.4298 2025-08-14 13:09:00,009 - pyskl - INFO - Epoch [47][2700/7492] lr: 3.911e-02, eta: 4 days, 15:14:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4584, loss_cls: 8.5012, loss: 8.5012 2025-08-14 13:09:51,296 - pyskl - INFO - Epoch [47][2800/7492] lr: 3.911e-02, eta: 4 days, 15:13:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4791, loss_cls: 8.3739, loss: 8.3739 2025-08-14 13:10:42,617 - pyskl - INFO - Epoch [47][2900/7492] lr: 3.910e-02, eta: 4 days, 15:12:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4750, loss_cls: 8.3505, loss: 8.3505 2025-08-14 13:11:33,907 - pyskl - INFO - Epoch [47][3000/7492] lr: 3.910e-02, eta: 4 days, 15:11:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4550, loss_cls: 8.4966, loss: 8.4966 2025-08-14 13:12:25,278 - pyskl - INFO - Epoch [47][3100/7492] lr: 3.909e-02, eta: 4 days, 15:10:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4734, loss_cls: 8.4353, loss: 8.4353 2025-08-14 13:13:16,634 - pyskl - INFO - Epoch [47][3200/7492] lr: 3.908e-02, eta: 4 days, 15:09:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2200, top5_acc: 0.4569, loss_cls: 8.5539, loss: 8.5539 2025-08-14 13:14:08,118 - pyskl - INFO - Epoch [47][3300/7492] lr: 3.908e-02, eta: 4 days, 15:09:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4706, loss_cls: 8.5055, loss: 8.5055 2025-08-14 13:14:59,483 - pyskl - INFO - Epoch [47][3400/7492] lr: 3.907e-02, eta: 4 days, 15:08:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4681, loss_cls: 8.4396, loss: 8.4396 2025-08-14 13:15:50,957 - pyskl - INFO - Epoch [47][3500/7492] lr: 3.907e-02, eta: 4 days, 15:07:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4575, loss_cls: 8.5007, loss: 8.5007 2025-08-14 13:16:42,637 - pyskl - INFO - Epoch [47][3600/7492] lr: 3.906e-02, eta: 4 days, 15:06:26, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4753, loss_cls: 8.4143, loss: 8.4143 2025-08-14 13:17:34,116 - pyskl - INFO - Epoch [47][3700/7492] lr: 3.905e-02, eta: 4 days, 15:05:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4666, loss_cls: 8.2967, loss: 8.2967 2025-08-14 13:18:25,447 - pyskl - INFO - Epoch [47][3800/7492] lr: 3.905e-02, eta: 4 days, 15:04:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4637, loss_cls: 8.4836, loss: 8.4836 2025-08-14 13:19:16,678 - pyskl - INFO - Epoch [47][3900/7492] lr: 3.904e-02, eta: 4 days, 15:03:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4675, loss_cls: 8.3854, loss: 8.3854 2025-08-14 13:20:07,874 - pyskl - INFO - Epoch [47][4000/7492] lr: 3.904e-02, eta: 4 days, 15:02:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4612, loss_cls: 8.4659, loss: 8.4659 2025-08-14 13:20:59,109 - pyskl - INFO - Epoch [47][4100/7492] lr: 3.903e-02, eta: 4 days, 15:02:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4581, loss_cls: 8.5266, loss: 8.5266 2025-08-14 13:21:50,399 - pyskl - INFO - Epoch [47][4200/7492] lr: 3.903e-02, eta: 4 days, 15:01:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4756, loss_cls: 8.4519, loss: 8.4519 2025-08-14 13:22:41,659 - pyskl - INFO - Epoch [47][4300/7492] lr: 3.902e-02, eta: 4 days, 15:00:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4525, loss_cls: 8.4808, loss: 8.4808 2025-08-14 13:23:33,109 - pyskl - INFO - Epoch [47][4400/7492] lr: 3.901e-02, eta: 4 days, 14:59:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4612, loss_cls: 8.5069, loss: 8.5069 2025-08-14 13:24:24,484 - pyskl - INFO - Epoch [47][4500/7492] lr: 3.901e-02, eta: 4 days, 14:58:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4747, loss_cls: 8.4480, loss: 8.4480 2025-08-14 13:25:15,808 - pyskl - INFO - Epoch [47][4600/7492] lr: 3.900e-02, eta: 4 days, 14:57:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4672, loss_cls: 8.4194, loss: 8.4194 2025-08-14 13:26:07,152 - pyskl - INFO - Epoch [47][4700/7492] lr: 3.900e-02, eta: 4 days, 14:56:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4641, loss_cls: 8.5053, loss: 8.5053 2025-08-14 13:26:58,582 - pyskl - INFO - Epoch [47][4800/7492] lr: 3.899e-02, eta: 4 days, 14:56:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4550, loss_cls: 8.4812, loss: 8.4812 2025-08-14 13:27:50,087 - pyskl - INFO - Epoch [47][4900/7492] lr: 3.899e-02, eta: 4 days, 14:55:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4741, loss_cls: 8.3125, loss: 8.3125 2025-08-14 13:28:41,584 - pyskl - INFO - Epoch [47][5000/7492] lr: 3.898e-02, eta: 4 days, 14:54:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4763, loss_cls: 8.4116, loss: 8.4116 2025-08-14 13:29:32,998 - pyskl - INFO - Epoch [47][5100/7492] lr: 3.897e-02, eta: 4 days, 14:53:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4656, loss_cls: 8.5210, loss: 8.5210 2025-08-14 13:30:24,355 - pyskl - INFO - Epoch [47][5200/7492] lr: 3.897e-02, eta: 4 days, 14:52:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4597, loss_cls: 8.4863, loss: 8.4863 2025-08-14 13:31:15,748 - pyskl - INFO - Epoch [47][5300/7492] lr: 3.896e-02, eta: 4 days, 14:51:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4622, loss_cls: 8.5171, loss: 8.5171 2025-08-14 13:32:07,043 - pyskl - INFO - Epoch [47][5400/7492] lr: 3.896e-02, eta: 4 days, 14:50:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4763, loss_cls: 8.3964, loss: 8.3964 2025-08-14 13:32:58,739 - pyskl - INFO - Epoch [47][5500/7492] lr: 3.895e-02, eta: 4 days, 14:49:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4684, loss_cls: 8.4141, loss: 8.4141 2025-08-14 13:33:50,066 - pyskl - INFO - Epoch [47][5600/7492] lr: 3.894e-02, eta: 4 days, 14:49:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4572, loss_cls: 8.5439, loss: 8.5439 2025-08-14 13:34:41,332 - pyskl - INFO - Epoch [47][5700/7492] lr: 3.894e-02, eta: 4 days, 14:48:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4609, loss_cls: 8.4678, loss: 8.4678 2025-08-14 13:35:32,722 - pyskl - INFO - Epoch [47][5800/7492] lr: 3.893e-02, eta: 4 days, 14:47:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4822, loss_cls: 8.3964, loss: 8.3964 2025-08-14 13:36:24,396 - pyskl - INFO - Epoch [47][5900/7492] lr: 3.893e-02, eta: 4 days, 14:46:30, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4744, loss_cls: 8.5296, loss: 8.5296 2025-08-14 13:37:15,681 - pyskl - INFO - Epoch [47][6000/7492] lr: 3.892e-02, eta: 4 days, 14:45:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4813, loss_cls: 8.4318, loss: 8.4318 2025-08-14 13:38:07,114 - pyskl - INFO - Epoch [47][6100/7492] lr: 3.892e-02, eta: 4 days, 14:44:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4756, loss_cls: 8.4542, loss: 8.4542 2025-08-14 13:38:58,478 - pyskl - INFO - Epoch [47][6200/7492] lr: 3.891e-02, eta: 4 days, 14:43:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4716, loss_cls: 8.3794, loss: 8.3794 2025-08-14 13:39:49,877 - pyskl - INFO - Epoch [47][6300/7492] lr: 3.890e-02, eta: 4 days, 14:43:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4669, loss_cls: 8.4884, loss: 8.4884 2025-08-14 13:40:41,308 - pyskl - INFO - Epoch [47][6400/7492] lr: 3.890e-02, eta: 4 days, 14:42:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4891, loss_cls: 8.2916, loss: 8.2916 2025-08-14 13:41:32,621 - pyskl - INFO - Epoch [47][6500/7492] lr: 3.889e-02, eta: 4 days, 14:41:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2181, top5_acc: 0.4641, loss_cls: 8.5315, loss: 8.5315 2025-08-14 13:42:24,224 - pyskl - INFO - Epoch [47][6600/7492] lr: 3.889e-02, eta: 4 days, 14:40:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4681, loss_cls: 8.4874, loss: 8.4874 2025-08-14 13:43:15,849 - pyskl - INFO - Epoch [47][6700/7492] lr: 3.888e-02, eta: 4 days, 14:39:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4591, loss_cls: 8.4663, loss: 8.4663 2025-08-14 13:44:07,138 - pyskl - INFO - Epoch [47][6800/7492] lr: 3.888e-02, eta: 4 days, 14:38:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4697, loss_cls: 8.4143, loss: 8.4143 2025-08-14 13:44:58,757 - pyskl - INFO - Epoch [47][6900/7492] lr: 3.887e-02, eta: 4 days, 14:37:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4716, loss_cls: 8.3955, loss: 8.3955 2025-08-14 13:45:50,554 - pyskl - INFO - Epoch [47][7000/7492] lr: 3.886e-02, eta: 4 days, 14:37:00, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4481, loss_cls: 8.5645, loss: 8.5645 2025-08-14 13:46:41,846 - pyskl - INFO - Epoch [47][7100/7492] lr: 3.886e-02, eta: 4 days, 14:36:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4609, loss_cls: 8.4807, loss: 8.4807 2025-08-14 13:47:33,133 - pyskl - INFO - Epoch [47][7200/7492] lr: 3.885e-02, eta: 4 days, 14:35:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4697, loss_cls: 8.4106, loss: 8.4106 2025-08-14 13:48:24,477 - pyskl - INFO - Epoch [47][7300/7492] lr: 3.885e-02, eta: 4 days, 14:34:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4744, loss_cls: 8.4227, loss: 8.4227 2025-08-14 13:49:15,917 - pyskl - INFO - Epoch [47][7400/7492] lr: 3.884e-02, eta: 4 days, 14:33:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4813, loss_cls: 8.3888, loss: 8.3888 2025-08-14 13:50:04,060 - pyskl - INFO - Saving checkpoint at 47 epochs 2025-08-14 13:51:01,502 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 13:51:02,244 - pyskl - INFO - top1_acc 0.1910 top5_acc 0.4093 2025-08-14 13:51:02,244 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 13:51:02,278 - pyskl - INFO - mean_acc 0.1909 2025-08-14 13:51:02,288 - pyskl - INFO - Epoch(val) [47][617] top1_acc: 0.1910, top5_acc: 0.4093, mean_class_accuracy: 0.1909 2025-08-14 13:52:23,873 - pyskl - INFO - Epoch [48][100/7492] lr: 3.883e-02, eta: 4 days, 14:31:15, time: 0.816, data_time: 0.302, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4763, loss_cls: 8.3088, loss: 8.3088 2025-08-14 13:53:15,192 - pyskl - INFO - Epoch [48][200/7492] lr: 3.882e-02, eta: 4 days, 14:30:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4681, loss_cls: 8.2962, loss: 8.2962 2025-08-14 13:54:06,506 - pyskl - INFO - Epoch [48][300/7492] lr: 3.882e-02, eta: 4 days, 14:29:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4841, loss_cls: 8.3160, loss: 8.3160 2025-08-14 13:54:57,838 - pyskl - INFO - Epoch [48][400/7492] lr: 3.881e-02, eta: 4 days, 14:28:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4878, loss_cls: 8.3871, loss: 8.3871 2025-08-14 13:55:49,051 - pyskl - INFO - Epoch [48][500/7492] lr: 3.881e-02, eta: 4 days, 14:27:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4847, loss_cls: 8.3319, loss: 8.3319 2025-08-14 13:56:40,560 - pyskl - INFO - Epoch [48][600/7492] lr: 3.880e-02, eta: 4 days, 14:26:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4597, loss_cls: 8.4421, loss: 8.4421 2025-08-14 13:57:31,987 - pyskl - INFO - Epoch [48][700/7492] lr: 3.879e-02, eta: 4 days, 14:26:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4778, loss_cls: 8.3842, loss: 8.3842 2025-08-14 13:58:23,337 - pyskl - INFO - Epoch [48][800/7492] lr: 3.879e-02, eta: 4 days, 14:25:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4713, loss_cls: 8.5071, loss: 8.5071 2025-08-14 13:59:14,617 - pyskl - INFO - Epoch [48][900/7492] lr: 3.878e-02, eta: 4 days, 14:24:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2172, top5_acc: 0.4609, loss_cls: 8.4799, loss: 8.4799 2025-08-14 14:00:05,835 - pyskl - INFO - Epoch [48][1000/7492] lr: 3.878e-02, eta: 4 days, 14:23:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4731, loss_cls: 8.4430, loss: 8.4430 2025-08-14 14:00:57,398 - pyskl - INFO - Epoch [48][1100/7492] lr: 3.877e-02, eta: 4 days, 14:22:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4759, loss_cls: 8.3805, loss: 8.3805 2025-08-14 14:01:48,988 - pyskl - INFO - Epoch [48][1200/7492] lr: 3.876e-02, eta: 4 days, 14:21:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2244, top5_acc: 0.4612, loss_cls: 8.4527, loss: 8.4527 2025-08-14 14:02:40,391 - pyskl - INFO - Epoch [48][1300/7492] lr: 3.876e-02, eta: 4 days, 14:20:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4844, loss_cls: 8.3830, loss: 8.3830 2025-08-14 14:03:31,825 - pyskl - INFO - Epoch [48][1400/7492] lr: 3.875e-02, eta: 4 days, 14:19:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4703, loss_cls: 8.4732, loss: 8.4732 2025-08-14 14:04:23,420 - pyskl - INFO - Epoch [48][1500/7492] lr: 3.875e-02, eta: 4 days, 14:19:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4678, loss_cls: 8.3863, loss: 8.3863 2025-08-14 14:05:15,050 - pyskl - INFO - Epoch [48][1600/7492] lr: 3.874e-02, eta: 4 days, 14:18:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4741, loss_cls: 8.3736, loss: 8.3736 2025-08-14 14:06:06,480 - pyskl - INFO - Epoch [48][1700/7492] lr: 3.874e-02, eta: 4 days, 14:17:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4813, loss_cls: 8.2904, loss: 8.2904 2025-08-14 14:06:57,951 - pyskl - INFO - Epoch [48][1800/7492] lr: 3.873e-02, eta: 4 days, 14:16:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4894, loss_cls: 8.3402, loss: 8.3402 2025-08-14 14:07:49,657 - pyskl - INFO - Epoch [48][1900/7492] lr: 3.872e-02, eta: 4 days, 14:15:41, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4606, loss_cls: 8.4682, loss: 8.4682 2025-08-14 14:08:41,065 - pyskl - INFO - Epoch [48][2000/7492] lr: 3.872e-02, eta: 4 days, 14:14:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4641, loss_cls: 8.4904, loss: 8.4904 2025-08-14 14:09:32,686 - pyskl - INFO - Epoch [48][2100/7492] lr: 3.871e-02, eta: 4 days, 14:13:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.4922, loss_cls: 8.2765, loss: 8.2765 2025-08-14 14:10:24,011 - pyskl - INFO - Epoch [48][2200/7492] lr: 3.871e-02, eta: 4 days, 14:13:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4650, loss_cls: 8.4889, loss: 8.4889 2025-08-14 14:11:15,351 - pyskl - INFO - Epoch [48][2300/7492] lr: 3.870e-02, eta: 4 days, 14:12:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4716, loss_cls: 8.3789, loss: 8.3789 2025-08-14 14:12:06,856 - pyskl - INFO - Epoch [48][2400/7492] lr: 3.869e-02, eta: 4 days, 14:11:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4725, loss_cls: 8.4887, loss: 8.4887 2025-08-14 14:12:58,238 - pyskl - INFO - Epoch [48][2500/7492] lr: 3.869e-02, eta: 4 days, 14:10:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4650, loss_cls: 8.4634, loss: 8.4634 2025-08-14 14:13:49,648 - pyskl - INFO - Epoch [48][2600/7492] lr: 3.868e-02, eta: 4 days, 14:09:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4703, loss_cls: 8.4139, loss: 8.4139 2025-08-14 14:14:41,206 - pyskl - INFO - Epoch [48][2700/7492] lr: 3.868e-02, eta: 4 days, 14:08:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4612, loss_cls: 8.4661, loss: 8.4661 2025-08-14 14:15:32,426 - pyskl - INFO - Epoch [48][2800/7492] lr: 3.867e-02, eta: 4 days, 14:07:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4697, loss_cls: 8.4055, loss: 8.4055 2025-08-14 14:16:23,838 - pyskl - INFO - Epoch [48][2900/7492] lr: 3.867e-02, eta: 4 days, 14:07:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4775, loss_cls: 8.3377, loss: 8.3377 2025-08-14 14:17:15,124 - pyskl - INFO - Epoch [48][3000/7492] lr: 3.866e-02, eta: 4 days, 14:06:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4784, loss_cls: 8.3514, loss: 8.3514 2025-08-14 14:18:06,711 - pyskl - INFO - Epoch [48][3100/7492] lr: 3.865e-02, eta: 4 days, 14:05:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4928, loss_cls: 8.3512, loss: 8.3512 2025-08-14 14:18:57,949 - pyskl - INFO - Epoch [48][3200/7492] lr: 3.865e-02, eta: 4 days, 14:04:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4713, loss_cls: 8.4017, loss: 8.4017 2025-08-14 14:19:49,325 - pyskl - INFO - Epoch [48][3300/7492] lr: 3.864e-02, eta: 4 days, 14:03:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4659, loss_cls: 8.4722, loss: 8.4722 2025-08-14 14:20:40,943 - pyskl - INFO - Epoch [48][3400/7492] lr: 3.864e-02, eta: 4 days, 14:02:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4653, loss_cls: 8.4541, loss: 8.4541 2025-08-14 14:21:32,572 - pyskl - INFO - Epoch [48][3500/7492] lr: 3.863e-02, eta: 4 days, 14:01:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2131, top5_acc: 0.4450, loss_cls: 8.5533, loss: 8.5533 2025-08-14 14:22:23,958 - pyskl - INFO - Epoch [48][3600/7492] lr: 3.862e-02, eta: 4 days, 14:01:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4706, loss_cls: 8.4999, loss: 8.4999 2025-08-14 14:23:15,481 - pyskl - INFO - Epoch [48][3700/7492] lr: 3.862e-02, eta: 4 days, 14:00:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2234, top5_acc: 0.4688, loss_cls: 8.4280, loss: 8.4280 2025-08-14 14:24:07,330 - pyskl - INFO - Epoch [48][3800/7492] lr: 3.861e-02, eta: 4 days, 13:59:17, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4813, loss_cls: 8.3949, loss: 8.3949 2025-08-14 14:24:58,663 - pyskl - INFO - Epoch [48][3900/7492] lr: 3.861e-02, eta: 4 days, 13:58:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4662, loss_cls: 8.3851, loss: 8.3851 2025-08-14 14:25:49,933 - pyskl - INFO - Epoch [48][4000/7492] lr: 3.860e-02, eta: 4 days, 13:57:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4747, loss_cls: 8.3720, loss: 8.3720 2025-08-14 14:26:41,260 - pyskl - INFO - Epoch [48][4100/7492] lr: 3.860e-02, eta: 4 days, 13:56:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4703, loss_cls: 8.4277, loss: 8.4277 2025-08-14 14:27:32,686 - pyskl - INFO - Epoch [48][4200/7492] lr: 3.859e-02, eta: 4 days, 13:55:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4597, loss_cls: 8.5087, loss: 8.5087 2025-08-14 14:28:24,041 - pyskl - INFO - Epoch [48][4300/7492] lr: 3.858e-02, eta: 4 days, 13:54:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4800, loss_cls: 8.3744, loss: 8.3744 2025-08-14 14:29:15,529 - pyskl - INFO - Epoch [48][4400/7492] lr: 3.858e-02, eta: 4 days, 13:54:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4634, loss_cls: 8.5172, loss: 8.5172 2025-08-14 14:30:07,042 - pyskl - INFO - Epoch [48][4500/7492] lr: 3.857e-02, eta: 4 days, 13:53:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4672, loss_cls: 8.4437, loss: 8.4437 2025-08-14 14:30:58,273 - pyskl - INFO - Epoch [48][4600/7492] lr: 3.857e-02, eta: 4 days, 13:52:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4678, loss_cls: 8.4189, loss: 8.4189 2025-08-14 14:31:49,367 - pyskl - INFO - Epoch [48][4700/7492] lr: 3.856e-02, eta: 4 days, 13:51:29, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4716, loss_cls: 8.4569, loss: 8.4569 2025-08-14 14:32:40,650 - pyskl - INFO - Epoch [48][4800/7492] lr: 3.855e-02, eta: 4 days, 13:50:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4769, loss_cls: 8.4139, loss: 8.4139 2025-08-14 14:33:32,303 - pyskl - INFO - Epoch [48][4900/7492] lr: 3.855e-02, eta: 4 days, 13:49:45, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4587, loss_cls: 8.4988, loss: 8.4988 2025-08-14 14:34:23,648 - pyskl - INFO - Epoch [48][5000/7492] lr: 3.854e-02, eta: 4 days, 13:48:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4781, loss_cls: 8.4250, loss: 8.4250 2025-08-14 14:35:15,236 - pyskl - INFO - Epoch [48][5100/7492] lr: 3.854e-02, eta: 4 days, 13:48:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4713, loss_cls: 8.4228, loss: 8.4228 2025-08-14 14:36:06,605 - pyskl - INFO - Epoch [48][5200/7492] lr: 3.853e-02, eta: 4 days, 13:47:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4616, loss_cls: 8.4202, loss: 8.4202 2025-08-14 14:36:57,919 - pyskl - INFO - Epoch [48][5300/7492] lr: 3.852e-02, eta: 4 days, 13:46:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4628, loss_cls: 8.4609, loss: 8.4609 2025-08-14 14:37:49,199 - pyskl - INFO - Epoch [48][5400/7492] lr: 3.852e-02, eta: 4 days, 13:45:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4825, loss_cls: 8.3353, loss: 8.3353 2025-08-14 14:38:40,645 - pyskl - INFO - Epoch [48][5500/7492] lr: 3.851e-02, eta: 4 days, 13:44:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4481, loss_cls: 8.5908, loss: 8.5908 2025-08-14 14:39:31,992 - pyskl - INFO - Epoch [48][5600/7492] lr: 3.851e-02, eta: 4 days, 13:43:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4691, loss_cls: 8.5304, loss: 8.5304 2025-08-14 14:40:23,298 - pyskl - INFO - Epoch [48][5700/7492] lr: 3.850e-02, eta: 4 days, 13:42:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4675, loss_cls: 8.4764, loss: 8.4764 2025-08-14 14:41:14,480 - pyskl - INFO - Epoch [48][5800/7492] lr: 3.850e-02, eta: 4 days, 13:41:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4653, loss_cls: 8.4150, loss: 8.4150 2025-08-14 14:42:05,722 - pyskl - INFO - Epoch [48][5900/7492] lr: 3.849e-02, eta: 4 days, 13:41:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4681, loss_cls: 8.4792, loss: 8.4792 2025-08-14 14:42:57,056 - pyskl - INFO - Epoch [48][6000/7492] lr: 3.848e-02, eta: 4 days, 13:40:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4747, loss_cls: 8.3065, loss: 8.3065 2025-08-14 14:43:48,273 - pyskl - INFO - Epoch [48][6100/7492] lr: 3.848e-02, eta: 4 days, 13:39:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4647, loss_cls: 8.4144, loss: 8.4144 2025-08-14 14:44:39,704 - pyskl - INFO - Epoch [48][6200/7492] lr: 3.847e-02, eta: 4 days, 13:38:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4878, loss_cls: 8.3633, loss: 8.3633 2025-08-14 14:45:30,896 - pyskl - INFO - Epoch [48][6300/7492] lr: 3.847e-02, eta: 4 days, 13:37:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4662, loss_cls: 8.4513, loss: 8.4513 2025-08-14 14:46:22,106 - pyskl - INFO - Epoch [48][6400/7492] lr: 3.846e-02, eta: 4 days, 13:36:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2144, top5_acc: 0.4547, loss_cls: 8.4711, loss: 8.4711 2025-08-14 14:47:13,364 - pyskl - INFO - Epoch [48][6500/7492] lr: 3.845e-02, eta: 4 days, 13:35:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4612, loss_cls: 8.3872, loss: 8.3872 2025-08-14 14:48:04,642 - pyskl - INFO - Epoch [48][6600/7492] lr: 3.845e-02, eta: 4 days, 13:34:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4691, loss_cls: 8.4754, loss: 8.4754 2025-08-14 14:48:56,066 - pyskl - INFO - Epoch [48][6700/7492] lr: 3.844e-02, eta: 4 days, 13:34:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4828, loss_cls: 8.3822, loss: 8.3822 2025-08-14 14:49:47,620 - pyskl - INFO - Epoch [48][6800/7492] lr: 3.844e-02, eta: 4 days, 13:33:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4653, loss_cls: 8.3884, loss: 8.3884 2025-08-14 14:50:38,840 - pyskl - INFO - Epoch [48][6900/7492] lr: 3.843e-02, eta: 4 days, 13:32:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4556, loss_cls: 8.4782, loss: 8.4782 2025-08-14 14:51:30,249 - pyskl - INFO - Epoch [48][7000/7492] lr: 3.842e-02, eta: 4 days, 13:31:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4709, loss_cls: 8.5044, loss: 8.5044 2025-08-14 14:52:21,485 - pyskl - INFO - Epoch [48][7100/7492] lr: 3.842e-02, eta: 4 days, 13:30:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4594, loss_cls: 8.4586, loss: 8.4586 2025-08-14 14:53:12,835 - pyskl - INFO - Epoch [48][7200/7492] lr: 3.841e-02, eta: 4 days, 13:29:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4675, loss_cls: 8.4990, loss: 8.4990 2025-08-14 14:54:04,128 - pyskl - INFO - Epoch [48][7300/7492] lr: 3.841e-02, eta: 4 days, 13:28:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4625, loss_cls: 8.3817, loss: 8.3817 2025-08-14 14:54:55,997 - pyskl - INFO - Epoch [48][7400/7492] lr: 3.840e-02, eta: 4 days, 13:28:04, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4719, loss_cls: 8.3585, loss: 8.3585 2025-08-14 14:55:44,070 - pyskl - INFO - Saving checkpoint at 48 epochs 2025-08-14 14:56:41,421 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 14:56:42,178 - pyskl - INFO - top1_acc 0.1928 top5_acc 0.4147 2025-08-14 14:56:42,178 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 14:56:42,215 - pyskl - INFO - mean_acc 0.1925 2025-08-14 14:56:42,228 - pyskl - INFO - Epoch(val) [48][617] top1_acc: 0.1928, top5_acc: 0.4147, mean_class_accuracy: 0.1925 2025-08-14 14:58:03,715 - pyskl - INFO - Epoch [49][100/7492] lr: 3.839e-02, eta: 4 days, 13:25:48, time: 0.815, data_time: 0.301, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4813, loss_cls: 8.3644, loss: 8.3644 2025-08-14 14:58:55,028 - pyskl - INFO - Epoch [49][200/7492] lr: 3.838e-02, eta: 4 days, 13:24:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4797, loss_cls: 8.3961, loss: 8.3961 2025-08-14 14:59:46,293 - pyskl - INFO - Epoch [49][300/7492] lr: 3.838e-02, eta: 4 days, 13:24:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4819, loss_cls: 8.3707, loss: 8.3707 2025-08-14 15:00:37,720 - pyskl - INFO - Epoch [49][400/7492] lr: 3.837e-02, eta: 4 days, 13:23:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4819, loss_cls: 8.3904, loss: 8.3904 2025-08-14 15:01:29,001 - pyskl - INFO - Epoch [49][500/7492] lr: 3.837e-02, eta: 4 days, 13:22:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4728, loss_cls: 8.4648, loss: 8.4648 2025-08-14 15:02:20,132 - pyskl - INFO - Epoch [49][600/7492] lr: 3.836e-02, eta: 4 days, 13:21:28, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4763, loss_cls: 8.3629, loss: 8.3629 2025-08-14 15:03:11,448 - pyskl - INFO - Epoch [49][700/7492] lr: 3.835e-02, eta: 4 days, 13:20:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4578, loss_cls: 8.4380, loss: 8.4380 2025-08-14 15:04:02,691 - pyskl - INFO - Epoch [49][800/7492] lr: 3.835e-02, eta: 4 days, 13:19:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2150, top5_acc: 0.4625, loss_cls: 8.4840, loss: 8.4840 2025-08-14 15:04:53,933 - pyskl - INFO - Epoch [49][900/7492] lr: 3.834e-02, eta: 4 days, 13:18:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4747, loss_cls: 8.3561, loss: 8.3561 2025-08-14 15:05:45,357 - pyskl - INFO - Epoch [49][1000/7492] lr: 3.834e-02, eta: 4 days, 13:17:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4759, loss_cls: 8.4398, loss: 8.4398 2025-08-14 15:06:36,902 - pyskl - INFO - Epoch [49][1100/7492] lr: 3.833e-02, eta: 4 days, 13:17:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4834, loss_cls: 8.3038, loss: 8.3038 2025-08-14 15:07:28,542 - pyskl - INFO - Epoch [49][1200/7492] lr: 3.832e-02, eta: 4 days, 13:16:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4731, loss_cls: 8.3811, loss: 8.3811 2025-08-14 15:08:19,782 - pyskl - INFO - Epoch [49][1300/7492] lr: 3.832e-02, eta: 4 days, 13:15:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4728, loss_cls: 8.3603, loss: 8.3603 2025-08-14 15:09:11,115 - pyskl - INFO - Epoch [49][1400/7492] lr: 3.831e-02, eta: 4 days, 13:14:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4675, loss_cls: 8.3916, loss: 8.3916 2025-08-14 15:10:02,797 - pyskl - INFO - Epoch [49][1500/7492] lr: 3.831e-02, eta: 4 days, 13:13:41, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4741, loss_cls: 8.4277, loss: 8.4277 2025-08-14 15:10:54,342 - pyskl - INFO - Epoch [49][1600/7492] lr: 3.830e-02, eta: 4 days, 13:12:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4888, loss_cls: 8.3610, loss: 8.3610 2025-08-14 15:11:45,780 - pyskl - INFO - Epoch [49][1700/7492] lr: 3.830e-02, eta: 4 days, 13:11:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4769, loss_cls: 8.4069, loss: 8.4069 2025-08-14 15:12:37,201 - pyskl - INFO - Epoch [49][1800/7492] lr: 3.829e-02, eta: 4 days, 13:11:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4669, loss_cls: 8.4651, loss: 8.4651 2025-08-14 15:13:28,352 - pyskl - INFO - Epoch [49][1900/7492] lr: 3.828e-02, eta: 4 days, 13:10:13, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4631, loss_cls: 8.5197, loss: 8.5197 2025-08-14 15:14:19,620 - pyskl - INFO - Epoch [49][2000/7492] lr: 3.828e-02, eta: 4 days, 13:09:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4691, loss_cls: 8.4316, loss: 8.4316 2025-08-14 15:15:10,892 - pyskl - INFO - Epoch [49][2100/7492] lr: 3.827e-02, eta: 4 days, 13:08:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4719, loss_cls: 8.4405, loss: 8.4405 2025-08-14 15:16:02,287 - pyskl - INFO - Epoch [49][2200/7492] lr: 3.827e-02, eta: 4 days, 13:07:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4775, loss_cls: 8.3716, loss: 8.3716 2025-08-14 15:16:53,730 - pyskl - INFO - Epoch [49][2300/7492] lr: 3.826e-02, eta: 4 days, 13:06:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4713, loss_cls: 8.3875, loss: 8.3875 2025-08-14 15:17:45,038 - pyskl - INFO - Epoch [49][2400/7492] lr: 3.825e-02, eta: 4 days, 13:05:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4763, loss_cls: 8.3938, loss: 8.3938 2025-08-14 15:18:36,261 - pyskl - INFO - Epoch [49][2500/7492] lr: 3.825e-02, eta: 4 days, 13:05:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4853, loss_cls: 8.3423, loss: 8.3423 2025-08-14 15:19:27,474 - pyskl - INFO - Epoch [49][2600/7492] lr: 3.824e-02, eta: 4 days, 13:04:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4678, loss_cls: 8.3803, loss: 8.3803 2025-08-14 15:20:18,637 - pyskl - INFO - Epoch [49][2700/7492] lr: 3.824e-02, eta: 4 days, 13:03:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4725, loss_cls: 8.3823, loss: 8.3823 2025-08-14 15:21:09,948 - pyskl - INFO - Epoch [49][2800/7492] lr: 3.823e-02, eta: 4 days, 13:02:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4728, loss_cls: 8.4707, loss: 8.4707 2025-08-14 15:22:01,239 - pyskl - INFO - Epoch [49][2900/7492] lr: 3.822e-02, eta: 4 days, 13:01:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4666, loss_cls: 8.4698, loss: 8.4698 2025-08-14 15:22:52,615 - pyskl - INFO - Epoch [49][3000/7492] lr: 3.822e-02, eta: 4 days, 13:00:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4844, loss_cls: 8.3198, loss: 8.3198 2025-08-14 15:23:43,869 - pyskl - INFO - Epoch [49][3100/7492] lr: 3.821e-02, eta: 4 days, 12:59:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4784, loss_cls: 8.3277, loss: 8.3277 2025-08-14 15:24:35,060 - pyskl - INFO - Epoch [49][3200/7492] lr: 3.821e-02, eta: 4 days, 12:58:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4734, loss_cls: 8.3921, loss: 8.3921 2025-08-14 15:25:26,289 - pyskl - INFO - Epoch [49][3300/7492] lr: 3.820e-02, eta: 4 days, 12:58:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4819, loss_cls: 8.3963, loss: 8.3963 2025-08-14 15:26:17,958 - pyskl - INFO - Epoch [49][3400/7492] lr: 3.819e-02, eta: 4 days, 12:57:12, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4713, loss_cls: 8.3343, loss: 8.3343 2025-08-14 15:27:09,247 - pyskl - INFO - Epoch [49][3500/7492] lr: 3.819e-02, eta: 4 days, 12:56:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2162, top5_acc: 0.4606, loss_cls: 8.4634, loss: 8.4634 2025-08-14 15:28:00,569 - pyskl - INFO - Epoch [49][3600/7492] lr: 3.818e-02, eta: 4 days, 12:55:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4722, loss_cls: 8.4738, loss: 8.4738 2025-08-14 15:28:52,220 - pyskl - INFO - Epoch [49][3700/7492] lr: 3.818e-02, eta: 4 days, 12:54:36, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4813, loss_cls: 8.4752, loss: 8.4752 2025-08-14 15:29:43,376 - pyskl - INFO - Epoch [49][3800/7492] lr: 3.817e-02, eta: 4 days, 12:53:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4800, loss_cls: 8.3452, loss: 8.3452 2025-08-14 15:30:34,752 - pyskl - INFO - Epoch [49][3900/7492] lr: 3.816e-02, eta: 4 days, 12:52:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4797, loss_cls: 8.3698, loss: 8.3698 2025-08-14 15:31:26,142 - pyskl - INFO - Epoch [49][4000/7492] lr: 3.816e-02, eta: 4 days, 12:52:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4719, loss_cls: 8.4015, loss: 8.4015 2025-08-14 15:32:17,430 - pyskl - INFO - Epoch [49][4100/7492] lr: 3.815e-02, eta: 4 days, 12:51:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4741, loss_cls: 8.5219, loss: 8.5219 2025-08-14 15:33:08,754 - pyskl - INFO - Epoch [49][4200/7492] lr: 3.815e-02, eta: 4 days, 12:50:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2537, top5_acc: 0.4813, loss_cls: 8.3644, loss: 8.3644 2025-08-14 15:34:00,097 - pyskl - INFO - Epoch [49][4300/7492] lr: 3.814e-02, eta: 4 days, 12:49:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4863, loss_cls: 8.3535, loss: 8.3535 2025-08-14 15:34:51,314 - pyskl - INFO - Epoch [49][4400/7492] lr: 3.814e-02, eta: 4 days, 12:48:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2219, top5_acc: 0.4709, loss_cls: 8.3943, loss: 8.3943 2025-08-14 15:35:42,615 - pyskl - INFO - Epoch [49][4500/7492] lr: 3.813e-02, eta: 4 days, 12:47:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4859, loss_cls: 8.3788, loss: 8.3788 2025-08-14 15:36:33,859 - pyskl - INFO - Epoch [49][4600/7492] lr: 3.812e-02, eta: 4 days, 12:46:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4669, loss_cls: 8.4384, loss: 8.4384 2025-08-14 15:37:24,992 - pyskl - INFO - Epoch [49][4700/7492] lr: 3.812e-02, eta: 4 days, 12:45:55, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4634, loss_cls: 8.4550, loss: 8.4550 2025-08-14 15:38:16,407 - pyskl - INFO - Epoch [49][4800/7492] lr: 3.811e-02, eta: 4 days, 12:45:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4612, loss_cls: 8.4961, loss: 8.4961 2025-08-14 15:39:07,732 - pyskl - INFO - Epoch [49][4900/7492] lr: 3.811e-02, eta: 4 days, 12:44:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2216, top5_acc: 0.4616, loss_cls: 8.4691, loss: 8.4691 2025-08-14 15:39:59,129 - pyskl - INFO - Epoch [49][5000/7492] lr: 3.810e-02, eta: 4 days, 12:43:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4709, loss_cls: 8.4484, loss: 8.4484 2025-08-14 15:40:50,578 - pyskl - INFO - Epoch [49][5100/7492] lr: 3.809e-02, eta: 4 days, 12:42:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4738, loss_cls: 8.4697, loss: 8.4697 2025-08-14 15:41:42,268 - pyskl - INFO - Epoch [49][5200/7492] lr: 3.809e-02, eta: 4 days, 12:41:36, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4734, loss_cls: 8.3724, loss: 8.3724 2025-08-14 15:42:33,636 - pyskl - INFO - Epoch [49][5300/7492] lr: 3.808e-02, eta: 4 days, 12:40:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4828, loss_cls: 8.3444, loss: 8.3444 2025-08-14 15:43:25,289 - pyskl - INFO - Epoch [49][5400/7492] lr: 3.808e-02, eta: 4 days, 12:39:53, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4816, loss_cls: 8.3041, loss: 8.3041 2025-08-14 15:44:16,862 - pyskl - INFO - Epoch [49][5500/7492] lr: 3.807e-02, eta: 4 days, 12:39:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4562, loss_cls: 8.5295, loss: 8.5295 2025-08-14 15:45:08,449 - pyskl - INFO - Epoch [49][5600/7492] lr: 3.806e-02, eta: 4 days, 12:38:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4763, loss_cls: 8.3935, loss: 8.3935 2025-08-14 15:45:59,752 - pyskl - INFO - Epoch [49][5700/7492] lr: 3.806e-02, eta: 4 days, 12:37:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4722, loss_cls: 8.5103, loss: 8.5103 2025-08-14 15:46:51,041 - pyskl - INFO - Epoch [49][5800/7492] lr: 3.805e-02, eta: 4 days, 12:36:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4878, loss_cls: 8.3815, loss: 8.3815 2025-08-14 15:47:42,724 - pyskl - INFO - Epoch [49][5900/7492] lr: 3.805e-02, eta: 4 days, 12:35:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4688, loss_cls: 8.4078, loss: 8.4078 2025-08-14 15:48:34,086 - pyskl - INFO - Epoch [49][6000/7492] lr: 3.804e-02, eta: 4 days, 12:34:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4656, loss_cls: 8.4398, loss: 8.4398 2025-08-14 15:49:25,445 - pyskl - INFO - Epoch [49][6100/7492] lr: 3.803e-02, eta: 4 days, 12:33:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4734, loss_cls: 8.3881, loss: 8.3881 2025-08-14 15:50:16,785 - pyskl - INFO - Epoch [49][6200/7492] lr: 3.803e-02, eta: 4 days, 12:32:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4625, loss_cls: 8.4764, loss: 8.4764 2025-08-14 15:51:08,154 - pyskl - INFO - Epoch [49][6300/7492] lr: 3.802e-02, eta: 4 days, 12:32:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4566, loss_cls: 8.4858, loss: 8.4858 2025-08-14 15:51:59,628 - pyskl - INFO - Epoch [49][6400/7492] lr: 3.802e-02, eta: 4 days, 12:31:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4713, loss_cls: 8.3526, loss: 8.3526 2025-08-14 15:52:51,231 - pyskl - INFO - Epoch [49][6500/7492] lr: 3.801e-02, eta: 4 days, 12:30:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4694, loss_cls: 8.4373, loss: 8.4373 2025-08-14 15:53:42,798 - pyskl - INFO - Epoch [49][6600/7492] lr: 3.800e-02, eta: 4 days, 12:29:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4722, loss_cls: 8.4227, loss: 8.4227 2025-08-14 15:54:34,513 - pyskl - INFO - Epoch [49][6700/7492] lr: 3.800e-02, eta: 4 days, 12:28:40, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4775, loss_cls: 8.3332, loss: 8.3332 2025-08-14 15:55:26,211 - pyskl - INFO - Epoch [49][6800/7492] lr: 3.799e-02, eta: 4 days, 12:27:49, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4631, loss_cls: 8.4763, loss: 8.4763 2025-08-14 15:56:17,612 - pyskl - INFO - Epoch [49][6900/7492] lr: 3.799e-02, eta: 4 days, 12:26:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4722, loss_cls: 8.4397, loss: 8.4397 2025-08-14 15:57:09,159 - pyskl - INFO - Epoch [49][7000/7492] lr: 3.798e-02, eta: 4 days, 12:26:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4831, loss_cls: 8.3133, loss: 8.3133 2025-08-14 15:58:00,538 - pyskl - INFO - Epoch [49][7100/7492] lr: 3.797e-02, eta: 4 days, 12:25:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4700, loss_cls: 8.4085, loss: 8.4085 2025-08-14 15:58:51,984 - pyskl - INFO - Epoch [49][7200/7492] lr: 3.797e-02, eta: 4 days, 12:24:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4750, loss_cls: 8.4102, loss: 8.4102 2025-08-14 15:59:43,388 - pyskl - INFO - Epoch [49][7300/7492] lr: 3.796e-02, eta: 4 days, 12:23:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4694, loss_cls: 8.4918, loss: 8.4918 2025-08-14 16:00:35,079 - pyskl - INFO - Epoch [49][7400/7492] lr: 3.796e-02, eta: 4 days, 12:22:39, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4634, loss_cls: 8.3738, loss: 8.3738 2025-08-14 16:01:23,378 - pyskl - INFO - Saving checkpoint at 49 epochs 2025-08-14 16:02:17,333 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 16:02:18,091 - pyskl - INFO - top1_acc 0.1973 top5_acc 0.4178 2025-08-14 16:02:18,091 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 16:02:18,127 - pyskl - INFO - mean_acc 0.1972 2025-08-14 16:02:18,185 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_43.pth was removed 2025-08-14 16:02:19,296 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2025-08-14 16:02:19,297 - pyskl - INFO - Best top1_acc is 0.1973 at 49 epoch. 2025-08-14 16:02:19,309 - pyskl - INFO - Epoch(val) [49][617] top1_acc: 0.1973, top5_acc: 0.4178, mean_class_accuracy: 0.1972 2025-08-14 16:03:40,902 - pyskl - INFO - Epoch [50][100/7492] lr: 3.794e-02, eta: 4 days, 12:20:24, time: 0.816, data_time: 0.299, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4844, loss_cls: 8.2471, loss: 8.2471 2025-08-14 16:04:32,376 - pyskl - INFO - Epoch [50][200/7492] lr: 3.794e-02, eta: 4 days, 12:19:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4722, loss_cls: 8.4041, loss: 8.4041 2025-08-14 16:05:23,735 - pyskl - INFO - Epoch [50][300/7492] lr: 3.793e-02, eta: 4 days, 12:18:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4700, loss_cls: 8.3362, loss: 8.3362 2025-08-14 16:06:15,256 - pyskl - INFO - Epoch [50][400/7492] lr: 3.793e-02, eta: 4 days, 12:17:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4772, loss_cls: 8.4220, loss: 8.4220 2025-08-14 16:07:06,590 - pyskl - INFO - Epoch [50][500/7492] lr: 3.792e-02, eta: 4 days, 12:16:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4903, loss_cls: 8.3282, loss: 8.3282 2025-08-14 16:07:58,120 - pyskl - INFO - Epoch [50][600/7492] lr: 3.791e-02, eta: 4 days, 12:16:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4653, loss_cls: 8.3936, loss: 8.3936 2025-08-14 16:08:49,330 - pyskl - INFO - Epoch [50][700/7492] lr: 3.791e-02, eta: 4 days, 12:15:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4766, loss_cls: 8.2956, loss: 8.2956 2025-08-14 16:09:40,453 - pyskl - INFO - Epoch [50][800/7492] lr: 3.790e-02, eta: 4 days, 12:14:20, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4728, loss_cls: 8.3817, loss: 8.3817 2025-08-14 16:10:31,653 - pyskl - INFO - Epoch [50][900/7492] lr: 3.790e-02, eta: 4 days, 12:13:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4825, loss_cls: 8.4595, loss: 8.4595 2025-08-14 16:11:22,896 - pyskl - INFO - Epoch [50][1000/7492] lr: 3.789e-02, eta: 4 days, 12:12:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2153, top5_acc: 0.4603, loss_cls: 8.4477, loss: 8.4477 2025-08-14 16:12:14,605 - pyskl - INFO - Epoch [50][1100/7492] lr: 3.788e-02, eta: 4 days, 12:11:45, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4703, loss_cls: 8.4512, loss: 8.4512 2025-08-14 16:13:05,970 - pyskl - INFO - Epoch [50][1200/7492] lr: 3.788e-02, eta: 4 days, 12:10:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4813, loss_cls: 8.4329, loss: 8.4329 2025-08-14 16:13:57,561 - pyskl - INFO - Epoch [50][1300/7492] lr: 3.787e-02, eta: 4 days, 12:10:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4775, loss_cls: 8.4769, loss: 8.4769 2025-08-14 16:14:49,186 - pyskl - INFO - Epoch [50][1400/7492] lr: 3.787e-02, eta: 4 days, 12:09:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4884, loss_cls: 8.3184, loss: 8.3184 2025-08-14 16:15:41,118 - pyskl - INFO - Epoch [50][1500/7492] lr: 3.786e-02, eta: 4 days, 12:08:19, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4800, loss_cls: 8.3162, loss: 8.3162 2025-08-14 16:16:32,446 - pyskl - INFO - Epoch [50][1600/7492] lr: 3.785e-02, eta: 4 days, 12:07:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4838, loss_cls: 8.4330, loss: 8.4330 2025-08-14 16:17:23,598 - pyskl - INFO - Epoch [50][1700/7492] lr: 3.785e-02, eta: 4 days, 12:06:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4591, loss_cls: 8.3807, loss: 8.3807 2025-08-14 16:18:14,830 - pyskl - INFO - Epoch [50][1800/7492] lr: 3.784e-02, eta: 4 days, 12:05:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4741, loss_cls: 8.3534, loss: 8.3534 2025-08-14 16:19:06,125 - pyskl - INFO - Epoch [50][1900/7492] lr: 3.784e-02, eta: 4 days, 12:04:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4738, loss_cls: 8.4611, loss: 8.4611 2025-08-14 16:19:57,422 - pyskl - INFO - Epoch [50][2000/7492] lr: 3.783e-02, eta: 4 days, 12:03:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4863, loss_cls: 8.2929, loss: 8.2929 2025-08-14 16:20:48,754 - pyskl - INFO - Epoch [50][2100/7492] lr: 3.782e-02, eta: 4 days, 12:03:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4750, loss_cls: 8.3771, loss: 8.3771 2025-08-14 16:21:39,987 - pyskl - INFO - Epoch [50][2200/7492] lr: 3.782e-02, eta: 4 days, 12:02:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4700, loss_cls: 8.4724, loss: 8.4724 2025-08-14 16:22:31,324 - pyskl - INFO - Epoch [50][2300/7492] lr: 3.781e-02, eta: 4 days, 12:01:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4809, loss_cls: 8.4223, loss: 8.4223 2025-08-14 16:23:22,717 - pyskl - INFO - Epoch [50][2400/7492] lr: 3.781e-02, eta: 4 days, 12:00:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4881, loss_cls: 8.2794, loss: 8.2794 2025-08-14 16:24:14,043 - pyskl - INFO - Epoch [50][2500/7492] lr: 3.780e-02, eta: 4 days, 11:59:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4650, loss_cls: 8.4142, loss: 8.4142 2025-08-14 16:25:05,693 - pyskl - INFO - Epoch [50][2600/7492] lr: 3.779e-02, eta: 4 days, 11:58:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4750, loss_cls: 8.4397, loss: 8.4397 2025-08-14 16:25:57,047 - pyskl - INFO - Epoch [50][2700/7492] lr: 3.779e-02, eta: 4 days, 11:57:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4738, loss_cls: 8.4182, loss: 8.4182 2025-08-14 16:26:48,345 - pyskl - INFO - Epoch [50][2800/7492] lr: 3.778e-02, eta: 4 days, 11:57:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4719, loss_cls: 8.3983, loss: 8.3983 2025-08-14 16:27:39,653 - pyskl - INFO - Epoch [50][2900/7492] lr: 3.778e-02, eta: 4 days, 11:56:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4775, loss_cls: 8.4224, loss: 8.4224 2025-08-14 16:28:31,002 - pyskl - INFO - Epoch [50][3000/7492] lr: 3.777e-02, eta: 4 days, 11:55:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4850, loss_cls: 8.2764, loss: 8.2764 2025-08-14 16:29:22,421 - pyskl - INFO - Epoch [50][3100/7492] lr: 3.776e-02, eta: 4 days, 11:54:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4794, loss_cls: 8.4013, loss: 8.4013 2025-08-14 16:30:13,723 - pyskl - INFO - Epoch [50][3200/7492] lr: 3.776e-02, eta: 4 days, 11:53:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4744, loss_cls: 8.4471, loss: 8.4471 2025-08-14 16:31:05,307 - pyskl - INFO - Epoch [50][3300/7492] lr: 3.775e-02, eta: 4 days, 11:52:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2250, top5_acc: 0.4559, loss_cls: 8.5004, loss: 8.5004 2025-08-14 16:31:56,780 - pyskl - INFO - Epoch [50][3400/7492] lr: 3.775e-02, eta: 4 days, 11:51:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4722, loss_cls: 8.4713, loss: 8.4713 2025-08-14 16:32:48,467 - pyskl - INFO - Epoch [50][3500/7492] lr: 3.774e-02, eta: 4 days, 11:51:01, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4688, loss_cls: 8.4505, loss: 8.4505 2025-08-14 16:33:39,802 - pyskl - INFO - Epoch [50][3600/7492] lr: 3.773e-02, eta: 4 days, 11:50:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4728, loss_cls: 8.3984, loss: 8.3984 2025-08-14 16:34:31,490 - pyskl - INFO - Epoch [50][3700/7492] lr: 3.773e-02, eta: 4 days, 11:49:18, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4625, loss_cls: 8.3705, loss: 8.3705 2025-08-14 16:35:22,918 - pyskl - INFO - Epoch [50][3800/7492] lr: 3.772e-02, eta: 4 days, 11:48:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4738, loss_cls: 8.4363, loss: 8.4363 2025-08-14 16:36:14,294 - pyskl - INFO - Epoch [50][3900/7492] lr: 3.772e-02, eta: 4 days, 11:47:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4647, loss_cls: 8.4687, loss: 8.4687 2025-08-14 16:37:05,758 - pyskl - INFO - Epoch [50][4000/7492] lr: 3.771e-02, eta: 4 days, 11:46:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4772, loss_cls: 8.3381, loss: 8.3381 2025-08-14 16:37:57,316 - pyskl - INFO - Epoch [50][4100/7492] lr: 3.770e-02, eta: 4 days, 11:45:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4850, loss_cls: 8.3869, loss: 8.3869 2025-08-14 16:38:48,777 - pyskl - INFO - Epoch [50][4200/7492] lr: 3.770e-02, eta: 4 days, 11:44:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4653, loss_cls: 8.4811, loss: 8.4811 2025-08-14 16:39:39,955 - pyskl - INFO - Epoch [50][4300/7492] lr: 3.769e-02, eta: 4 days, 11:44:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4803, loss_cls: 8.3532, loss: 8.3532 2025-08-14 16:40:31,223 - pyskl - INFO - Epoch [50][4400/7492] lr: 3.769e-02, eta: 4 days, 11:43:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4584, loss_cls: 8.4976, loss: 8.4976 2025-08-14 16:41:22,342 - pyskl - INFO - Epoch [50][4500/7492] lr: 3.768e-02, eta: 4 days, 11:42:22, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4738, loss_cls: 8.2626, loss: 8.2626 2025-08-14 16:42:13,802 - pyskl - INFO - Epoch [50][4600/7492] lr: 3.767e-02, eta: 4 days, 11:41:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4725, loss_cls: 8.4299, loss: 8.4299 2025-08-14 16:43:05,090 - pyskl - INFO - Epoch [50][4700/7492] lr: 3.767e-02, eta: 4 days, 11:40:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4800, loss_cls: 8.3868, loss: 8.3868 2025-08-14 16:43:56,641 - pyskl - INFO - Epoch [50][4800/7492] lr: 3.766e-02, eta: 4 days, 11:39:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4572, loss_cls: 8.5104, loss: 8.5104 2025-08-14 16:44:48,030 - pyskl - INFO - Epoch [50][4900/7492] lr: 3.766e-02, eta: 4 days, 11:38:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4738, loss_cls: 8.3411, loss: 8.3411 2025-08-14 16:45:39,337 - pyskl - INFO - Epoch [50][5000/7492] lr: 3.765e-02, eta: 4 days, 11:38:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4747, loss_cls: 8.3855, loss: 8.3855 2025-08-14 16:46:30,788 - pyskl - INFO - Epoch [50][5100/7492] lr: 3.764e-02, eta: 4 days, 11:37:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4703, loss_cls: 8.4195, loss: 8.4195 2025-08-14 16:47:22,191 - pyskl - INFO - Epoch [50][5200/7492] lr: 3.764e-02, eta: 4 days, 11:36:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4628, loss_cls: 8.4299, loss: 8.4299 2025-08-14 16:48:13,683 - pyskl - INFO - Epoch [50][5300/7492] lr: 3.763e-02, eta: 4 days, 11:35:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4694, loss_cls: 8.4597, loss: 8.4597 2025-08-14 16:49:05,224 - pyskl - INFO - Epoch [50][5400/7492] lr: 3.763e-02, eta: 4 days, 11:34:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4603, loss_cls: 8.4963, loss: 8.4963 2025-08-14 16:49:56,687 - pyskl - INFO - Epoch [50][5500/7492] lr: 3.762e-02, eta: 4 days, 11:33:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2238, top5_acc: 0.4587, loss_cls: 8.4200, loss: 8.4200 2025-08-14 16:50:47,967 - pyskl - INFO - Epoch [50][5600/7492] lr: 3.761e-02, eta: 4 days, 11:32:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4612, loss_cls: 8.5091, loss: 8.5091 2025-08-14 16:51:39,539 - pyskl - INFO - Epoch [50][5700/7492] lr: 3.761e-02, eta: 4 days, 11:32:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4697, loss_cls: 8.4122, loss: 8.4122 2025-08-14 16:52:30,877 - pyskl - INFO - Epoch [50][5800/7492] lr: 3.760e-02, eta: 4 days, 11:31:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4847, loss_cls: 8.3962, loss: 8.3962 2025-08-14 16:53:22,458 - pyskl - INFO - Epoch [50][5900/7492] lr: 3.760e-02, eta: 4 days, 11:30:17, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4728, loss_cls: 8.4021, loss: 8.4021 2025-08-14 16:54:13,923 - pyskl - INFO - Epoch [50][6000/7492] lr: 3.759e-02, eta: 4 days, 11:29:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4925, loss_cls: 8.3205, loss: 8.3205 2025-08-14 16:55:05,218 - pyskl - INFO - Epoch [50][6100/7492] lr: 3.758e-02, eta: 4 days, 11:28:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4744, loss_cls: 8.3952, loss: 8.3952 2025-08-14 16:55:56,395 - pyskl - INFO - Epoch [50][6200/7492] lr: 3.758e-02, eta: 4 days, 11:27:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4788, loss_cls: 8.4548, loss: 8.4548 2025-08-14 16:56:47,638 - pyskl - INFO - Epoch [50][6300/7492] lr: 3.757e-02, eta: 4 days, 11:26:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4813, loss_cls: 8.4095, loss: 8.4095 2025-08-14 16:57:39,340 - pyskl - INFO - Epoch [50][6400/7492] lr: 3.757e-02, eta: 4 days, 11:25:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4688, loss_cls: 8.4220, loss: 8.4220 2025-08-14 16:58:30,740 - pyskl - INFO - Epoch [50][6500/7492] lr: 3.756e-02, eta: 4 days, 11:25:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4684, loss_cls: 8.4231, loss: 8.4231 2025-08-14 16:59:21,955 - pyskl - INFO - Epoch [50][6600/7492] lr: 3.755e-02, eta: 4 days, 11:24:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4669, loss_cls: 8.4578, loss: 8.4578 2025-08-14 17:00:13,260 - pyskl - INFO - Epoch [50][6700/7492] lr: 3.755e-02, eta: 4 days, 11:23:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4637, loss_cls: 8.5067, loss: 8.5067 2025-08-14 17:01:04,716 - pyskl - INFO - Epoch [50][6800/7492] lr: 3.754e-02, eta: 4 days, 11:22:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4591, loss_cls: 8.4431, loss: 8.4431 2025-08-14 17:01:56,099 - pyskl - INFO - Epoch [50][6900/7492] lr: 3.754e-02, eta: 4 days, 11:21:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4841, loss_cls: 8.3553, loss: 8.3553 2025-08-14 17:02:47,705 - pyskl - INFO - Epoch [50][7000/7492] lr: 3.753e-02, eta: 4 days, 11:20:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4794, loss_cls: 8.4353, loss: 8.4353 2025-08-14 17:03:39,275 - pyskl - INFO - Epoch [50][7100/7492] lr: 3.752e-02, eta: 4 days, 11:19:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4703, loss_cls: 8.4352, loss: 8.4352 2025-08-14 17:04:30,798 - pyskl - INFO - Epoch [50][7200/7492] lr: 3.752e-02, eta: 4 days, 11:19:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4609, loss_cls: 8.4607, loss: 8.4607 2025-08-14 17:05:22,372 - pyskl - INFO - Epoch [50][7300/7492] lr: 3.751e-02, eta: 4 days, 11:18:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2222, top5_acc: 0.4653, loss_cls: 8.3971, loss: 8.3971 2025-08-14 17:06:13,893 - pyskl - INFO - Epoch [50][7400/7492] lr: 3.751e-02, eta: 4 days, 11:17:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4859, loss_cls: 8.4205, loss: 8.4205 2025-08-14 17:07:01,810 - pyskl - INFO - Saving checkpoint at 50 epochs 2025-08-14 17:34:01,909 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 17:34:02,704 - pyskl - INFO - top1_acc 0.1999 top5_acc 0.4206 2025-08-14 17:34:02,705 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 17:34:02,759 - pyskl - INFO - mean_acc 0.1995 2025-08-14 17:34:02,829 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_49.pth was removed 2025-08-14 17:34:04,046 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2025-08-14 17:34:04,047 - pyskl - INFO - Best top1_acc is 0.1999 at 50 epoch. 2025-08-14 17:34:04,072 - pyskl - INFO - Epoch(val) [50][617] top1_acc: 0.1999, top5_acc: 0.4206, mean_class_accuracy: 0.1995 2025-08-14 17:35:25,786 - pyskl - INFO - Epoch [51][100/7492] lr: 3.749e-02, eta: 4 days, 11:15:07, time: 0.817, data_time: 0.306, memory: 13026, top1_acc: 0.2578, top5_acc: 0.4903, loss_cls: 8.2985, loss: 8.2985 2025-08-14 17:36:16,850 - pyskl - INFO - Epoch [51][200/7492] lr: 3.749e-02, eta: 4 days, 11:14:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4688, loss_cls: 8.3131, loss: 8.3131 2025-08-14 17:37:07,982 - pyskl - INFO - Epoch [51][300/7492] lr: 3.748e-02, eta: 4 days, 11:13:22, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4700, loss_cls: 8.4517, loss: 8.4517 2025-08-14 17:37:58,999 - pyskl - INFO - Epoch [51][400/7492] lr: 3.748e-02, eta: 4 days, 11:12:29, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4828, loss_cls: 8.3052, loss: 8.3052 2025-08-14 17:38:49,876 - pyskl - INFO - Epoch [51][500/7492] lr: 3.747e-02, eta: 4 days, 11:11:37, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4794, loss_cls: 8.3726, loss: 8.3726 2025-08-14 17:39:40,821 - pyskl - INFO - Epoch [51][600/7492] lr: 3.746e-02, eta: 4 days, 11:10:44, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4719, loss_cls: 8.4050, loss: 8.4050 2025-08-14 17:40:32,192 - pyskl - INFO - Epoch [51][700/7492] lr: 3.746e-02, eta: 4 days, 11:09:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4772, loss_cls: 8.3576, loss: 8.3576 2025-08-14 17:41:23,121 - pyskl - INFO - Epoch [51][800/7492] lr: 3.745e-02, eta: 4 days, 11:08:59, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4878, loss_cls: 8.3407, loss: 8.3407 2025-08-14 17:42:14,143 - pyskl - INFO - Epoch [51][900/7492] lr: 3.745e-02, eta: 4 days, 11:08:07, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4694, loss_cls: 8.4280, loss: 8.4280 2025-08-14 17:43:05,066 - pyskl - INFO - Epoch [51][1000/7492] lr: 3.744e-02, eta: 4 days, 11:07:14, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4728, loss_cls: 8.4057, loss: 8.4057 2025-08-14 17:43:56,519 - pyskl - INFO - Epoch [51][1100/7492] lr: 3.743e-02, eta: 4 days, 11:06:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4838, loss_cls: 8.2879, loss: 8.2879 2025-08-14 17:44:47,498 - pyskl - INFO - Epoch [51][1200/7492] lr: 3.743e-02, eta: 4 days, 11:05:29, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4816, loss_cls: 8.4161, loss: 8.4161 2025-08-14 17:45:39,144 - pyskl - INFO - Epoch [51][1300/7492] lr: 3.742e-02, eta: 4 days, 11:04:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4825, loss_cls: 8.3642, loss: 8.3642 2025-08-14 17:46:30,519 - pyskl - INFO - Epoch [51][1400/7492] lr: 3.742e-02, eta: 4 days, 11:03:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4809, loss_cls: 8.3785, loss: 8.3785 2025-08-14 17:47:21,748 - pyskl - INFO - Epoch [51][1500/7492] lr: 3.741e-02, eta: 4 days, 11:02:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4659, loss_cls: 8.4362, loss: 8.4362 2025-08-14 17:48:13,261 - pyskl - INFO - Epoch [51][1600/7492] lr: 3.740e-02, eta: 4 days, 11:02:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4644, loss_cls: 8.3605, loss: 8.3605 2025-08-14 17:49:04,700 - pyskl - INFO - Epoch [51][1700/7492] lr: 3.740e-02, eta: 4 days, 11:01:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4859, loss_cls: 8.2609, loss: 8.2609 2025-08-14 17:49:56,038 - pyskl - INFO - Epoch [51][1800/7492] lr: 3.739e-02, eta: 4 days, 11:00:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4828, loss_cls: 8.3152, loss: 8.3152 2025-08-14 17:50:47,582 - pyskl - INFO - Epoch [51][1900/7492] lr: 3.738e-02, eta: 4 days, 10:59:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4631, loss_cls: 8.4241, loss: 8.4241 2025-08-14 17:51:39,074 - pyskl - INFO - Epoch [51][2000/7492] lr: 3.738e-02, eta: 4 days, 10:58:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4719, loss_cls: 8.4528, loss: 8.4528 2025-08-14 17:52:30,340 - pyskl - INFO - Epoch [51][2100/7492] lr: 3.737e-02, eta: 4 days, 10:57:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4884, loss_cls: 8.3651, loss: 8.3651 2025-08-14 17:53:21,659 - pyskl - INFO - Epoch [51][2200/7492] lr: 3.737e-02, eta: 4 days, 10:56:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4650, loss_cls: 8.4563, loss: 8.4563 2025-08-14 17:54:12,862 - pyskl - INFO - Epoch [51][2300/7492] lr: 3.736e-02, eta: 4 days, 10:55:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4722, loss_cls: 8.4431, loss: 8.4431 2025-08-14 17:55:04,459 - pyskl - INFO - Epoch [51][2400/7492] lr: 3.735e-02, eta: 4 days, 10:55:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2263, top5_acc: 0.4678, loss_cls: 8.4401, loss: 8.4401 2025-08-14 17:55:55,999 - pyskl - INFO - Epoch [51][2500/7492] lr: 3.735e-02, eta: 4 days, 10:54:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4828, loss_cls: 8.4262, loss: 8.4262 2025-08-14 17:56:47,244 - pyskl - INFO - Epoch [51][2600/7492] lr: 3.734e-02, eta: 4 days, 10:53:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4819, loss_cls: 8.3958, loss: 8.3958 2025-08-14 17:57:38,582 - pyskl - INFO - Epoch [51][2700/7492] lr: 3.734e-02, eta: 4 days, 10:52:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4738, loss_cls: 8.4575, loss: 8.4575 2025-08-14 17:58:29,772 - pyskl - INFO - Epoch [51][2800/7492] lr: 3.733e-02, eta: 4 days, 10:51:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4781, loss_cls: 8.3164, loss: 8.3164 2025-08-14 17:59:21,062 - pyskl - INFO - Epoch [51][2900/7492] lr: 3.732e-02, eta: 4 days, 10:50:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4819, loss_cls: 8.3927, loss: 8.3927 2025-08-14 18:00:12,803 - pyskl - INFO - Epoch [51][3000/7492] lr: 3.732e-02, eta: 4 days, 10:49:57, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4844, loss_cls: 8.3699, loss: 8.3699 2025-08-14 18:01:04,441 - pyskl - INFO - Epoch [51][3100/7492] lr: 3.731e-02, eta: 4 days, 10:49:06, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4741, loss_cls: 8.4025, loss: 8.4025 2025-08-14 18:01:55,904 - pyskl - INFO - Epoch [51][3200/7492] lr: 3.731e-02, eta: 4 days, 10:48:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4659, loss_cls: 8.4527, loss: 8.4527 2025-08-14 18:02:47,171 - pyskl - INFO - Epoch [51][3300/7492] lr: 3.730e-02, eta: 4 days, 10:47:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4738, loss_cls: 8.3743, loss: 8.3743 2025-08-14 18:03:38,215 - pyskl - INFO - Epoch [51][3400/7492] lr: 3.729e-02, eta: 4 days, 10:46:29, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4681, loss_cls: 8.4457, loss: 8.4457 2025-08-14 18:04:29,364 - pyskl - INFO - Epoch [51][3500/7492] lr: 3.729e-02, eta: 4 days, 10:45:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4769, loss_cls: 8.3516, loss: 8.3516 2025-08-14 18:05:20,464 - pyskl - INFO - Epoch [51][3600/7492] lr: 3.728e-02, eta: 4 days, 10:44:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4697, loss_cls: 8.3201, loss: 8.3201 2025-08-14 18:06:11,474 - pyskl - INFO - Epoch [51][3700/7492] lr: 3.728e-02, eta: 4 days, 10:43:52, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4850, loss_cls: 8.3447, loss: 8.3447 2025-08-14 18:07:02,583 - pyskl - INFO - Epoch [51][3800/7492] lr: 3.727e-02, eta: 4 days, 10:42:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4691, loss_cls: 8.4730, loss: 8.4730 2025-08-14 18:07:53,628 - pyskl - INFO - Epoch [51][3900/7492] lr: 3.726e-02, eta: 4 days, 10:42:07, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2328, top5_acc: 0.4688, loss_cls: 8.4443, loss: 8.4443 2025-08-14 18:08:44,654 - pyskl - INFO - Epoch [51][4000/7492] lr: 3.726e-02, eta: 4 days, 10:41:14, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2213, top5_acc: 0.4616, loss_cls: 8.4544, loss: 8.4544 2025-08-14 18:09:35,835 - pyskl - INFO - Epoch [51][4100/7492] lr: 3.725e-02, eta: 4 days, 10:40:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4778, loss_cls: 8.4197, loss: 8.4197 2025-08-14 18:10:26,926 - pyskl - INFO - Epoch [51][4200/7492] lr: 3.725e-02, eta: 4 days, 10:39:30, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4744, loss_cls: 8.3758, loss: 8.3758 2025-08-14 18:11:17,925 - pyskl - INFO - Epoch [51][4300/7492] lr: 3.724e-02, eta: 4 days, 10:38:37, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4859, loss_cls: 8.3660, loss: 8.3660 2025-08-14 18:12:08,901 - pyskl - INFO - Epoch [51][4400/7492] lr: 3.723e-02, eta: 4 days, 10:37:45, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4653, loss_cls: 8.4620, loss: 8.4620 2025-08-14 18:13:00,020 - pyskl - INFO - Epoch [51][4500/7492] lr: 3.723e-02, eta: 4 days, 10:36:52, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4875, loss_cls: 8.3288, loss: 8.3288 2025-08-14 18:13:51,415 - pyskl - INFO - Epoch [51][4600/7492] lr: 3.722e-02, eta: 4 days, 10:36:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4744, loss_cls: 8.3760, loss: 8.3760 2025-08-14 18:14:42,626 - pyskl - INFO - Epoch [51][4700/7492] lr: 3.721e-02, eta: 4 days, 10:35:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4744, loss_cls: 8.3882, loss: 8.3882 2025-08-14 18:15:33,845 - pyskl - INFO - Epoch [51][4800/7492] lr: 3.721e-02, eta: 4 days, 10:34:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4884, loss_cls: 8.2568, loss: 8.2568 2025-08-14 18:16:24,848 - pyskl - INFO - Epoch [51][4900/7492] lr: 3.720e-02, eta: 4 days, 10:33:23, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4722, loss_cls: 8.4895, loss: 8.4895 2025-08-14 18:17:15,884 - pyskl - INFO - Epoch [51][5000/7492] lr: 3.720e-02, eta: 4 days, 10:32:31, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4997, loss_cls: 8.2179, loss: 8.2179 2025-08-14 18:18:06,975 - pyskl - INFO - Epoch [51][5100/7492] lr: 3.719e-02, eta: 4 days, 10:31:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4725, loss_cls: 8.4446, loss: 8.4446 2025-08-14 18:18:58,544 - pyskl - INFO - Epoch [51][5200/7492] lr: 3.718e-02, eta: 4 days, 10:30:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4800, loss_cls: 8.3795, loss: 8.3795 2025-08-14 18:19:50,116 - pyskl - INFO - Epoch [51][5300/7492] lr: 3.718e-02, eta: 4 days, 10:29:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4659, loss_cls: 8.4335, loss: 8.4335 2025-08-14 18:20:41,570 - pyskl - INFO - Epoch [51][5400/7492] lr: 3.717e-02, eta: 4 days, 10:29:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4806, loss_cls: 8.4626, loss: 8.4626 2025-08-14 18:21:33,024 - pyskl - INFO - Epoch [51][5500/7492] lr: 3.717e-02, eta: 4 days, 10:28:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2228, top5_acc: 0.4672, loss_cls: 8.4310, loss: 8.4310 2025-08-14 18:22:24,614 - pyskl - INFO - Epoch [51][5600/7492] lr: 3.716e-02, eta: 4 days, 10:27:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4697, loss_cls: 8.4031, loss: 8.4031 2025-08-14 18:23:16,320 - pyskl - INFO - Epoch [51][5700/7492] lr: 3.715e-02, eta: 4 days, 10:26:29, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4794, loss_cls: 8.3368, loss: 8.3368 2025-08-14 18:24:07,889 - pyskl - INFO - Epoch [51][5800/7492] lr: 3.715e-02, eta: 4 days, 10:25:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4706, loss_cls: 8.3704, loss: 8.3704 2025-08-14 18:24:59,354 - pyskl - INFO - Epoch [51][5900/7492] lr: 3.714e-02, eta: 4 days, 10:24:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4734, loss_cls: 8.4438, loss: 8.4438 2025-08-14 18:25:51,010 - pyskl - INFO - Epoch [51][6000/7492] lr: 3.714e-02, eta: 4 days, 10:23:55, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4809, loss_cls: 8.2855, loss: 8.2855 2025-08-14 18:26:42,620 - pyskl - INFO - Epoch [51][6100/7492] lr: 3.713e-02, eta: 4 days, 10:23:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4813, loss_cls: 8.3772, loss: 8.3772 2025-08-14 18:27:34,223 - pyskl - INFO - Epoch [51][6200/7492] lr: 3.712e-02, eta: 4 days, 10:22:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4747, loss_cls: 8.4248, loss: 8.4248 2025-08-14 18:28:25,708 - pyskl - INFO - Epoch [51][6300/7492] lr: 3.712e-02, eta: 4 days, 10:21:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4738, loss_cls: 8.4856, loss: 8.4856 2025-08-14 18:29:17,186 - pyskl - INFO - Epoch [51][6400/7492] lr: 3.711e-02, eta: 4 days, 10:20:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4647, loss_cls: 8.5496, loss: 8.5496 2025-08-14 18:30:08,620 - pyskl - INFO - Epoch [51][6500/7492] lr: 3.710e-02, eta: 4 days, 10:19:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4766, loss_cls: 8.3989, loss: 8.3989 2025-08-14 18:31:00,293 - pyskl - INFO - Epoch [51][6600/7492] lr: 3.710e-02, eta: 4 days, 10:18:46, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4825, loss_cls: 8.3633, loss: 8.3633 2025-08-14 18:31:51,858 - pyskl - INFO - Epoch [51][6700/7492] lr: 3.709e-02, eta: 4 days, 10:17:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4875, loss_cls: 8.4074, loss: 8.4074 2025-08-14 18:32:43,557 - pyskl - INFO - Epoch [51][6800/7492] lr: 3.709e-02, eta: 4 days, 10:17:03, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4694, loss_cls: 8.4144, loss: 8.4144 2025-08-14 18:33:35,445 - pyskl - INFO - Epoch [51][6900/7492] lr: 3.708e-02, eta: 4 days, 10:16:12, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4809, loss_cls: 8.3088, loss: 8.3088 2025-08-14 18:34:26,997 - pyskl - INFO - Epoch [51][7000/7492] lr: 3.707e-02, eta: 4 days, 10:15:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2253, top5_acc: 0.4647, loss_cls: 8.4884, loss: 8.4884 2025-08-14 18:35:18,495 - pyskl - INFO - Epoch [51][7100/7492] lr: 3.707e-02, eta: 4 days, 10:14:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4819, loss_cls: 8.3334, loss: 8.3334 2025-08-14 18:36:09,834 - pyskl - INFO - Epoch [51][7200/7492] lr: 3.706e-02, eta: 4 days, 10:13:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4788, loss_cls: 8.3843, loss: 8.3843 2025-08-14 18:37:01,107 - pyskl - INFO - Epoch [51][7300/7492] lr: 3.706e-02, eta: 4 days, 10:12:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4841, loss_cls: 8.3132, loss: 8.3132 2025-08-14 18:37:52,578 - pyskl - INFO - Epoch [51][7400/7492] lr: 3.705e-02, eta: 4 days, 10:11:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4866, loss_cls: 8.3516, loss: 8.3516 2025-08-14 18:38:40,689 - pyskl - INFO - Saving checkpoint at 51 epochs 2025-08-14 18:39:37,938 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 18:39:38,675 - pyskl - INFO - top1_acc 0.1908 top5_acc 0.4164 2025-08-14 18:39:38,676 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 18:39:38,712 - pyskl - INFO - mean_acc 0.1905 2025-08-14 18:39:38,723 - pyskl - INFO - Epoch(val) [51][617] top1_acc: 0.1908, top5_acc: 0.4164, mean_class_accuracy: 0.1905 2025-08-14 18:40:59,998 - pyskl - INFO - Epoch [52][100/7492] lr: 3.704e-02, eta: 4 days, 10:09:40, time: 0.813, data_time: 0.300, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4941, loss_cls: 8.2806, loss: 8.2806 2025-08-14 18:41:51,286 - pyskl - INFO - Epoch [52][200/7492] lr: 3.703e-02, eta: 4 days, 10:08:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4847, loss_cls: 8.2654, loss: 8.2654 2025-08-14 18:42:42,825 - pyskl - INFO - Epoch [52][300/7492] lr: 3.703e-02, eta: 4 days, 10:07:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4741, loss_cls: 8.4321, loss: 8.4321 2025-08-14 18:43:34,150 - pyskl - INFO - Epoch [52][400/7492] lr: 3.702e-02, eta: 4 days, 10:07:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4800, loss_cls: 8.3932, loss: 8.3932 2025-08-14 18:44:25,449 - pyskl - INFO - Epoch [52][500/7492] lr: 3.701e-02, eta: 4 days, 10:06:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4681, loss_cls: 8.4012, loss: 8.4012 2025-08-14 18:45:16,671 - pyskl - INFO - Epoch [52][600/7492] lr: 3.701e-02, eta: 4 days, 10:05:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4722, loss_cls: 8.3863, loss: 8.3863 2025-08-14 18:46:07,916 - pyskl - INFO - Epoch [52][700/7492] lr: 3.700e-02, eta: 4 days, 10:04:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4791, loss_cls: 8.3249, loss: 8.3249 2025-08-14 18:46:59,202 - pyskl - INFO - Epoch [52][800/7492] lr: 3.699e-02, eta: 4 days, 10:03:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.5003, loss_cls: 8.2905, loss: 8.2905 2025-08-14 18:47:50,608 - pyskl - INFO - Epoch [52][900/7492] lr: 3.699e-02, eta: 4 days, 10:02:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4662, loss_cls: 8.3171, loss: 8.3171 2025-08-14 18:48:41,969 - pyskl - INFO - Epoch [52][1000/7492] lr: 3.698e-02, eta: 4 days, 10:01:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4669, loss_cls: 8.3808, loss: 8.3808 2025-08-14 18:49:33,474 - pyskl - INFO - Epoch [52][1100/7492] lr: 3.698e-02, eta: 4 days, 10:01:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4816, loss_cls: 8.3358, loss: 8.3358 2025-08-14 18:50:24,967 - pyskl - INFO - Epoch [52][1200/7492] lr: 3.697e-02, eta: 4 days, 10:00:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4819, loss_cls: 8.4021, loss: 8.4021 2025-08-14 18:51:16,396 - pyskl - INFO - Epoch [52][1300/7492] lr: 3.696e-02, eta: 4 days, 9:59:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4731, loss_cls: 8.5011, loss: 8.5011 2025-08-14 18:52:08,130 - pyskl - INFO - Epoch [52][1400/7492] lr: 3.696e-02, eta: 4 days, 9:58:27, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4816, loss_cls: 8.3079, loss: 8.3079 2025-08-14 18:52:59,653 - pyskl - INFO - Epoch [52][1500/7492] lr: 3.695e-02, eta: 4 days, 9:57:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4788, loss_cls: 8.3723, loss: 8.3723 2025-08-14 18:53:51,031 - pyskl - INFO - Epoch [52][1600/7492] lr: 3.695e-02, eta: 4 days, 9:56:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4719, loss_cls: 8.4502, loss: 8.4502 2025-08-14 18:54:42,433 - pyskl - INFO - Epoch [52][1700/7492] lr: 3.694e-02, eta: 4 days, 9:55:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4653, loss_cls: 8.3759, loss: 8.3759 2025-08-14 18:55:33,754 - pyskl - INFO - Epoch [52][1800/7492] lr: 3.693e-02, eta: 4 days, 9:55:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4775, loss_cls: 8.3968, loss: 8.3968 2025-08-14 18:56:25,143 - pyskl - INFO - Epoch [52][1900/7492] lr: 3.693e-02, eta: 4 days, 9:54:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4828, loss_cls: 8.4143, loss: 8.4143 2025-08-14 18:57:16,709 - pyskl - INFO - Epoch [52][2000/7492] lr: 3.692e-02, eta: 4 days, 9:53:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4731, loss_cls: 8.3444, loss: 8.3444 2025-08-14 18:58:07,982 - pyskl - INFO - Epoch [52][2100/7492] lr: 3.692e-02, eta: 4 days, 9:52:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4806, loss_cls: 8.3474, loss: 8.3474 2025-08-14 18:58:59,309 - pyskl - INFO - Epoch [52][2200/7492] lr: 3.691e-02, eta: 4 days, 9:51:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4709, loss_cls: 8.3669, loss: 8.3669 2025-08-14 18:59:50,591 - pyskl - INFO - Epoch [52][2300/7492] lr: 3.690e-02, eta: 4 days, 9:50:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4694, loss_cls: 8.4479, loss: 8.4479 2025-08-14 19:00:41,936 - pyskl - INFO - Epoch [52][2400/7492] lr: 3.690e-02, eta: 4 days, 9:49:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4875, loss_cls: 8.3948, loss: 8.3948 2025-08-14 19:01:33,694 - pyskl - INFO - Epoch [52][2500/7492] lr: 3.689e-02, eta: 4 days, 9:48:57, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4772, loss_cls: 8.4050, loss: 8.4050 2025-08-14 19:02:25,075 - pyskl - INFO - Epoch [52][2600/7492] lr: 3.688e-02, eta: 4 days, 9:48:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4644, loss_cls: 8.5143, loss: 8.5143 2025-08-14 19:03:16,433 - pyskl - INFO - Epoch [52][2700/7492] lr: 3.688e-02, eta: 4 days, 9:47:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4841, loss_cls: 8.3168, loss: 8.3168 2025-08-14 19:04:07,750 - pyskl - INFO - Epoch [52][2800/7492] lr: 3.687e-02, eta: 4 days, 9:46:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4863, loss_cls: 8.3750, loss: 8.3750 2025-08-14 19:04:59,234 - pyskl - INFO - Epoch [52][2900/7492] lr: 3.687e-02, eta: 4 days, 9:45:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4703, loss_cls: 8.3485, loss: 8.3485 2025-08-14 19:05:50,646 - pyskl - INFO - Epoch [52][3000/7492] lr: 3.686e-02, eta: 4 days, 9:44:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4813, loss_cls: 8.3515, loss: 8.3515 2025-08-14 19:06:42,027 - pyskl - INFO - Epoch [52][3100/7492] lr: 3.685e-02, eta: 4 days, 9:43:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4756, loss_cls: 8.4141, loss: 8.4141 2025-08-14 19:07:33,370 - pyskl - INFO - Epoch [52][3200/7492] lr: 3.685e-02, eta: 4 days, 9:42:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4794, loss_cls: 8.4268, loss: 8.4268 2025-08-14 19:08:24,606 - pyskl - INFO - Epoch [52][3300/7492] lr: 3.684e-02, eta: 4 days, 9:42:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4709, loss_cls: 8.4134, loss: 8.4134 2025-08-14 19:09:15,946 - pyskl - INFO - Epoch [52][3400/7492] lr: 3.684e-02, eta: 4 days, 9:41:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2266, top5_acc: 0.4656, loss_cls: 8.4745, loss: 8.4745 2025-08-14 19:10:07,216 - pyskl - INFO - Epoch [52][3500/7492] lr: 3.683e-02, eta: 4 days, 9:40:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4706, loss_cls: 8.4293, loss: 8.4293 2025-08-14 19:10:59,017 - pyskl - INFO - Epoch [52][3600/7492] lr: 3.682e-02, eta: 4 days, 9:39:27, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4603, loss_cls: 8.3992, loss: 8.3992 2025-08-14 19:11:50,339 - pyskl - INFO - Epoch [52][3700/7492] lr: 3.682e-02, eta: 4 days, 9:38:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4719, loss_cls: 8.4190, loss: 8.4190 2025-08-14 19:12:41,690 - pyskl - INFO - Epoch [52][3800/7492] lr: 3.681e-02, eta: 4 days, 9:37:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4753, loss_cls: 8.4059, loss: 8.4059 2025-08-14 19:13:33,071 - pyskl - INFO - Epoch [52][3900/7492] lr: 3.680e-02, eta: 4 days, 9:36:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.4838, loss_cls: 8.2835, loss: 8.2835 2025-08-14 19:14:24,438 - pyskl - INFO - Epoch [52][4000/7492] lr: 3.680e-02, eta: 4 days, 9:36:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4756, loss_cls: 8.4248, loss: 8.4248 2025-08-14 19:15:15,756 - pyskl - INFO - Epoch [52][4100/7492] lr: 3.679e-02, eta: 4 days, 9:35:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4828, loss_cls: 8.3975, loss: 8.3975 2025-08-14 19:16:07,155 - pyskl - INFO - Epoch [52][4200/7492] lr: 3.679e-02, eta: 4 days, 9:34:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4894, loss_cls: 8.3016, loss: 8.3016 2025-08-14 19:16:58,490 - pyskl - INFO - Epoch [52][4300/7492] lr: 3.678e-02, eta: 4 days, 9:33:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4634, loss_cls: 8.4470, loss: 8.4470 2025-08-14 19:17:49,863 - pyskl - INFO - Epoch [52][4400/7492] lr: 3.677e-02, eta: 4 days, 9:32:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2194, top5_acc: 0.4594, loss_cls: 8.5011, loss: 8.5011 2025-08-14 19:18:41,083 - pyskl - INFO - Epoch [52][4500/7492] lr: 3.677e-02, eta: 4 days, 9:31:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4825, loss_cls: 8.3716, loss: 8.3716 2025-08-14 19:19:32,543 - pyskl - INFO - Epoch [52][4600/7492] lr: 3.676e-02, eta: 4 days, 9:30:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4509, loss_cls: 8.5596, loss: 8.5596 2025-08-14 19:20:24,302 - pyskl - INFO - Epoch [52][4700/7492] lr: 3.676e-02, eta: 4 days, 9:29:58, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4803, loss_cls: 8.3681, loss: 8.3681 2025-08-14 19:21:15,678 - pyskl - INFO - Epoch [52][4800/7492] lr: 3.675e-02, eta: 4 days, 9:29:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2334, top5_acc: 0.4784, loss_cls: 8.3187, loss: 8.3187 2025-08-14 19:22:07,053 - pyskl - INFO - Epoch [52][4900/7492] lr: 3.674e-02, eta: 4 days, 9:28:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2206, top5_acc: 0.4631, loss_cls: 8.5128, loss: 8.5128 2025-08-14 19:22:58,539 - pyskl - INFO - Epoch [52][5000/7492] lr: 3.674e-02, eta: 4 days, 9:27:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4884, loss_cls: 8.3259, loss: 8.3259 2025-08-14 19:23:49,988 - pyskl - INFO - Epoch [52][5100/7492] lr: 3.673e-02, eta: 4 days, 9:26:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4888, loss_cls: 8.3519, loss: 8.3519 2025-08-14 19:24:41,512 - pyskl - INFO - Epoch [52][5200/7492] lr: 3.672e-02, eta: 4 days, 9:25:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4822, loss_cls: 8.3475, loss: 8.3475 2025-08-14 19:25:33,064 - pyskl - INFO - Epoch [52][5300/7492] lr: 3.672e-02, eta: 4 days, 9:24:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4828, loss_cls: 8.3007, loss: 8.3007 2025-08-14 19:26:24,461 - pyskl - INFO - Epoch [52][5400/7492] lr: 3.671e-02, eta: 4 days, 9:23:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4669, loss_cls: 8.3664, loss: 8.3664 2025-08-14 19:27:15,937 - pyskl - INFO - Epoch [52][5500/7492] lr: 3.671e-02, eta: 4 days, 9:23:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4597, loss_cls: 8.4784, loss: 8.4784 2025-08-14 19:28:07,407 - pyskl - INFO - Epoch [52][5600/7492] lr: 3.670e-02, eta: 4 days, 9:22:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4881, loss_cls: 8.2641, loss: 8.2641 2025-08-14 19:28:59,068 - pyskl - INFO - Epoch [52][5700/7492] lr: 3.669e-02, eta: 4 days, 9:21:21, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4719, loss_cls: 8.3924, loss: 8.3924 2025-08-14 19:29:51,029 - pyskl - INFO - Epoch [52][5800/7492] lr: 3.669e-02, eta: 4 days, 9:20:30, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4766, loss_cls: 8.3267, loss: 8.3267 2025-08-14 19:30:42,455 - pyskl - INFO - Epoch [52][5900/7492] lr: 3.668e-02, eta: 4 days, 9:19:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4794, loss_cls: 8.3158, loss: 8.3158 2025-08-14 19:31:34,014 - pyskl - INFO - Epoch [52][6000/7492] lr: 3.667e-02, eta: 4 days, 9:18:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4856, loss_cls: 8.4057, loss: 8.4057 2025-08-14 19:32:25,339 - pyskl - INFO - Epoch [52][6100/7492] lr: 3.667e-02, eta: 4 days, 9:17:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4619, loss_cls: 8.5276, loss: 8.5276 2025-08-14 19:33:16,556 - pyskl - INFO - Epoch [52][6200/7492] lr: 3.666e-02, eta: 4 days, 9:17:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4728, loss_cls: 8.4095, loss: 8.4095 2025-08-14 19:34:07,837 - pyskl - INFO - Epoch [52][6300/7492] lr: 3.666e-02, eta: 4 days, 9:16:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4878, loss_cls: 8.3366, loss: 8.3366 2025-08-14 19:34:59,138 - pyskl - INFO - Epoch [52][6400/7492] lr: 3.665e-02, eta: 4 days, 9:15:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4738, loss_cls: 8.3455, loss: 8.3455 2025-08-14 19:35:50,457 - pyskl - INFO - Epoch [52][6500/7492] lr: 3.664e-02, eta: 4 days, 9:14:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4847, loss_cls: 8.3782, loss: 8.3782 2025-08-14 19:36:41,657 - pyskl - INFO - Epoch [52][6600/7492] lr: 3.664e-02, eta: 4 days, 9:13:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2247, top5_acc: 0.4619, loss_cls: 8.4219, loss: 8.4219 2025-08-14 19:37:32,929 - pyskl - INFO - Epoch [52][6700/7492] lr: 3.663e-02, eta: 4 days, 9:12:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4831, loss_cls: 8.3619, loss: 8.3619 2025-08-14 19:38:24,276 - pyskl - INFO - Epoch [52][6800/7492] lr: 3.663e-02, eta: 4 days, 9:11:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4856, loss_cls: 8.3849, loss: 8.3849 2025-08-14 19:39:15,912 - pyskl - INFO - Epoch [52][6900/7492] lr: 3.662e-02, eta: 4 days, 9:11:00, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4681, loss_cls: 8.4470, loss: 8.4470 2025-08-14 19:40:07,274 - pyskl - INFO - Epoch [52][7000/7492] lr: 3.661e-02, eta: 4 days, 9:10:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4681, loss_cls: 8.4469, loss: 8.4469 2025-08-14 19:40:58,656 - pyskl - INFO - Epoch [52][7100/7492] lr: 3.661e-02, eta: 4 days, 9:09:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4791, loss_cls: 8.3443, loss: 8.3443 2025-08-14 19:41:50,165 - pyskl - INFO - Epoch [52][7200/7492] lr: 3.660e-02, eta: 4 days, 9:08:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4681, loss_cls: 8.3930, loss: 8.3930 2025-08-14 19:42:41,814 - pyskl - INFO - Epoch [52][7300/7492] lr: 3.659e-02, eta: 4 days, 9:07:33, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4672, loss_cls: 8.3159, loss: 8.3159 2025-08-14 19:43:33,202 - pyskl - INFO - Epoch [52][7400/7492] lr: 3.659e-02, eta: 4 days, 9:06:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4822, loss_cls: 8.3305, loss: 8.3305 2025-08-14 19:44:21,064 - pyskl - INFO - Saving checkpoint at 52 epochs 2025-08-14 19:45:15,496 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 19:45:16,241 - pyskl - INFO - top1_acc 0.1895 top5_acc 0.4064 2025-08-14 19:45:16,241 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 19:45:16,291 - pyskl - INFO - mean_acc 0.1893 2025-08-14 19:45:16,302 - pyskl - INFO - Epoch(val) [52][617] top1_acc: 0.1895, top5_acc: 0.4064, mean_class_accuracy: 0.1893 2025-08-14 19:46:37,268 - pyskl - INFO - Epoch [53][100/7492] lr: 3.658e-02, eta: 4 days, 9:04:29, time: 0.810, data_time: 0.298, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4788, loss_cls: 8.3259, loss: 8.3259 2025-08-14 19:47:28,426 - pyskl - INFO - Epoch [53][200/7492] lr: 3.657e-02, eta: 4 days, 9:03:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4781, loss_cls: 8.2877, loss: 8.2877 2025-08-14 19:48:19,998 - pyskl - INFO - Epoch [53][300/7492] lr: 3.656e-02, eta: 4 days, 9:02:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4831, loss_cls: 8.3188, loss: 8.3188 2025-08-14 19:49:11,335 - pyskl - INFO - Epoch [53][400/7492] lr: 3.656e-02, eta: 4 days, 9:01:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4734, loss_cls: 8.3969, loss: 8.3969 2025-08-14 19:50:02,825 - pyskl - INFO - Epoch [53][500/7492] lr: 3.655e-02, eta: 4 days, 9:01:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4866, loss_cls: 8.2832, loss: 8.2832 2025-08-14 19:50:54,126 - pyskl - INFO - Epoch [53][600/7492] lr: 3.655e-02, eta: 4 days, 9:00:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4763, loss_cls: 8.3671, loss: 8.3671 2025-08-14 19:51:45,481 - pyskl - INFO - Epoch [53][700/7492] lr: 3.654e-02, eta: 4 days, 8:59:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4713, loss_cls: 8.4335, loss: 8.4335 2025-08-14 19:52:36,859 - pyskl - INFO - Epoch [53][800/7492] lr: 3.653e-02, eta: 4 days, 8:58:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4653, loss_cls: 8.3794, loss: 8.3794 2025-08-14 19:53:28,175 - pyskl - INFO - Epoch [53][900/7492] lr: 3.653e-02, eta: 4 days, 8:57:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4775, loss_cls: 8.3988, loss: 8.3988 2025-08-14 19:54:19,557 - pyskl - INFO - Epoch [53][1000/7492] lr: 3.652e-02, eta: 4 days, 8:56:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4800, loss_cls: 8.3619, loss: 8.3619 2025-08-14 19:55:10,995 - pyskl - INFO - Epoch [53][1100/7492] lr: 3.651e-02, eta: 4 days, 8:55:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4647, loss_cls: 8.4094, loss: 8.4094 2025-08-14 19:56:02,367 - pyskl - INFO - Epoch [53][1200/7492] lr: 3.651e-02, eta: 4 days, 8:54:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4859, loss_cls: 8.4282, loss: 8.4282 2025-08-14 19:56:53,935 - pyskl - INFO - Epoch [53][1300/7492] lr: 3.650e-02, eta: 4 days, 8:54:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4772, loss_cls: 8.3633, loss: 8.3633 2025-08-14 19:57:45,664 - pyskl - INFO - Epoch [53][1400/7492] lr: 3.650e-02, eta: 4 days, 8:53:16, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4806, loss_cls: 8.4549, loss: 8.4549 2025-08-14 19:58:37,089 - pyskl - INFO - Epoch [53][1500/7492] lr: 3.649e-02, eta: 4 days, 8:52:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.5031, loss_cls: 8.2971, loss: 8.2971 2025-08-14 19:59:28,488 - pyskl - INFO - Epoch [53][1600/7492] lr: 3.648e-02, eta: 4 days, 8:51:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4734, loss_cls: 8.3618, loss: 8.3618 2025-08-14 20:00:20,046 - pyskl - INFO - Epoch [53][1700/7492] lr: 3.648e-02, eta: 4 days, 8:50:41, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4681, loss_cls: 8.4735, loss: 8.4735 2025-08-14 20:01:11,631 - pyskl - INFO - Epoch [53][1800/7492] lr: 3.647e-02, eta: 4 days, 8:49:50, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4838, loss_cls: 8.3023, loss: 8.3023 2025-08-14 20:02:03,010 - pyskl - INFO - Epoch [53][1900/7492] lr: 3.646e-02, eta: 4 days, 8:48:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4800, loss_cls: 8.3077, loss: 8.3077 2025-08-14 20:02:54,277 - pyskl - INFO - Epoch [53][2000/7492] lr: 3.646e-02, eta: 4 days, 8:48:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.5000, loss_cls: 8.1837, loss: 8.1837 2025-08-14 20:03:45,484 - pyskl - INFO - Epoch [53][2100/7492] lr: 3.645e-02, eta: 4 days, 8:47:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4813, loss_cls: 8.3047, loss: 8.3047 2025-08-14 20:04:36,784 - pyskl - INFO - Epoch [53][2200/7492] lr: 3.645e-02, eta: 4 days, 8:46:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4800, loss_cls: 8.3830, loss: 8.3830 2025-08-14 20:05:28,218 - pyskl - INFO - Epoch [53][2300/7492] lr: 3.644e-02, eta: 4 days, 8:45:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4803, loss_cls: 8.3902, loss: 8.3902 2025-08-14 20:06:19,717 - pyskl - INFO - Epoch [53][2400/7492] lr: 3.643e-02, eta: 4 days, 8:44:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4747, loss_cls: 8.3726, loss: 8.3726 2025-08-14 20:07:11,474 - pyskl - INFO - Epoch [53][2500/7492] lr: 3.643e-02, eta: 4 days, 8:43:47, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4850, loss_cls: 8.3960, loss: 8.3960 2025-08-14 20:08:02,841 - pyskl - INFO - Epoch [53][2600/7492] lr: 3.642e-02, eta: 4 days, 8:42:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2241, top5_acc: 0.4744, loss_cls: 8.3939, loss: 8.3939 2025-08-14 20:08:54,357 - pyskl - INFO - Epoch [53][2700/7492] lr: 3.641e-02, eta: 4 days, 8:42:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4822, loss_cls: 8.3104, loss: 8.3104 2025-08-14 20:09:45,874 - pyskl - INFO - Epoch [53][2800/7492] lr: 3.641e-02, eta: 4 days, 8:41:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4703, loss_cls: 8.3772, loss: 8.3772 2025-08-14 20:10:37,315 - pyskl - INFO - Epoch [53][2900/7492] lr: 3.640e-02, eta: 4 days, 8:40:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4928, loss_cls: 8.3040, loss: 8.3040 2025-08-14 20:11:28,813 - pyskl - INFO - Epoch [53][3000/7492] lr: 3.640e-02, eta: 4 days, 8:39:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4700, loss_cls: 8.3955, loss: 8.3955 2025-08-14 20:12:20,501 - pyskl - INFO - Epoch [53][3100/7492] lr: 3.639e-02, eta: 4 days, 8:38:38, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4897, loss_cls: 8.3879, loss: 8.3879 2025-08-14 20:13:12,076 - pyskl - INFO - Epoch [53][3200/7492] lr: 3.638e-02, eta: 4 days, 8:37:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4913, loss_cls: 8.3091, loss: 8.3091 2025-08-14 20:14:03,531 - pyskl - INFO - Epoch [53][3300/7492] lr: 3.638e-02, eta: 4 days, 8:36:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4719, loss_cls: 8.4183, loss: 8.4183 2025-08-14 20:14:54,855 - pyskl - INFO - Epoch [53][3400/7492] lr: 3.637e-02, eta: 4 days, 8:36:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4734, loss_cls: 8.3113, loss: 8.3113 2025-08-14 20:15:46,080 - pyskl - INFO - Epoch [53][3500/7492] lr: 3.637e-02, eta: 4 days, 8:35:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4662, loss_cls: 8.3787, loss: 8.3787 2025-08-14 20:16:37,680 - pyskl - INFO - Epoch [53][3600/7492] lr: 3.636e-02, eta: 4 days, 8:34:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4756, loss_cls: 8.4194, loss: 8.4194 2025-08-14 20:17:28,964 - pyskl - INFO - Epoch [53][3700/7492] lr: 3.635e-02, eta: 4 days, 8:33:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4809, loss_cls: 8.3803, loss: 8.3803 2025-08-14 20:18:20,281 - pyskl - INFO - Epoch [53][3800/7492] lr: 3.635e-02, eta: 4 days, 8:32:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4753, loss_cls: 8.3504, loss: 8.3504 2025-08-14 20:19:11,764 - pyskl - INFO - Epoch [53][3900/7492] lr: 3.634e-02, eta: 4 days, 8:31:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.4844, loss_cls: 8.3423, loss: 8.3423 2025-08-14 20:20:03,012 - pyskl - INFO - Epoch [53][4000/7492] lr: 3.633e-02, eta: 4 days, 8:30:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4759, loss_cls: 8.3007, loss: 8.3007 2025-08-14 20:20:54,346 - pyskl - INFO - Epoch [53][4100/7492] lr: 3.633e-02, eta: 4 days, 8:30:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.4953, loss_cls: 8.2684, loss: 8.2684 2025-08-14 20:21:45,799 - pyskl - INFO - Epoch [53][4200/7492] lr: 3.632e-02, eta: 4 days, 8:29:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4853, loss_cls: 8.3379, loss: 8.3379 2025-08-14 20:22:37,187 - pyskl - INFO - Epoch [53][4300/7492] lr: 3.632e-02, eta: 4 days, 8:28:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4869, loss_cls: 8.3710, loss: 8.3710 2025-08-14 20:23:28,311 - pyskl - INFO - Epoch [53][4400/7492] lr: 3.631e-02, eta: 4 days, 8:27:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4856, loss_cls: 8.3043, loss: 8.3043 2025-08-14 20:24:19,548 - pyskl - INFO - Epoch [53][4500/7492] lr: 3.630e-02, eta: 4 days, 8:26:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4766, loss_cls: 8.2775, loss: 8.2775 2025-08-14 20:25:10,860 - pyskl - INFO - Epoch [53][4600/7492] lr: 3.630e-02, eta: 4 days, 8:25:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4791, loss_cls: 8.3257, loss: 8.3257 2025-08-14 20:26:02,401 - pyskl - INFO - Epoch [53][4700/7492] lr: 3.629e-02, eta: 4 days, 8:24:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4744, loss_cls: 8.3337, loss: 8.3337 2025-08-14 20:26:53,790 - pyskl - INFO - Epoch [53][4800/7492] lr: 3.628e-02, eta: 4 days, 8:23:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4781, loss_cls: 8.3544, loss: 8.3544 2025-08-14 20:27:45,165 - pyskl - INFO - Epoch [53][4900/7492] lr: 3.628e-02, eta: 4 days, 8:23:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2472, top5_acc: 0.4888, loss_cls: 8.3309, loss: 8.3309 2025-08-14 20:28:36,630 - pyskl - INFO - Epoch [53][5000/7492] lr: 3.627e-02, eta: 4 days, 8:22:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4741, loss_cls: 8.4299, loss: 8.4299 2025-08-14 20:29:28,196 - pyskl - INFO - Epoch [53][5100/7492] lr: 3.627e-02, eta: 4 days, 8:21:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4772, loss_cls: 8.3633, loss: 8.3633 2025-08-14 20:30:19,550 - pyskl - INFO - Epoch [53][5200/7492] lr: 3.626e-02, eta: 4 days, 8:20:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2269, top5_acc: 0.4738, loss_cls: 8.4567, loss: 8.4567 2025-08-14 20:31:10,742 - pyskl - INFO - Epoch [53][5300/7492] lr: 3.625e-02, eta: 4 days, 8:19:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2125, top5_acc: 0.4462, loss_cls: 8.5245, loss: 8.5245 2025-08-14 20:32:02,015 - pyskl - INFO - Epoch [53][5400/7492] lr: 3.625e-02, eta: 4 days, 8:18:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4838, loss_cls: 8.3985, loss: 8.3985 2025-08-14 20:32:53,558 - pyskl - INFO - Epoch [53][5500/7492] lr: 3.624e-02, eta: 4 days, 8:17:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2197, top5_acc: 0.4550, loss_cls: 8.5371, loss: 8.5371 2025-08-14 20:33:45,196 - pyskl - INFO - Epoch [53][5600/7492] lr: 3.623e-02, eta: 4 days, 8:17:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4731, loss_cls: 8.4337, loss: 8.4337 2025-08-14 20:34:36,597 - pyskl - INFO - Epoch [53][5700/7492] lr: 3.623e-02, eta: 4 days, 8:16:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4753, loss_cls: 8.3196, loss: 8.3196 2025-08-14 20:35:28,463 - pyskl - INFO - Epoch [53][5800/7492] lr: 3.622e-02, eta: 4 days, 8:15:21, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4922, loss_cls: 8.2905, loss: 8.2905 2025-08-14 20:36:19,912 - pyskl - INFO - Epoch [53][5900/7492] lr: 3.622e-02, eta: 4 days, 8:14:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4741, loss_cls: 8.3894, loss: 8.3894 2025-08-14 20:37:11,678 - pyskl - INFO - Epoch [53][6000/7492] lr: 3.621e-02, eta: 4 days, 8:13:38, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4669, loss_cls: 8.3580, loss: 8.3580 2025-08-14 20:38:03,309 - pyskl - INFO - Epoch [53][6100/7492] lr: 3.620e-02, eta: 4 days, 8:12:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4891, loss_cls: 8.3697, loss: 8.3697 2025-08-14 20:38:54,722 - pyskl - INFO - Epoch [53][6200/7492] lr: 3.620e-02, eta: 4 days, 8:11:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4809, loss_cls: 8.3283, loss: 8.3283 2025-08-14 20:39:46,342 - pyskl - INFO - Epoch [53][6300/7492] lr: 3.619e-02, eta: 4 days, 8:11:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4684, loss_cls: 8.4755, loss: 8.4755 2025-08-14 20:40:37,800 - pyskl - INFO - Epoch [53][6400/7492] lr: 3.618e-02, eta: 4 days, 8:10:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4713, loss_cls: 8.3859, loss: 8.3859 2025-08-14 20:41:29,083 - pyskl - INFO - Epoch [53][6500/7492] lr: 3.618e-02, eta: 4 days, 8:09:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4662, loss_cls: 8.4339, loss: 8.4339 2025-08-14 20:42:20,477 - pyskl - INFO - Epoch [53][6600/7492] lr: 3.617e-02, eta: 4 days, 8:08:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4763, loss_cls: 8.3383, loss: 8.3383 2025-08-14 20:43:12,084 - pyskl - INFO - Epoch [53][6700/7492] lr: 3.617e-02, eta: 4 days, 8:07:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4781, loss_cls: 8.4190, loss: 8.4190 2025-08-14 20:44:03,557 - pyskl - INFO - Epoch [53][6800/7492] lr: 3.616e-02, eta: 4 days, 8:06:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4666, loss_cls: 8.3976, loss: 8.3976 2025-08-14 20:44:55,428 - pyskl - INFO - Epoch [53][6900/7492] lr: 3.615e-02, eta: 4 days, 8:05:54, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4803, loss_cls: 8.3500, loss: 8.3500 2025-08-14 20:45:46,805 - pyskl - INFO - Epoch [53][7000/7492] lr: 3.615e-02, eta: 4 days, 8:05:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4556, loss_cls: 8.4542, loss: 8.4542 2025-08-14 20:46:38,608 - pyskl - INFO - Epoch [53][7100/7492] lr: 3.614e-02, eta: 4 days, 8:04:12, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4891, loss_cls: 8.3624, loss: 8.3624 2025-08-14 20:47:30,355 - pyskl - INFO - Epoch [53][7200/7492] lr: 3.613e-02, eta: 4 days, 8:03:20, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4841, loss_cls: 8.4115, loss: 8.4115 2025-08-14 20:48:21,665 - pyskl - INFO - Epoch [53][7300/7492] lr: 3.613e-02, eta: 4 days, 8:02:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4763, loss_cls: 8.4830, loss: 8.4830 2025-08-14 20:49:13,074 - pyskl - INFO - Epoch [53][7400/7492] lr: 3.612e-02, eta: 4 days, 8:01:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4850, loss_cls: 8.3846, loss: 8.3846 2025-08-14 20:50:01,174 - pyskl - INFO - Saving checkpoint at 53 epochs 2025-08-14 20:50:57,992 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 20:50:58,729 - pyskl - INFO - top1_acc 0.2011 top5_acc 0.4204 2025-08-14 20:50:58,729 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 20:50:58,763 - pyskl - INFO - mean_acc 0.2009 2025-08-14 20:50:58,832 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_50.pth was removed 2025-08-14 20:50:59,922 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. 2025-08-14 20:50:59,923 - pyskl - INFO - Best top1_acc is 0.2011 at 53 epoch. 2025-08-14 20:50:59,934 - pyskl - INFO - Epoch(val) [53][617] top1_acc: 0.2011, top5_acc: 0.4204, mean_class_accuracy: 0.2009 2025-08-14 20:52:21,504 - pyskl - INFO - Epoch [54][100/7492] lr: 3.611e-02, eta: 4 days, 7:59:26, time: 0.816, data_time: 0.303, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4984, loss_cls: 8.2598, loss: 8.2598 2025-08-14 20:53:12,757 - pyskl - INFO - Epoch [54][200/7492] lr: 3.610e-02, eta: 4 days, 7:58:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4947, loss_cls: 8.2759, loss: 8.2759 2025-08-14 20:54:04,362 - pyskl - INFO - Epoch [54][300/7492] lr: 3.610e-02, eta: 4 days, 7:57:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4700, loss_cls: 8.3847, loss: 8.3847 2025-08-14 20:54:55,708 - pyskl - INFO - Epoch [54][400/7492] lr: 3.609e-02, eta: 4 days, 7:56:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4803, loss_cls: 8.3284, loss: 8.3284 2025-08-14 20:55:47,040 - pyskl - INFO - Epoch [54][500/7492] lr: 3.608e-02, eta: 4 days, 7:55:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4816, loss_cls: 8.3188, loss: 8.3188 2025-08-14 20:56:38,253 - pyskl - INFO - Epoch [54][600/7492] lr: 3.608e-02, eta: 4 days, 7:55:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4719, loss_cls: 8.3891, loss: 8.3891 2025-08-14 20:57:29,721 - pyskl - INFO - Epoch [54][700/7492] lr: 3.607e-02, eta: 4 days, 7:54:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4781, loss_cls: 8.4250, loss: 8.4250 2025-08-14 20:58:21,136 - pyskl - INFO - Epoch [54][800/7492] lr: 3.607e-02, eta: 4 days, 7:53:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4872, loss_cls: 8.3315, loss: 8.3315 2025-08-14 20:59:12,452 - pyskl - INFO - Epoch [54][900/7492] lr: 3.606e-02, eta: 4 days, 7:52:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4738, loss_cls: 8.3838, loss: 8.3838 2025-08-14 21:00:03,791 - pyskl - INFO - Epoch [54][1000/7492] lr: 3.605e-02, eta: 4 days, 7:51:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4988, loss_cls: 8.2986, loss: 8.2986 2025-08-14 21:00:55,139 - pyskl - INFO - Epoch [54][1100/7492] lr: 3.605e-02, eta: 4 days, 7:50:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4681, loss_cls: 8.3835, loss: 8.3835 2025-08-14 21:01:46,569 - pyskl - INFO - Epoch [54][1200/7492] lr: 3.604e-02, eta: 4 days, 7:49:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4863, loss_cls: 8.3657, loss: 8.3657 2025-08-14 21:02:38,101 - pyskl - INFO - Epoch [54][1300/7492] lr: 3.603e-02, eta: 4 days, 7:49:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4750, loss_cls: 8.3518, loss: 8.3518 2025-08-14 21:03:29,724 - pyskl - INFO - Epoch [54][1400/7492] lr: 3.603e-02, eta: 4 days, 7:48:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4819, loss_cls: 8.3780, loss: 8.3780 2025-08-14 21:04:21,338 - pyskl - INFO - Epoch [54][1500/7492] lr: 3.602e-02, eta: 4 days, 7:47:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2537, top5_acc: 0.4950, loss_cls: 8.3280, loss: 8.3280 2025-08-14 21:05:12,834 - pyskl - INFO - Epoch [54][1600/7492] lr: 3.602e-02, eta: 4 days, 7:46:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4866, loss_cls: 8.3240, loss: 8.3240 2025-08-14 21:06:04,358 - pyskl - INFO - Epoch [54][1700/7492] lr: 3.601e-02, eta: 4 days, 7:45:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4719, loss_cls: 8.3624, loss: 8.3624 2025-08-14 21:06:55,719 - pyskl - INFO - Epoch [54][1800/7492] lr: 3.600e-02, eta: 4 days, 7:44:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4716, loss_cls: 8.2927, loss: 8.2927 2025-08-14 21:07:47,050 - pyskl - INFO - Epoch [54][1900/7492] lr: 3.600e-02, eta: 4 days, 7:43:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4672, loss_cls: 8.5060, loss: 8.5060 2025-08-14 21:08:38,388 - pyskl - INFO - Epoch [54][2000/7492] lr: 3.599e-02, eta: 4 days, 7:43:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4897, loss_cls: 8.2915, loss: 8.2915 2025-08-14 21:09:29,822 - pyskl - INFO - Epoch [54][2100/7492] lr: 3.598e-02, eta: 4 days, 7:42:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4800, loss_cls: 8.3618, loss: 8.3618 2025-08-14 21:10:21,036 - pyskl - INFO - Epoch [54][2200/7492] lr: 3.598e-02, eta: 4 days, 7:41:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4819, loss_cls: 8.2990, loss: 8.2990 2025-08-14 21:11:12,388 - pyskl - INFO - Epoch [54][2300/7492] lr: 3.597e-02, eta: 4 days, 7:40:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4725, loss_cls: 8.3279, loss: 8.3279 2025-08-14 21:12:03,584 - pyskl - INFO - Epoch [54][2400/7492] lr: 3.597e-02, eta: 4 days, 7:39:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4784, loss_cls: 8.2685, loss: 8.2685 2025-08-14 21:12:55,117 - pyskl - INFO - Epoch [54][2500/7492] lr: 3.596e-02, eta: 4 days, 7:38:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4750, loss_cls: 8.3510, loss: 8.3510 2025-08-14 21:13:46,572 - pyskl - INFO - Epoch [54][2600/7492] lr: 3.595e-02, eta: 4 days, 7:37:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4828, loss_cls: 8.3257, loss: 8.3257 2025-08-14 21:14:37,945 - pyskl - INFO - Epoch [54][2700/7492] lr: 3.595e-02, eta: 4 days, 7:37:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4788, loss_cls: 8.3706, loss: 8.3706 2025-08-14 21:15:29,318 - pyskl - INFO - Epoch [54][2800/7492] lr: 3.594e-02, eta: 4 days, 7:36:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4738, loss_cls: 8.3101, loss: 8.3101 2025-08-14 21:16:20,630 - pyskl - INFO - Epoch [54][2900/7492] lr: 3.593e-02, eta: 4 days, 7:35:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4875, loss_cls: 8.3800, loss: 8.3800 2025-08-14 21:17:12,217 - pyskl - INFO - Epoch [54][3000/7492] lr: 3.593e-02, eta: 4 days, 7:34:26, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4725, loss_cls: 8.4585, loss: 8.4585 2025-08-14 21:18:03,692 - pyskl - INFO - Epoch [54][3100/7492] lr: 3.592e-02, eta: 4 days, 7:33:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4853, loss_cls: 8.3812, loss: 8.3812 2025-08-14 21:18:55,089 - pyskl - INFO - Epoch [54][3200/7492] lr: 3.592e-02, eta: 4 days, 7:32:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4878, loss_cls: 8.2847, loss: 8.2847 2025-08-14 21:19:46,507 - pyskl - INFO - Epoch [54][3300/7492] lr: 3.591e-02, eta: 4 days, 7:31:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4725, loss_cls: 8.3593, loss: 8.3593 2025-08-14 21:20:37,768 - pyskl - INFO - Epoch [54][3400/7492] lr: 3.590e-02, eta: 4 days, 7:30:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4781, loss_cls: 8.4276, loss: 8.4276 2025-08-14 21:21:28,978 - pyskl - INFO - Epoch [54][3500/7492] lr: 3.590e-02, eta: 4 days, 7:30:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4738, loss_cls: 8.3598, loss: 8.3598 2025-08-14 21:22:20,417 - pyskl - INFO - Epoch [54][3600/7492] lr: 3.589e-02, eta: 4 days, 7:29:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4875, loss_cls: 8.3725, loss: 8.3725 2025-08-14 21:23:11,789 - pyskl - INFO - Epoch [54][3700/7492] lr: 3.588e-02, eta: 4 days, 7:28:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4675, loss_cls: 8.4771, loss: 8.4771 2025-08-14 21:24:03,074 - pyskl - INFO - Epoch [54][3800/7492] lr: 3.588e-02, eta: 4 days, 7:27:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4700, loss_cls: 8.4032, loss: 8.4032 2025-08-14 21:24:54,214 - pyskl - INFO - Epoch [54][3900/7492] lr: 3.587e-02, eta: 4 days, 7:26:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4731, loss_cls: 8.3942, loss: 8.3942 2025-08-14 21:25:45,405 - pyskl - INFO - Epoch [54][4000/7492] lr: 3.586e-02, eta: 4 days, 7:25:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2188, top5_acc: 0.4544, loss_cls: 8.4440, loss: 8.4440 2025-08-14 21:26:36,678 - pyskl - INFO - Epoch [54][4100/7492] lr: 3.586e-02, eta: 4 days, 7:24:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4728, loss_cls: 8.4257, loss: 8.4257 2025-08-14 21:27:28,117 - pyskl - INFO - Epoch [54][4200/7492] lr: 3.585e-02, eta: 4 days, 7:24:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4809, loss_cls: 8.2918, loss: 8.2918 2025-08-14 21:28:19,411 - pyskl - INFO - Epoch [54][4300/7492] lr: 3.585e-02, eta: 4 days, 7:23:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4834, loss_cls: 8.3337, loss: 8.3337 2025-08-14 21:29:10,643 - pyskl - INFO - Epoch [54][4400/7492] lr: 3.584e-02, eta: 4 days, 7:22:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4844, loss_cls: 8.3527, loss: 8.3527 2025-08-14 21:30:02,042 - pyskl - INFO - Epoch [54][4500/7492] lr: 3.583e-02, eta: 4 days, 7:21:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4847, loss_cls: 8.3433, loss: 8.3433 2025-08-14 21:30:53,526 - pyskl - INFO - Epoch [54][4600/7492] lr: 3.583e-02, eta: 4 days, 7:20:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4878, loss_cls: 8.3067, loss: 8.3067 2025-08-14 21:31:45,216 - pyskl - INFO - Epoch [54][4700/7492] lr: 3.582e-02, eta: 4 days, 7:19:45, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4653, loss_cls: 8.3247, loss: 8.3247 2025-08-14 21:32:37,006 - pyskl - INFO - Epoch [54][4800/7492] lr: 3.581e-02, eta: 4 days, 7:18:54, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4784, loss_cls: 8.3438, loss: 8.3438 2025-08-14 21:33:28,473 - pyskl - INFO - Epoch [54][4900/7492] lr: 3.581e-02, eta: 4 days, 7:18:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4694, loss_cls: 8.4011, loss: 8.4011 2025-08-14 21:34:19,931 - pyskl - INFO - Epoch [54][5000/7492] lr: 3.580e-02, eta: 4 days, 7:17:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4809, loss_cls: 8.4044, loss: 8.4044 2025-08-14 21:35:11,336 - pyskl - INFO - Epoch [54][5100/7492] lr: 3.580e-02, eta: 4 days, 7:16:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2313, top5_acc: 0.4641, loss_cls: 8.4201, loss: 8.4201 2025-08-14 21:36:02,650 - pyskl - INFO - Epoch [54][5200/7492] lr: 3.579e-02, eta: 4 days, 7:15:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4878, loss_cls: 8.3477, loss: 8.3477 2025-08-14 21:36:53,992 - pyskl - INFO - Epoch [54][5300/7492] lr: 3.578e-02, eta: 4 days, 7:14:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4722, loss_cls: 8.3934, loss: 8.3934 2025-08-14 21:37:45,191 - pyskl - INFO - Epoch [54][5400/7492] lr: 3.578e-02, eta: 4 days, 7:13:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4694, loss_cls: 8.4296, loss: 8.4296 2025-08-14 21:38:36,385 - pyskl - INFO - Epoch [54][5500/7492] lr: 3.577e-02, eta: 4 days, 7:12:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4922, loss_cls: 8.3102, loss: 8.3102 2025-08-14 21:39:27,647 - pyskl - INFO - Epoch [54][5600/7492] lr: 3.576e-02, eta: 4 days, 7:11:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4763, loss_cls: 8.4347, loss: 8.4347 2025-08-14 21:40:18,886 - pyskl - INFO - Epoch [54][5700/7492] lr: 3.576e-02, eta: 4 days, 7:11:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4834, loss_cls: 8.3044, loss: 8.3044 2025-08-14 21:41:10,308 - pyskl - INFO - Epoch [54][5800/7492] lr: 3.575e-02, eta: 4 days, 7:10:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4844, loss_cls: 8.3576, loss: 8.3576 2025-08-14 21:42:01,963 - pyskl - INFO - Epoch [54][5900/7492] lr: 3.575e-02, eta: 4 days, 7:09:24, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4994, loss_cls: 8.2892, loss: 8.2892 2025-08-14 21:42:53,424 - pyskl - INFO - Epoch [54][6000/7492] lr: 3.574e-02, eta: 4 days, 7:08:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4881, loss_cls: 8.3603, loss: 8.3603 2025-08-14 21:43:45,207 - pyskl - INFO - Epoch [54][6100/7492] lr: 3.573e-02, eta: 4 days, 7:07:41, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4750, loss_cls: 8.4328, loss: 8.4328 2025-08-14 21:44:36,822 - pyskl - INFO - Epoch [54][6200/7492] lr: 3.573e-02, eta: 4 days, 7:06:50, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4941, loss_cls: 8.2489, loss: 8.2489 2025-08-14 21:45:28,357 - pyskl - INFO - Epoch [54][6300/7492] lr: 3.572e-02, eta: 4 days, 7:05:58, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4647, loss_cls: 8.3530, loss: 8.3530 2025-08-14 21:46:19,675 - pyskl - INFO - Epoch [54][6400/7492] lr: 3.571e-02, eta: 4 days, 7:05:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4909, loss_cls: 8.3034, loss: 8.3034 2025-08-14 21:47:11,110 - pyskl - INFO - Epoch [54][6500/7492] lr: 3.571e-02, eta: 4 days, 7:04:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4744, loss_cls: 8.3594, loss: 8.3594 2025-08-14 21:48:02,483 - pyskl - INFO - Epoch [54][6600/7492] lr: 3.570e-02, eta: 4 days, 7:03:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4959, loss_cls: 8.3563, loss: 8.3563 2025-08-14 21:48:53,908 - pyskl - INFO - Epoch [54][6700/7492] lr: 3.569e-02, eta: 4 days, 7:02:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4756, loss_cls: 8.3442, loss: 8.3442 2025-08-14 21:49:45,261 - pyskl - INFO - Epoch [54][6800/7492] lr: 3.569e-02, eta: 4 days, 7:01:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4853, loss_cls: 8.2734, loss: 8.2734 2025-08-14 21:50:36,640 - pyskl - INFO - Epoch [54][6900/7492] lr: 3.568e-02, eta: 4 days, 7:00:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4738, loss_cls: 8.3322, loss: 8.3322 2025-08-14 21:51:28,242 - pyskl - INFO - Epoch [54][7000/7492] lr: 3.568e-02, eta: 4 days, 6:59:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4825, loss_cls: 8.3594, loss: 8.3594 2025-08-14 21:52:19,736 - pyskl - INFO - Epoch [54][7100/7492] lr: 3.567e-02, eta: 4 days, 6:59:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.5000, loss_cls: 8.2688, loss: 8.2688 2025-08-14 21:53:11,375 - pyskl - INFO - Epoch [54][7200/7492] lr: 3.566e-02, eta: 4 days, 6:58:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2256, top5_acc: 0.4691, loss_cls: 8.4496, loss: 8.4496 2025-08-14 21:54:02,752 - pyskl - INFO - Epoch [54][7300/7492] lr: 3.566e-02, eta: 4 days, 6:57:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4813, loss_cls: 8.3194, loss: 8.3194 2025-08-14 21:54:54,082 - pyskl - INFO - Epoch [54][7400/7492] lr: 3.565e-02, eta: 4 days, 6:56:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4734, loss_cls: 8.3638, loss: 8.3638 2025-08-14 21:55:41,974 - pyskl - INFO - Saving checkpoint at 54 epochs 2025-08-14 21:56:39,366 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 21:56:40,107 - pyskl - INFO - top1_acc 0.1823 top5_acc 0.3995 2025-08-14 21:56:40,107 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 21:56:40,171 - pyskl - INFO - mean_acc 0.1823 2025-08-14 21:56:40,182 - pyskl - INFO - Epoch(val) [54][617] top1_acc: 0.1823, top5_acc: 0.3995, mean_class_accuracy: 0.1823 2025-08-14 21:58:02,401 - pyskl - INFO - Epoch [55][100/7492] lr: 3.564e-02, eta: 4 days, 6:54:21, time: 0.822, data_time: 0.308, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4772, loss_cls: 8.3984, loss: 8.3984 2025-08-14 21:58:53,681 - pyskl - INFO - Epoch [55][200/7492] lr: 3.563e-02, eta: 4 days, 6:53:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4944, loss_cls: 8.1371, loss: 8.1371 2025-08-14 21:59:45,173 - pyskl - INFO - Epoch [55][300/7492] lr: 3.563e-02, eta: 4 days, 6:52:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4831, loss_cls: 8.3765, loss: 8.3765 2025-08-14 22:00:36,673 - pyskl - INFO - Epoch [55][400/7492] lr: 3.562e-02, eta: 4 days, 6:51:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4734, loss_cls: 8.4262, loss: 8.4262 2025-08-14 22:01:27,989 - pyskl - INFO - Epoch [55][500/7492] lr: 3.561e-02, eta: 4 days, 6:50:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4769, loss_cls: 8.3342, loss: 8.3342 2025-08-14 22:02:19,447 - pyskl - INFO - Epoch [55][600/7492] lr: 3.561e-02, eta: 4 days, 6:50:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4859, loss_cls: 8.3311, loss: 8.3311 2025-08-14 22:03:10,902 - pyskl - INFO - Epoch [55][700/7492] lr: 3.560e-02, eta: 4 days, 6:49:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4788, loss_cls: 8.3461, loss: 8.3461 2025-08-14 22:04:02,273 - pyskl - INFO - Epoch [55][800/7492] lr: 3.559e-02, eta: 4 days, 6:48:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4722, loss_cls: 8.4252, loss: 8.4252 2025-08-14 22:04:53,634 - pyskl - INFO - Epoch [55][900/7492] lr: 3.559e-02, eta: 4 days, 6:47:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5103, loss_cls: 8.1815, loss: 8.1815 2025-08-14 22:05:44,959 - pyskl - INFO - Epoch [55][1000/7492] lr: 3.558e-02, eta: 4 days, 6:46:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4750, loss_cls: 8.3774, loss: 8.3774 2025-08-14 22:06:36,312 - pyskl - INFO - Epoch [55][1100/7492] lr: 3.557e-02, eta: 4 days, 6:45:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4813, loss_cls: 8.3483, loss: 8.3483 2025-08-14 22:07:27,654 - pyskl - INFO - Epoch [55][1200/7492] lr: 3.557e-02, eta: 4 days, 6:44:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4859, loss_cls: 8.3224, loss: 8.3224 2025-08-14 22:08:18,878 - pyskl - INFO - Epoch [55][1300/7492] lr: 3.556e-02, eta: 4 days, 6:44:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.4913, loss_cls: 8.2308, loss: 8.2308 2025-08-14 22:09:10,541 - pyskl - INFO - Epoch [55][1400/7492] lr: 3.556e-02, eta: 4 days, 6:43:09, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4816, loss_cls: 8.3844, loss: 8.3844 2025-08-14 22:10:02,208 - pyskl - INFO - Epoch [55][1500/7492] lr: 3.555e-02, eta: 4 days, 6:42:18, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4909, loss_cls: 8.2623, loss: 8.2623 2025-08-14 22:10:53,441 - pyskl - INFO - Epoch [55][1600/7492] lr: 3.554e-02, eta: 4 days, 6:41:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4806, loss_cls: 8.3459, loss: 8.3459 2025-08-14 22:11:45,013 - pyskl - INFO - Epoch [55][1700/7492] lr: 3.554e-02, eta: 4 days, 6:40:34, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4753, loss_cls: 8.4267, loss: 8.4267 2025-08-14 22:12:36,593 - pyskl - INFO - Epoch [55][1800/7492] lr: 3.553e-02, eta: 4 days, 6:39:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4750, loss_cls: 8.3145, loss: 8.3145 2025-08-14 22:13:27,897 - pyskl - INFO - Epoch [55][1900/7492] lr: 3.552e-02, eta: 4 days, 6:38:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4541, loss_cls: 8.5154, loss: 8.5154 2025-08-14 22:14:19,212 - pyskl - INFO - Epoch [55][2000/7492] lr: 3.552e-02, eta: 4 days, 6:37:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4928, loss_cls: 8.2874, loss: 8.2874 2025-08-14 22:15:10,502 - pyskl - INFO - Epoch [55][2100/7492] lr: 3.551e-02, eta: 4 days, 6:37:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4875, loss_cls: 8.2926, loss: 8.2926 2025-08-14 22:16:01,895 - pyskl - INFO - Epoch [55][2200/7492] lr: 3.551e-02, eta: 4 days, 6:36:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2319, top5_acc: 0.4841, loss_cls: 8.3691, loss: 8.3691 2025-08-14 22:16:53,220 - pyskl - INFO - Epoch [55][2300/7492] lr: 3.550e-02, eta: 4 days, 6:35:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4856, loss_cls: 8.2716, loss: 8.2716 2025-08-14 22:17:44,837 - pyskl - INFO - Epoch [55][2400/7492] lr: 3.549e-02, eta: 4 days, 6:34:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4878, loss_cls: 8.2869, loss: 8.2869 2025-08-14 22:18:36,285 - pyskl - INFO - Epoch [55][2500/7492] lr: 3.549e-02, eta: 4 days, 6:33:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4809, loss_cls: 8.3956, loss: 8.3956 2025-08-14 22:19:27,765 - pyskl - INFO - Epoch [55][2600/7492] lr: 3.548e-02, eta: 4 days, 6:32:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4822, loss_cls: 8.3586, loss: 8.3586 2025-08-14 22:20:19,075 - pyskl - INFO - Epoch [55][2700/7492] lr: 3.547e-02, eta: 4 days, 6:31:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4909, loss_cls: 8.2397, loss: 8.2397 2025-08-14 22:21:10,447 - pyskl - INFO - Epoch [55][2800/7492] lr: 3.547e-02, eta: 4 days, 6:31:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.4991, loss_cls: 8.2535, loss: 8.2535 2025-08-14 22:22:01,926 - pyskl - INFO - Epoch [55][2900/7492] lr: 3.546e-02, eta: 4 days, 6:30:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4888, loss_cls: 8.2552, loss: 8.2552 2025-08-14 22:22:53,166 - pyskl - INFO - Epoch [55][3000/7492] lr: 3.545e-02, eta: 4 days, 6:29:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4866, loss_cls: 8.3495, loss: 8.3495 2025-08-14 22:23:44,488 - pyskl - INFO - Epoch [55][3100/7492] lr: 3.545e-02, eta: 4 days, 6:28:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4709, loss_cls: 8.3715, loss: 8.3715 2025-08-14 22:24:35,711 - pyskl - INFO - Epoch [55][3200/7492] lr: 3.544e-02, eta: 4 days, 6:27:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4775, loss_cls: 8.3272, loss: 8.3272 2025-08-14 22:25:26,967 - pyskl - INFO - Epoch [55][3300/7492] lr: 3.544e-02, eta: 4 days, 6:26:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4806, loss_cls: 8.4420, loss: 8.4420 2025-08-14 22:26:18,164 - pyskl - INFO - Epoch [55][3400/7492] lr: 3.543e-02, eta: 4 days, 6:25:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4666, loss_cls: 8.4795, loss: 8.4795 2025-08-14 22:27:09,663 - pyskl - INFO - Epoch [55][3500/7492] lr: 3.542e-02, eta: 4 days, 6:25:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4831, loss_cls: 8.2730, loss: 8.2730 2025-08-14 22:28:01,187 - pyskl - INFO - Epoch [55][3600/7492] lr: 3.542e-02, eta: 4 days, 6:24:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4894, loss_cls: 8.2666, loss: 8.2666 2025-08-14 22:28:52,540 - pyskl - INFO - Epoch [55][3700/7492] lr: 3.541e-02, eta: 4 days, 6:23:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4853, loss_cls: 8.3672, loss: 8.3672 2025-08-14 22:29:43,808 - pyskl - INFO - Epoch [55][3800/7492] lr: 3.540e-02, eta: 4 days, 6:22:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4747, loss_cls: 8.3557, loss: 8.3557 2025-08-14 22:30:35,114 - pyskl - INFO - Epoch [55][3900/7492] lr: 3.540e-02, eta: 4 days, 6:21:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4766, loss_cls: 8.3891, loss: 8.3891 2025-08-14 22:31:26,473 - pyskl - INFO - Epoch [55][4000/7492] lr: 3.539e-02, eta: 4 days, 6:20:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4759, loss_cls: 8.4307, loss: 8.4307 2025-08-14 22:32:17,913 - pyskl - INFO - Epoch [55][4100/7492] lr: 3.538e-02, eta: 4 days, 6:19:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4881, loss_cls: 8.2352, loss: 8.2352 2025-08-14 22:33:09,375 - pyskl - INFO - Epoch [55][4200/7492] lr: 3.538e-02, eta: 4 days, 6:19:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4791, loss_cls: 8.3593, loss: 8.3593 2025-08-14 22:34:00,697 - pyskl - INFO - Epoch [55][4300/7492] lr: 3.537e-02, eta: 4 days, 6:18:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4747, loss_cls: 8.3154, loss: 8.3154 2025-08-14 22:34:51,934 - pyskl - INFO - Epoch [55][4400/7492] lr: 3.537e-02, eta: 4 days, 6:17:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4847, loss_cls: 8.3671, loss: 8.3671 2025-08-14 22:35:43,171 - pyskl - INFO - Epoch [55][4500/7492] lr: 3.536e-02, eta: 4 days, 6:16:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4694, loss_cls: 8.4830, loss: 8.4830 2025-08-14 22:36:34,341 - pyskl - INFO - Epoch [55][4600/7492] lr: 3.535e-02, eta: 4 days, 6:15:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4803, loss_cls: 8.3158, loss: 8.3158 2025-08-14 22:37:25,747 - pyskl - INFO - Epoch [55][4700/7492] lr: 3.535e-02, eta: 4 days, 6:14:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4819, loss_cls: 8.3430, loss: 8.3430 2025-08-14 22:38:17,208 - pyskl - INFO - Epoch [55][4800/7492] lr: 3.534e-02, eta: 4 days, 6:13:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4797, loss_cls: 8.3776, loss: 8.3776 2025-08-14 22:39:08,614 - pyskl - INFO - Epoch [55][4900/7492] lr: 3.533e-02, eta: 4 days, 6:12:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4809, loss_cls: 8.3518, loss: 8.3518 2025-08-14 22:40:00,430 - pyskl - INFO - Epoch [55][5000/7492] lr: 3.533e-02, eta: 4 days, 6:12:06, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2272, top5_acc: 0.4637, loss_cls: 8.4174, loss: 8.4174 2025-08-14 22:40:51,790 - pyskl - INFO - Epoch [55][5100/7492] lr: 3.532e-02, eta: 4 days, 6:11:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4813, loss_cls: 8.3707, loss: 8.3707 2025-08-14 22:41:43,438 - pyskl - INFO - Epoch [55][5200/7492] lr: 3.531e-02, eta: 4 days, 6:10:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4856, loss_cls: 8.3268, loss: 8.3268 2025-08-14 22:42:35,024 - pyskl - INFO - Epoch [55][5300/7492] lr: 3.531e-02, eta: 4 days, 6:09:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4731, loss_cls: 8.3307, loss: 8.3307 2025-08-14 22:43:26,420 - pyskl - INFO - Epoch [55][5400/7492] lr: 3.530e-02, eta: 4 days, 6:08:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4713, loss_cls: 8.3498, loss: 8.3498 2025-08-14 22:44:17,913 - pyskl - INFO - Epoch [55][5500/7492] lr: 3.530e-02, eta: 4 days, 6:07:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4819, loss_cls: 8.3791, loss: 8.3791 2025-08-14 22:45:09,362 - pyskl - INFO - Epoch [55][5600/7492] lr: 3.529e-02, eta: 4 days, 6:06:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4903, loss_cls: 8.2443, loss: 8.2443 2025-08-14 22:46:00,722 - pyskl - INFO - Epoch [55][5700/7492] lr: 3.528e-02, eta: 4 days, 6:06:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4800, loss_cls: 8.3422, loss: 8.3422 2025-08-14 22:46:52,134 - pyskl - INFO - Epoch [55][5800/7492] lr: 3.528e-02, eta: 4 days, 6:05:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4963, loss_cls: 8.2876, loss: 8.2876 2025-08-14 22:47:43,917 - pyskl - INFO - Epoch [55][5900/7492] lr: 3.527e-02, eta: 4 days, 6:04:22, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2275, top5_acc: 0.4625, loss_cls: 8.4828, loss: 8.4828 2025-08-14 22:48:35,337 - pyskl - INFO - Epoch [55][6000/7492] lr: 3.526e-02, eta: 4 days, 6:03:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4834, loss_cls: 8.3019, loss: 8.3019 2025-08-14 22:49:26,775 - pyskl - INFO - Epoch [55][6100/7492] lr: 3.526e-02, eta: 4 days, 6:02:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4775, loss_cls: 8.3077, loss: 8.3077 2025-08-14 22:50:18,080 - pyskl - INFO - Epoch [55][6200/7492] lr: 3.525e-02, eta: 4 days, 6:01:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4891, loss_cls: 8.3026, loss: 8.3026 2025-08-14 22:51:09,324 - pyskl - INFO - Epoch [55][6300/7492] lr: 3.524e-02, eta: 4 days, 6:00:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4700, loss_cls: 8.4029, loss: 8.4029 2025-08-14 22:52:00,530 - pyskl - INFO - Epoch [55][6400/7492] lr: 3.524e-02, eta: 4 days, 6:00:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4841, loss_cls: 8.3070, loss: 8.3070 2025-08-14 22:52:51,775 - pyskl - INFO - Epoch [55][6500/7492] lr: 3.523e-02, eta: 4 days, 5:59:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4756, loss_cls: 8.4148, loss: 8.4148 2025-08-14 22:53:43,012 - pyskl - INFO - Epoch [55][6600/7492] lr: 3.523e-02, eta: 4 days, 5:58:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4828, loss_cls: 8.3051, loss: 8.3051 2025-08-14 22:54:34,408 - pyskl - INFO - Epoch [55][6700/7492] lr: 3.522e-02, eta: 4 days, 5:57:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4847, loss_cls: 8.3209, loss: 8.3209 2025-08-14 22:55:25,608 - pyskl - INFO - Epoch [55][6800/7492] lr: 3.521e-02, eta: 4 days, 5:56:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4578, loss_cls: 8.4621, loss: 8.4621 2025-08-14 22:56:17,031 - pyskl - INFO - Epoch [55][6900/7492] lr: 3.521e-02, eta: 4 days, 5:55:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4881, loss_cls: 8.2671, loss: 8.2671 2025-08-14 22:57:08,469 - pyskl - INFO - Epoch [55][7000/7492] lr: 3.520e-02, eta: 4 days, 5:54:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4734, loss_cls: 8.3691, loss: 8.3691 2025-08-14 22:57:59,594 - pyskl - INFO - Epoch [55][7100/7492] lr: 3.519e-02, eta: 4 days, 5:54:00, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.4994, loss_cls: 8.2715, loss: 8.2715 2025-08-14 22:58:50,999 - pyskl - INFO - Epoch [55][7200/7492] lr: 3.519e-02, eta: 4 days, 5:53:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4750, loss_cls: 8.2819, loss: 8.2819 2025-08-14 22:59:42,282 - pyskl - INFO - Epoch [55][7300/7492] lr: 3.518e-02, eta: 4 days, 5:52:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4966, loss_cls: 8.2773, loss: 8.2773 2025-08-14 23:00:33,588 - pyskl - INFO - Epoch [55][7400/7492] lr: 3.517e-02, eta: 4 days, 5:51:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4844, loss_cls: 8.3407, loss: 8.3407 2025-08-14 23:01:21,662 - pyskl - INFO - Saving checkpoint at 55 epochs 2025-08-14 23:02:16,224 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-14 23:02:16,956 - pyskl - INFO - top1_acc 0.1992 top5_acc 0.4281 2025-08-14 23:02:16,956 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-14 23:02:16,990 - pyskl - INFO - mean_acc 0.1991 2025-08-14 23:02:17,001 - pyskl - INFO - Epoch(val) [55][617] top1_acc: 0.1992, top5_acc: 0.4281, mean_class_accuracy: 0.1991 2025-08-14 23:03:39,241 - pyskl - INFO - Epoch [56][100/7492] lr: 3.516e-02, eta: 4 days, 5:49:17, time: 0.822, data_time: 0.307, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4934, loss_cls: 8.1855, loss: 8.1855 2025-08-14 23:04:30,622 - pyskl - INFO - Epoch [56][200/7492] lr: 3.516e-02, eta: 4 days, 5:48:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4941, loss_cls: 8.2240, loss: 8.2240 2025-08-14 23:05:22,066 - pyskl - INFO - Epoch [56][300/7492] lr: 3.515e-02, eta: 4 days, 5:47:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4928, loss_cls: 8.2560, loss: 8.2560 2025-08-14 23:06:13,573 - pyskl - INFO - Epoch [56][400/7492] lr: 3.514e-02, eta: 4 days, 5:46:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4963, loss_cls: 8.3528, loss: 8.3528 2025-08-14 23:07:05,009 - pyskl - INFO - Epoch [56][500/7492] lr: 3.514e-02, eta: 4 days, 5:45:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4913, loss_cls: 8.2749, loss: 8.2749 2025-08-14 23:07:56,568 - pyskl - INFO - Epoch [56][600/7492] lr: 3.513e-02, eta: 4 days, 5:44:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4809, loss_cls: 8.3919, loss: 8.3919 2025-08-14 23:08:48,043 - pyskl - INFO - Epoch [56][700/7492] lr: 3.512e-02, eta: 4 days, 5:44:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4822, loss_cls: 8.2825, loss: 8.2825 2025-08-14 23:09:39,595 - pyskl - INFO - Epoch [56][800/7492] lr: 3.512e-02, eta: 4 days, 5:43:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4791, loss_cls: 8.3143, loss: 8.3143 2025-08-14 23:10:31,010 - pyskl - INFO - Epoch [56][900/7492] lr: 3.511e-02, eta: 4 days, 5:42:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4819, loss_cls: 8.3741, loss: 8.3741 2025-08-14 23:11:22,422 - pyskl - INFO - Epoch [56][1000/7492] lr: 3.510e-02, eta: 4 days, 5:41:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4866, loss_cls: 8.3397, loss: 8.3397 2025-08-14 23:12:13,729 - pyskl - INFO - Epoch [56][1100/7492] lr: 3.510e-02, eta: 4 days, 5:40:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4797, loss_cls: 8.2148, loss: 8.2148 2025-08-14 23:13:04,885 - pyskl - INFO - Epoch [56][1200/7492] lr: 3.509e-02, eta: 4 days, 5:39:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4697, loss_cls: 8.3600, loss: 8.3600 2025-08-14 23:13:56,210 - pyskl - INFO - Epoch [56][1300/7492] lr: 3.509e-02, eta: 4 days, 5:38:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4838, loss_cls: 8.2816, loss: 8.2816 2025-08-14 23:14:47,850 - pyskl - INFO - Epoch [56][1400/7492] lr: 3.508e-02, eta: 4 days, 5:38:05, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4844, loss_cls: 8.2761, loss: 8.2761 2025-08-14 23:15:39,390 - pyskl - INFO - Epoch [56][1500/7492] lr: 3.507e-02, eta: 4 days, 5:37:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2294, top5_acc: 0.4734, loss_cls: 8.3995, loss: 8.3995 2025-08-14 23:16:30,766 - pyskl - INFO - Epoch [56][1600/7492] lr: 3.507e-02, eta: 4 days, 5:36:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4681, loss_cls: 8.4981, loss: 8.4981 2025-08-14 23:17:22,090 - pyskl - INFO - Epoch [56][1700/7492] lr: 3.506e-02, eta: 4 days, 5:35:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4806, loss_cls: 8.3508, loss: 8.3508 2025-08-14 23:18:13,472 - pyskl - INFO - Epoch [56][1800/7492] lr: 3.505e-02, eta: 4 days, 5:34:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4797, loss_cls: 8.3160, loss: 8.3160 2025-08-14 23:19:04,549 - pyskl - INFO - Epoch [56][1900/7492] lr: 3.505e-02, eta: 4 days, 5:33:46, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4706, loss_cls: 8.3571, loss: 8.3571 2025-08-14 23:19:55,694 - pyskl - INFO - Epoch [56][2000/7492] lr: 3.504e-02, eta: 4 days, 5:32:54, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2309, top5_acc: 0.4806, loss_cls: 8.4188, loss: 8.4188 2025-08-14 23:20:47,199 - pyskl - INFO - Epoch [56][2100/7492] lr: 3.503e-02, eta: 4 days, 5:32:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4734, loss_cls: 8.4096, loss: 8.4096 2025-08-14 23:21:38,451 - pyskl - INFO - Epoch [56][2200/7492] lr: 3.503e-02, eta: 4 days, 5:31:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4916, loss_cls: 8.2461, loss: 8.2461 2025-08-14 23:22:29,620 - pyskl - INFO - Epoch [56][2300/7492] lr: 3.502e-02, eta: 4 days, 5:30:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4850, loss_cls: 8.3352, loss: 8.3352 2025-08-14 23:23:21,028 - pyskl - INFO - Epoch [56][2400/7492] lr: 3.502e-02, eta: 4 days, 5:29:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.4875, loss_cls: 8.1868, loss: 8.1868 2025-08-14 23:24:12,632 - pyskl - INFO - Epoch [56][2500/7492] lr: 3.501e-02, eta: 4 days, 5:28:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4969, loss_cls: 8.2672, loss: 8.2672 2025-08-14 23:25:03,991 - pyskl - INFO - Epoch [56][2600/7492] lr: 3.500e-02, eta: 4 days, 5:27:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.4984, loss_cls: 8.2695, loss: 8.2695 2025-08-14 23:25:55,415 - pyskl - INFO - Epoch [56][2700/7492] lr: 3.500e-02, eta: 4 days, 5:26:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2344, top5_acc: 0.4756, loss_cls: 8.4061, loss: 8.4061 2025-08-14 23:26:46,908 - pyskl - INFO - Epoch [56][2800/7492] lr: 3.499e-02, eta: 4 days, 5:26:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.4994, loss_cls: 8.2736, loss: 8.2736 2025-08-14 23:27:38,462 - pyskl - INFO - Epoch [56][2900/7492] lr: 3.498e-02, eta: 4 days, 5:25:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4766, loss_cls: 8.3391, loss: 8.3391 2025-08-14 23:28:29,678 - pyskl - INFO - Epoch [56][3000/7492] lr: 3.498e-02, eta: 4 days, 5:24:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.4953, loss_cls: 8.3170, loss: 8.3170 2025-08-14 23:29:20,888 - pyskl - INFO - Epoch [56][3100/7492] lr: 3.497e-02, eta: 4 days, 5:23:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4903, loss_cls: 8.3048, loss: 8.3048 2025-08-14 23:30:12,143 - pyskl - INFO - Epoch [56][3200/7492] lr: 3.496e-02, eta: 4 days, 5:22:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4875, loss_cls: 8.2911, loss: 8.2911 2025-08-14 23:31:03,491 - pyskl - INFO - Epoch [56][3300/7492] lr: 3.496e-02, eta: 4 days, 5:21:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2303, top5_acc: 0.4628, loss_cls: 8.4698, loss: 8.4698 2025-08-14 23:31:54,778 - pyskl - INFO - Epoch [56][3400/7492] lr: 3.495e-02, eta: 4 days, 5:20:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4794, loss_cls: 8.3692, loss: 8.3692 2025-08-14 23:32:45,989 - pyskl - INFO - Epoch [56][3500/7492] lr: 3.494e-02, eta: 4 days, 5:19:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4819, loss_cls: 8.3247, loss: 8.3247 2025-08-14 23:33:37,347 - pyskl - INFO - Epoch [56][3600/7492] lr: 3.494e-02, eta: 4 days, 5:19:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4744, loss_cls: 8.2593, loss: 8.2593 2025-08-14 23:34:28,966 - pyskl - INFO - Epoch [56][3700/7492] lr: 3.493e-02, eta: 4 days, 5:18:14, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4813, loss_cls: 8.3285, loss: 8.3285 2025-08-14 23:35:20,297 - pyskl - INFO - Epoch [56][3800/7492] lr: 3.493e-02, eta: 4 days, 5:17:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4747, loss_cls: 8.3785, loss: 8.3785 2025-08-14 23:36:11,501 - pyskl - INFO - Epoch [56][3900/7492] lr: 3.492e-02, eta: 4 days, 5:16:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4897, loss_cls: 8.3038, loss: 8.3038 2025-08-14 23:37:02,837 - pyskl - INFO - Epoch [56][4000/7492] lr: 3.491e-02, eta: 4 days, 5:15:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4947, loss_cls: 8.2674, loss: 8.2674 2025-08-14 23:37:53,981 - pyskl - INFO - Epoch [56][4100/7492] lr: 3.491e-02, eta: 4 days, 5:14:47, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4772, loss_cls: 8.3432, loss: 8.3432 2025-08-14 23:38:45,458 - pyskl - INFO - Epoch [56][4200/7492] lr: 3.490e-02, eta: 4 days, 5:13:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4863, loss_cls: 8.3455, loss: 8.3455 2025-08-14 23:39:36,735 - pyskl - INFO - Epoch [56][4300/7492] lr: 3.489e-02, eta: 4 days, 5:13:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.5000, loss_cls: 8.2601, loss: 8.2601 2025-08-14 23:40:28,400 - pyskl - INFO - Epoch [56][4400/7492] lr: 3.489e-02, eta: 4 days, 5:12:12, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4891, loss_cls: 8.2483, loss: 8.2483 2025-08-14 23:41:19,781 - pyskl - INFO - Epoch [56][4500/7492] lr: 3.488e-02, eta: 4 days, 5:11:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4694, loss_cls: 8.4050, loss: 8.4050 2025-08-14 23:42:11,433 - pyskl - INFO - Epoch [56][4600/7492] lr: 3.487e-02, eta: 4 days, 5:10:29, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4850, loss_cls: 8.3205, loss: 8.3205 2025-08-14 23:43:02,966 - pyskl - INFO - Epoch [56][4700/7492] lr: 3.487e-02, eta: 4 days, 5:09:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4697, loss_cls: 8.2793, loss: 8.2793 2025-08-14 23:43:54,361 - pyskl - INFO - Epoch [56][4800/7492] lr: 3.486e-02, eta: 4 days, 5:08:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4713, loss_cls: 8.3383, loss: 8.3383 2025-08-14 23:44:45,606 - pyskl - INFO - Epoch [56][4900/7492] lr: 3.485e-02, eta: 4 days, 5:07:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4850, loss_cls: 8.2125, loss: 8.2125 2025-08-14 23:45:36,686 - pyskl - INFO - Epoch [56][5000/7492] lr: 3.485e-02, eta: 4 days, 5:07:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4809, loss_cls: 8.2534, loss: 8.2534 2025-08-14 23:46:27,962 - pyskl - INFO - Epoch [56][5100/7492] lr: 3.484e-02, eta: 4 days, 5:06:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4853, loss_cls: 8.3836, loss: 8.3836 2025-08-14 23:47:19,249 - pyskl - INFO - Epoch [56][5200/7492] lr: 3.484e-02, eta: 4 days, 5:05:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4744, loss_cls: 8.3136, loss: 8.3136 2025-08-14 23:48:10,656 - pyskl - INFO - Epoch [56][5300/7492] lr: 3.483e-02, eta: 4 days, 5:04:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4822, loss_cls: 8.2902, loss: 8.2902 2025-08-14 23:49:02,075 - pyskl - INFO - Epoch [56][5400/7492] lr: 3.482e-02, eta: 4 days, 5:03:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4728, loss_cls: 8.3197, loss: 8.3197 2025-08-14 23:49:53,446 - pyskl - INFO - Epoch [56][5500/7492] lr: 3.482e-02, eta: 4 days, 5:02:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4888, loss_cls: 8.3391, loss: 8.3391 2025-08-14 23:50:44,779 - pyskl - INFO - Epoch [56][5600/7492] lr: 3.481e-02, eta: 4 days, 5:01:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4822, loss_cls: 8.2413, loss: 8.2413 2025-08-14 23:51:36,040 - pyskl - INFO - Epoch [56][5700/7492] lr: 3.480e-02, eta: 4 days, 5:00:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2369, top5_acc: 0.4788, loss_cls: 8.3536, loss: 8.3536 2025-08-14 23:52:27,548 - pyskl - INFO - Epoch [56][5800/7492] lr: 3.480e-02, eta: 4 days, 5:00:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2472, top5_acc: 0.5003, loss_cls: 8.2885, loss: 8.2885 2025-08-14 23:53:19,107 - pyskl - INFO - Epoch [56][5900/7492] lr: 3.479e-02, eta: 4 days, 4:59:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4844, loss_cls: 8.4135, loss: 8.4135 2025-08-14 23:54:10,421 - pyskl - INFO - Epoch [56][6000/7492] lr: 3.478e-02, eta: 4 days, 4:58:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4797, loss_cls: 8.3023, loss: 8.3023 2025-08-14 23:55:01,538 - pyskl - INFO - Epoch [56][6100/7492] lr: 3.478e-02, eta: 4 days, 4:57:32, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4778, loss_cls: 8.3926, loss: 8.3926 2025-08-14 23:55:52,789 - pyskl - INFO - Epoch [56][6200/7492] lr: 3.477e-02, eta: 4 days, 4:56:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4756, loss_cls: 8.3608, loss: 8.3608 2025-08-14 23:56:44,369 - pyskl - INFO - Epoch [56][6300/7492] lr: 3.476e-02, eta: 4 days, 4:55:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2506, top5_acc: 0.4844, loss_cls: 8.3162, loss: 8.3162 2025-08-14 23:57:36,107 - pyskl - INFO - Epoch [56][6400/7492] lr: 3.476e-02, eta: 4 days, 4:54:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4819, loss_cls: 8.3410, loss: 8.3410 2025-08-14 23:58:27,960 - pyskl - INFO - Epoch [56][6500/7492] lr: 3.475e-02, eta: 4 days, 4:54:07, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.4941, loss_cls: 8.1862, loss: 8.1862 2025-08-14 23:59:19,438 - pyskl - INFO - Epoch [56][6600/7492] lr: 3.475e-02, eta: 4 days, 4:53:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4791, loss_cls: 8.3622, loss: 8.3622 2025-08-15 00:00:10,699 - pyskl - INFO - Epoch [56][6700/7492] lr: 3.474e-02, eta: 4 days, 4:52:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4694, loss_cls: 8.3789, loss: 8.3789 2025-08-15 00:01:02,101 - pyskl - INFO - Epoch [56][6800/7492] lr: 3.473e-02, eta: 4 days, 4:51:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4913, loss_cls: 8.3806, loss: 8.3806 2025-08-15 00:01:54,060 - pyskl - INFO - Epoch [56][6900/7492] lr: 3.473e-02, eta: 4 days, 4:50:41, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4853, loss_cls: 8.3908, loss: 8.3908 2025-08-15 00:02:46,082 - pyskl - INFO - Epoch [56][7000/7492] lr: 3.472e-02, eta: 4 days, 4:49:50, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4675, loss_cls: 8.4936, loss: 8.4936 2025-08-15 00:03:37,499 - pyskl - INFO - Epoch [56][7100/7492] lr: 3.471e-02, eta: 4 days, 4:48:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4728, loss_cls: 8.3898, loss: 8.3898 2025-08-15 00:04:28,691 - pyskl - INFO - Epoch [56][7200/7492] lr: 3.471e-02, eta: 4 days, 4:48:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.4791, loss_cls: 8.3263, loss: 8.3263 2025-08-15 00:05:20,050 - pyskl - INFO - Epoch [56][7300/7492] lr: 3.470e-02, eta: 4 days, 4:47:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2281, top5_acc: 0.4763, loss_cls: 8.3147, loss: 8.3147 2025-08-15 00:06:11,400 - pyskl - INFO - Epoch [56][7400/7492] lr: 3.469e-02, eta: 4 days, 4:46:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2291, top5_acc: 0.4641, loss_cls: 8.3870, loss: 8.3870 2025-08-15 00:06:59,547 - pyskl - INFO - Saving checkpoint at 56 epochs 2025-08-15 00:07:54,587 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 00:07:55,329 - pyskl - INFO - top1_acc 0.2036 top5_acc 0.4279 2025-08-15 00:07:55,329 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 00:07:55,363 - pyskl - INFO - mean_acc 0.2033 2025-08-15 00:07:55,417 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_53.pth was removed 2025-08-15 00:07:56,510 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. 2025-08-15 00:07:56,511 - pyskl - INFO - Best top1_acc is 0.2036 at 56 epoch. 2025-08-15 00:07:56,523 - pyskl - INFO - Epoch(val) [56][617] top1_acc: 0.2036, top5_acc: 0.4279, mean_class_accuracy: 0.2033 2025-08-15 00:09:18,738 - pyskl - INFO - Epoch [57][100/7492] lr: 3.468e-02, eta: 4 days, 4:44:16, time: 0.822, data_time: 0.308, memory: 13026, top1_acc: 0.2506, top5_acc: 0.4934, loss_cls: 8.2774, loss: 8.2774 2025-08-15 00:10:10,050 - pyskl - INFO - Epoch [57][200/7492] lr: 3.468e-02, eta: 4 days, 4:43:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4900, loss_cls: 8.2625, loss: 8.2625 2025-08-15 00:11:01,227 - pyskl - INFO - Epoch [57][300/7492] lr: 3.467e-02, eta: 4 days, 4:42:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4916, loss_cls: 8.2482, loss: 8.2482 2025-08-15 00:11:52,383 - pyskl - INFO - Epoch [57][400/7492] lr: 3.466e-02, eta: 4 days, 4:41:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4769, loss_cls: 8.3936, loss: 8.3936 2025-08-15 00:12:43,610 - pyskl - INFO - Epoch [57][500/7492] lr: 3.466e-02, eta: 4 days, 4:40:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2634, top5_acc: 0.5038, loss_cls: 8.1593, loss: 8.1593 2025-08-15 00:13:34,848 - pyskl - INFO - Epoch [57][600/7492] lr: 3.465e-02, eta: 4 days, 4:39:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4784, loss_cls: 8.3422, loss: 8.3422 2025-08-15 00:14:26,161 - pyskl - INFO - Epoch [57][700/7492] lr: 3.464e-02, eta: 4 days, 4:39:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4913, loss_cls: 8.2571, loss: 8.2571 2025-08-15 00:15:17,470 - pyskl - INFO - Epoch [57][800/7492] lr: 3.464e-02, eta: 4 days, 4:38:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4875, loss_cls: 8.3373, loss: 8.3373 2025-08-15 00:16:08,726 - pyskl - INFO - Epoch [57][900/7492] lr: 3.463e-02, eta: 4 days, 4:37:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4841, loss_cls: 8.3201, loss: 8.3201 2025-08-15 00:16:59,996 - pyskl - INFO - Epoch [57][1000/7492] lr: 3.462e-02, eta: 4 days, 4:36:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4881, loss_cls: 8.3925, loss: 8.3925 2025-08-15 00:17:51,329 - pyskl - INFO - Epoch [57][1100/7492] lr: 3.462e-02, eta: 4 days, 4:35:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4922, loss_cls: 8.2488, loss: 8.2488 2025-08-15 00:18:42,649 - pyskl - INFO - Epoch [57][1200/7492] lr: 3.461e-02, eta: 4 days, 4:34:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4872, loss_cls: 8.2909, loss: 8.2909 2025-08-15 00:19:34,127 - pyskl - INFO - Epoch [57][1300/7492] lr: 3.460e-02, eta: 4 days, 4:33:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4863, loss_cls: 8.2508, loss: 8.2508 2025-08-15 00:20:25,603 - pyskl - INFO - Epoch [57][1400/7492] lr: 3.460e-02, eta: 4 days, 4:33:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2284, top5_acc: 0.4831, loss_cls: 8.3756, loss: 8.3756 2025-08-15 00:21:16,996 - pyskl - INFO - Epoch [57][1500/7492] lr: 3.459e-02, eta: 4 days, 4:32:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4950, loss_cls: 8.2275, loss: 8.2275 2025-08-15 00:22:08,529 - pyskl - INFO - Epoch [57][1600/7492] lr: 3.458e-02, eta: 4 days, 4:31:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2331, top5_acc: 0.4875, loss_cls: 8.2592, loss: 8.2592 2025-08-15 00:23:00,060 - pyskl - INFO - Epoch [57][1700/7492] lr: 3.458e-02, eta: 4 days, 4:30:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4791, loss_cls: 8.3098, loss: 8.3098 2025-08-15 00:23:51,587 - pyskl - INFO - Epoch [57][1800/7492] lr: 3.457e-02, eta: 4 days, 4:29:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.4966, loss_cls: 8.2707, loss: 8.2707 2025-08-15 00:24:42,873 - pyskl - INFO - Epoch [57][1900/7492] lr: 3.457e-02, eta: 4 days, 4:28:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4809, loss_cls: 8.2622, loss: 8.2622 2025-08-15 00:25:34,363 - pyskl - INFO - Epoch [57][2000/7492] lr: 3.456e-02, eta: 4 days, 4:27:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4709, loss_cls: 8.3417, loss: 8.3417 2025-08-15 00:26:25,565 - pyskl - INFO - Epoch [57][2100/7492] lr: 3.455e-02, eta: 4 days, 4:27:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4734, loss_cls: 8.4177, loss: 8.4177 2025-08-15 00:27:16,807 - pyskl - INFO - Epoch [57][2200/7492] lr: 3.455e-02, eta: 4 days, 4:26:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4797, loss_cls: 8.4110, loss: 8.4110 2025-08-15 00:28:08,088 - pyskl - INFO - Epoch [57][2300/7492] lr: 3.454e-02, eta: 4 days, 4:25:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4863, loss_cls: 8.3411, loss: 8.3411 2025-08-15 00:28:59,669 - pyskl - INFO - Epoch [57][2400/7492] lr: 3.453e-02, eta: 4 days, 4:24:25, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4853, loss_cls: 8.3707, loss: 8.3707 2025-08-15 00:29:51,347 - pyskl - INFO - Epoch [57][2500/7492] lr: 3.453e-02, eta: 4 days, 4:23:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2300, top5_acc: 0.4753, loss_cls: 8.3949, loss: 8.3949 2025-08-15 00:30:42,955 - pyskl - INFO - Epoch [57][2600/7492] lr: 3.452e-02, eta: 4 days, 4:22:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4863, loss_cls: 8.2950, loss: 8.2950 2025-08-15 00:31:34,611 - pyskl - INFO - Epoch [57][2700/7492] lr: 3.451e-02, eta: 4 days, 4:21:52, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2306, top5_acc: 0.4719, loss_cls: 8.3742, loss: 8.3742 2025-08-15 00:32:25,993 - pyskl - INFO - Epoch [57][2800/7492] lr: 3.451e-02, eta: 4 days, 4:21:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4819, loss_cls: 8.3041, loss: 8.3041 2025-08-15 00:33:17,292 - pyskl - INFO - Epoch [57][2900/7492] lr: 3.450e-02, eta: 4 days, 4:20:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4825, loss_cls: 8.3501, loss: 8.3501 2025-08-15 00:34:08,710 - pyskl - INFO - Epoch [57][3000/7492] lr: 3.449e-02, eta: 4 days, 4:19:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4788, loss_cls: 8.3241, loss: 8.3241 2025-08-15 00:34:59,925 - pyskl - INFO - Epoch [57][3100/7492] lr: 3.449e-02, eta: 4 days, 4:18:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4872, loss_cls: 8.3085, loss: 8.3085 2025-08-15 00:35:51,364 - pyskl - INFO - Epoch [57][3200/7492] lr: 3.448e-02, eta: 4 days, 4:17:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4828, loss_cls: 8.2727, loss: 8.2727 2025-08-15 00:36:42,744 - pyskl - INFO - Epoch [57][3300/7492] lr: 3.447e-02, eta: 4 days, 4:16:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4875, loss_cls: 8.3078, loss: 8.3078 2025-08-15 00:37:34,027 - pyskl - INFO - Epoch [57][3400/7492] lr: 3.447e-02, eta: 4 days, 4:15:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4806, loss_cls: 8.3448, loss: 8.3448 2025-08-15 00:38:25,474 - pyskl - INFO - Epoch [57][3500/7492] lr: 3.446e-02, eta: 4 days, 4:14:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4884, loss_cls: 8.2822, loss: 8.2822 2025-08-15 00:39:16,680 - pyskl - INFO - Epoch [57][3600/7492] lr: 3.446e-02, eta: 4 days, 4:14:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4941, loss_cls: 8.2751, loss: 8.2751 2025-08-15 00:40:08,342 - pyskl - INFO - Epoch [57][3700/7492] lr: 3.445e-02, eta: 4 days, 4:13:14, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4844, loss_cls: 8.2202, loss: 8.2202 2025-08-15 00:41:00,011 - pyskl - INFO - Epoch [57][3800/7492] lr: 3.444e-02, eta: 4 days, 4:12:23, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4884, loss_cls: 8.3075, loss: 8.3075 2025-08-15 00:41:51,569 - pyskl - INFO - Epoch [57][3900/7492] lr: 3.444e-02, eta: 4 days, 4:11:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4888, loss_cls: 8.2833, loss: 8.2833 2025-08-15 00:42:43,218 - pyskl - INFO - Epoch [57][4000/7492] lr: 3.443e-02, eta: 4 days, 4:10:41, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2278, top5_acc: 0.4778, loss_cls: 8.3336, loss: 8.3336 2025-08-15 00:43:34,408 - pyskl - INFO - Epoch [57][4100/7492] lr: 3.442e-02, eta: 4 days, 4:09:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4788, loss_cls: 8.2875, loss: 8.2875 2025-08-15 00:44:25,683 - pyskl - INFO - Epoch [57][4200/7492] lr: 3.442e-02, eta: 4 days, 4:08:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2325, top5_acc: 0.4856, loss_cls: 8.3248, loss: 8.3248 2025-08-15 00:45:16,878 - pyskl - INFO - Epoch [57][4300/7492] lr: 3.441e-02, eta: 4 days, 4:08:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4872, loss_cls: 8.3629, loss: 8.3629 2025-08-15 00:46:08,121 - pyskl - INFO - Epoch [57][4400/7492] lr: 3.440e-02, eta: 4 days, 4:07:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4734, loss_cls: 8.4285, loss: 8.4285 2025-08-15 00:46:59,507 - pyskl - INFO - Epoch [57][4500/7492] lr: 3.440e-02, eta: 4 days, 4:06:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4806, loss_cls: 8.3276, loss: 8.3276 2025-08-15 00:47:51,129 - pyskl - INFO - Epoch [57][4600/7492] lr: 3.439e-02, eta: 4 days, 4:05:30, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4928, loss_cls: 8.2994, loss: 8.2994 2025-08-15 00:48:42,787 - pyskl - INFO - Epoch [57][4700/7492] lr: 3.438e-02, eta: 4 days, 4:04:38, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4906, loss_cls: 8.3702, loss: 8.3702 2025-08-15 00:49:34,249 - pyskl - INFO - Epoch [57][4800/7492] lr: 3.438e-02, eta: 4 days, 4:03:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4938, loss_cls: 8.2435, loss: 8.2435 2025-08-15 00:50:25,714 - pyskl - INFO - Epoch [57][4900/7492] lr: 3.437e-02, eta: 4 days, 4:02:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4828, loss_cls: 8.3145, loss: 8.3145 2025-08-15 00:51:17,104 - pyskl - INFO - Epoch [57][5000/7492] lr: 3.436e-02, eta: 4 days, 4:02:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2472, top5_acc: 0.4859, loss_cls: 8.3476, loss: 8.3476 2025-08-15 00:52:09,231 - pyskl - INFO - Epoch [57][5100/7492] lr: 3.436e-02, eta: 4 days, 4:01:13, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4706, loss_cls: 8.3851, loss: 8.3851 2025-08-15 00:53:00,909 - pyskl - INFO - Epoch [57][5200/7492] lr: 3.435e-02, eta: 4 days, 4:00:22, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.4838, loss_cls: 8.2673, loss: 8.2673 2025-08-15 00:53:52,321 - pyskl - INFO - Epoch [57][5300/7492] lr: 3.435e-02, eta: 4 days, 3:59:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4678, loss_cls: 8.3848, loss: 8.3848 2025-08-15 00:54:44,114 - pyskl - INFO - Epoch [57][5400/7492] lr: 3.434e-02, eta: 4 days, 3:58:39, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4763, loss_cls: 8.3888, loss: 8.3888 2025-08-15 00:55:35,551 - pyskl - INFO - Epoch [57][5500/7492] lr: 3.433e-02, eta: 4 days, 3:57:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4944, loss_cls: 8.2548, loss: 8.2548 2025-08-15 00:56:26,751 - pyskl - INFO - Epoch [57][5600/7492] lr: 3.433e-02, eta: 4 days, 3:56:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.4975, loss_cls: 8.1952, loss: 8.1952 2025-08-15 00:57:18,151 - pyskl - INFO - Epoch [57][5700/7492] lr: 3.432e-02, eta: 4 days, 3:56:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4659, loss_cls: 8.3983, loss: 8.3983 2025-08-15 00:58:09,430 - pyskl - INFO - Epoch [57][5800/7492] lr: 3.431e-02, eta: 4 days, 3:55:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4797, loss_cls: 8.3256, loss: 8.3256 2025-08-15 00:59:00,637 - pyskl - INFO - Epoch [57][5900/7492] lr: 3.431e-02, eta: 4 days, 3:54:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4750, loss_cls: 8.3460, loss: 8.3460 2025-08-15 00:59:52,104 - pyskl - INFO - Epoch [57][6000/7492] lr: 3.430e-02, eta: 4 days, 3:53:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4900, loss_cls: 8.2768, loss: 8.2768 2025-08-15 01:00:43,357 - pyskl - INFO - Epoch [57][6100/7492] lr: 3.429e-02, eta: 4 days, 3:52:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4813, loss_cls: 8.3491, loss: 8.3491 2025-08-15 01:01:34,662 - pyskl - INFO - Epoch [57][6200/7492] lr: 3.429e-02, eta: 4 days, 3:51:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4766, loss_cls: 8.3420, loss: 8.3420 2025-08-15 01:02:25,840 - pyskl - INFO - Epoch [57][6300/7492] lr: 3.428e-02, eta: 4 days, 3:50:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2612, top5_acc: 0.4975, loss_cls: 8.2631, loss: 8.2631 2025-08-15 01:03:17,096 - pyskl - INFO - Epoch [57][6400/7492] lr: 3.427e-02, eta: 4 days, 3:50:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2472, top5_acc: 0.4956, loss_cls: 8.2507, loss: 8.2507 2025-08-15 01:04:08,933 - pyskl - INFO - Epoch [57][6500/7492] lr: 3.427e-02, eta: 4 days, 3:49:10, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4744, loss_cls: 8.3693, loss: 8.3693 2025-08-15 01:05:00,497 - pyskl - INFO - Epoch [57][6600/7492] lr: 3.426e-02, eta: 4 days, 3:48:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2347, top5_acc: 0.4775, loss_cls: 8.3237, loss: 8.3237 2025-08-15 01:05:51,932 - pyskl - INFO - Epoch [57][6700/7492] lr: 3.425e-02, eta: 4 days, 3:47:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4922, loss_cls: 8.2534, loss: 8.2534 2025-08-15 01:06:43,612 - pyskl - INFO - Epoch [57][6800/7492] lr: 3.425e-02, eta: 4 days, 3:46:36, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4841, loss_cls: 8.2591, loss: 8.2591 2025-08-15 01:07:35,128 - pyskl - INFO - Epoch [57][6900/7492] lr: 3.424e-02, eta: 4 days, 3:45:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4766, loss_cls: 8.3387, loss: 8.3387 2025-08-15 01:08:26,510 - pyskl - INFO - Epoch [57][7000/7492] lr: 3.424e-02, eta: 4 days, 3:44:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2288, top5_acc: 0.4831, loss_cls: 8.3803, loss: 8.3803 2025-08-15 01:09:18,319 - pyskl - INFO - Epoch [57][7100/7492] lr: 3.423e-02, eta: 4 days, 3:44:02, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4816, loss_cls: 8.2745, loss: 8.2745 2025-08-15 01:10:09,763 - pyskl - INFO - Epoch [57][7200/7492] lr: 3.422e-02, eta: 4 days, 3:43:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4841, loss_cls: 8.3252, loss: 8.3252 2025-08-15 01:11:01,076 - pyskl - INFO - Epoch [57][7300/7492] lr: 3.422e-02, eta: 4 days, 3:42:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4794, loss_cls: 8.2671, loss: 8.2671 2025-08-15 01:11:52,574 - pyskl - INFO - Epoch [57][7400/7492] lr: 3.421e-02, eta: 4 days, 3:41:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4850, loss_cls: 8.3113, loss: 8.3113 2025-08-15 01:12:40,533 - pyskl - INFO - Saving checkpoint at 57 epochs 2025-08-15 01:13:30,862 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 01:13:31,609 - pyskl - INFO - top1_acc 0.2000 top5_acc 0.4273 2025-08-15 01:13:31,610 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 01:13:31,654 - pyskl - INFO - mean_acc 0.1998 2025-08-15 01:13:31,668 - pyskl - INFO - Epoch(val) [57][617] top1_acc: 0.2000, top5_acc: 0.4273, mean_class_accuracy: 0.1998 2025-08-15 01:14:53,375 - pyskl - INFO - Epoch [58][100/7492] lr: 3.420e-02, eta: 4 days, 3:39:20, time: 0.817, data_time: 0.304, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4794, loss_cls: 8.3206, loss: 8.3206 2025-08-15 01:15:44,867 - pyskl - INFO - Epoch [58][200/7492] lr: 3.419e-02, eta: 4 days, 3:38:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2353, top5_acc: 0.4756, loss_cls: 8.3304, loss: 8.3304 2025-08-15 01:16:36,239 - pyskl - INFO - Epoch [58][300/7492] lr: 3.418e-02, eta: 4 days, 3:37:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4950, loss_cls: 8.2453, loss: 8.2453 2025-08-15 01:17:27,510 - pyskl - INFO - Epoch [58][400/7492] lr: 3.418e-02, eta: 4 days, 3:36:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.5003, loss_cls: 8.1876, loss: 8.1876 2025-08-15 01:18:18,922 - pyskl - INFO - Epoch [58][500/7492] lr: 3.417e-02, eta: 4 days, 3:35:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.5059, loss_cls: 8.2466, loss: 8.2466 2025-08-15 01:19:10,327 - pyskl - INFO - Epoch [58][600/7492] lr: 3.416e-02, eta: 4 days, 3:35:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2537, top5_acc: 0.4850, loss_cls: 8.3138, loss: 8.3138 2025-08-15 01:20:01,508 - pyskl - INFO - Epoch [58][700/7492] lr: 3.416e-02, eta: 4 days, 3:34:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4813, loss_cls: 8.4196, loss: 8.4196 2025-08-15 01:20:52,675 - pyskl - INFO - Epoch [58][800/7492] lr: 3.415e-02, eta: 4 days, 3:33:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.4959, loss_cls: 8.2645, loss: 8.2645 2025-08-15 01:21:43,965 - pyskl - INFO - Epoch [58][900/7492] lr: 3.414e-02, eta: 4 days, 3:32:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4825, loss_cls: 8.3093, loss: 8.3093 2025-08-15 01:22:35,202 - pyskl - INFO - Epoch [58][1000/7492] lr: 3.414e-02, eta: 4 days, 3:31:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4963, loss_cls: 8.2655, loss: 8.2655 2025-08-15 01:23:26,546 - pyskl - INFO - Epoch [58][1100/7492] lr: 3.413e-02, eta: 4 days, 3:30:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.5003, loss_cls: 8.2443, loss: 8.2443 2025-08-15 01:24:17,884 - pyskl - INFO - Epoch [58][1200/7492] lr: 3.413e-02, eta: 4 days, 3:29:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4900, loss_cls: 8.2787, loss: 8.2787 2025-08-15 01:25:09,205 - pyskl - INFO - Epoch [58][1300/7492] lr: 3.412e-02, eta: 4 days, 3:28:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4950, loss_cls: 8.2251, loss: 8.2251 2025-08-15 01:26:00,518 - pyskl - INFO - Epoch [58][1400/7492] lr: 3.411e-02, eta: 4 days, 3:28:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4888, loss_cls: 8.3498, loss: 8.3498 2025-08-15 01:26:51,993 - pyskl - INFO - Epoch [58][1500/7492] lr: 3.411e-02, eta: 4 days, 3:27:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4981, loss_cls: 8.2526, loss: 8.2526 2025-08-15 01:27:43,753 - pyskl - INFO - Epoch [58][1600/7492] lr: 3.410e-02, eta: 4 days, 3:26:24, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4731, loss_cls: 8.3630, loss: 8.3630 2025-08-15 01:28:35,038 - pyskl - INFO - Epoch [58][1700/7492] lr: 3.409e-02, eta: 4 days, 3:25:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4794, loss_cls: 8.3549, loss: 8.3549 2025-08-15 01:29:26,396 - pyskl - INFO - Epoch [58][1800/7492] lr: 3.409e-02, eta: 4 days, 3:24:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4809, loss_cls: 8.3573, loss: 8.3573 2025-08-15 01:30:17,612 - pyskl - INFO - Epoch [58][1900/7492] lr: 3.408e-02, eta: 4 days, 3:23:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4713, loss_cls: 8.3839, loss: 8.3839 2025-08-15 01:31:08,907 - pyskl - INFO - Epoch [58][2000/7492] lr: 3.407e-02, eta: 4 days, 3:22:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4903, loss_cls: 8.2704, loss: 8.2704 2025-08-15 01:32:00,192 - pyskl - INFO - Epoch [58][2100/7492] lr: 3.407e-02, eta: 4 days, 3:22:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4922, loss_cls: 8.2880, loss: 8.2880 2025-08-15 01:32:51,626 - pyskl - INFO - Epoch [58][2200/7492] lr: 3.406e-02, eta: 4 days, 3:21:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.4969, loss_cls: 8.2650, loss: 8.2650 2025-08-15 01:33:42,963 - pyskl - INFO - Epoch [58][2300/7492] lr: 3.405e-02, eta: 4 days, 3:20:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4791, loss_cls: 8.3528, loss: 8.3528 2025-08-15 01:34:34,557 - pyskl - INFO - Epoch [58][2400/7492] lr: 3.405e-02, eta: 4 days, 3:19:30, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4972, loss_cls: 8.2492, loss: 8.2492 2025-08-15 01:35:25,854 - pyskl - INFO - Epoch [58][2500/7492] lr: 3.404e-02, eta: 4 days, 3:18:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.4959, loss_cls: 8.1515, loss: 8.1515 2025-08-15 01:36:17,259 - pyskl - INFO - Epoch [58][2600/7492] lr: 3.403e-02, eta: 4 days, 3:17:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2506, top5_acc: 0.4753, loss_cls: 8.3970, loss: 8.3970 2025-08-15 01:37:09,003 - pyskl - INFO - Epoch [58][2700/7492] lr: 3.403e-02, eta: 4 days, 3:16:55, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4819, loss_cls: 8.3074, loss: 8.3074 2025-08-15 01:38:00,484 - pyskl - INFO - Epoch [58][2800/7492] lr: 3.402e-02, eta: 4 days, 3:16:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.5006, loss_cls: 8.3336, loss: 8.3336 2025-08-15 01:38:52,029 - pyskl - INFO - Epoch [58][2900/7492] lr: 3.401e-02, eta: 4 days, 3:15:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4950, loss_cls: 8.2538, loss: 8.2538 2025-08-15 01:39:43,676 - pyskl - INFO - Epoch [58][3000/7492] lr: 3.401e-02, eta: 4 days, 3:14:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4819, loss_cls: 8.2456, loss: 8.2456 2025-08-15 01:40:35,077 - pyskl - INFO - Epoch [58][3100/7492] lr: 3.400e-02, eta: 4 days, 3:13:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4888, loss_cls: 8.3141, loss: 8.3141 2025-08-15 01:41:26,467 - pyskl - INFO - Epoch [58][3200/7492] lr: 3.399e-02, eta: 4 days, 3:12:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4900, loss_cls: 8.3611, loss: 8.3611 2025-08-15 01:42:17,921 - pyskl - INFO - Epoch [58][3300/7492] lr: 3.399e-02, eta: 4 days, 3:11:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4891, loss_cls: 8.1998, loss: 8.1998 2025-08-15 01:43:09,330 - pyskl - INFO - Epoch [58][3400/7492] lr: 3.398e-02, eta: 4 days, 3:10:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4888, loss_cls: 8.2326, loss: 8.2326 2025-08-15 01:44:00,852 - pyskl - INFO - Epoch [58][3500/7492] lr: 3.398e-02, eta: 4 days, 3:10:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4938, loss_cls: 8.2018, loss: 8.2018 2025-08-15 01:44:52,208 - pyskl - INFO - Epoch [58][3600/7492] lr: 3.397e-02, eta: 4 days, 3:09:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4931, loss_cls: 8.3235, loss: 8.3235 2025-08-15 01:45:43,579 - pyskl - INFO - Epoch [58][3700/7492] lr: 3.396e-02, eta: 4 days, 3:08:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4913, loss_cls: 8.2516, loss: 8.2516 2025-08-15 01:46:34,997 - pyskl - INFO - Epoch [58][3800/7492] lr: 3.396e-02, eta: 4 days, 3:07:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4691, loss_cls: 8.3438, loss: 8.3438 2025-08-15 01:47:26,267 - pyskl - INFO - Epoch [58][3900/7492] lr: 3.395e-02, eta: 4 days, 3:06:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.4853, loss_cls: 8.3368, loss: 8.3368 2025-08-15 01:48:17,548 - pyskl - INFO - Epoch [58][4000/7492] lr: 3.394e-02, eta: 4 days, 3:05:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4797, loss_cls: 8.3234, loss: 8.3234 2025-08-15 01:49:08,776 - pyskl - INFO - Epoch [58][4100/7492] lr: 3.394e-02, eta: 4 days, 3:04:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.4934, loss_cls: 8.2358, loss: 8.2358 2025-08-15 01:50:00,145 - pyskl - INFO - Epoch [58][4200/7492] lr: 3.393e-02, eta: 4 days, 3:04:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4859, loss_cls: 8.2883, loss: 8.2883 2025-08-15 01:50:51,463 - pyskl - INFO - Epoch [58][4300/7492] lr: 3.392e-02, eta: 4 days, 3:03:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4763, loss_cls: 8.3614, loss: 8.3614 2025-08-15 01:51:42,684 - pyskl - INFO - Epoch [58][4400/7492] lr: 3.392e-02, eta: 4 days, 3:02:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4734, loss_cls: 8.2711, loss: 8.2711 2025-08-15 01:52:33,853 - pyskl - INFO - Epoch [58][4500/7492] lr: 3.391e-02, eta: 4 days, 3:01:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4759, loss_cls: 8.3376, loss: 8.3376 2025-08-15 01:53:25,229 - pyskl - INFO - Epoch [58][4600/7492] lr: 3.390e-02, eta: 4 days, 3:00:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4900, loss_cls: 8.2689, loss: 8.2689 2025-08-15 01:54:16,521 - pyskl - INFO - Epoch [58][4700/7492] lr: 3.390e-02, eta: 4 days, 2:59:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4838, loss_cls: 8.4523, loss: 8.4523 2025-08-15 01:55:07,925 - pyskl - INFO - Epoch [58][4800/7492] lr: 3.389e-02, eta: 4 days, 2:58:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.4919, loss_cls: 8.3423, loss: 8.3423 2025-08-15 01:55:59,520 - pyskl - INFO - Epoch [58][4900/7492] lr: 3.388e-02, eta: 4 days, 2:57:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4850, loss_cls: 8.2823, loss: 8.2823 2025-08-15 01:56:50,957 - pyskl - INFO - Epoch [58][5000/7492] lr: 3.388e-02, eta: 4 days, 2:57:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4906, loss_cls: 8.3040, loss: 8.3040 2025-08-15 01:57:42,302 - pyskl - INFO - Epoch [58][5100/7492] lr: 3.387e-02, eta: 4 days, 2:56:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4775, loss_cls: 8.3387, loss: 8.3387 2025-08-15 01:58:33,654 - pyskl - INFO - Epoch [58][5200/7492] lr: 3.386e-02, eta: 4 days, 2:55:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4766, loss_cls: 8.3459, loss: 8.3459 2025-08-15 01:59:24,924 - pyskl - INFO - Epoch [58][5300/7492] lr: 3.386e-02, eta: 4 days, 2:54:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2322, top5_acc: 0.4681, loss_cls: 8.3584, loss: 8.3584 2025-08-15 02:00:16,287 - pyskl - INFO - Epoch [58][5400/7492] lr: 3.385e-02, eta: 4 days, 2:53:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4741, loss_cls: 8.4552, loss: 8.4552 2025-08-15 02:01:08,010 - pyskl - INFO - Epoch [58][5500/7492] lr: 3.384e-02, eta: 4 days, 2:52:49, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4978, loss_cls: 8.3407, loss: 8.3407 2025-08-15 02:01:59,478 - pyskl - INFO - Epoch [58][5600/7492] lr: 3.384e-02, eta: 4 days, 2:51:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4916, loss_cls: 8.2229, loss: 8.2229 2025-08-15 02:02:50,991 - pyskl - INFO - Epoch [58][5700/7492] lr: 3.383e-02, eta: 4 days, 2:51:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4884, loss_cls: 8.2800, loss: 8.2800 2025-08-15 02:03:42,303 - pyskl - INFO - Epoch [58][5800/7492] lr: 3.383e-02, eta: 4 days, 2:50:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4934, loss_cls: 8.2834, loss: 8.2834 2025-08-15 02:04:33,803 - pyskl - INFO - Epoch [58][5900/7492] lr: 3.382e-02, eta: 4 days, 2:49:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4834, loss_cls: 8.2561, loss: 8.2561 2025-08-15 02:05:25,383 - pyskl - INFO - Epoch [58][6000/7492] lr: 3.381e-02, eta: 4 days, 2:48:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4809, loss_cls: 8.2882, loss: 8.2882 2025-08-15 02:06:16,700 - pyskl - INFO - Epoch [58][6100/7492] lr: 3.381e-02, eta: 4 days, 2:47:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.4888, loss_cls: 8.2849, loss: 8.2849 2025-08-15 02:07:08,154 - pyskl - INFO - Epoch [58][6200/7492] lr: 3.380e-02, eta: 4 days, 2:46:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4853, loss_cls: 8.2738, loss: 8.2738 2025-08-15 02:07:59,463 - pyskl - INFO - Epoch [58][6300/7492] lr: 3.379e-02, eta: 4 days, 2:45:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4816, loss_cls: 8.3739, loss: 8.3739 2025-08-15 02:08:50,822 - pyskl - INFO - Epoch [58][6400/7492] lr: 3.379e-02, eta: 4 days, 2:45:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4959, loss_cls: 8.2064, loss: 8.2064 2025-08-15 02:09:42,103 - pyskl - INFO - Epoch [58][6500/7492] lr: 3.378e-02, eta: 4 days, 2:44:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.4894, loss_cls: 8.3552, loss: 8.3552 2025-08-15 02:10:33,324 - pyskl - INFO - Epoch [58][6600/7492] lr: 3.377e-02, eta: 4 days, 2:43:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4900, loss_cls: 8.2797, loss: 8.2797 2025-08-15 02:11:24,922 - pyskl - INFO - Epoch [58][6700/7492] lr: 3.377e-02, eta: 4 days, 2:42:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4884, loss_cls: 8.3261, loss: 8.3261 2025-08-15 02:12:16,910 - pyskl - INFO - Epoch [58][6800/7492] lr: 3.376e-02, eta: 4 days, 2:41:39, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4578, loss_cls: 8.3655, loss: 8.3655 2025-08-15 02:13:08,551 - pyskl - INFO - Epoch [58][6900/7492] lr: 3.375e-02, eta: 4 days, 2:40:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4944, loss_cls: 8.2413, loss: 8.2413 2025-08-15 02:13:59,731 - pyskl - INFO - Epoch [58][7000/7492] lr: 3.375e-02, eta: 4 days, 2:39:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4809, loss_cls: 8.2902, loss: 8.2902 2025-08-15 02:14:51,436 - pyskl - INFO - Epoch [58][7100/7492] lr: 3.374e-02, eta: 4 days, 2:39:04, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2297, top5_acc: 0.4659, loss_cls: 8.3380, loss: 8.3380 2025-08-15 02:15:42,735 - pyskl - INFO - Epoch [58][7200/7492] lr: 3.373e-02, eta: 4 days, 2:38:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4775, loss_cls: 8.4073, loss: 8.4073 2025-08-15 02:16:34,156 - pyskl - INFO - Epoch [58][7300/7492] lr: 3.373e-02, eta: 4 days, 2:37:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.5044, loss_cls: 8.1724, loss: 8.1724 2025-08-15 02:17:25,510 - pyskl - INFO - Epoch [58][7400/7492] lr: 3.372e-02, eta: 4 days, 2:36:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4909, loss_cls: 8.2444, loss: 8.2444 2025-08-15 02:18:13,635 - pyskl - INFO - Saving checkpoint at 58 epochs 2025-08-15 02:19:10,204 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 02:19:10,951 - pyskl - INFO - top1_acc 0.2018 top5_acc 0.4287 2025-08-15 02:19:10,951 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 02:19:10,990 - pyskl - INFO - mean_acc 0.2015 2025-08-15 02:19:11,003 - pyskl - INFO - Epoch(val) [58][617] top1_acc: 0.2018, top5_acc: 0.4287, mean_class_accuracy: 0.2015 2025-08-15 02:20:33,730 - pyskl - INFO - Epoch [59][100/7492] lr: 3.371e-02, eta: 4 days, 2:34:25, time: 0.827, data_time: 0.314, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5106, loss_cls: 8.0577, loss: 8.0577 2025-08-15 02:21:25,123 - pyskl - INFO - Epoch [59][200/7492] lr: 3.370e-02, eta: 4 days, 2:33:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4772, loss_cls: 8.3984, loss: 8.3984 2025-08-15 02:22:16,430 - pyskl - INFO - Epoch [59][300/7492] lr: 3.369e-02, eta: 4 days, 2:32:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.4991, loss_cls: 8.1981, loss: 8.1981 2025-08-15 02:23:07,571 - pyskl - INFO - Epoch [59][400/7492] lr: 3.369e-02, eta: 4 days, 2:31:49, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4869, loss_cls: 8.2657, loss: 8.2657 2025-08-15 02:23:58,732 - pyskl - INFO - Epoch [59][500/7492] lr: 3.368e-02, eta: 4 days, 2:30:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4719, loss_cls: 8.4763, loss: 8.4763 2025-08-15 02:24:50,236 - pyskl - INFO - Epoch [59][600/7492] lr: 3.368e-02, eta: 4 days, 2:30:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4978, loss_cls: 8.1985, loss: 8.1985 2025-08-15 02:25:41,468 - pyskl - INFO - Epoch [59][700/7492] lr: 3.367e-02, eta: 4 days, 2:29:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4919, loss_cls: 8.2344, loss: 8.2344 2025-08-15 02:26:32,741 - pyskl - INFO - Epoch [59][800/7492] lr: 3.366e-02, eta: 4 days, 2:28:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4978, loss_cls: 8.2860, loss: 8.2860 2025-08-15 02:27:24,064 - pyskl - INFO - Epoch [59][900/7492] lr: 3.366e-02, eta: 4 days, 2:27:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4884, loss_cls: 8.3720, loss: 8.3720 2025-08-15 02:28:15,391 - pyskl - INFO - Epoch [59][1000/7492] lr: 3.365e-02, eta: 4 days, 2:26:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.4875, loss_cls: 8.3235, loss: 8.3235 2025-08-15 02:29:06,709 - pyskl - INFO - Epoch [59][1100/7492] lr: 3.364e-02, eta: 4 days, 2:25:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4834, loss_cls: 8.2261, loss: 8.2261 2025-08-15 02:29:58,134 - pyskl - INFO - Epoch [59][1200/7492] lr: 3.364e-02, eta: 4 days, 2:24:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4891, loss_cls: 8.2742, loss: 8.2742 2025-08-15 02:30:49,595 - pyskl - INFO - Epoch [59][1300/7492] lr: 3.363e-02, eta: 4 days, 2:24:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4875, loss_cls: 8.3166, loss: 8.3166 2025-08-15 02:31:41,013 - pyskl - INFO - Epoch [59][1400/7492] lr: 3.362e-02, eta: 4 days, 2:23:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4853, loss_cls: 8.3084, loss: 8.3084 2025-08-15 02:32:32,478 - pyskl - INFO - Epoch [59][1500/7492] lr: 3.362e-02, eta: 4 days, 2:22:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4800, loss_cls: 8.3043, loss: 8.3043 2025-08-15 02:33:24,098 - pyskl - INFO - Epoch [59][1600/7492] lr: 3.361e-02, eta: 4 days, 2:21:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4822, loss_cls: 8.2693, loss: 8.2693 2025-08-15 02:34:15,512 - pyskl - INFO - Epoch [59][1700/7492] lr: 3.360e-02, eta: 4 days, 2:20:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.5009, loss_cls: 8.2852, loss: 8.2852 2025-08-15 02:35:06,771 - pyskl - INFO - Epoch [59][1800/7492] lr: 3.360e-02, eta: 4 days, 2:19:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4903, loss_cls: 8.2098, loss: 8.2098 2025-08-15 02:35:57,852 - pyskl - INFO - Epoch [59][1900/7492] lr: 3.359e-02, eta: 4 days, 2:18:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4838, loss_cls: 8.3387, loss: 8.3387 2025-08-15 02:36:49,068 - pyskl - INFO - Epoch [59][2000/7492] lr: 3.358e-02, eta: 4 days, 2:18:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4928, loss_cls: 8.2642, loss: 8.2642 2025-08-15 02:37:40,306 - pyskl - INFO - Epoch [59][2100/7492] lr: 3.358e-02, eta: 4 days, 2:17:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4775, loss_cls: 8.3445, loss: 8.3445 2025-08-15 02:38:31,691 - pyskl - INFO - Epoch [59][2200/7492] lr: 3.357e-02, eta: 4 days, 2:16:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5016, loss_cls: 8.2486, loss: 8.2486 2025-08-15 02:39:23,015 - pyskl - INFO - Epoch [59][2300/7492] lr: 3.356e-02, eta: 4 days, 2:15:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4781, loss_cls: 8.3489, loss: 8.3489 2025-08-15 02:40:14,451 - pyskl - INFO - Epoch [59][2400/7492] lr: 3.356e-02, eta: 4 days, 2:14:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.5041, loss_cls: 8.2962, loss: 8.2962 2025-08-15 02:41:05,806 - pyskl - INFO - Epoch [59][2500/7492] lr: 3.355e-02, eta: 4 days, 2:13:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4916, loss_cls: 8.2650, loss: 8.2650 2025-08-15 02:41:57,087 - pyskl - INFO - Epoch [59][2600/7492] lr: 3.354e-02, eta: 4 days, 2:12:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2341, top5_acc: 0.4709, loss_cls: 8.3858, loss: 8.3858 2025-08-15 02:42:48,304 - pyskl - INFO - Epoch [59][2700/7492] lr: 3.354e-02, eta: 4 days, 2:11:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4850, loss_cls: 8.1941, loss: 8.1941 2025-08-15 02:43:39,891 - pyskl - INFO - Epoch [59][2800/7492] lr: 3.353e-02, eta: 4 days, 2:11:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4763, loss_cls: 8.2802, loss: 8.2802 2025-08-15 02:44:31,240 - pyskl - INFO - Epoch [59][2900/7492] lr: 3.352e-02, eta: 4 days, 2:10:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.4800, loss_cls: 8.2834, loss: 8.2834 2025-08-15 02:45:22,634 - pyskl - INFO - Epoch [59][3000/7492] lr: 3.352e-02, eta: 4 days, 2:09:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4834, loss_cls: 8.3743, loss: 8.3743 2025-08-15 02:46:13,911 - pyskl - INFO - Epoch [59][3100/7492] lr: 3.351e-02, eta: 4 days, 2:08:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4931, loss_cls: 8.2651, loss: 8.2651 2025-08-15 02:47:05,253 - pyskl - INFO - Epoch [59][3200/7492] lr: 3.350e-02, eta: 4 days, 2:07:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4947, loss_cls: 8.3073, loss: 8.3073 2025-08-15 02:47:56,566 - pyskl - INFO - Epoch [59][3300/7492] lr: 3.350e-02, eta: 4 days, 2:06:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4897, loss_cls: 8.2974, loss: 8.2974 2025-08-15 02:48:47,937 - pyskl - INFO - Epoch [59][3400/7492] lr: 3.349e-02, eta: 4 days, 2:05:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4791, loss_cls: 8.3583, loss: 8.3583 2025-08-15 02:49:39,520 - pyskl - INFO - Epoch [59][3500/7492] lr: 3.348e-02, eta: 4 days, 2:05:06, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.5012, loss_cls: 8.1793, loss: 8.1793 2025-08-15 02:50:30,947 - pyskl - INFO - Epoch [59][3600/7492] lr: 3.348e-02, eta: 4 days, 2:04:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4884, loss_cls: 8.2669, loss: 8.2669 2025-08-15 02:51:22,484 - pyskl - INFO - Epoch [59][3700/7492] lr: 3.347e-02, eta: 4 days, 2:03:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.5050, loss_cls: 8.1450, loss: 8.1450 2025-08-15 02:52:13,766 - pyskl - INFO - Epoch [59][3800/7492] lr: 3.346e-02, eta: 4 days, 2:02:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4753, loss_cls: 8.2785, loss: 8.2785 2025-08-15 02:53:05,096 - pyskl - INFO - Epoch [59][3900/7492] lr: 3.346e-02, eta: 4 days, 2:01:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2359, top5_acc: 0.4719, loss_cls: 8.4416, loss: 8.4416 2025-08-15 02:53:56,514 - pyskl - INFO - Epoch [59][4000/7492] lr: 3.345e-02, eta: 4 days, 2:00:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4772, loss_cls: 8.3106, loss: 8.3106 2025-08-15 02:54:47,821 - pyskl - INFO - Epoch [59][4100/7492] lr: 3.345e-02, eta: 4 days, 1:59:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2316, top5_acc: 0.4803, loss_cls: 8.3831, loss: 8.3831 2025-08-15 02:55:39,309 - pyskl - INFO - Epoch [59][4200/7492] lr: 3.344e-02, eta: 4 days, 1:59:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4975, loss_cls: 8.1701, loss: 8.1701 2025-08-15 02:56:31,089 - pyskl - INFO - Epoch [59][4300/7492] lr: 3.343e-02, eta: 4 days, 1:58:14, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2338, top5_acc: 0.4806, loss_cls: 8.3545, loss: 8.3545 2025-08-15 02:57:22,638 - pyskl - INFO - Epoch [59][4400/7492] lr: 3.343e-02, eta: 4 days, 1:57:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2416, top5_acc: 0.4797, loss_cls: 8.3464, loss: 8.3464 2025-08-15 02:58:14,244 - pyskl - INFO - Epoch [59][4500/7492] lr: 3.342e-02, eta: 4 days, 1:56:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4922, loss_cls: 8.3115, loss: 8.3115 2025-08-15 02:59:05,908 - pyskl - INFO - Epoch [59][4600/7492] lr: 3.341e-02, eta: 4 days, 1:55:40, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4850, loss_cls: 8.2591, loss: 8.2591 2025-08-15 02:59:57,235 - pyskl - INFO - Epoch [59][4700/7492] lr: 3.341e-02, eta: 4 days, 1:54:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4875, loss_cls: 8.2038, loss: 8.2038 2025-08-15 03:00:48,990 - pyskl - INFO - Epoch [59][4800/7492] lr: 3.340e-02, eta: 4 days, 1:53:57, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.5019, loss_cls: 8.2700, loss: 8.2700 2025-08-15 03:01:40,515 - pyskl - INFO - Epoch [59][4900/7492] lr: 3.339e-02, eta: 4 days, 1:53:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4806, loss_cls: 8.3596, loss: 8.3596 2025-08-15 03:02:31,933 - pyskl - INFO - Epoch [59][5000/7492] lr: 3.339e-02, eta: 4 days, 1:52:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.5031, loss_cls: 8.1645, loss: 8.1645 2025-08-15 03:03:23,220 - pyskl - INFO - Epoch [59][5100/7492] lr: 3.338e-02, eta: 4 days, 1:51:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4797, loss_cls: 8.2867, loss: 8.2867 2025-08-15 03:04:14,452 - pyskl - INFO - Epoch [59][5200/7492] lr: 3.337e-02, eta: 4 days, 1:50:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.4931, loss_cls: 8.2033, loss: 8.2033 2025-08-15 03:05:05,575 - pyskl - INFO - Epoch [59][5300/7492] lr: 3.337e-02, eta: 4 days, 1:49:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4875, loss_cls: 8.3314, loss: 8.3314 2025-08-15 03:05:56,592 - pyskl - INFO - Epoch [59][5400/7492] lr: 3.336e-02, eta: 4 days, 1:48:46, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.4969, loss_cls: 8.3303, loss: 8.3303 2025-08-15 03:06:47,872 - pyskl - INFO - Epoch [59][5500/7492] lr: 3.335e-02, eta: 4 days, 1:47:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4950, loss_cls: 8.2859, loss: 8.2859 2025-08-15 03:07:38,845 - pyskl - INFO - Epoch [59][5600/7492] lr: 3.335e-02, eta: 4 days, 1:47:02, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4844, loss_cls: 8.3166, loss: 8.3166 2025-08-15 03:08:30,310 - pyskl - INFO - Epoch [59][5700/7492] lr: 3.334e-02, eta: 4 days, 1:46:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4906, loss_cls: 8.2164, loss: 8.2164 2025-08-15 03:09:21,606 - pyskl - INFO - Epoch [59][5800/7492] lr: 3.333e-02, eta: 4 days, 1:45:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4900, loss_cls: 8.2879, loss: 8.2879 2025-08-15 03:10:13,009 - pyskl - INFO - Epoch [59][5900/7492] lr: 3.333e-02, eta: 4 days, 1:44:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4866, loss_cls: 8.3421, loss: 8.3421 2025-08-15 03:11:04,874 - pyskl - INFO - Epoch [59][6000/7492] lr: 3.332e-02, eta: 4 days, 1:43:36, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.4941, loss_cls: 8.2235, loss: 8.2235 2025-08-15 03:11:56,566 - pyskl - INFO - Epoch [59][6100/7492] lr: 3.331e-02, eta: 4 days, 1:42:45, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4869, loss_cls: 8.2874, loss: 8.2874 2025-08-15 03:12:47,921 - pyskl - INFO - Epoch [59][6200/7492] lr: 3.331e-02, eta: 4 days, 1:41:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4778, loss_cls: 8.2940, loss: 8.2940 2025-08-15 03:13:39,303 - pyskl - INFO - Epoch [59][6300/7492] lr: 3.330e-02, eta: 4 days, 1:41:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4931, loss_cls: 8.2336, loss: 8.2336 2025-08-15 03:14:30,734 - pyskl - INFO - Epoch [59][6400/7492] lr: 3.329e-02, eta: 4 days, 1:40:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4866, loss_cls: 8.3176, loss: 8.3176 2025-08-15 03:15:22,101 - pyskl - INFO - Epoch [59][6500/7492] lr: 3.329e-02, eta: 4 days, 1:39:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.5016, loss_cls: 8.2924, loss: 8.2924 2025-08-15 03:16:13,466 - pyskl - INFO - Epoch [59][6600/7492] lr: 3.328e-02, eta: 4 days, 1:38:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.5100, loss_cls: 8.1796, loss: 8.1796 2025-08-15 03:17:04,829 - pyskl - INFO - Epoch [59][6700/7492] lr: 3.327e-02, eta: 4 days, 1:37:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4844, loss_cls: 8.3360, loss: 8.3360 2025-08-15 03:17:56,386 - pyskl - INFO - Epoch [59][6800/7492] lr: 3.327e-02, eta: 4 days, 1:36:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4878, loss_cls: 8.3246, loss: 8.3246 2025-08-15 03:18:47,945 - pyskl - INFO - Epoch [59][6900/7492] lr: 3.326e-02, eta: 4 days, 1:35:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4866, loss_cls: 8.3380, loss: 8.3380 2025-08-15 03:19:39,597 - pyskl - INFO - Epoch [59][7000/7492] lr: 3.325e-02, eta: 4 days, 1:35:01, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4856, loss_cls: 8.3381, loss: 8.3381 2025-08-15 03:20:30,859 - pyskl - INFO - Epoch [59][7100/7492] lr: 3.325e-02, eta: 4 days, 1:34:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2356, top5_acc: 0.4647, loss_cls: 8.3112, loss: 8.3112 2025-08-15 03:21:22,311 - pyskl - INFO - Epoch [59][7200/7492] lr: 3.324e-02, eta: 4 days, 1:33:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4856, loss_cls: 8.2769, loss: 8.2769 2025-08-15 03:22:13,602 - pyskl - INFO - Epoch [59][7300/7492] lr: 3.323e-02, eta: 4 days, 1:32:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.4938, loss_cls: 8.2969, loss: 8.2969 2025-08-15 03:23:04,840 - pyskl - INFO - Epoch [59][7400/7492] lr: 3.323e-02, eta: 4 days, 1:31:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4866, loss_cls: 8.2988, loss: 8.2988 2025-08-15 03:23:52,754 - pyskl - INFO - Saving checkpoint at 59 epochs 2025-08-15 03:24:50,195 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 03:24:50,933 - pyskl - INFO - top1_acc 0.2177 top5_acc 0.4422 2025-08-15 03:24:50,933 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 03:24:50,972 - pyskl - INFO - mean_acc 0.2178 2025-08-15 03:24:51,026 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_56.pth was removed 2025-08-15 03:24:52,126 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. 2025-08-15 03:24:52,127 - pyskl - INFO - Best top1_acc is 0.2177 at 59 epoch. 2025-08-15 03:24:52,138 - pyskl - INFO - Epoch(val) [59][617] top1_acc: 0.2177, top5_acc: 0.4422, mean_class_accuracy: 0.2178 2025-08-15 03:26:13,909 - pyskl - INFO - Epoch [60][100/7492] lr: 3.322e-02, eta: 4 days, 1:29:28, time: 0.818, data_time: 0.303, memory: 13026, top1_acc: 0.2581, top5_acc: 0.5006, loss_cls: 8.1741, loss: 8.1741 2025-08-15 03:27:05,460 - pyskl - INFO - Epoch [60][200/7492] lr: 3.321e-02, eta: 4 days, 1:28:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4959, loss_cls: 8.2603, loss: 8.2603 2025-08-15 03:27:56,908 - pyskl - INFO - Epoch [60][300/7492] lr: 3.320e-02, eta: 4 days, 1:27:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4869, loss_cls: 8.3149, loss: 8.3149 2025-08-15 03:28:48,135 - pyskl - INFO - Epoch [60][400/7492] lr: 3.320e-02, eta: 4 days, 1:26:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4850, loss_cls: 8.3517, loss: 8.3517 2025-08-15 03:29:39,295 - pyskl - INFO - Epoch [60][500/7492] lr: 3.319e-02, eta: 4 days, 1:26:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.5028, loss_cls: 8.2117, loss: 8.2117 2025-08-15 03:30:30,928 - pyskl - INFO - Epoch [60][600/7492] lr: 3.318e-02, eta: 4 days, 1:25:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4850, loss_cls: 8.2999, loss: 8.2999 2025-08-15 03:31:22,407 - pyskl - INFO - Epoch [60][700/7492] lr: 3.318e-02, eta: 4 days, 1:24:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4966, loss_cls: 8.2152, loss: 8.2152 2025-08-15 03:32:13,861 - pyskl - INFO - Epoch [60][800/7492] lr: 3.317e-02, eta: 4 days, 1:23:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4819, loss_cls: 8.2984, loss: 8.2984 2025-08-15 03:33:05,267 - pyskl - INFO - Epoch [60][900/7492] lr: 3.316e-02, eta: 4 days, 1:22:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4844, loss_cls: 8.3315, loss: 8.3315 2025-08-15 03:33:56,795 - pyskl - INFO - Epoch [60][1000/7492] lr: 3.316e-02, eta: 4 days, 1:21:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4816, loss_cls: 8.2634, loss: 8.2634 2025-08-15 03:34:48,265 - pyskl - INFO - Epoch [60][1100/7492] lr: 3.315e-02, eta: 4 days, 1:20:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4772, loss_cls: 8.2437, loss: 8.2437 2025-08-15 03:35:39,715 - pyskl - INFO - Epoch [60][1200/7492] lr: 3.314e-02, eta: 4 days, 1:20:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.4891, loss_cls: 8.2080, loss: 8.2080 2025-08-15 03:36:31,100 - pyskl - INFO - Epoch [60][1300/7492] lr: 3.314e-02, eta: 4 days, 1:19:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4891, loss_cls: 8.2302, loss: 8.2302 2025-08-15 03:37:22,473 - pyskl - INFO - Epoch [60][1400/7492] lr: 3.313e-02, eta: 4 days, 1:18:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4722, loss_cls: 8.4382, loss: 8.4382 2025-08-15 03:38:13,928 - pyskl - INFO - Epoch [60][1500/7492] lr: 3.312e-02, eta: 4 days, 1:17:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4953, loss_cls: 8.2957, loss: 8.2957 2025-08-15 03:39:05,463 - pyskl - INFO - Epoch [60][1600/7492] lr: 3.312e-02, eta: 4 days, 1:16:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5147, loss_cls: 8.0914, loss: 8.0914 2025-08-15 03:39:57,090 - pyskl - INFO - Epoch [60][1700/7492] lr: 3.311e-02, eta: 4 days, 1:15:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4844, loss_cls: 8.3516, loss: 8.3516 2025-08-15 03:40:48,621 - pyskl - INFO - Epoch [60][1800/7492] lr: 3.310e-02, eta: 4 days, 1:14:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4988, loss_cls: 8.2363, loss: 8.2363 2025-08-15 03:41:40,301 - pyskl - INFO - Epoch [60][1900/7492] lr: 3.310e-02, eta: 4 days, 1:14:01, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.4913, loss_cls: 8.2643, loss: 8.2643 2025-08-15 03:42:31,988 - pyskl - INFO - Epoch [60][2000/7492] lr: 3.309e-02, eta: 4 days, 1:13:10, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4856, loss_cls: 8.2395, loss: 8.2395 2025-08-15 03:43:23,591 - pyskl - INFO - Epoch [60][2100/7492] lr: 3.308e-02, eta: 4 days, 1:12:18, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.4875, loss_cls: 8.2394, loss: 8.2394 2025-08-15 03:44:15,038 - pyskl - INFO - Epoch [60][2200/7492] lr: 3.308e-02, eta: 4 days, 1:11:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.4894, loss_cls: 8.3075, loss: 8.3075 2025-08-15 03:45:06,419 - pyskl - INFO - Epoch [60][2300/7492] lr: 3.307e-02, eta: 4 days, 1:10:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5062, loss_cls: 8.1813, loss: 8.1813 2025-08-15 03:45:58,067 - pyskl - INFO - Epoch [60][2400/7492] lr: 3.306e-02, eta: 4 days, 1:09:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4809, loss_cls: 8.3430, loss: 8.3430 2025-08-15 03:46:49,378 - pyskl - INFO - Epoch [60][2500/7492] lr: 3.306e-02, eta: 4 days, 1:08:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2612, top5_acc: 0.5038, loss_cls: 8.2049, loss: 8.2049 2025-08-15 03:47:40,931 - pyskl - INFO - Epoch [60][2600/7492] lr: 3.305e-02, eta: 4 days, 1:08:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.4844, loss_cls: 8.2131, loss: 8.2131 2025-08-15 03:48:32,364 - pyskl - INFO - Epoch [60][2700/7492] lr: 3.304e-02, eta: 4 days, 1:07:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4903, loss_cls: 8.2784, loss: 8.2784 2025-08-15 03:49:23,948 - pyskl - INFO - Epoch [60][2800/7492] lr: 3.304e-02, eta: 4 days, 1:06:18, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2612, top5_acc: 0.4934, loss_cls: 8.2122, loss: 8.2122 2025-08-15 03:50:15,773 - pyskl - INFO - Epoch [60][2900/7492] lr: 3.303e-02, eta: 4 days, 1:05:27, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4888, loss_cls: 8.3149, loss: 8.3149 2025-08-15 03:51:07,024 - pyskl - INFO - Epoch [60][3000/7492] lr: 3.302e-02, eta: 4 days, 1:04:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4988, loss_cls: 8.2767, loss: 8.2767 2025-08-15 03:51:58,276 - pyskl - INFO - Epoch [60][3100/7492] lr: 3.302e-02, eta: 4 days, 1:03:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4834, loss_cls: 8.3160, loss: 8.3160 2025-08-15 03:52:49,710 - pyskl - INFO - Epoch [60][3200/7492] lr: 3.301e-02, eta: 4 days, 1:02:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4778, loss_cls: 8.3401, loss: 8.3401 2025-08-15 03:53:41,049 - pyskl - INFO - Epoch [60][3300/7492] lr: 3.300e-02, eta: 4 days, 1:02:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2362, top5_acc: 0.4850, loss_cls: 8.3814, loss: 8.3814 2025-08-15 03:54:32,576 - pyskl - INFO - Epoch [60][3400/7492] lr: 3.300e-02, eta: 4 days, 1:01:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4938, loss_cls: 8.3476, loss: 8.3476 2025-08-15 03:55:24,114 - pyskl - INFO - Epoch [60][3500/7492] lr: 3.299e-02, eta: 4 days, 1:00:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.4781, loss_cls: 8.2674, loss: 8.2674 2025-08-15 03:56:15,515 - pyskl - INFO - Epoch [60][3600/7492] lr: 3.298e-02, eta: 4 days, 0:59:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.5047, loss_cls: 8.1327, loss: 8.1327 2025-08-15 03:57:07,291 - pyskl - INFO - Epoch [60][3700/7492] lr: 3.298e-02, eta: 4 days, 0:58:34, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.4981, loss_cls: 8.2204, loss: 8.2204 2025-08-15 03:57:58,827 - pyskl - INFO - Epoch [60][3800/7492] lr: 3.297e-02, eta: 4 days, 0:57:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.5016, loss_cls: 8.2397, loss: 8.2397 2025-08-15 03:58:50,407 - pyskl - INFO - Epoch [60][3900/7492] lr: 3.296e-02, eta: 4 days, 0:56:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4922, loss_cls: 8.1645, loss: 8.1645 2025-08-15 03:59:41,919 - pyskl - INFO - Epoch [60][4000/7492] lr: 3.296e-02, eta: 4 days, 0:56:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4903, loss_cls: 8.2478, loss: 8.2478 2025-08-15 04:00:33,192 - pyskl - INFO - Epoch [60][4100/7492] lr: 3.295e-02, eta: 4 days, 0:55:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.5006, loss_cls: 8.2670, loss: 8.2670 2025-08-15 04:01:24,651 - pyskl - INFO - Epoch [60][4200/7492] lr: 3.294e-02, eta: 4 days, 0:54:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.4969, loss_cls: 8.2269, loss: 8.2269 2025-08-15 04:02:15,966 - pyskl - INFO - Epoch [60][4300/7492] lr: 3.294e-02, eta: 4 days, 0:53:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.5003, loss_cls: 8.2303, loss: 8.2303 2025-08-15 04:03:07,268 - pyskl - INFO - Epoch [60][4400/7492] lr: 3.293e-02, eta: 4 days, 0:52:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.4903, loss_cls: 8.1637, loss: 8.1637 2025-08-15 04:03:58,522 - pyskl - INFO - Epoch [60][4500/7492] lr: 3.292e-02, eta: 4 days, 0:51:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4878, loss_cls: 8.2990, loss: 8.2990 2025-08-15 04:04:50,081 - pyskl - INFO - Epoch [60][4600/7492] lr: 3.292e-02, eta: 4 days, 0:50:50, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4797, loss_cls: 8.3263, loss: 8.3263 2025-08-15 04:05:41,483 - pyskl - INFO - Epoch [60][4700/7492] lr: 3.291e-02, eta: 4 days, 0:49:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4981, loss_cls: 8.1962, loss: 8.1962 2025-08-15 04:06:32,734 - pyskl - INFO - Epoch [60][4800/7492] lr: 3.290e-02, eta: 4 days, 0:49:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.5041, loss_cls: 8.1559, loss: 8.1559 2025-08-15 04:07:24,139 - pyskl - INFO - Epoch [60][4900/7492] lr: 3.290e-02, eta: 4 days, 0:48:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4981, loss_cls: 8.2430, loss: 8.2430 2025-08-15 04:08:15,741 - pyskl - INFO - Epoch [60][5000/7492] lr: 3.289e-02, eta: 4 days, 0:47:24, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.4894, loss_cls: 8.3534, loss: 8.3534 2025-08-15 04:09:07,220 - pyskl - INFO - Epoch [60][5100/7492] lr: 3.288e-02, eta: 4 days, 0:46:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4719, loss_cls: 8.3778, loss: 8.3778 2025-08-15 04:09:58,702 - pyskl - INFO - Epoch [60][5200/7492] lr: 3.288e-02, eta: 4 days, 0:45:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4991, loss_cls: 8.2774, loss: 8.2774 2025-08-15 04:10:50,148 - pyskl - INFO - Epoch [60][5300/7492] lr: 3.287e-02, eta: 4 days, 0:44:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5084, loss_cls: 8.2108, loss: 8.2108 2025-08-15 04:11:41,713 - pyskl - INFO - Epoch [60][5400/7492] lr: 3.286e-02, eta: 4 days, 0:43:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2600, top5_acc: 0.4953, loss_cls: 8.2529, loss: 8.2529 2025-08-15 04:12:33,133 - pyskl - INFO - Epoch [60][5500/7492] lr: 3.286e-02, eta: 4 days, 0:43:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4756, loss_cls: 8.2842, loss: 8.2842 2025-08-15 04:13:24,677 - pyskl - INFO - Epoch [60][5600/7492] lr: 3.285e-02, eta: 4 days, 0:42:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4819, loss_cls: 8.3431, loss: 8.3431 2025-08-15 04:14:16,515 - pyskl - INFO - Epoch [60][5700/7492] lr: 3.284e-02, eta: 4 days, 0:41:24, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4809, loss_cls: 8.3037, loss: 8.3037 2025-08-15 04:15:07,981 - pyskl - INFO - Epoch [60][5800/7492] lr: 3.284e-02, eta: 4 days, 0:40:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4906, loss_cls: 8.2239, loss: 8.2239 2025-08-15 04:15:59,613 - pyskl - INFO - Epoch [60][5900/7492] lr: 3.283e-02, eta: 4 days, 0:39:41, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4913, loss_cls: 8.2763, loss: 8.2763 2025-08-15 04:16:50,997 - pyskl - INFO - Epoch [60][6000/7492] lr: 3.282e-02, eta: 4 days, 0:38:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4800, loss_cls: 8.3686, loss: 8.3686 2025-08-15 04:17:42,604 - pyskl - INFO - Epoch [60][6100/7492] lr: 3.282e-02, eta: 4 days, 0:37:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4897, loss_cls: 8.3123, loss: 8.3123 2025-08-15 04:18:34,026 - pyskl - INFO - Epoch [60][6200/7492] lr: 3.281e-02, eta: 4 days, 0:37:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4969, loss_cls: 8.2388, loss: 8.2388 2025-08-15 04:19:25,347 - pyskl - INFO - Epoch [60][6300/7492] lr: 3.280e-02, eta: 4 days, 0:36:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4928, loss_cls: 8.2685, loss: 8.2685 2025-08-15 04:20:16,939 - pyskl - INFO - Epoch [60][6400/7492] lr: 3.280e-02, eta: 4 days, 0:35:24, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4784, loss_cls: 8.3063, loss: 8.3063 2025-08-15 04:21:08,439 - pyskl - INFO - Epoch [60][6500/7492] lr: 3.279e-02, eta: 4 days, 0:34:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4922, loss_cls: 8.2150, loss: 8.2150 2025-08-15 04:21:59,751 - pyskl - INFO - Epoch [60][6600/7492] lr: 3.278e-02, eta: 4 days, 0:33:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4844, loss_cls: 8.3696, loss: 8.3696 2025-08-15 04:22:51,161 - pyskl - INFO - Epoch [60][6700/7492] lr: 3.278e-02, eta: 4 days, 0:32:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4991, loss_cls: 8.3443, loss: 8.3443 2025-08-15 04:23:42,783 - pyskl - INFO - Epoch [60][6800/7492] lr: 3.277e-02, eta: 4 days, 0:31:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4816, loss_cls: 8.2572, loss: 8.2572 2025-08-15 04:24:34,068 - pyskl - INFO - Epoch [60][6900/7492] lr: 3.276e-02, eta: 4 days, 0:31:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.5209, loss_cls: 8.1020, loss: 8.1020 2025-08-15 04:25:25,795 - pyskl - INFO - Epoch [60][7000/7492] lr: 3.276e-02, eta: 4 days, 0:30:15, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4666, loss_cls: 8.4844, loss: 8.4844 2025-08-15 04:26:17,349 - pyskl - INFO - Epoch [60][7100/7492] lr: 3.275e-02, eta: 4 days, 0:29:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4759, loss_cls: 8.4039, loss: 8.4039 2025-08-15 04:27:08,894 - pyskl - INFO - Epoch [60][7200/7492] lr: 3.274e-02, eta: 4 days, 0:28:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4834, loss_cls: 8.3101, loss: 8.3101 2025-08-15 04:28:00,215 - pyskl - INFO - Epoch [60][7300/7492] lr: 3.274e-02, eta: 4 days, 0:27:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4922, loss_cls: 8.1984, loss: 8.1984 2025-08-15 04:28:52,197 - pyskl - INFO - Epoch [60][7400/7492] lr: 3.273e-02, eta: 4 days, 0:26:49, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2378, top5_acc: 0.4813, loss_cls: 8.3488, loss: 8.3488 2025-08-15 04:29:40,242 - pyskl - INFO - Saving checkpoint at 60 epochs 2025-08-15 04:30:33,708 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 04:30:34,445 - pyskl - INFO - top1_acc 0.2088 top5_acc 0.4312 2025-08-15 04:30:34,446 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 04:30:34,481 - pyskl - INFO - mean_acc 0.2086 2025-08-15 04:30:34,493 - pyskl - INFO - Epoch(val) [60][617] top1_acc: 0.2088, top5_acc: 0.4312, mean_class_accuracy: 0.2086 2025-08-15 04:31:56,510 - pyskl - INFO - Epoch [61][100/7492] lr: 3.272e-02, eta: 4 days, 0:24:45, time: 0.820, data_time: 0.306, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4866, loss_cls: 8.2530, loss: 8.2530 2025-08-15 04:32:47,936 - pyskl - INFO - Epoch [61][200/7492] lr: 3.271e-02, eta: 4 days, 0:23:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.4925, loss_cls: 8.1646, loss: 8.1646 2025-08-15 04:33:39,189 - pyskl - INFO - Epoch [61][300/7492] lr: 3.271e-02, eta: 4 days, 0:23:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4822, loss_cls: 8.2112, loss: 8.2112 2025-08-15 04:34:30,590 - pyskl - INFO - Epoch [61][400/7492] lr: 3.270e-02, eta: 4 days, 0:22:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4966, loss_cls: 8.2631, loss: 8.2631 2025-08-15 04:35:21,964 - pyskl - INFO - Epoch [61][500/7492] lr: 3.269e-02, eta: 4 days, 0:21:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4975, loss_cls: 8.2019, loss: 8.2019 2025-08-15 04:36:13,288 - pyskl - INFO - Epoch [61][600/7492] lr: 3.269e-02, eta: 4 days, 0:20:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4847, loss_cls: 8.3072, loss: 8.3072 2025-08-15 04:37:04,850 - pyskl - INFO - Epoch [61][700/7492] lr: 3.268e-02, eta: 4 days, 0:19:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4956, loss_cls: 8.1925, loss: 8.1925 2025-08-15 04:37:56,453 - pyskl - INFO - Epoch [61][800/7492] lr: 3.267e-02, eta: 4 days, 0:18:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.4891, loss_cls: 8.2151, loss: 8.2151 2025-08-15 04:38:48,460 - pyskl - INFO - Epoch [61][900/7492] lr: 3.267e-02, eta: 4 days, 0:17:53, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4853, loss_cls: 8.2438, loss: 8.2438 2025-08-15 04:39:39,988 - pyskl - INFO - Epoch [61][1000/7492] lr: 3.266e-02, eta: 4 days, 0:17:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4894, loss_cls: 8.2454, loss: 8.2454 2025-08-15 04:40:31,321 - pyskl - INFO - Epoch [61][1100/7492] lr: 3.265e-02, eta: 4 days, 0:16:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4984, loss_cls: 8.2256, loss: 8.2256 2025-08-15 04:41:22,661 - pyskl - INFO - Epoch [61][1200/7492] lr: 3.265e-02, eta: 4 days, 0:15:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4756, loss_cls: 8.3162, loss: 8.3162 2025-08-15 04:42:14,066 - pyskl - INFO - Epoch [61][1300/7492] lr: 3.264e-02, eta: 4 days, 0:14:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.5097, loss_cls: 8.1273, loss: 8.1273 2025-08-15 04:43:05,415 - pyskl - INFO - Epoch [61][1400/7492] lr: 3.263e-02, eta: 4 days, 0:13:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4981, loss_cls: 8.1764, loss: 8.1764 2025-08-15 04:43:56,643 - pyskl - INFO - Epoch [61][1500/7492] lr: 3.263e-02, eta: 4 days, 0:12:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.4975, loss_cls: 8.2132, loss: 8.2132 2025-08-15 04:44:48,018 - pyskl - INFO - Epoch [61][1600/7492] lr: 3.262e-02, eta: 4 days, 0:11:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4875, loss_cls: 8.3144, loss: 8.3144 2025-08-15 04:45:39,316 - pyskl - INFO - Epoch [61][1700/7492] lr: 3.261e-02, eta: 4 days, 0:11:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4853, loss_cls: 8.2589, loss: 8.2589 2025-08-15 04:46:31,054 - pyskl - INFO - Epoch [61][1800/7492] lr: 3.261e-02, eta: 4 days, 0:10:09, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4903, loss_cls: 8.3149, loss: 8.3149 2025-08-15 04:47:22,526 - pyskl - INFO - Epoch [61][1900/7492] lr: 3.260e-02, eta: 4 days, 0:09:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4772, loss_cls: 8.3761, loss: 8.3761 2025-08-15 04:48:13,883 - pyskl - INFO - Epoch [61][2000/7492] lr: 3.259e-02, eta: 4 days, 0:08:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.4909, loss_cls: 8.2190, loss: 8.2190 2025-08-15 04:49:05,211 - pyskl - INFO - Epoch [61][2100/7492] lr: 3.259e-02, eta: 4 days, 0:07:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4894, loss_cls: 8.2708, loss: 8.2708 2025-08-15 04:49:56,637 - pyskl - INFO - Epoch [61][2200/7492] lr: 3.258e-02, eta: 4 days, 0:06:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2506, top5_acc: 0.4978, loss_cls: 8.2427, loss: 8.2427 2025-08-15 04:50:47,962 - pyskl - INFO - Epoch [61][2300/7492] lr: 3.257e-02, eta: 4 days, 0:05:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4981, loss_cls: 8.1610, loss: 8.1610 2025-08-15 04:51:39,636 - pyskl - INFO - Epoch [61][2400/7492] lr: 3.257e-02, eta: 4 days, 0:05:00, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2472, top5_acc: 0.4947, loss_cls: 8.2245, loss: 8.2245 2025-08-15 04:52:30,907 - pyskl - INFO - Epoch [61][2500/7492] lr: 3.256e-02, eta: 4 days, 0:04:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.4978, loss_cls: 8.2598, loss: 8.2598 2025-08-15 04:53:22,297 - pyskl - INFO - Epoch [61][2600/7492] lr: 3.255e-02, eta: 4 days, 0:03:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4931, loss_cls: 8.2851, loss: 8.2851 2025-08-15 04:54:13,664 - pyskl - INFO - Epoch [61][2700/7492] lr: 3.255e-02, eta: 4 days, 0:02:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4978, loss_cls: 8.2694, loss: 8.2694 2025-08-15 04:55:04,999 - pyskl - INFO - Epoch [61][2800/7492] lr: 3.254e-02, eta: 4 days, 0:01:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4966, loss_cls: 8.1967, loss: 8.1967 2025-08-15 04:55:56,548 - pyskl - INFO - Epoch [61][2900/7492] lr: 3.253e-02, eta: 4 days, 0:00:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4944, loss_cls: 8.2813, loss: 8.2813 2025-08-15 04:56:47,990 - pyskl - INFO - Epoch [61][3000/7492] lr: 3.253e-02, eta: 3 days, 23:59:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4819, loss_cls: 8.3281, loss: 8.3281 2025-08-15 04:57:39,608 - pyskl - INFO - Epoch [61][3100/7492] lr: 3.252e-02, eta: 3 days, 23:58:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4841, loss_cls: 8.2471, loss: 8.2471 2025-08-15 04:58:30,982 - pyskl - INFO - Epoch [61][3200/7492] lr: 3.251e-02, eta: 3 days, 23:58:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4897, loss_cls: 8.2833, loss: 8.2833 2025-08-15 04:59:22,483 - pyskl - INFO - Epoch [61][3300/7492] lr: 3.251e-02, eta: 3 days, 23:57:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4766, loss_cls: 8.2718, loss: 8.2718 2025-08-15 05:00:13,951 - pyskl - INFO - Epoch [61][3400/7492] lr: 3.250e-02, eta: 3 days, 23:56:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4853, loss_cls: 8.2293, loss: 8.2293 2025-08-15 05:01:05,306 - pyskl - INFO - Epoch [61][3500/7492] lr: 3.249e-02, eta: 3 days, 23:55:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4841, loss_cls: 8.2901, loss: 8.2901 2025-08-15 05:01:56,538 - pyskl - INFO - Epoch [61][3600/7492] lr: 3.249e-02, eta: 3 days, 23:54:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4750, loss_cls: 8.3858, loss: 8.3858 2025-08-15 05:02:48,261 - pyskl - INFO - Epoch [61][3700/7492] lr: 3.248e-02, eta: 3 days, 23:53:49, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4894, loss_cls: 8.2733, loss: 8.2733 2025-08-15 05:03:39,681 - pyskl - INFO - Epoch [61][3800/7492] lr: 3.247e-02, eta: 3 days, 23:52:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4891, loss_cls: 8.2608, loss: 8.2608 2025-08-15 05:04:31,058 - pyskl - INFO - Epoch [61][3900/7492] lr: 3.247e-02, eta: 3 days, 23:52:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4809, loss_cls: 8.2995, loss: 8.2995 2025-08-15 05:05:22,521 - pyskl - INFO - Epoch [61][4000/7492] lr: 3.246e-02, eta: 3 days, 23:51:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4925, loss_cls: 8.2184, loss: 8.2184 2025-08-15 05:06:14,010 - pyskl - INFO - Epoch [61][4100/7492] lr: 3.245e-02, eta: 3 days, 23:50:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4941, loss_cls: 8.2989, loss: 8.2989 2025-08-15 05:07:05,266 - pyskl - INFO - Epoch [61][4200/7492] lr: 3.245e-02, eta: 3 days, 23:49:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4956, loss_cls: 8.2872, loss: 8.2872 2025-08-15 05:07:56,543 - pyskl - INFO - Epoch [61][4300/7492] lr: 3.244e-02, eta: 3 days, 23:48:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4844, loss_cls: 8.3624, loss: 8.3624 2025-08-15 05:08:47,818 - pyskl - INFO - Epoch [61][4400/7492] lr: 3.243e-02, eta: 3 days, 23:47:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4891, loss_cls: 8.3022, loss: 8.3022 2025-08-15 05:09:39,202 - pyskl - INFO - Epoch [61][4500/7492] lr: 3.243e-02, eta: 3 days, 23:46:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4866, loss_cls: 8.2834, loss: 8.2834 2025-08-15 05:10:30,855 - pyskl - INFO - Epoch [61][4600/7492] lr: 3.242e-02, eta: 3 days, 23:46:05, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4934, loss_cls: 8.2606, loss: 8.2606 2025-08-15 05:11:22,147 - pyskl - INFO - Epoch [61][4700/7492] lr: 3.241e-02, eta: 3 days, 23:45:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.4838, loss_cls: 8.2850, loss: 8.2850 2025-08-15 05:12:13,511 - pyskl - INFO - Epoch [61][4800/7492] lr: 3.241e-02, eta: 3 days, 23:44:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.4975, loss_cls: 8.1896, loss: 8.1896 2025-08-15 05:13:04,919 - pyskl - INFO - Epoch [61][4900/7492] lr: 3.240e-02, eta: 3 days, 23:43:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4850, loss_cls: 8.3350, loss: 8.3350 2025-08-15 05:13:56,140 - pyskl - INFO - Epoch [61][5000/7492] lr: 3.239e-02, eta: 3 days, 23:42:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4903, loss_cls: 8.2202, loss: 8.2202 2025-08-15 05:14:47,468 - pyskl - INFO - Epoch [61][5100/7492] lr: 3.239e-02, eta: 3 days, 23:41:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4941, loss_cls: 8.3220, loss: 8.3220 2025-08-15 05:15:38,723 - pyskl - INFO - Epoch [61][5200/7492] lr: 3.238e-02, eta: 3 days, 23:40:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.4956, loss_cls: 8.2227, loss: 8.2227 2025-08-15 05:16:30,190 - pyskl - INFO - Epoch [61][5300/7492] lr: 3.237e-02, eta: 3 days, 23:40:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.5044, loss_cls: 8.2867, loss: 8.2867 2025-08-15 05:17:21,491 - pyskl - INFO - Epoch [61][5400/7492] lr: 3.237e-02, eta: 3 days, 23:39:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.4966, loss_cls: 8.1515, loss: 8.1515 2025-08-15 05:18:12,818 - pyskl - INFO - Epoch [61][5500/7492] lr: 3.236e-02, eta: 3 days, 23:38:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4863, loss_cls: 8.2290, loss: 8.2290 2025-08-15 05:19:04,214 - pyskl - INFO - Epoch [61][5600/7492] lr: 3.235e-02, eta: 3 days, 23:37:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4794, loss_cls: 8.1975, loss: 8.1975 2025-08-15 05:19:55,599 - pyskl - INFO - Epoch [61][5700/7492] lr: 3.235e-02, eta: 3 days, 23:36:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4797, loss_cls: 8.3120, loss: 8.3120 2025-08-15 05:20:46,950 - pyskl - INFO - Epoch [61][5800/7492] lr: 3.234e-02, eta: 3 days, 23:35:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4853, loss_cls: 8.2573, loss: 8.2573 2025-08-15 05:21:38,445 - pyskl - INFO - Epoch [61][5900/7492] lr: 3.233e-02, eta: 3 days, 23:34:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4872, loss_cls: 8.2582, loss: 8.2582 2025-08-15 05:22:29,768 - pyskl - INFO - Epoch [61][6000/7492] lr: 3.233e-02, eta: 3 days, 23:34:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2472, top5_acc: 0.4819, loss_cls: 8.2797, loss: 8.2797 2025-08-15 05:23:21,321 - pyskl - INFO - Epoch [61][6100/7492] lr: 3.232e-02, eta: 3 days, 23:33:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2472, top5_acc: 0.4772, loss_cls: 8.2888, loss: 8.2888 2025-08-15 05:24:12,718 - pyskl - INFO - Epoch [61][6200/7492] lr: 3.231e-02, eta: 3 days, 23:32:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4925, loss_cls: 8.2320, loss: 8.2320 2025-08-15 05:25:03,964 - pyskl - INFO - Epoch [61][6300/7492] lr: 3.231e-02, eta: 3 days, 23:31:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.4878, loss_cls: 8.2292, loss: 8.2292 2025-08-15 05:25:55,300 - pyskl - INFO - Epoch [61][6400/7492] lr: 3.230e-02, eta: 3 days, 23:30:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4978, loss_cls: 8.2737, loss: 8.2737 2025-08-15 05:26:46,595 - pyskl - INFO - Epoch [61][6500/7492] lr: 3.229e-02, eta: 3 days, 23:29:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4900, loss_cls: 8.3179, loss: 8.3179 2025-08-15 05:27:37,957 - pyskl - INFO - Epoch [61][6600/7492] lr: 3.229e-02, eta: 3 days, 23:28:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4844, loss_cls: 8.2744, loss: 8.2744 2025-08-15 05:28:29,242 - pyskl - INFO - Epoch [61][6700/7492] lr: 3.228e-02, eta: 3 days, 23:28:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4784, loss_cls: 8.2732, loss: 8.2732 2025-08-15 05:29:20,845 - pyskl - INFO - Epoch [61][6800/7492] lr: 3.227e-02, eta: 3 days, 23:27:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4969, loss_cls: 8.2584, loss: 8.2584 2025-08-15 05:30:12,241 - pyskl - INFO - Epoch [61][6900/7492] lr: 3.227e-02, eta: 3 days, 23:26:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2444, top5_acc: 0.4913, loss_cls: 8.2726, loss: 8.2726 2025-08-15 05:31:03,671 - pyskl - INFO - Epoch [61][7000/7492] lr: 3.226e-02, eta: 3 days, 23:25:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4906, loss_cls: 8.2631, loss: 8.2631 2025-08-15 05:31:55,071 - pyskl - INFO - Epoch [61][7100/7492] lr: 3.225e-02, eta: 3 days, 23:24:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4928, loss_cls: 8.3212, loss: 8.3212 2025-08-15 05:32:46,479 - pyskl - INFO - Epoch [61][7200/7492] lr: 3.225e-02, eta: 3 days, 23:23:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.5012, loss_cls: 8.2467, loss: 8.2467 2025-08-15 05:33:38,121 - pyskl - INFO - Epoch [61][7300/7492] lr: 3.224e-02, eta: 3 days, 23:22:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4856, loss_cls: 8.3132, loss: 8.3132 2025-08-15 05:34:29,477 - pyskl - INFO - Epoch [61][7400/7492] lr: 3.223e-02, eta: 3 days, 23:21:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5072, loss_cls: 8.1462, loss: 8.1462 2025-08-15 05:35:17,391 - pyskl - INFO - Saving checkpoint at 61 epochs 2025-08-15 05:36:13,742 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 05:36:14,471 - pyskl - INFO - top1_acc 0.1986 top5_acc 0.4260 2025-08-15 05:36:14,471 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 05:36:14,504 - pyskl - INFO - mean_acc 0.1984 2025-08-15 05:36:14,514 - pyskl - INFO - Epoch(val) [61][617] top1_acc: 0.1986, top5_acc: 0.4260, mean_class_accuracy: 0.1984 2025-08-15 05:37:35,442 - pyskl - INFO - Epoch [62][100/7492] lr: 3.222e-02, eta: 3 days, 23:19:54, time: 0.809, data_time: 0.297, memory: 13026, top1_acc: 0.2653, top5_acc: 0.5041, loss_cls: 8.1951, loss: 8.1951 2025-08-15 05:38:26,481 - pyskl - INFO - Epoch [62][200/7492] lr: 3.221e-02, eta: 3 days, 23:19:02, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4966, loss_cls: 8.2384, loss: 8.2384 2025-08-15 05:39:17,647 - pyskl - INFO - Epoch [62][300/7492] lr: 3.221e-02, eta: 3 days, 23:18:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.5022, loss_cls: 8.1714, loss: 8.1714 2025-08-15 05:40:08,835 - pyskl - INFO - Epoch [62][400/7492] lr: 3.220e-02, eta: 3 days, 23:17:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.5088, loss_cls: 8.2246, loss: 8.2246 2025-08-15 05:41:00,040 - pyskl - INFO - Epoch [62][500/7492] lr: 3.219e-02, eta: 3 days, 23:16:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4975, loss_cls: 8.2580, loss: 8.2580 2025-08-15 05:41:51,415 - pyskl - INFO - Epoch [62][600/7492] lr: 3.219e-02, eta: 3 days, 23:15:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4825, loss_cls: 8.2626, loss: 8.2626 2025-08-15 05:42:42,704 - pyskl - INFO - Epoch [62][700/7492] lr: 3.218e-02, eta: 3 days, 23:14:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4913, loss_cls: 8.2354, loss: 8.2354 2025-08-15 05:43:33,993 - pyskl - INFO - Epoch [62][800/7492] lr: 3.217e-02, eta: 3 days, 23:13:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.5084, loss_cls: 8.2070, loss: 8.2070 2025-08-15 05:44:25,123 - pyskl - INFO - Epoch [62][900/7492] lr: 3.217e-02, eta: 3 days, 23:12:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.5044, loss_cls: 8.1661, loss: 8.1661 2025-08-15 05:45:16,258 - pyskl - INFO - Epoch [62][1000/7492] lr: 3.216e-02, eta: 3 days, 23:12:07, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4878, loss_cls: 8.2613, loss: 8.2613 2025-08-15 05:46:07,495 - pyskl - INFO - Epoch [62][1100/7492] lr: 3.215e-02, eta: 3 days, 23:11:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.4944, loss_cls: 8.2079, loss: 8.2079 2025-08-15 05:46:58,666 - pyskl - INFO - Epoch [62][1200/7492] lr: 3.215e-02, eta: 3 days, 23:10:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.5009, loss_cls: 8.2158, loss: 8.2158 2025-08-15 05:47:50,137 - pyskl - INFO - Epoch [62][1300/7492] lr: 3.214e-02, eta: 3 days, 23:09:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.4963, loss_cls: 8.2614, loss: 8.2614 2025-08-15 05:48:41,663 - pyskl - INFO - Epoch [62][1400/7492] lr: 3.213e-02, eta: 3 days, 23:08:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4884, loss_cls: 8.2251, loss: 8.2251 2025-08-15 05:49:33,378 - pyskl - INFO - Epoch [62][1500/7492] lr: 3.213e-02, eta: 3 days, 23:07:50, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2612, top5_acc: 0.4941, loss_cls: 8.2378, loss: 8.2378 2025-08-15 05:50:24,804 - pyskl - INFO - Epoch [62][1600/7492] lr: 3.212e-02, eta: 3 days, 23:06:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4950, loss_cls: 8.3171, loss: 8.3171 2025-08-15 05:51:16,178 - pyskl - INFO - Epoch [62][1700/7492] lr: 3.211e-02, eta: 3 days, 23:06:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.4775, loss_cls: 8.3087, loss: 8.3087 2025-08-15 05:52:07,728 - pyskl - INFO - Epoch [62][1800/7492] lr: 3.211e-02, eta: 3 days, 23:05:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4803, loss_cls: 8.3195, loss: 8.3195 2025-08-15 05:52:59,055 - pyskl - INFO - Epoch [62][1900/7492] lr: 3.210e-02, eta: 3 days, 23:04:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5000, loss_cls: 8.1425, loss: 8.1425 2025-08-15 05:53:50,329 - pyskl - INFO - Epoch [62][2000/7492] lr: 3.209e-02, eta: 3 days, 23:03:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.5016, loss_cls: 8.2018, loss: 8.2018 2025-08-15 05:54:41,733 - pyskl - INFO - Epoch [62][2100/7492] lr: 3.209e-02, eta: 3 days, 23:02:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.4966, loss_cls: 8.2281, loss: 8.2281 2025-08-15 05:55:33,011 - pyskl - INFO - Epoch [62][2200/7492] lr: 3.208e-02, eta: 3 days, 23:01:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4888, loss_cls: 8.2814, loss: 8.2814 2025-08-15 05:56:24,232 - pyskl - INFO - Epoch [62][2300/7492] lr: 3.207e-02, eta: 3 days, 23:00:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4934, loss_cls: 8.2438, loss: 8.2438 2025-08-15 05:57:15,595 - pyskl - INFO - Epoch [62][2400/7492] lr: 3.207e-02, eta: 3 days, 23:00:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.4816, loss_cls: 8.2794, loss: 8.2794 2025-08-15 05:58:06,800 - pyskl - INFO - Epoch [62][2500/7492] lr: 3.206e-02, eta: 3 days, 22:59:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4947, loss_cls: 8.2541, loss: 8.2541 2025-08-15 05:58:58,005 - pyskl - INFO - Epoch [62][2600/7492] lr: 3.205e-02, eta: 3 days, 22:58:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2387, top5_acc: 0.4906, loss_cls: 8.2392, loss: 8.2392 2025-08-15 05:59:49,360 - pyskl - INFO - Epoch [62][2700/7492] lr: 3.205e-02, eta: 3 days, 22:57:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4966, loss_cls: 8.1984, loss: 8.1984 2025-08-15 06:00:40,762 - pyskl - INFO - Epoch [62][2800/7492] lr: 3.204e-02, eta: 3 days, 22:56:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2428, top5_acc: 0.4775, loss_cls: 8.3953, loss: 8.3953 2025-08-15 06:01:32,278 - pyskl - INFO - Epoch [62][2900/7492] lr: 3.203e-02, eta: 3 days, 22:55:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4963, loss_cls: 8.2640, loss: 8.2640 2025-08-15 06:02:23,621 - pyskl - INFO - Epoch [62][3000/7492] lr: 3.202e-02, eta: 3 days, 22:54:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5059, loss_cls: 8.1409, loss: 8.1409 2025-08-15 06:03:14,992 - pyskl - INFO - Epoch [62][3100/7492] lr: 3.202e-02, eta: 3 days, 22:54:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4941, loss_cls: 8.1771, loss: 8.1771 2025-08-15 06:04:06,406 - pyskl - INFO - Epoch [62][3200/7492] lr: 3.201e-02, eta: 3 days, 22:53:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4806, loss_cls: 8.3341, loss: 8.3341 2025-08-15 06:04:57,817 - pyskl - INFO - Epoch [62][3300/7492] lr: 3.200e-02, eta: 3 days, 22:52:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.5056, loss_cls: 8.2442, loss: 8.2442 2025-08-15 06:05:49,151 - pyskl - INFO - Epoch [62][3400/7492] lr: 3.200e-02, eta: 3 days, 22:51:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5006, loss_cls: 8.2311, loss: 8.2311 2025-08-15 06:06:40,902 - pyskl - INFO - Epoch [62][3500/7492] lr: 3.199e-02, eta: 3 days, 22:50:37, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.4897, loss_cls: 8.2363, loss: 8.2363 2025-08-15 06:07:32,444 - pyskl - INFO - Epoch [62][3600/7492] lr: 3.198e-02, eta: 3 days, 22:49:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.5003, loss_cls: 8.1734, loss: 8.1734 2025-08-15 06:08:23,767 - pyskl - INFO - Epoch [62][3700/7492] lr: 3.198e-02, eta: 3 days, 22:48:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.4984, loss_cls: 8.1828, loss: 8.1828 2025-08-15 06:09:15,131 - pyskl - INFO - Epoch [62][3800/7492] lr: 3.197e-02, eta: 3 days, 22:48:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2372, top5_acc: 0.4828, loss_cls: 8.2761, loss: 8.2761 2025-08-15 06:10:06,601 - pyskl - INFO - Epoch [62][3900/7492] lr: 3.196e-02, eta: 3 days, 22:47:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2375, top5_acc: 0.4900, loss_cls: 8.2790, loss: 8.2790 2025-08-15 06:10:58,066 - pyskl - INFO - Epoch [62][4000/7492] lr: 3.196e-02, eta: 3 days, 22:46:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4963, loss_cls: 8.2495, loss: 8.2495 2025-08-15 06:11:49,461 - pyskl - INFO - Epoch [62][4100/7492] lr: 3.195e-02, eta: 3 days, 22:45:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4869, loss_cls: 8.2617, loss: 8.2617 2025-08-15 06:12:40,720 - pyskl - INFO - Epoch [62][4200/7492] lr: 3.194e-02, eta: 3 days, 22:44:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2394, top5_acc: 0.4844, loss_cls: 8.3278, loss: 8.3278 2025-08-15 06:13:32,116 - pyskl - INFO - Epoch [62][4300/7492] lr: 3.194e-02, eta: 3 days, 22:43:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5000, loss_cls: 8.1883, loss: 8.1883 2025-08-15 06:14:23,580 - pyskl - INFO - Epoch [62][4400/7492] lr: 3.193e-02, eta: 3 days, 22:42:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4909, loss_cls: 8.1985, loss: 8.1985 2025-08-15 06:15:14,923 - pyskl - INFO - Epoch [62][4500/7492] lr: 3.192e-02, eta: 3 days, 22:42:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4828, loss_cls: 8.2739, loss: 8.2739 2025-08-15 06:16:06,426 - pyskl - INFO - Epoch [62][4600/7492] lr: 3.192e-02, eta: 3 days, 22:41:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.4900, loss_cls: 8.2799, loss: 8.2799 2025-08-15 06:16:57,695 - pyskl - INFO - Epoch [62][4700/7492] lr: 3.191e-02, eta: 3 days, 22:40:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4806, loss_cls: 8.2845, loss: 8.2845 2025-08-15 06:17:49,106 - pyskl - INFO - Epoch [62][4800/7492] lr: 3.190e-02, eta: 3 days, 22:39:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.5006, loss_cls: 8.1904, loss: 8.1904 2025-08-15 06:18:40,604 - pyskl - INFO - Epoch [62][4900/7492] lr: 3.190e-02, eta: 3 days, 22:38:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5044, loss_cls: 8.1723, loss: 8.1723 2025-08-15 06:19:31,946 - pyskl - INFO - Epoch [62][5000/7492] lr: 3.189e-02, eta: 3 days, 22:37:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4991, loss_cls: 8.2377, loss: 8.2377 2025-08-15 06:20:23,369 - pyskl - INFO - Epoch [62][5100/7492] lr: 3.188e-02, eta: 3 days, 22:36:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.5097, loss_cls: 8.1641, loss: 8.1641 2025-08-15 06:21:14,706 - pyskl - INFO - Epoch [62][5200/7492] lr: 3.188e-02, eta: 3 days, 22:36:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4978, loss_cls: 8.2230, loss: 8.2230 2025-08-15 06:22:05,941 - pyskl - INFO - Epoch [62][5300/7492] lr: 3.187e-02, eta: 3 days, 22:35:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2600, top5_acc: 0.5006, loss_cls: 8.1848, loss: 8.1848 2025-08-15 06:22:57,350 - pyskl - INFO - Epoch [62][5400/7492] lr: 3.186e-02, eta: 3 days, 22:34:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4831, loss_cls: 8.3722, loss: 8.3722 2025-08-15 06:23:48,546 - pyskl - INFO - Epoch [62][5500/7492] lr: 3.186e-02, eta: 3 days, 22:33:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4775, loss_cls: 8.2797, loss: 8.2797 2025-08-15 06:24:39,903 - pyskl - INFO - Epoch [62][5600/7492] lr: 3.185e-02, eta: 3 days, 22:32:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4888, loss_cls: 8.2509, loss: 8.2509 2025-08-15 06:25:31,134 - pyskl - INFO - Epoch [62][5700/7492] lr: 3.184e-02, eta: 3 days, 22:31:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2350, top5_acc: 0.4894, loss_cls: 8.2893, loss: 8.2893 2025-08-15 06:26:22,299 - pyskl - INFO - Epoch [62][5800/7492] lr: 3.184e-02, eta: 3 days, 22:30:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2506, top5_acc: 0.4903, loss_cls: 8.2267, loss: 8.2267 2025-08-15 06:27:13,682 - pyskl - INFO - Epoch [62][5900/7492] lr: 3.183e-02, eta: 3 days, 22:29:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4803, loss_cls: 8.3867, loss: 8.3867 2025-08-15 06:28:04,978 - pyskl - INFO - Epoch [62][6000/7492] lr: 3.182e-02, eta: 3 days, 22:29:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.4959, loss_cls: 8.2603, loss: 8.2603 2025-08-15 06:28:56,365 - pyskl - INFO - Epoch [62][6100/7492] lr: 3.182e-02, eta: 3 days, 22:28:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4722, loss_cls: 8.3370, loss: 8.3370 2025-08-15 06:29:47,692 - pyskl - INFO - Epoch [62][6200/7492] lr: 3.181e-02, eta: 3 days, 22:27:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5034, loss_cls: 8.1646, loss: 8.1646 2025-08-15 06:30:38,909 - pyskl - INFO - Epoch [62][6300/7492] lr: 3.180e-02, eta: 3 days, 22:26:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.4966, loss_cls: 8.2261, loss: 8.2261 2025-08-15 06:31:30,254 - pyskl - INFO - Epoch [62][6400/7492] lr: 3.180e-02, eta: 3 days, 22:25:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4922, loss_cls: 8.2537, loss: 8.2537 2025-08-15 06:32:21,660 - pyskl - INFO - Epoch [62][6500/7492] lr: 3.179e-02, eta: 3 days, 22:24:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4891, loss_cls: 8.1640, loss: 8.1640 2025-08-15 06:33:13,274 - pyskl - INFO - Epoch [62][6600/7492] lr: 3.178e-02, eta: 3 days, 22:23:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4863, loss_cls: 8.2622, loss: 8.2622 2025-08-15 06:34:04,888 - pyskl - INFO - Epoch [62][6700/7492] lr: 3.178e-02, eta: 3 days, 22:23:05, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5116, loss_cls: 8.1129, loss: 8.1129 2025-08-15 06:34:56,184 - pyskl - INFO - Epoch [62][6800/7492] lr: 3.177e-02, eta: 3 days, 22:22:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.5006, loss_cls: 8.1434, loss: 8.1434 2025-08-15 06:35:47,450 - pyskl - INFO - Epoch [62][6900/7492] lr: 3.176e-02, eta: 3 days, 22:21:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.4872, loss_cls: 8.2626, loss: 8.2626 2025-08-15 06:36:38,757 - pyskl - INFO - Epoch [62][7000/7492] lr: 3.176e-02, eta: 3 days, 22:20:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4909, loss_cls: 8.2136, loss: 8.2136 2025-08-15 06:37:29,870 - pyskl - INFO - Epoch [62][7100/7492] lr: 3.175e-02, eta: 3 days, 22:19:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2391, top5_acc: 0.4803, loss_cls: 8.2819, loss: 8.2819 2025-08-15 06:38:21,295 - pyskl - INFO - Epoch [62][7200/7492] lr: 3.174e-02, eta: 3 days, 22:18:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.4872, loss_cls: 8.2546, loss: 8.2546 2025-08-15 06:39:12,781 - pyskl - INFO - Epoch [62][7300/7492] lr: 3.174e-02, eta: 3 days, 22:17:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.5012, loss_cls: 8.2310, loss: 8.2310 2025-08-15 06:40:04,380 - pyskl - INFO - Epoch [62][7400/7492] lr: 3.173e-02, eta: 3 days, 22:17:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4950, loss_cls: 8.2897, loss: 8.2897 2025-08-15 06:40:52,599 - pyskl - INFO - Saving checkpoint at 62 epochs 2025-08-15 06:41:50,409 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 06:41:51,145 - pyskl - INFO - top1_acc 0.2126 top5_acc 0.4296 2025-08-15 06:41:51,145 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 06:41:51,180 - pyskl - INFO - mean_acc 0.2126 2025-08-15 06:41:51,191 - pyskl - INFO - Epoch(val) [62][617] top1_acc: 0.2126, top5_acc: 0.4296, mean_class_accuracy: 0.2126 2025-08-15 06:43:12,871 - pyskl - INFO - Epoch [63][100/7492] lr: 3.172e-02, eta: 3 days, 22:15:00, time: 0.817, data_time: 0.304, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5125, loss_cls: 8.1102, loss: 8.1102 2025-08-15 06:44:04,268 - pyskl - INFO - Epoch [63][200/7492] lr: 3.171e-02, eta: 3 days, 22:14:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4909, loss_cls: 8.2984, loss: 8.2984 2025-08-15 06:44:55,465 - pyskl - INFO - Epoch [63][300/7492] lr: 3.170e-02, eta: 3 days, 22:13:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4888, loss_cls: 8.2123, loss: 8.2123 2025-08-15 06:45:46,560 - pyskl - INFO - Epoch [63][400/7492] lr: 3.170e-02, eta: 3 days, 22:12:25, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.4994, loss_cls: 8.1937, loss: 8.1937 2025-08-15 06:46:37,814 - pyskl - INFO - Epoch [63][500/7492] lr: 3.169e-02, eta: 3 days, 22:11:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2625, top5_acc: 0.5000, loss_cls: 8.1706, loss: 8.1706 2025-08-15 06:47:29,098 - pyskl - INFO - Epoch [63][600/7492] lr: 3.168e-02, eta: 3 days, 22:10:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.5081, loss_cls: 8.2251, loss: 8.2251 2025-08-15 06:48:20,624 - pyskl - INFO - Epoch [63][700/7492] lr: 3.168e-02, eta: 3 days, 22:09:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4963, loss_cls: 8.1381, loss: 8.1381 2025-08-15 06:49:11,746 - pyskl - INFO - Epoch [63][800/7492] lr: 3.167e-02, eta: 3 days, 22:08:58, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.4947, loss_cls: 8.2100, loss: 8.2100 2025-08-15 06:50:02,957 - pyskl - INFO - Epoch [63][900/7492] lr: 3.166e-02, eta: 3 days, 22:08:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4863, loss_cls: 8.2693, loss: 8.2693 2025-08-15 06:50:54,032 - pyskl - INFO - Epoch [63][1000/7492] lr: 3.166e-02, eta: 3 days, 22:07:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5112, loss_cls: 8.0944, loss: 8.0944 2025-08-15 06:51:45,318 - pyskl - INFO - Epoch [63][1100/7492] lr: 3.165e-02, eta: 3 days, 22:06:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2634, top5_acc: 0.4947, loss_cls: 8.1748, loss: 8.1748 2025-08-15 06:52:36,625 - pyskl - INFO - Epoch [63][1200/7492] lr: 3.164e-02, eta: 3 days, 22:05:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5097, loss_cls: 8.1835, loss: 8.1835 2025-08-15 06:53:28,119 - pyskl - INFO - Epoch [63][1300/7492] lr: 3.164e-02, eta: 3 days, 22:04:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4888, loss_cls: 8.2400, loss: 8.2400 2025-08-15 06:54:19,539 - pyskl - INFO - Epoch [63][1400/7492] lr: 3.163e-02, eta: 3 days, 22:03:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4838, loss_cls: 8.2603, loss: 8.2603 2025-08-15 06:55:10,969 - pyskl - INFO - Epoch [63][1500/7492] lr: 3.162e-02, eta: 3 days, 22:02:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5088, loss_cls: 8.2035, loss: 8.2035 2025-08-15 06:56:02,356 - pyskl - INFO - Epoch [63][1600/7492] lr: 3.162e-02, eta: 3 days, 22:02:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.5047, loss_cls: 8.2280, loss: 8.2280 2025-08-15 06:56:53,687 - pyskl - INFO - Epoch [63][1700/7492] lr: 3.161e-02, eta: 3 days, 22:01:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4809, loss_cls: 8.2193, loss: 8.2193 2025-08-15 06:57:45,255 - pyskl - INFO - Epoch [63][1800/7492] lr: 3.160e-02, eta: 3 days, 22:00:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.4934, loss_cls: 8.3023, loss: 8.3023 2025-08-15 06:58:36,760 - pyskl - INFO - Epoch [63][1900/7492] lr: 3.160e-02, eta: 3 days, 21:59:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4947, loss_cls: 8.2741, loss: 8.2741 2025-08-15 06:59:28,233 - pyskl - INFO - Epoch [63][2000/7492] lr: 3.159e-02, eta: 3 days, 21:58:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4950, loss_cls: 8.1689, loss: 8.1689 2025-08-15 07:00:19,445 - pyskl - INFO - Epoch [63][2100/7492] lr: 3.158e-02, eta: 3 days, 21:57:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4931, loss_cls: 8.1742, loss: 8.1742 2025-08-15 07:01:10,845 - pyskl - INFO - Epoch [63][2200/7492] lr: 3.157e-02, eta: 3 days, 21:56:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4938, loss_cls: 8.2325, loss: 8.2325 2025-08-15 07:02:02,168 - pyskl - INFO - Epoch [63][2300/7492] lr: 3.157e-02, eta: 3 days, 21:56:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.5038, loss_cls: 8.2019, loss: 8.2019 2025-08-15 07:02:53,727 - pyskl - INFO - Epoch [63][2400/7492] lr: 3.156e-02, eta: 3 days, 21:55:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4950, loss_cls: 8.2713, loss: 8.2713 2025-08-15 07:03:45,213 - pyskl - INFO - Epoch [63][2500/7492] lr: 3.155e-02, eta: 3 days, 21:54:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.5003, loss_cls: 8.2096, loss: 8.2096 2025-08-15 07:04:36,457 - pyskl - INFO - Epoch [63][2600/7492] lr: 3.155e-02, eta: 3 days, 21:53:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4897, loss_cls: 8.2629, loss: 8.2629 2025-08-15 07:05:27,813 - pyskl - INFO - Epoch [63][2700/7492] lr: 3.154e-02, eta: 3 days, 21:52:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2612, top5_acc: 0.5094, loss_cls: 8.1073, loss: 8.1073 2025-08-15 07:06:19,271 - pyskl - INFO - Epoch [63][2800/7492] lr: 3.153e-02, eta: 3 days, 21:51:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.4966, loss_cls: 8.2184, loss: 8.2184 2025-08-15 07:07:10,918 - pyskl - INFO - Epoch [63][2900/7492] lr: 3.153e-02, eta: 3 days, 21:50:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4909, loss_cls: 8.2291, loss: 8.2291 2025-08-15 07:08:02,905 - pyskl - INFO - Epoch [63][3000/7492] lr: 3.152e-02, eta: 3 days, 21:50:04, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2537, top5_acc: 0.5091, loss_cls: 8.1820, loss: 8.1820 2025-08-15 07:08:54,523 - pyskl - INFO - Epoch [63][3100/7492] lr: 3.151e-02, eta: 3 days, 21:49:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.4906, loss_cls: 8.2152, loss: 8.2152 2025-08-15 07:09:45,895 - pyskl - INFO - Epoch [63][3200/7492] lr: 3.151e-02, eta: 3 days, 21:48:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.4916, loss_cls: 8.2779, loss: 8.2779 2025-08-15 07:10:37,417 - pyskl - INFO - Epoch [63][3300/7492] lr: 3.150e-02, eta: 3 days, 21:47:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5044, loss_cls: 8.1681, loss: 8.1681 2025-08-15 07:11:28,796 - pyskl - INFO - Epoch [63][3400/7492] lr: 3.149e-02, eta: 3 days, 21:46:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4988, loss_cls: 8.2184, loss: 8.2184 2025-08-15 07:12:20,500 - pyskl - INFO - Epoch [63][3500/7492] lr: 3.149e-02, eta: 3 days, 21:45:47, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4953, loss_cls: 8.2489, loss: 8.2489 2025-08-15 07:13:11,927 - pyskl - INFO - Epoch [63][3600/7492] lr: 3.148e-02, eta: 3 days, 21:44:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5059, loss_cls: 8.2211, loss: 8.2211 2025-08-15 07:14:03,295 - pyskl - INFO - Epoch [63][3700/7492] lr: 3.147e-02, eta: 3 days, 21:44:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.5097, loss_cls: 8.2104, loss: 8.2104 2025-08-15 07:14:54,767 - pyskl - INFO - Epoch [63][3800/7492] lr: 3.147e-02, eta: 3 days, 21:43:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.4966, loss_cls: 8.1475, loss: 8.1475 2025-08-15 07:15:46,145 - pyskl - INFO - Epoch [63][3900/7492] lr: 3.146e-02, eta: 3 days, 21:42:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4875, loss_cls: 8.2484, loss: 8.2484 2025-08-15 07:16:37,549 - pyskl - INFO - Epoch [63][4000/7492] lr: 3.145e-02, eta: 3 days, 21:41:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2647, top5_acc: 0.4931, loss_cls: 8.2218, loss: 8.2218 2025-08-15 07:17:28,865 - pyskl - INFO - Epoch [63][4100/7492] lr: 3.145e-02, eta: 3 days, 21:40:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4966, loss_cls: 8.2061, loss: 8.2061 2025-08-15 07:18:20,023 - pyskl - INFO - Epoch [63][4200/7492] lr: 3.144e-02, eta: 3 days, 21:39:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.4872, loss_cls: 8.2330, loss: 8.2330 2025-08-15 07:19:11,280 - pyskl - INFO - Epoch [63][4300/7492] lr: 3.143e-02, eta: 3 days, 21:38:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4988, loss_cls: 8.1612, loss: 8.1612 2025-08-15 07:20:02,432 - pyskl - INFO - Epoch [63][4400/7492] lr: 3.143e-02, eta: 3 days, 21:38:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4856, loss_cls: 8.3081, loss: 8.3081 2025-08-15 07:20:53,757 - pyskl - INFO - Epoch [63][4500/7492] lr: 3.142e-02, eta: 3 days, 21:37:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.4953, loss_cls: 8.1996, loss: 8.1996 2025-08-15 07:21:45,262 - pyskl - INFO - Epoch [63][4600/7492] lr: 3.141e-02, eta: 3 days, 21:36:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.4966, loss_cls: 8.1773, loss: 8.1773 2025-08-15 07:22:36,557 - pyskl - INFO - Epoch [63][4700/7492] lr: 3.141e-02, eta: 3 days, 21:35:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4875, loss_cls: 8.2220, loss: 8.2220 2025-08-15 07:23:27,806 - pyskl - INFO - Epoch [63][4800/7492] lr: 3.140e-02, eta: 3 days, 21:34:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.4994, loss_cls: 8.1895, loss: 8.1895 2025-08-15 07:24:19,125 - pyskl - INFO - Epoch [63][4900/7492] lr: 3.139e-02, eta: 3 days, 21:33:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.4875, loss_cls: 8.2377, loss: 8.2377 2025-08-15 07:25:10,421 - pyskl - INFO - Epoch [63][5000/7492] lr: 3.139e-02, eta: 3 days, 21:32:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.4959, loss_cls: 8.2470, loss: 8.2470 2025-08-15 07:26:01,750 - pyskl - INFO - Epoch [63][5100/7492] lr: 3.138e-02, eta: 3 days, 21:32:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4838, loss_cls: 8.2752, loss: 8.2752 2025-08-15 07:26:53,038 - pyskl - INFO - Epoch [63][5200/7492] lr: 3.137e-02, eta: 3 days, 21:31:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4906, loss_cls: 8.1607, loss: 8.1607 2025-08-15 07:27:44,255 - pyskl - INFO - Epoch [63][5300/7492] lr: 3.137e-02, eta: 3 days, 21:30:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4756, loss_cls: 8.2847, loss: 8.2847 2025-08-15 07:28:35,516 - pyskl - INFO - Epoch [63][5400/7492] lr: 3.136e-02, eta: 3 days, 21:29:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2384, top5_acc: 0.4925, loss_cls: 8.2890, loss: 8.2890 2025-08-15 07:29:26,832 - pyskl - INFO - Epoch [63][5500/7492] lr: 3.135e-02, eta: 3 days, 21:28:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4966, loss_cls: 8.1955, loss: 8.1955 2025-08-15 07:30:18,237 - pyskl - INFO - Epoch [63][5600/7492] lr: 3.135e-02, eta: 3 days, 21:27:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4819, loss_cls: 8.2891, loss: 8.2891 2025-08-15 07:31:09,664 - pyskl - INFO - Epoch [63][5700/7492] lr: 3.134e-02, eta: 3 days, 21:26:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2409, top5_acc: 0.4816, loss_cls: 8.3253, loss: 8.3253 2025-08-15 07:32:00,958 - pyskl - INFO - Epoch [63][5800/7492] lr: 3.133e-02, eta: 3 days, 21:25:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4922, loss_cls: 8.2167, loss: 8.2167 2025-08-15 07:32:52,279 - pyskl - INFO - Epoch [63][5900/7492] lr: 3.133e-02, eta: 3 days, 21:25:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.5088, loss_cls: 8.2228, loss: 8.2228 2025-08-15 07:33:43,584 - pyskl - INFO - Epoch [63][6000/7492] lr: 3.132e-02, eta: 3 days, 21:24:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.4872, loss_cls: 8.1664, loss: 8.1664 2025-08-15 07:34:34,895 - pyskl - INFO - Epoch [63][6100/7492] lr: 3.131e-02, eta: 3 days, 21:23:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4919, loss_cls: 8.2752, loss: 8.2752 2025-08-15 07:35:26,390 - pyskl - INFO - Epoch [63][6200/7492] lr: 3.130e-02, eta: 3 days, 21:22:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.5003, loss_cls: 8.2301, loss: 8.2301 2025-08-15 07:36:17,771 - pyskl - INFO - Epoch [63][6300/7492] lr: 3.130e-02, eta: 3 days, 21:21:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.5019, loss_cls: 8.2072, loss: 8.2072 2025-08-15 07:37:09,337 - pyskl - INFO - Epoch [63][6400/7492] lr: 3.129e-02, eta: 3 days, 21:20:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4959, loss_cls: 8.1511, loss: 8.1511 2025-08-15 07:38:00,717 - pyskl - INFO - Epoch [63][6500/7492] lr: 3.128e-02, eta: 3 days, 21:19:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4919, loss_cls: 8.2120, loss: 8.2120 2025-08-15 07:38:52,046 - pyskl - INFO - Epoch [63][6600/7492] lr: 3.128e-02, eta: 3 days, 21:19:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4841, loss_cls: 8.2564, loss: 8.2564 2025-08-15 07:39:43,385 - pyskl - INFO - Epoch [63][6700/7492] lr: 3.127e-02, eta: 3 days, 21:18:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4766, loss_cls: 8.2875, loss: 8.2875 2025-08-15 07:40:34,863 - pyskl - INFO - Epoch [63][6800/7492] lr: 3.126e-02, eta: 3 days, 21:17:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2419, top5_acc: 0.4831, loss_cls: 8.2713, loss: 8.2713 2025-08-15 07:41:26,421 - pyskl - INFO - Epoch [63][6900/7492] lr: 3.126e-02, eta: 3 days, 21:16:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4778, loss_cls: 8.3750, loss: 8.3750 2025-08-15 07:42:17,946 - pyskl - INFO - Epoch [63][7000/7492] lr: 3.125e-02, eta: 3 days, 21:15:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2703, top5_acc: 0.5125, loss_cls: 8.1948, loss: 8.1948 2025-08-15 07:43:09,293 - pyskl - INFO - Epoch [63][7100/7492] lr: 3.124e-02, eta: 3 days, 21:14:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4988, loss_cls: 8.2544, loss: 8.2544 2025-08-15 07:44:00,838 - pyskl - INFO - Epoch [63][7200/7492] lr: 3.124e-02, eta: 3 days, 21:13:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.4888, loss_cls: 8.2729, loss: 8.2729 2025-08-15 07:44:52,604 - pyskl - INFO - Epoch [63][7300/7492] lr: 3.123e-02, eta: 3 days, 21:13:06, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4853, loss_cls: 8.2792, loss: 8.2792 2025-08-15 07:45:44,027 - pyskl - INFO - Epoch [63][7400/7492] lr: 3.122e-02, eta: 3 days, 21:12:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4916, loss_cls: 8.2685, loss: 8.2685 2025-08-15 07:46:32,084 - pyskl - INFO - Saving checkpoint at 63 epochs 2025-08-15 07:47:26,663 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 07:47:27,402 - pyskl - INFO - top1_acc 0.2093 top5_acc 0.4333 2025-08-15 07:47:27,403 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 07:47:27,440 - pyskl - INFO - mean_acc 0.2092 2025-08-15 07:47:27,452 - pyskl - INFO - Epoch(val) [63][617] top1_acc: 0.2093, top5_acc: 0.4333, mean_class_accuracy: 0.2092 2025-08-15 07:48:48,474 - pyskl - INFO - Epoch [64][100/7492] lr: 3.121e-02, eta: 3 days, 21:10:11, time: 0.810, data_time: 0.296, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5119, loss_cls: 8.1384, loss: 8.1384 2025-08-15 07:49:39,983 - pyskl - INFO - Epoch [64][200/7492] lr: 3.120e-02, eta: 3 days, 21:09:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5125, loss_cls: 8.0968, loss: 8.0968 2025-08-15 07:50:31,374 - pyskl - INFO - Epoch [64][300/7492] lr: 3.120e-02, eta: 3 days, 21:08:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5062, loss_cls: 8.1770, loss: 8.1770 2025-08-15 07:51:22,747 - pyskl - INFO - Epoch [64][400/7492] lr: 3.119e-02, eta: 3 days, 21:07:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5191, loss_cls: 8.0270, loss: 8.0270 2025-08-15 07:52:14,099 - pyskl - INFO - Epoch [64][500/7492] lr: 3.118e-02, eta: 3 days, 21:06:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5028, loss_cls: 8.1019, loss: 8.1019 2025-08-15 07:53:05,471 - pyskl - INFO - Epoch [64][600/7492] lr: 3.118e-02, eta: 3 days, 21:05:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.4997, loss_cls: 8.1800, loss: 8.1800 2025-08-15 07:53:56,862 - pyskl - INFO - Epoch [64][700/7492] lr: 3.117e-02, eta: 3 days, 21:05:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2625, top5_acc: 0.4972, loss_cls: 8.1918, loss: 8.1918 2025-08-15 07:54:48,340 - pyskl - INFO - Epoch [64][800/7492] lr: 3.116e-02, eta: 3 days, 21:04:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.5169, loss_cls: 8.1639, loss: 8.1639 2025-08-15 07:55:39,614 - pyskl - INFO - Epoch [64][900/7492] lr: 3.116e-02, eta: 3 days, 21:03:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.5000, loss_cls: 8.1360, loss: 8.1360 2025-08-15 07:56:30,941 - pyskl - INFO - Epoch [64][1000/7492] lr: 3.115e-02, eta: 3 days, 21:02:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.4988, loss_cls: 8.2281, loss: 8.2281 2025-08-15 07:57:22,332 - pyskl - INFO - Epoch [64][1100/7492] lr: 3.114e-02, eta: 3 days, 21:01:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.5016, loss_cls: 8.2298, loss: 8.2298 2025-08-15 07:58:13,802 - pyskl - INFO - Epoch [64][1200/7492] lr: 3.114e-02, eta: 3 days, 21:00:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2506, top5_acc: 0.4947, loss_cls: 8.2293, loss: 8.2293 2025-08-15 07:59:05,227 - pyskl - INFO - Epoch [64][1300/7492] lr: 3.113e-02, eta: 3 days, 20:59:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2625, top5_acc: 0.4931, loss_cls: 8.2359, loss: 8.2359 2025-08-15 07:59:56,495 - pyskl - INFO - Epoch [64][1400/7492] lr: 3.112e-02, eta: 3 days, 20:59:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4947, loss_cls: 8.2482, loss: 8.2482 2025-08-15 08:00:47,785 - pyskl - INFO - Epoch [64][1500/7492] lr: 3.112e-02, eta: 3 days, 20:58:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5122, loss_cls: 8.1995, loss: 8.1995 2025-08-15 08:01:39,076 - pyskl - INFO - Epoch [64][1600/7492] lr: 3.111e-02, eta: 3 days, 20:57:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.4938, loss_cls: 8.2508, loss: 8.2508 2025-08-15 08:02:30,356 - pyskl - INFO - Epoch [64][1700/7492] lr: 3.110e-02, eta: 3 days, 20:56:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2634, top5_acc: 0.5025, loss_cls: 8.1507, loss: 8.1507 2025-08-15 08:03:21,698 - pyskl - INFO - Epoch [64][1800/7492] lr: 3.110e-02, eta: 3 days, 20:55:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.4897, loss_cls: 8.2221, loss: 8.2221 2025-08-15 08:04:13,149 - pyskl - INFO - Epoch [64][1900/7492] lr: 3.109e-02, eta: 3 days, 20:54:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.5000, loss_cls: 8.1836, loss: 8.1836 2025-08-15 08:05:04,500 - pyskl - INFO - Epoch [64][2000/7492] lr: 3.108e-02, eta: 3 days, 20:53:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4884, loss_cls: 8.2769, loss: 8.2769 2025-08-15 08:05:55,823 - pyskl - INFO - Epoch [64][2100/7492] lr: 3.108e-02, eta: 3 days, 20:52:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5019, loss_cls: 8.2019, loss: 8.2019 2025-08-15 08:06:46,947 - pyskl - INFO - Epoch [64][2200/7492] lr: 3.107e-02, eta: 3 days, 20:52:07, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.4988, loss_cls: 8.1380, loss: 8.1380 2025-08-15 08:07:38,214 - pyskl - INFO - Epoch [64][2300/7492] lr: 3.106e-02, eta: 3 days, 20:51:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4913, loss_cls: 8.2756, loss: 8.2756 2025-08-15 08:08:29,879 - pyskl - INFO - Epoch [64][2400/7492] lr: 3.105e-02, eta: 3 days, 20:50:24, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4997, loss_cls: 8.1860, loss: 8.1860 2025-08-15 08:09:21,115 - pyskl - INFO - Epoch [64][2500/7492] lr: 3.105e-02, eta: 3 days, 20:49:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4900, loss_cls: 8.2350, loss: 8.2350 2025-08-15 08:10:12,341 - pyskl - INFO - Epoch [64][2600/7492] lr: 3.104e-02, eta: 3 days, 20:48:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4919, loss_cls: 8.2568, loss: 8.2568 2025-08-15 08:11:03,587 - pyskl - INFO - Epoch [64][2700/7492] lr: 3.103e-02, eta: 3 days, 20:47:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4991, loss_cls: 8.1770, loss: 8.1770 2025-08-15 08:11:55,006 - pyskl - INFO - Epoch [64][2800/7492] lr: 3.103e-02, eta: 3 days, 20:46:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5128, loss_cls: 8.1488, loss: 8.1488 2025-08-15 08:12:46,025 - pyskl - INFO - Epoch [64][2900/7492] lr: 3.102e-02, eta: 3 days, 20:46:05, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.4975, loss_cls: 8.1865, loss: 8.1865 2025-08-15 08:13:37,502 - pyskl - INFO - Epoch [64][3000/7492] lr: 3.101e-02, eta: 3 days, 20:45:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4947, loss_cls: 8.2400, loss: 8.2400 2025-08-15 08:14:28,917 - pyskl - INFO - Epoch [64][3100/7492] lr: 3.101e-02, eta: 3 days, 20:44:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.5106, loss_cls: 8.2334, loss: 8.2334 2025-08-15 08:15:20,315 - pyskl - INFO - Epoch [64][3200/7492] lr: 3.100e-02, eta: 3 days, 20:43:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4831, loss_cls: 8.3308, loss: 8.3308 2025-08-15 08:16:11,526 - pyskl - INFO - Epoch [64][3300/7492] lr: 3.099e-02, eta: 3 days, 20:42:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4947, loss_cls: 8.1555, loss: 8.1555 2025-08-15 08:17:02,777 - pyskl - INFO - Epoch [64][3400/7492] lr: 3.099e-02, eta: 3 days, 20:41:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.5062, loss_cls: 8.2529, loss: 8.2529 2025-08-15 08:17:54,429 - pyskl - INFO - Epoch [64][3500/7492] lr: 3.098e-02, eta: 3 days, 20:40:56, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4797, loss_cls: 8.2686, loss: 8.2686 2025-08-15 08:18:45,850 - pyskl - INFO - Epoch [64][3600/7492] lr: 3.097e-02, eta: 3 days, 20:40:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.5044, loss_cls: 8.1788, loss: 8.1788 2025-08-15 08:19:37,226 - pyskl - INFO - Epoch [64][3700/7492] lr: 3.097e-02, eta: 3 days, 20:39:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4806, loss_cls: 8.3083, loss: 8.3083 2025-08-15 08:20:28,630 - pyskl - INFO - Epoch [64][3800/7492] lr: 3.096e-02, eta: 3 days, 20:38:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2634, top5_acc: 0.4997, loss_cls: 8.2016, loss: 8.2016 2025-08-15 08:21:20,461 - pyskl - INFO - Epoch [64][3900/7492] lr: 3.095e-02, eta: 3 days, 20:37:30, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4991, loss_cls: 8.1670, loss: 8.1670 2025-08-15 08:22:11,863 - pyskl - INFO - Epoch [64][4000/7492] lr: 3.095e-02, eta: 3 days, 20:36:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2403, top5_acc: 0.4891, loss_cls: 8.3064, loss: 8.3064 2025-08-15 08:23:03,490 - pyskl - INFO - Epoch [64][4100/7492] lr: 3.094e-02, eta: 3 days, 20:35:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.5053, loss_cls: 8.2187, loss: 8.2187 2025-08-15 08:23:54,774 - pyskl - INFO - Epoch [64][4200/7492] lr: 3.093e-02, eta: 3 days, 20:34:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2406, top5_acc: 0.4956, loss_cls: 8.2725, loss: 8.2725 2025-08-15 08:24:46,087 - pyskl - INFO - Epoch [64][4300/7492] lr: 3.093e-02, eta: 3 days, 20:34:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2537, top5_acc: 0.4894, loss_cls: 8.2621, loss: 8.2621 2025-08-15 08:25:37,418 - pyskl - INFO - Epoch [64][4400/7492] lr: 3.092e-02, eta: 3 days, 20:33:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4950, loss_cls: 8.2851, loss: 8.2851 2025-08-15 08:26:28,762 - pyskl - INFO - Epoch [64][4500/7492] lr: 3.091e-02, eta: 3 days, 20:32:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.4900, loss_cls: 8.3270, loss: 8.3270 2025-08-15 08:27:20,310 - pyskl - INFO - Epoch [64][4600/7492] lr: 3.091e-02, eta: 3 days, 20:31:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.5009, loss_cls: 8.1312, loss: 8.1312 2025-08-15 08:28:11,690 - pyskl - INFO - Epoch [64][4700/7492] lr: 3.090e-02, eta: 3 days, 20:30:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4925, loss_cls: 8.2130, loss: 8.2130 2025-08-15 08:29:02,941 - pyskl - INFO - Epoch [64][4800/7492] lr: 3.089e-02, eta: 3 days, 20:29:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4947, loss_cls: 8.2105, loss: 8.2105 2025-08-15 08:29:54,043 - pyskl - INFO - Epoch [64][4900/7492] lr: 3.089e-02, eta: 3 days, 20:28:54, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.5022, loss_cls: 8.1810, loss: 8.1810 2025-08-15 08:30:45,274 - pyskl - INFO - Epoch [64][5000/7492] lr: 3.088e-02, eta: 3 days, 20:28:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5003, loss_cls: 8.1816, loss: 8.1816 2025-08-15 08:31:36,839 - pyskl - INFO - Epoch [64][5100/7492] lr: 3.087e-02, eta: 3 days, 20:27:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5006, loss_cls: 8.2030, loss: 8.2030 2025-08-15 08:32:28,701 - pyskl - INFO - Epoch [64][5200/7492] lr: 3.086e-02, eta: 3 days, 20:26:20, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.4900, loss_cls: 8.2279, loss: 8.2279 2025-08-15 08:33:20,204 - pyskl - INFO - Epoch [64][5300/7492] lr: 3.086e-02, eta: 3 days, 20:25:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5009, loss_cls: 8.2184, loss: 8.2184 2025-08-15 08:34:11,409 - pyskl - INFO - Epoch [64][5400/7492] lr: 3.085e-02, eta: 3 days, 20:24:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4900, loss_cls: 8.2816, loss: 8.2816 2025-08-15 08:35:02,577 - pyskl - INFO - Epoch [64][5500/7492] lr: 3.084e-02, eta: 3 days, 20:23:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.4972, loss_cls: 8.1717, loss: 8.1717 2025-08-15 08:35:53,717 - pyskl - INFO - Epoch [64][5600/7492] lr: 3.084e-02, eta: 3 days, 20:22:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.5025, loss_cls: 8.2486, loss: 8.2486 2025-08-15 08:36:45,012 - pyskl - INFO - Epoch [64][5700/7492] lr: 3.083e-02, eta: 3 days, 20:22:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2506, top5_acc: 0.4909, loss_cls: 8.2411, loss: 8.2411 2025-08-15 08:37:36,207 - pyskl - INFO - Epoch [64][5800/7492] lr: 3.082e-02, eta: 3 days, 20:21:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.5056, loss_cls: 8.1756, loss: 8.1756 2025-08-15 08:38:27,698 - pyskl - INFO - Epoch [64][5900/7492] lr: 3.082e-02, eta: 3 days, 20:20:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2397, top5_acc: 0.4878, loss_cls: 8.2896, loss: 8.2896 2025-08-15 08:39:18,966 - pyskl - INFO - Epoch [64][6000/7492] lr: 3.081e-02, eta: 3 days, 20:19:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4747, loss_cls: 8.2964, loss: 8.2964 2025-08-15 08:40:10,380 - pyskl - INFO - Epoch [64][6100/7492] lr: 3.080e-02, eta: 3 days, 20:18:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.4994, loss_cls: 8.2272, loss: 8.2272 2025-08-15 08:41:02,006 - pyskl - INFO - Epoch [64][6200/7492] lr: 3.080e-02, eta: 3 days, 20:17:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4956, loss_cls: 8.2858, loss: 8.2858 2025-08-15 08:41:53,640 - pyskl - INFO - Epoch [64][6300/7492] lr: 3.079e-02, eta: 3 days, 20:16:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2644, top5_acc: 0.5203, loss_cls: 8.1507, loss: 8.1507 2025-08-15 08:42:45,111 - pyskl - INFO - Epoch [64][6400/7492] lr: 3.078e-02, eta: 3 days, 20:16:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4916, loss_cls: 8.2919, loss: 8.2919 2025-08-15 08:43:36,545 - pyskl - INFO - Epoch [64][6500/7492] lr: 3.078e-02, eta: 3 days, 20:15:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4947, loss_cls: 8.1941, loss: 8.1941 2025-08-15 08:44:27,915 - pyskl - INFO - Epoch [64][6600/7492] lr: 3.077e-02, eta: 3 days, 20:14:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2434, top5_acc: 0.4919, loss_cls: 8.2337, loss: 8.2337 2025-08-15 08:45:19,162 - pyskl - INFO - Epoch [64][6700/7492] lr: 3.076e-02, eta: 3 days, 20:13:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4894, loss_cls: 8.2144, loss: 8.2144 2025-08-15 08:46:10,789 - pyskl - INFO - Epoch [64][6800/7492] lr: 3.076e-02, eta: 3 days, 20:12:34, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5031, loss_cls: 8.2243, loss: 8.2243 2025-08-15 08:47:02,128 - pyskl - INFO - Epoch [64][6900/7492] lr: 3.075e-02, eta: 3 days, 20:11:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4944, loss_cls: 8.2585, loss: 8.2585 2025-08-15 08:47:53,478 - pyskl - INFO - Epoch [64][7000/7492] lr: 3.074e-02, eta: 3 days, 20:10:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4953, loss_cls: 8.2367, loss: 8.2367 2025-08-15 08:48:44,885 - pyskl - INFO - Epoch [64][7100/7492] lr: 3.074e-02, eta: 3 days, 20:10:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.4984, loss_cls: 8.2303, loss: 8.2303 2025-08-15 08:49:36,222 - pyskl - INFO - Epoch [64][7200/7492] lr: 3.073e-02, eta: 3 days, 20:09:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.5034, loss_cls: 8.2302, loss: 8.2302 2025-08-15 08:50:27,564 - pyskl - INFO - Epoch [64][7300/7492] lr: 3.072e-02, eta: 3 days, 20:08:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2472, top5_acc: 0.4931, loss_cls: 8.3021, loss: 8.3021 2025-08-15 08:51:18,927 - pyskl - INFO - Epoch [64][7400/7492] lr: 3.072e-02, eta: 3 days, 20:07:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4981, loss_cls: 8.2010, loss: 8.2010 2025-08-15 08:52:06,842 - pyskl - INFO - Saving checkpoint at 64 epochs 2025-08-15 08:53:02,913 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 08:53:03,644 - pyskl - INFO - top1_acc 0.2092 top5_acc 0.4346 2025-08-15 08:53:03,645 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 08:53:03,680 - pyskl - INFO - mean_acc 0.2090 2025-08-15 08:53:03,692 - pyskl - INFO - Epoch(val) [64][617] top1_acc: 0.2092, top5_acc: 0.4346, mean_class_accuracy: 0.2090 2025-08-15 08:54:25,118 - pyskl - INFO - Epoch [65][100/7492] lr: 3.070e-02, eta: 3 days, 20:05:23, time: 0.814, data_time: 0.298, memory: 13026, top1_acc: 0.2572, top5_acc: 0.5147, loss_cls: 8.0294, loss: 8.0294 2025-08-15 08:55:16,723 - pyskl - INFO - Epoch [65][200/7492] lr: 3.070e-02, eta: 3 days, 20:04:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.5053, loss_cls: 8.2005, loss: 8.2005 2025-08-15 08:56:07,984 - pyskl - INFO - Epoch [65][300/7492] lr: 3.069e-02, eta: 3 days, 20:03:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2634, top5_acc: 0.5006, loss_cls: 8.1672, loss: 8.1672 2025-08-15 08:56:59,282 - pyskl - INFO - Epoch [65][400/7492] lr: 3.068e-02, eta: 3 days, 20:02:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.5078, loss_cls: 8.2360, loss: 8.2360 2025-08-15 08:57:50,566 - pyskl - INFO - Epoch [65][500/7492] lr: 3.067e-02, eta: 3 days, 20:01:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5084, loss_cls: 8.1013, loss: 8.1013 2025-08-15 08:58:41,896 - pyskl - INFO - Epoch [65][600/7492] lr: 3.067e-02, eta: 3 days, 20:01:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5069, loss_cls: 8.0808, loss: 8.0808 2025-08-15 08:59:33,375 - pyskl - INFO - Epoch [65][700/7492] lr: 3.066e-02, eta: 3 days, 20:00:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4981, loss_cls: 8.1964, loss: 8.1964 2025-08-15 09:00:24,913 - pyskl - INFO - Epoch [65][800/7492] lr: 3.065e-02, eta: 3 days, 19:59:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.4988, loss_cls: 8.2299, loss: 8.2299 2025-08-15 09:01:16,173 - pyskl - INFO - Epoch [65][900/7492] lr: 3.065e-02, eta: 3 days, 19:58:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5066, loss_cls: 8.0789, loss: 8.0789 2025-08-15 09:02:07,151 - pyskl - INFO - Epoch [65][1000/7492] lr: 3.064e-02, eta: 3 days, 19:57:38, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.4900, loss_cls: 8.2498, loss: 8.2498 2025-08-15 09:02:58,474 - pyskl - INFO - Epoch [65][1100/7492] lr: 3.063e-02, eta: 3 days, 19:56:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5072, loss_cls: 8.1518, loss: 8.1518 2025-08-15 09:03:50,087 - pyskl - INFO - Epoch [65][1200/7492] lr: 3.063e-02, eta: 3 days, 19:55:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2506, top5_acc: 0.4941, loss_cls: 8.2205, loss: 8.2205 2025-08-15 09:04:41,656 - pyskl - INFO - Epoch [65][1300/7492] lr: 3.062e-02, eta: 3 days, 19:55:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2734, top5_acc: 0.5116, loss_cls: 8.0549, loss: 8.0549 2025-08-15 09:05:32,926 - pyskl - INFO - Epoch [65][1400/7492] lr: 3.061e-02, eta: 3 days, 19:54:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.5059, loss_cls: 8.1499, loss: 8.1499 2025-08-15 09:06:24,127 - pyskl - INFO - Epoch [65][1500/7492] lr: 3.061e-02, eta: 3 days, 19:53:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.4938, loss_cls: 8.1569, loss: 8.1569 2025-08-15 09:07:15,372 - pyskl - INFO - Epoch [65][1600/7492] lr: 3.060e-02, eta: 3 days, 19:52:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.4931, loss_cls: 8.2029, loss: 8.2029 2025-08-15 09:08:06,521 - pyskl - INFO - Epoch [65][1700/7492] lr: 3.059e-02, eta: 3 days, 19:51:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.5006, loss_cls: 8.2212, loss: 8.2212 2025-08-15 09:08:57,802 - pyskl - INFO - Epoch [65][1800/7492] lr: 3.059e-02, eta: 3 days, 19:50:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.4997, loss_cls: 8.2527, loss: 8.2527 2025-08-15 09:09:49,468 - pyskl - INFO - Epoch [65][1900/7492] lr: 3.058e-02, eta: 3 days, 19:49:54, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.5012, loss_cls: 8.1863, loss: 8.1863 2025-08-15 09:10:40,721 - pyskl - INFO - Epoch [65][2000/7492] lr: 3.057e-02, eta: 3 days, 19:49:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.4916, loss_cls: 8.2370, loss: 8.2370 2025-08-15 09:11:32,151 - pyskl - INFO - Epoch [65][2100/7492] lr: 3.057e-02, eta: 3 days, 19:48:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5094, loss_cls: 8.1635, loss: 8.1635 2025-08-15 09:12:23,659 - pyskl - INFO - Epoch [65][2200/7492] lr: 3.056e-02, eta: 3 days, 19:47:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.5112, loss_cls: 8.1655, loss: 8.1655 2025-08-15 09:13:15,250 - pyskl - INFO - Epoch [65][2300/7492] lr: 3.055e-02, eta: 3 days, 19:46:28, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5006, loss_cls: 8.1870, loss: 8.1870 2025-08-15 09:14:07,009 - pyskl - INFO - Epoch [65][2400/7492] lr: 3.055e-02, eta: 3 days, 19:45:37, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2425, top5_acc: 0.4944, loss_cls: 8.2691, loss: 8.2691 2025-08-15 09:14:58,282 - pyskl - INFO - Epoch [65][2500/7492] lr: 3.054e-02, eta: 3 days, 19:44:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4984, loss_cls: 8.1945, loss: 8.1945 2025-08-15 09:15:49,688 - pyskl - INFO - Epoch [65][2600/7492] lr: 3.053e-02, eta: 3 days, 19:43:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.4900, loss_cls: 8.2805, loss: 8.2805 2025-08-15 09:16:40,882 - pyskl - INFO - Epoch [65][2700/7492] lr: 3.052e-02, eta: 3 days, 19:43:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.4997, loss_cls: 8.1805, loss: 8.1805 2025-08-15 09:17:32,149 - pyskl - INFO - Epoch [65][2800/7492] lr: 3.052e-02, eta: 3 days, 19:42:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.4941, loss_cls: 8.2740, loss: 8.2740 2025-08-15 09:18:23,492 - pyskl - INFO - Epoch [65][2900/7492] lr: 3.051e-02, eta: 3 days, 19:41:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4950, loss_cls: 8.3185, loss: 8.3185 2025-08-15 09:19:15,151 - pyskl - INFO - Epoch [65][3000/7492] lr: 3.050e-02, eta: 3 days, 19:40:27, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2462, top5_acc: 0.4972, loss_cls: 8.2739, loss: 8.2739 2025-08-15 09:20:06,425 - pyskl - INFO - Epoch [65][3100/7492] lr: 3.050e-02, eta: 3 days, 19:39:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5056, loss_cls: 8.1256, loss: 8.1256 2025-08-15 09:20:57,846 - pyskl - INFO - Epoch [65][3200/7492] lr: 3.049e-02, eta: 3 days, 19:38:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.5147, loss_cls: 8.0795, loss: 8.0795 2025-08-15 09:21:49,143 - pyskl - INFO - Epoch [65][3300/7492] lr: 3.048e-02, eta: 3 days, 19:37:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4784, loss_cls: 8.2604, loss: 8.2604 2025-08-15 09:22:40,648 - pyskl - INFO - Epoch [65][3400/7492] lr: 3.048e-02, eta: 3 days, 19:37:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.4934, loss_cls: 8.1913, loss: 8.1913 2025-08-15 09:23:32,204 - pyskl - INFO - Epoch [65][3500/7492] lr: 3.047e-02, eta: 3 days, 19:36:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4934, loss_cls: 8.1351, loss: 8.1351 2025-08-15 09:24:23,578 - pyskl - INFO - Epoch [65][3600/7492] lr: 3.046e-02, eta: 3 days, 19:35:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.5106, loss_cls: 8.1555, loss: 8.1555 2025-08-15 09:25:14,930 - pyskl - INFO - Epoch [65][3700/7492] lr: 3.046e-02, eta: 3 days, 19:34:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2506, top5_acc: 0.5050, loss_cls: 8.2540, loss: 8.2540 2025-08-15 09:26:06,323 - pyskl - INFO - Epoch [65][3800/7492] lr: 3.045e-02, eta: 3 days, 19:33:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.5031, loss_cls: 8.1135, loss: 8.1135 2025-08-15 09:26:57,766 - pyskl - INFO - Epoch [65][3900/7492] lr: 3.044e-02, eta: 3 days, 19:32:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.4975, loss_cls: 8.1703, loss: 8.1703 2025-08-15 09:27:49,420 - pyskl - INFO - Epoch [65][4000/7492] lr: 3.044e-02, eta: 3 days, 19:31:52, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.4928, loss_cls: 8.2010, loss: 8.2010 2025-08-15 09:28:41,123 - pyskl - INFO - Epoch [65][4100/7492] lr: 3.043e-02, eta: 3 days, 19:31:01, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4919, loss_cls: 8.2528, loss: 8.2528 2025-08-15 09:29:32,522 - pyskl - INFO - Epoch [65][4200/7492] lr: 3.042e-02, eta: 3 days, 19:30:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5088, loss_cls: 8.1500, loss: 8.1500 2025-08-15 09:30:23,777 - pyskl - INFO - Epoch [65][4300/7492] lr: 3.042e-02, eta: 3 days, 19:29:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2437, top5_acc: 0.4825, loss_cls: 8.2440, loss: 8.2440 2025-08-15 09:31:15,004 - pyskl - INFO - Epoch [65][4400/7492] lr: 3.041e-02, eta: 3 days, 19:28:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5059, loss_cls: 8.0769, loss: 8.0769 2025-08-15 09:32:06,611 - pyskl - INFO - Epoch [65][4500/7492] lr: 3.040e-02, eta: 3 days, 19:27:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2400, top5_acc: 0.4813, loss_cls: 8.3079, loss: 8.3079 2025-08-15 09:32:58,194 - pyskl - INFO - Epoch [65][4600/7492] lr: 3.040e-02, eta: 3 days, 19:26:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5053, loss_cls: 8.1294, loss: 8.1294 2025-08-15 09:33:49,730 - pyskl - INFO - Epoch [65][4700/7492] lr: 3.039e-02, eta: 3 days, 19:25:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4841, loss_cls: 8.2722, loss: 8.2722 2025-08-15 09:34:41,048 - pyskl - INFO - Epoch [65][4800/7492] lr: 3.038e-02, eta: 3 days, 19:25:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5025, loss_cls: 8.2050, loss: 8.2050 2025-08-15 09:35:32,451 - pyskl - INFO - Epoch [65][4900/7492] lr: 3.037e-02, eta: 3 days, 19:24:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5044, loss_cls: 8.1580, loss: 8.1580 2025-08-15 09:36:24,022 - pyskl - INFO - Epoch [65][5000/7492] lr: 3.037e-02, eta: 3 days, 19:23:17, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.4953, loss_cls: 8.1421, loss: 8.1421 2025-08-15 09:37:15,278 - pyskl - INFO - Epoch [65][5100/7492] lr: 3.036e-02, eta: 3 days, 19:22:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4900, loss_cls: 8.2828, loss: 8.2828 2025-08-15 09:38:06,941 - pyskl - INFO - Epoch [65][5200/7492] lr: 3.035e-02, eta: 3 days, 19:21:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4888, loss_cls: 8.2749, loss: 8.2749 2025-08-15 09:38:58,554 - pyskl - INFO - Epoch [65][5300/7492] lr: 3.035e-02, eta: 3 days, 19:20:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4906, loss_cls: 8.2631, loss: 8.2631 2025-08-15 09:39:49,878 - pyskl - INFO - Epoch [65][5400/7492] lr: 3.034e-02, eta: 3 days, 19:19:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.5084, loss_cls: 8.2723, loss: 8.2723 2025-08-15 09:40:41,462 - pyskl - INFO - Epoch [65][5500/7492] lr: 3.033e-02, eta: 3 days, 19:19:00, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5144, loss_cls: 8.0906, loss: 8.0906 2025-08-15 09:41:32,948 - pyskl - INFO - Epoch [65][5600/7492] lr: 3.033e-02, eta: 3 days, 19:18:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.4903, loss_cls: 8.2072, loss: 8.2072 2025-08-15 09:42:24,833 - pyskl - INFO - Epoch [65][5700/7492] lr: 3.032e-02, eta: 3 days, 19:17:18, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.4969, loss_cls: 8.2449, loss: 8.2449 2025-08-15 09:43:16,293 - pyskl - INFO - Epoch [65][5800/7492] lr: 3.031e-02, eta: 3 days, 19:16:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.4950, loss_cls: 8.1631, loss: 8.1631 2025-08-15 09:44:07,821 - pyskl - INFO - Epoch [65][5900/7492] lr: 3.031e-02, eta: 3 days, 19:15:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4881, loss_cls: 8.3162, loss: 8.3162 2025-08-15 09:44:59,408 - pyskl - INFO - Epoch [65][6000/7492] lr: 3.030e-02, eta: 3 days, 19:14:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4859, loss_cls: 8.2694, loss: 8.2694 2025-08-15 09:45:50,850 - pyskl - INFO - Epoch [65][6100/7492] lr: 3.029e-02, eta: 3 days, 19:13:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2644, top5_acc: 0.5025, loss_cls: 8.1867, loss: 8.1867 2025-08-15 09:46:42,499 - pyskl - INFO - Epoch [65][6200/7492] lr: 3.029e-02, eta: 3 days, 19:13:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2472, top5_acc: 0.4944, loss_cls: 8.2596, loss: 8.2596 2025-08-15 09:47:34,439 - pyskl - INFO - Epoch [65][6300/7492] lr: 3.028e-02, eta: 3 days, 19:12:10, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2412, top5_acc: 0.4878, loss_cls: 8.3081, loss: 8.3081 2025-08-15 09:48:26,077 - pyskl - INFO - Epoch [65][6400/7492] lr: 3.027e-02, eta: 3 days, 19:11:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4844, loss_cls: 8.2643, loss: 8.2643 2025-08-15 09:49:17,470 - pyskl - INFO - Epoch [65][6500/7492] lr: 3.027e-02, eta: 3 days, 19:10:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.4978, loss_cls: 8.1736, loss: 8.1736 2025-08-15 09:50:08,806 - pyskl - INFO - Epoch [65][6600/7492] lr: 3.026e-02, eta: 3 days, 19:09:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2578, top5_acc: 0.4984, loss_cls: 8.2643, loss: 8.2643 2025-08-15 09:51:00,048 - pyskl - INFO - Epoch [65][6700/7492] lr: 3.025e-02, eta: 3 days, 19:08:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5016, loss_cls: 8.1800, loss: 8.1800 2025-08-15 09:51:51,465 - pyskl - INFO - Epoch [65][6800/7492] lr: 3.025e-02, eta: 3 days, 19:07:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.5066, loss_cls: 8.2827, loss: 8.2827 2025-08-15 09:52:43,141 - pyskl - INFO - Epoch [65][6900/7492] lr: 3.024e-02, eta: 3 days, 19:07:01, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4728, loss_cls: 8.2528, loss: 8.2528 2025-08-15 09:53:34,595 - pyskl - INFO - Epoch [65][7000/7492] lr: 3.023e-02, eta: 3 days, 19:06:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4897, loss_cls: 8.2320, loss: 8.2320 2025-08-15 09:54:26,196 - pyskl - INFO - Epoch [65][7100/7492] lr: 3.022e-02, eta: 3 days, 19:05:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.5066, loss_cls: 8.1463, loss: 8.1463 2025-08-15 09:55:17,741 - pyskl - INFO - Epoch [65][7200/7492] lr: 3.022e-02, eta: 3 days, 19:04:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.4834, loss_cls: 8.2609, loss: 8.2609 2025-08-15 09:56:09,259 - pyskl - INFO - Epoch [65][7300/7492] lr: 3.021e-02, eta: 3 days, 19:03:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4891, loss_cls: 8.2728, loss: 8.2728 2025-08-15 09:57:00,867 - pyskl - INFO - Epoch [65][7400/7492] lr: 3.020e-02, eta: 3 days, 19:02:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.5022, loss_cls: 8.2352, loss: 8.2352 2025-08-15 09:57:48,758 - pyskl - INFO - Saving checkpoint at 65 epochs 2025-08-15 09:58:45,715 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 09:58:46,454 - pyskl - INFO - top1_acc 0.2010 top5_acc 0.4316 2025-08-15 09:58:46,454 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 09:58:46,493 - pyskl - INFO - mean_acc 0.2010 2025-08-15 09:58:46,506 - pyskl - INFO - Epoch(val) [65][617] top1_acc: 0.2010, top5_acc: 0.4316, mean_class_accuracy: 0.2010 2025-08-15 10:00:08,363 - pyskl - INFO - Epoch [66][100/7492] lr: 3.019e-02, eta: 3 days, 19:00:44, time: 0.819, data_time: 0.304, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5225, loss_cls: 8.1341, loss: 8.1341 2025-08-15 10:00:59,765 - pyskl - INFO - Epoch [66][200/7492] lr: 3.018e-02, eta: 3 days, 18:59:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5144, loss_cls: 8.1112, loss: 8.1112 2025-08-15 10:01:51,017 - pyskl - INFO - Epoch [66][300/7492] lr: 3.018e-02, eta: 3 days, 18:59:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4947, loss_cls: 8.1996, loss: 8.1996 2025-08-15 10:02:42,413 - pyskl - INFO - Epoch [66][400/7492] lr: 3.017e-02, eta: 3 days, 18:58:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4900, loss_cls: 8.1703, loss: 8.1703 2025-08-15 10:03:33,910 - pyskl - INFO - Epoch [66][500/7492] lr: 3.016e-02, eta: 3 days, 18:57:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4922, loss_cls: 8.1885, loss: 8.1885 2025-08-15 10:04:25,377 - pyskl - INFO - Epoch [66][600/7492] lr: 3.016e-02, eta: 3 days, 18:56:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5162, loss_cls: 8.1106, loss: 8.1106 2025-08-15 10:05:17,020 - pyskl - INFO - Epoch [66][700/7492] lr: 3.015e-02, eta: 3 days, 18:55:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.4963, loss_cls: 8.1830, loss: 8.1830 2025-08-15 10:06:08,974 - pyskl - INFO - Epoch [66][800/7492] lr: 3.014e-02, eta: 3 days, 18:54:44, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5091, loss_cls: 8.0797, loss: 8.0797 2025-08-15 10:07:00,566 - pyskl - INFO - Epoch [66][900/7492] lr: 3.014e-02, eta: 3 days, 18:53:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.5041, loss_cls: 8.1684, loss: 8.1684 2025-08-15 10:07:51,940 - pyskl - INFO - Epoch [66][1000/7492] lr: 3.013e-02, eta: 3 days, 18:53:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5147, loss_cls: 8.1027, loss: 8.1027 2025-08-15 10:08:43,523 - pyskl - INFO - Epoch [66][1100/7492] lr: 3.012e-02, eta: 3 days, 18:52:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4981, loss_cls: 8.2371, loss: 8.2371 2025-08-15 10:09:35,088 - pyskl - INFO - Epoch [66][1200/7492] lr: 3.012e-02, eta: 3 days, 18:51:18, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.4953, loss_cls: 8.2422, loss: 8.2422 2025-08-15 10:10:26,735 - pyskl - INFO - Epoch [66][1300/7492] lr: 3.011e-02, eta: 3 days, 18:50:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4991, loss_cls: 8.2249, loss: 8.2249 2025-08-15 10:11:18,703 - pyskl - INFO - Epoch [66][1400/7492] lr: 3.010e-02, eta: 3 days, 18:49:36, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2647, top5_acc: 0.5134, loss_cls: 8.0966, loss: 8.0966 2025-08-15 10:12:10,110 - pyskl - INFO - Epoch [66][1500/7492] lr: 3.010e-02, eta: 3 days, 18:48:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4750, loss_cls: 8.2741, loss: 8.2741 2025-08-15 10:13:01,582 - pyskl - INFO - Epoch [66][1600/7492] lr: 3.009e-02, eta: 3 days, 18:47:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.4988, loss_cls: 8.2027, loss: 8.2027 2025-08-15 10:13:52,872 - pyskl - INFO - Epoch [66][1700/7492] lr: 3.008e-02, eta: 3 days, 18:47:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4950, loss_cls: 8.2235, loss: 8.2235 2025-08-15 10:14:44,208 - pyskl - INFO - Epoch [66][1800/7492] lr: 3.007e-02, eta: 3 days, 18:46:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5125, loss_cls: 8.1259, loss: 8.1259 2025-08-15 10:15:35,816 - pyskl - INFO - Epoch [66][1900/7492] lr: 3.007e-02, eta: 3 days, 18:45:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4913, loss_cls: 8.2266, loss: 8.2266 2025-08-15 10:16:27,299 - pyskl - INFO - Epoch [66][2000/7492] lr: 3.006e-02, eta: 3 days, 18:44:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5228, loss_cls: 8.1163, loss: 8.1163 2025-08-15 10:17:18,885 - pyskl - INFO - Epoch [66][2100/7492] lr: 3.005e-02, eta: 3 days, 18:43:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.4959, loss_cls: 8.2508, loss: 8.2508 2025-08-15 10:18:10,551 - pyskl - INFO - Epoch [66][2200/7492] lr: 3.005e-02, eta: 3 days, 18:42:45, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4938, loss_cls: 8.1688, loss: 8.1688 2025-08-15 10:19:01,809 - pyskl - INFO - Epoch [66][2300/7492] lr: 3.004e-02, eta: 3 days, 18:41:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4916, loss_cls: 8.2025, loss: 8.2025 2025-08-15 10:19:53,394 - pyskl - INFO - Epoch [66][2400/7492] lr: 3.003e-02, eta: 3 days, 18:41:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2647, top5_acc: 0.5062, loss_cls: 8.2344, loss: 8.2344 2025-08-15 10:20:44,722 - pyskl - INFO - Epoch [66][2500/7492] lr: 3.003e-02, eta: 3 days, 18:40:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.4981, loss_cls: 8.1966, loss: 8.1966 2025-08-15 10:21:36,028 - pyskl - INFO - Epoch [66][2600/7492] lr: 3.002e-02, eta: 3 days, 18:39:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.4966, loss_cls: 8.2258, loss: 8.2258 2025-08-15 10:22:27,581 - pyskl - INFO - Epoch [66][2700/7492] lr: 3.001e-02, eta: 3 days, 18:38:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4822, loss_cls: 8.3265, loss: 8.3265 2025-08-15 10:23:18,959 - pyskl - INFO - Epoch [66][2800/7492] lr: 3.001e-02, eta: 3 days, 18:37:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5088, loss_cls: 8.1117, loss: 8.1117 2025-08-15 10:24:10,285 - pyskl - INFO - Epoch [66][2900/7492] lr: 3.000e-02, eta: 3 days, 18:36:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4900, loss_cls: 8.2454, loss: 8.2454 2025-08-15 10:25:01,882 - pyskl - INFO - Epoch [66][3000/7492] lr: 2.999e-02, eta: 3 days, 18:35:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.4963, loss_cls: 8.0930, loss: 8.0930 2025-08-15 10:25:53,195 - pyskl - INFO - Epoch [66][3100/7492] lr: 2.999e-02, eta: 3 days, 18:35:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5009, loss_cls: 8.1792, loss: 8.1792 2025-08-15 10:26:44,612 - pyskl - INFO - Epoch [66][3200/7492] lr: 2.998e-02, eta: 3 days, 18:34:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.5019, loss_cls: 8.2029, loss: 8.2029 2025-08-15 10:27:36,152 - pyskl - INFO - Epoch [66][3300/7492] lr: 2.997e-02, eta: 3 days, 18:33:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.4959, loss_cls: 8.1408, loss: 8.1408 2025-08-15 10:28:27,535 - pyskl - INFO - Epoch [66][3400/7492] lr: 2.997e-02, eta: 3 days, 18:32:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.5119, loss_cls: 8.1792, loss: 8.1792 2025-08-15 10:29:19,084 - pyskl - INFO - Epoch [66][3500/7492] lr: 2.996e-02, eta: 3 days, 18:31:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.5053, loss_cls: 8.1871, loss: 8.1871 2025-08-15 10:30:10,732 - pyskl - INFO - Epoch [66][3600/7492] lr: 2.995e-02, eta: 3 days, 18:30:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2506, top5_acc: 0.4963, loss_cls: 8.1704, loss: 8.1704 2025-08-15 10:31:02,295 - pyskl - INFO - Epoch [66][3700/7492] lr: 2.994e-02, eta: 3 days, 18:29:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4969, loss_cls: 8.2575, loss: 8.2575 2025-08-15 10:31:53,741 - pyskl - INFO - Epoch [66][3800/7492] lr: 2.994e-02, eta: 3 days, 18:29:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5100, loss_cls: 8.1312, loss: 8.1312 2025-08-15 10:32:45,197 - pyskl - INFO - Epoch [66][3900/7492] lr: 2.993e-02, eta: 3 days, 18:28:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4906, loss_cls: 8.2197, loss: 8.2197 2025-08-15 10:33:36,544 - pyskl - INFO - Epoch [66][4000/7492] lr: 2.992e-02, eta: 3 days, 18:27:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5103, loss_cls: 8.1456, loss: 8.1456 2025-08-15 10:34:27,936 - pyskl - INFO - Epoch [66][4100/7492] lr: 2.992e-02, eta: 3 days, 18:26:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.5000, loss_cls: 8.1346, loss: 8.1346 2025-08-15 10:35:19,244 - pyskl - INFO - Epoch [66][4200/7492] lr: 2.991e-02, eta: 3 days, 18:25:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.5034, loss_cls: 8.1113, loss: 8.1113 2025-08-15 10:36:10,718 - pyskl - INFO - Epoch [66][4300/7492] lr: 2.990e-02, eta: 3 days, 18:24:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5028, loss_cls: 8.2142, loss: 8.2142 2025-08-15 10:37:02,067 - pyskl - INFO - Epoch [66][4400/7492] lr: 2.990e-02, eta: 3 days, 18:23:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4934, loss_cls: 8.2487, loss: 8.2487 2025-08-15 10:37:53,453 - pyskl - INFO - Epoch [66][4500/7492] lr: 2.989e-02, eta: 3 days, 18:23:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2537, top5_acc: 0.4831, loss_cls: 8.3024, loss: 8.3024 2025-08-15 10:38:44,975 - pyskl - INFO - Epoch [66][4600/7492] lr: 2.988e-02, eta: 3 days, 18:22:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4963, loss_cls: 8.1307, loss: 8.1307 2025-08-15 10:39:36,214 - pyskl - INFO - Epoch [66][4700/7492] lr: 2.988e-02, eta: 3 days, 18:21:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5156, loss_cls: 8.0185, loss: 8.0185 2025-08-15 10:40:27,328 - pyskl - INFO - Epoch [66][4800/7492] lr: 2.987e-02, eta: 3 days, 18:20:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4925, loss_cls: 8.2023, loss: 8.2023 2025-08-15 10:41:18,664 - pyskl - INFO - Epoch [66][4900/7492] lr: 2.986e-02, eta: 3 days, 18:19:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4909, loss_cls: 8.2158, loss: 8.2158 2025-08-15 10:42:10,079 - pyskl - INFO - Epoch [66][5000/7492] lr: 2.986e-02, eta: 3 days, 18:18:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4997, loss_cls: 8.1600, loss: 8.1600 2025-08-15 10:43:01,550 - pyskl - INFO - Epoch [66][5100/7492] lr: 2.985e-02, eta: 3 days, 18:17:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4922, loss_cls: 8.2911, loss: 8.2911 2025-08-15 10:43:53,055 - pyskl - INFO - Epoch [66][5200/7492] lr: 2.984e-02, eta: 3 days, 18:17:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.4991, loss_cls: 8.1877, loss: 8.1877 2025-08-15 10:44:44,303 - pyskl - INFO - Epoch [66][5300/7492] lr: 2.983e-02, eta: 3 days, 18:16:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4884, loss_cls: 8.2391, loss: 8.2391 2025-08-15 10:45:35,673 - pyskl - INFO - Epoch [66][5400/7492] lr: 2.983e-02, eta: 3 days, 18:15:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2447, top5_acc: 0.4875, loss_cls: 8.1240, loss: 8.1240 2025-08-15 10:46:27,289 - pyskl - INFO - Epoch [66][5500/7492] lr: 2.982e-02, eta: 3 days, 18:14:25, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4972, loss_cls: 8.1599, loss: 8.1599 2025-08-15 10:47:18,673 - pyskl - INFO - Epoch [66][5600/7492] lr: 2.981e-02, eta: 3 days, 18:13:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.4963, loss_cls: 8.1998, loss: 8.1998 2025-08-15 10:48:10,159 - pyskl - INFO - Epoch [66][5700/7492] lr: 2.981e-02, eta: 3 days, 18:12:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.4981, loss_cls: 8.2838, loss: 8.2838 2025-08-15 10:49:01,680 - pyskl - INFO - Epoch [66][5800/7492] lr: 2.980e-02, eta: 3 days, 18:11:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5047, loss_cls: 8.2266, loss: 8.2266 2025-08-15 10:49:53,055 - pyskl - INFO - Epoch [66][5900/7492] lr: 2.979e-02, eta: 3 days, 18:10:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.5003, loss_cls: 8.2287, loss: 8.2287 2025-08-15 10:50:44,338 - pyskl - INFO - Epoch [66][6000/7492] lr: 2.979e-02, eta: 3 days, 18:10:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.4994, loss_cls: 8.1703, loss: 8.1703 2025-08-15 10:51:35,611 - pyskl - INFO - Epoch [66][6100/7492] lr: 2.978e-02, eta: 3 days, 18:09:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.5025, loss_cls: 8.1921, loss: 8.1921 2025-08-15 10:52:26,898 - pyskl - INFO - Epoch [66][6200/7492] lr: 2.977e-02, eta: 3 days, 18:08:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4934, loss_cls: 8.2585, loss: 8.2585 2025-08-15 10:53:18,343 - pyskl - INFO - Epoch [66][6300/7492] lr: 2.977e-02, eta: 3 days, 18:07:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2441, top5_acc: 0.4975, loss_cls: 8.2093, loss: 8.2093 2025-08-15 10:54:09,491 - pyskl - INFO - Epoch [66][6400/7492] lr: 2.976e-02, eta: 3 days, 18:06:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.5066, loss_cls: 8.2356, loss: 8.2356 2025-08-15 10:55:00,966 - pyskl - INFO - Epoch [66][6500/7492] lr: 2.975e-02, eta: 3 days, 18:05:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4934, loss_cls: 8.2124, loss: 8.2124 2025-08-15 10:55:52,653 - pyskl - INFO - Epoch [66][6600/7492] lr: 2.975e-02, eta: 3 days, 18:04:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.5019, loss_cls: 8.1953, loss: 8.1953 2025-08-15 10:56:44,466 - pyskl - INFO - Epoch [66][6700/7492] lr: 2.974e-02, eta: 3 days, 18:04:07, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2497, top5_acc: 0.4884, loss_cls: 8.2710, loss: 8.2710 2025-08-15 10:57:36,323 - pyskl - INFO - Epoch [66][6800/7492] lr: 2.973e-02, eta: 3 days, 18:03:16, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5106, loss_cls: 8.1349, loss: 8.1349 2025-08-15 10:58:27,734 - pyskl - INFO - Epoch [66][6900/7492] lr: 2.973e-02, eta: 3 days, 18:02:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.4891, loss_cls: 8.1699, loss: 8.1699 2025-08-15 10:59:19,067 - pyskl - INFO - Epoch [66][7000/7492] lr: 2.972e-02, eta: 3 days, 18:01:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2491, top5_acc: 0.4950, loss_cls: 8.2342, loss: 8.2342 2025-08-15 11:00:10,952 - pyskl - INFO - Epoch [66][7100/7492] lr: 2.971e-02, eta: 3 days, 18:00:42, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.5088, loss_cls: 8.2086, loss: 8.2086 2025-08-15 11:01:02,351 - pyskl - INFO - Epoch [66][7200/7492] lr: 2.970e-02, eta: 3 days, 17:59:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5159, loss_cls: 8.1412, loss: 8.1412 2025-08-15 11:01:53,691 - pyskl - INFO - Epoch [66][7300/7492] lr: 2.970e-02, eta: 3 days, 17:58:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.4994, loss_cls: 8.2107, loss: 8.2107 2025-08-15 11:02:45,086 - pyskl - INFO - Epoch [66][7400/7492] lr: 2.969e-02, eta: 3 days, 17:58:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.5022, loss_cls: 8.2147, loss: 8.2147 2025-08-15 11:03:33,326 - pyskl - INFO - Saving checkpoint at 66 epochs 2025-08-15 11:04:29,420 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 11:04:30,157 - pyskl - INFO - top1_acc 0.2127 top5_acc 0.4382 2025-08-15 11:04:30,157 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 11:04:30,192 - pyskl - INFO - mean_acc 0.2126 2025-08-15 11:04:30,202 - pyskl - INFO - Epoch(val) [66][617] top1_acc: 0.2127, top5_acc: 0.4382, mean_class_accuracy: 0.2126 2025-08-15 11:05:51,278 - pyskl - INFO - Epoch [67][100/7492] lr: 2.968e-02, eta: 3 days, 17:56:06, time: 0.811, data_time: 0.298, memory: 13026, top1_acc: 0.2587, top5_acc: 0.5091, loss_cls: 8.1712, loss: 8.1712 2025-08-15 11:06:42,552 - pyskl - INFO - Epoch [67][200/7492] lr: 2.967e-02, eta: 3 days, 17:55:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2578, top5_acc: 0.4984, loss_cls: 8.2091, loss: 8.2091 2025-08-15 11:07:33,900 - pyskl - INFO - Epoch [67][300/7492] lr: 2.966e-02, eta: 3 days, 17:54:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2578, top5_acc: 0.5056, loss_cls: 8.1563, loss: 8.1563 2025-08-15 11:08:25,425 - pyskl - INFO - Epoch [67][400/7492] lr: 2.966e-02, eta: 3 days, 17:53:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.4963, loss_cls: 8.1679, loss: 8.1679 2025-08-15 11:09:16,849 - pyskl - INFO - Epoch [67][500/7492] lr: 2.965e-02, eta: 3 days, 17:52:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5081, loss_cls: 8.0444, loss: 8.0444 2025-08-15 11:10:08,085 - pyskl - INFO - Epoch [67][600/7492] lr: 2.964e-02, eta: 3 days, 17:51:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5172, loss_cls: 8.1488, loss: 8.1488 2025-08-15 11:10:59,343 - pyskl - INFO - Epoch [67][700/7492] lr: 2.964e-02, eta: 3 days, 17:50:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5103, loss_cls: 8.0533, loss: 8.0533 2025-08-15 11:11:50,566 - pyskl - INFO - Epoch [67][800/7492] lr: 2.963e-02, eta: 3 days, 17:50:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.4972, loss_cls: 8.1239, loss: 8.1239 2025-08-15 11:12:41,959 - pyskl - INFO - Epoch [67][900/7492] lr: 2.962e-02, eta: 3 days, 17:49:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4903, loss_cls: 8.2432, loss: 8.2432 2025-08-15 11:13:32,947 - pyskl - INFO - Epoch [67][1000/7492] lr: 2.962e-02, eta: 3 days, 17:48:21, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.5034, loss_cls: 8.0550, loss: 8.0550 2025-08-15 11:14:24,101 - pyskl - INFO - Epoch [67][1100/7492] lr: 2.961e-02, eta: 3 days, 17:47:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.4956, loss_cls: 8.1820, loss: 8.1820 2025-08-15 11:15:15,451 - pyskl - INFO - Epoch [67][1200/7492] lr: 2.960e-02, eta: 3 days, 17:46:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5053, loss_cls: 8.1946, loss: 8.1946 2025-08-15 11:16:06,864 - pyskl - INFO - Epoch [67][1300/7492] lr: 2.960e-02, eta: 3 days, 17:45:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5112, loss_cls: 8.1731, loss: 8.1731 2025-08-15 11:16:58,158 - pyskl - INFO - Epoch [67][1400/7492] lr: 2.959e-02, eta: 3 days, 17:44:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5041, loss_cls: 8.1267, loss: 8.1267 2025-08-15 11:17:49,600 - pyskl - INFO - Epoch [67][1500/7492] lr: 2.958e-02, eta: 3 days, 17:44:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5084, loss_cls: 8.1091, loss: 8.1091 2025-08-15 11:18:40,918 - pyskl - INFO - Epoch [67][1600/7492] lr: 2.957e-02, eta: 3 days, 17:43:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2381, top5_acc: 0.4931, loss_cls: 8.2173, loss: 8.2173 2025-08-15 11:19:32,297 - pyskl - INFO - Epoch [67][1700/7492] lr: 2.957e-02, eta: 3 days, 17:42:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5225, loss_cls: 8.0381, loss: 8.0381 2025-08-15 11:20:23,615 - pyskl - INFO - Epoch [67][1800/7492] lr: 2.956e-02, eta: 3 days, 17:41:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5047, loss_cls: 8.1928, loss: 8.1928 2025-08-15 11:21:14,996 - pyskl - INFO - Epoch [67][1900/7492] lr: 2.955e-02, eta: 3 days, 17:40:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.5091, loss_cls: 8.1149, loss: 8.1149 2025-08-15 11:22:06,481 - pyskl - INFO - Epoch [67][2000/7492] lr: 2.955e-02, eta: 3 days, 17:39:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4925, loss_cls: 8.3085, loss: 8.3085 2025-08-15 11:22:58,312 - pyskl - INFO - Epoch [67][2100/7492] lr: 2.954e-02, eta: 3 days, 17:38:54, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5091, loss_cls: 8.1877, loss: 8.1877 2025-08-15 11:23:49,798 - pyskl - INFO - Epoch [67][2200/7492] lr: 2.953e-02, eta: 3 days, 17:38:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4922, loss_cls: 8.2040, loss: 8.2040 2025-08-15 11:24:41,279 - pyskl - INFO - Epoch [67][2300/7492] lr: 2.953e-02, eta: 3 days, 17:37:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.5066, loss_cls: 8.0953, loss: 8.0953 2025-08-15 11:25:32,847 - pyskl - INFO - Epoch [67][2400/7492] lr: 2.952e-02, eta: 3 days, 17:36:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2456, top5_acc: 0.5028, loss_cls: 8.2637, loss: 8.2637 2025-08-15 11:26:24,174 - pyskl - INFO - Epoch [67][2500/7492] lr: 2.951e-02, eta: 3 days, 17:35:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4991, loss_cls: 8.1623, loss: 8.1623 2025-08-15 11:27:15,736 - pyskl - INFO - Epoch [67][2600/7492] lr: 2.951e-02, eta: 3 days, 17:34:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5016, loss_cls: 8.1818, loss: 8.1818 2025-08-15 11:28:07,098 - pyskl - INFO - Epoch [67][2700/7492] lr: 2.950e-02, eta: 3 days, 17:33:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2484, top5_acc: 0.4997, loss_cls: 8.2177, loss: 8.2177 2025-08-15 11:28:58,656 - pyskl - INFO - Epoch [67][2800/7492] lr: 2.949e-02, eta: 3 days, 17:32:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.5072, loss_cls: 8.1987, loss: 8.1987 2025-08-15 11:29:50,223 - pyskl - INFO - Epoch [67][2900/7492] lr: 2.949e-02, eta: 3 days, 17:32:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.5022, loss_cls: 8.1853, loss: 8.1853 2025-08-15 11:30:41,926 - pyskl - INFO - Epoch [67][3000/7492] lr: 2.948e-02, eta: 3 days, 17:31:12, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.4991, loss_cls: 8.2193, loss: 8.2193 2025-08-15 11:31:33,740 - pyskl - INFO - Epoch [67][3100/7492] lr: 2.947e-02, eta: 3 days, 17:30:21, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.5097, loss_cls: 8.1689, loss: 8.1689 2025-08-15 11:32:25,200 - pyskl - INFO - Epoch [67][3200/7492] lr: 2.946e-02, eta: 3 days, 17:29:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.5034, loss_cls: 8.1579, loss: 8.1579 2025-08-15 11:33:16,705 - pyskl - INFO - Epoch [67][3300/7492] lr: 2.946e-02, eta: 3 days, 17:28:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2647, top5_acc: 0.5081, loss_cls: 8.2069, loss: 8.2069 2025-08-15 11:34:08,134 - pyskl - INFO - Epoch [67][3400/7492] lr: 2.945e-02, eta: 3 days, 17:27:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.4850, loss_cls: 8.2252, loss: 8.2252 2025-08-15 11:34:59,714 - pyskl - INFO - Epoch [67][3500/7492] lr: 2.944e-02, eta: 3 days, 17:26:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.4978, loss_cls: 8.2229, loss: 8.2229 2025-08-15 11:35:51,367 - pyskl - INFO - Epoch [67][3600/7492] lr: 2.944e-02, eta: 3 days, 17:26:04, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.4925, loss_cls: 8.2581, loss: 8.2581 2025-08-15 11:36:43,028 - pyskl - INFO - Epoch [67][3700/7492] lr: 2.943e-02, eta: 3 days, 17:25:13, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4956, loss_cls: 8.2096, loss: 8.2096 2025-08-15 11:37:34,453 - pyskl - INFO - Epoch [67][3800/7492] lr: 2.942e-02, eta: 3 days, 17:24:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.5078, loss_cls: 8.1221, loss: 8.1221 2025-08-15 11:38:25,816 - pyskl - INFO - Epoch [67][3900/7492] lr: 2.942e-02, eta: 3 days, 17:23:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.4913, loss_cls: 8.2301, loss: 8.2301 2025-08-15 11:39:17,393 - pyskl - INFO - Epoch [67][4000/7492] lr: 2.941e-02, eta: 3 days, 17:22:39, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5056, loss_cls: 8.1424, loss: 8.1424 2025-08-15 11:40:08,639 - pyskl - INFO - Epoch [67][4100/7492] lr: 2.940e-02, eta: 3 days, 17:21:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5128, loss_cls: 8.0563, loss: 8.0563 2025-08-15 11:41:00,341 - pyskl - INFO - Epoch [67][4200/7492] lr: 2.940e-02, eta: 3 days, 17:20:56, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4953, loss_cls: 8.1637, loss: 8.1637 2025-08-15 11:41:51,475 - pyskl - INFO - Epoch [67][4300/7492] lr: 2.939e-02, eta: 3 days, 17:20:04, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4903, loss_cls: 8.2519, loss: 8.2519 2025-08-15 11:42:42,754 - pyskl - INFO - Epoch [67][4400/7492] lr: 2.938e-02, eta: 3 days, 17:19:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5088, loss_cls: 8.1604, loss: 8.1604 2025-08-15 11:43:34,071 - pyskl - INFO - Epoch [67][4500/7492] lr: 2.938e-02, eta: 3 days, 17:18:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4994, loss_cls: 8.2191, loss: 8.2191 2025-08-15 11:44:25,685 - pyskl - INFO - Epoch [67][4600/7492] lr: 2.937e-02, eta: 3 days, 17:17:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2366, top5_acc: 0.4897, loss_cls: 8.2746, loss: 8.2746 2025-08-15 11:45:17,286 - pyskl - INFO - Epoch [67][4700/7492] lr: 2.936e-02, eta: 3 days, 17:16:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.4956, loss_cls: 8.2804, loss: 8.2804 2025-08-15 11:46:08,571 - pyskl - INFO - Epoch [67][4800/7492] lr: 2.935e-02, eta: 3 days, 17:15:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.4981, loss_cls: 8.1829, loss: 8.1829 2025-08-15 11:46:59,810 - pyskl - INFO - Epoch [67][4900/7492] lr: 2.935e-02, eta: 3 days, 17:14:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5109, loss_cls: 8.0416, loss: 8.0416 2025-08-15 11:47:51,586 - pyskl - INFO - Epoch [67][5000/7492] lr: 2.934e-02, eta: 3 days, 17:14:04, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4988, loss_cls: 8.2769, loss: 8.2769 2025-08-15 11:48:43,114 - pyskl - INFO - Epoch [67][5100/7492] lr: 2.933e-02, eta: 3 days, 17:13:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.4959, loss_cls: 8.1592, loss: 8.1592 2025-08-15 11:49:34,511 - pyskl - INFO - Epoch [67][5200/7492] lr: 2.933e-02, eta: 3 days, 17:12:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5100, loss_cls: 8.0723, loss: 8.0723 2025-08-15 11:50:25,949 - pyskl - INFO - Epoch [67][5300/7492] lr: 2.932e-02, eta: 3 days, 17:11:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4888, loss_cls: 8.2299, loss: 8.2299 2025-08-15 11:51:17,239 - pyskl - INFO - Epoch [67][5400/7492] lr: 2.931e-02, eta: 3 days, 17:10:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5009, loss_cls: 8.2619, loss: 8.2619 2025-08-15 11:52:08,445 - pyskl - INFO - Epoch [67][5500/7492] lr: 2.931e-02, eta: 3 days, 17:09:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4953, loss_cls: 8.2188, loss: 8.2188 2025-08-15 11:52:59,726 - pyskl - INFO - Epoch [67][5600/7492] lr: 2.930e-02, eta: 3 days, 17:08:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5125, loss_cls: 8.1839, loss: 8.1839 2025-08-15 11:53:51,064 - pyskl - INFO - Epoch [67][5700/7492] lr: 2.929e-02, eta: 3 days, 17:08:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.4956, loss_cls: 8.1658, loss: 8.1658 2025-08-15 11:54:42,257 - pyskl - INFO - Epoch [67][5800/7492] lr: 2.929e-02, eta: 3 days, 17:07:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.5006, loss_cls: 8.2240, loss: 8.2240 2025-08-15 11:55:33,471 - pyskl - INFO - Epoch [67][5900/7492] lr: 2.928e-02, eta: 3 days, 17:06:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4956, loss_cls: 8.2317, loss: 8.2317 2025-08-15 11:56:24,714 - pyskl - INFO - Epoch [67][6000/7492] lr: 2.927e-02, eta: 3 days, 17:05:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5012, loss_cls: 8.1219, loss: 8.1219 2025-08-15 11:57:15,890 - pyskl - INFO - Epoch [67][6100/7492] lr: 2.927e-02, eta: 3 days, 17:04:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5091, loss_cls: 8.2001, loss: 8.2001 2025-08-15 11:58:06,969 - pyskl - INFO - Epoch [67][6200/7492] lr: 2.926e-02, eta: 3 days, 17:03:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5119, loss_cls: 8.0275, loss: 8.0275 2025-08-15 11:58:58,108 - pyskl - INFO - Epoch [67][6300/7492] lr: 2.925e-02, eta: 3 days, 17:02:52, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4925, loss_cls: 8.1867, loss: 8.1867 2025-08-15 11:59:49,375 - pyskl - INFO - Epoch [67][6400/7492] lr: 2.924e-02, eta: 3 days, 17:02:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5241, loss_cls: 8.0692, loss: 8.0692 2025-08-15 12:00:40,642 - pyskl - INFO - Epoch [67][6500/7492] lr: 2.924e-02, eta: 3 days, 17:01:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.4934, loss_cls: 8.1925, loss: 8.1925 2025-08-15 12:01:31,926 - pyskl - INFO - Epoch [67][6600/7492] lr: 2.923e-02, eta: 3 days, 17:00:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2578, top5_acc: 0.4981, loss_cls: 8.2380, loss: 8.2380 2025-08-15 12:02:23,352 - pyskl - INFO - Epoch [67][6700/7492] lr: 2.922e-02, eta: 3 days, 16:59:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5059, loss_cls: 8.1777, loss: 8.1777 2025-08-15 12:03:14,791 - pyskl - INFO - Epoch [67][6800/7492] lr: 2.922e-02, eta: 3 days, 16:58:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.5009, loss_cls: 8.2206, loss: 8.2206 2025-08-15 12:04:06,198 - pyskl - INFO - Epoch [67][6900/7492] lr: 2.921e-02, eta: 3 days, 16:57:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.5034, loss_cls: 8.1936, loss: 8.1936 2025-08-15 12:04:57,934 - pyskl - INFO - Epoch [67][7000/7492] lr: 2.920e-02, eta: 3 days, 16:56:51, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.5069, loss_cls: 8.1524, loss: 8.1524 2025-08-15 12:05:49,008 - pyskl - INFO - Epoch [67][7100/7492] lr: 2.920e-02, eta: 3 days, 16:55:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4906, loss_cls: 8.2312, loss: 8.2312 2025-08-15 12:06:39,997 - pyskl - INFO - Epoch [67][7200/7492] lr: 2.919e-02, eta: 3 days, 16:55:07, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.4944, loss_cls: 8.2766, loss: 8.2766 2025-08-15 12:07:31,386 - pyskl - INFO - Epoch [67][7300/7492] lr: 2.918e-02, eta: 3 days, 16:54:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5016, loss_cls: 8.1415, loss: 8.1415 2025-08-15 12:08:22,418 - pyskl - INFO - Epoch [67][7400/7492] lr: 2.918e-02, eta: 3 days, 16:53:24, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5100, loss_cls: 8.1443, loss: 8.1443 2025-08-15 12:09:10,502 - pyskl - INFO - Saving checkpoint at 67 epochs 2025-08-15 12:10:08,908 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 12:10:09,650 - pyskl - INFO - top1_acc 0.2024 top5_acc 0.4340 2025-08-15 12:10:09,650 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 12:10:09,684 - pyskl - INFO - mean_acc 0.2023 2025-08-15 12:10:09,694 - pyskl - INFO - Epoch(val) [67][617] top1_acc: 0.2024, top5_acc: 0.4340, mean_class_accuracy: 0.2023 2025-08-15 12:11:31,286 - pyskl - INFO - Epoch [68][100/7492] lr: 2.916e-02, eta: 3 days, 16:51:24, time: 0.816, data_time: 0.302, memory: 13026, top1_acc: 0.2647, top5_acc: 0.5053, loss_cls: 8.0802, loss: 8.0802 2025-08-15 12:12:22,823 - pyskl - INFO - Epoch [68][200/7492] lr: 2.916e-02, eta: 3 days, 16:50:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.5103, loss_cls: 8.0665, loss: 8.0665 2025-08-15 12:13:13,926 - pyskl - INFO - Epoch [68][300/7492] lr: 2.915e-02, eta: 3 days, 16:49:40, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4978, loss_cls: 8.1649, loss: 8.1649 2025-08-15 12:14:05,022 - pyskl - INFO - Epoch [68][400/7492] lr: 2.914e-02, eta: 3 days, 16:48:48, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2422, top5_acc: 0.4981, loss_cls: 8.2267, loss: 8.2267 2025-08-15 12:14:56,391 - pyskl - INFO - Epoch [68][500/7492] lr: 2.913e-02, eta: 3 days, 16:47:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5028, loss_cls: 8.1272, loss: 8.1272 2025-08-15 12:15:48,002 - pyskl - INFO - Epoch [68][600/7492] lr: 2.913e-02, eta: 3 days, 16:47:06, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.5053, loss_cls: 8.1895, loss: 8.1895 2025-08-15 12:16:39,357 - pyskl - INFO - Epoch [68][700/7492] lr: 2.912e-02, eta: 3 days, 16:46:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5325, loss_cls: 7.9673, loss: 7.9673 2025-08-15 12:17:30,564 - pyskl - INFO - Epoch [68][800/7492] lr: 2.911e-02, eta: 3 days, 16:45:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5122, loss_cls: 8.1421, loss: 8.1421 2025-08-15 12:18:21,922 - pyskl - INFO - Epoch [68][900/7492] lr: 2.911e-02, eta: 3 days, 16:44:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.4994, loss_cls: 8.1836, loss: 8.1836 2025-08-15 12:19:13,052 - pyskl - INFO - Epoch [68][1000/7492] lr: 2.910e-02, eta: 3 days, 16:43:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5128, loss_cls: 8.1389, loss: 8.1389 2025-08-15 12:20:04,434 - pyskl - INFO - Epoch [68][1100/7492] lr: 2.909e-02, eta: 3 days, 16:42:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5022, loss_cls: 8.1192, loss: 8.1192 2025-08-15 12:20:56,026 - pyskl - INFO - Epoch [68][1200/7492] lr: 2.909e-02, eta: 3 days, 16:41:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.5041, loss_cls: 8.1590, loss: 8.1590 2025-08-15 12:21:47,720 - pyskl - INFO - Epoch [68][1300/7492] lr: 2.908e-02, eta: 3 days, 16:41:05, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.5081, loss_cls: 8.2073, loss: 8.2073 2025-08-15 12:22:39,082 - pyskl - INFO - Epoch [68][1400/7492] lr: 2.907e-02, eta: 3 days, 16:40:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.5050, loss_cls: 8.2353, loss: 8.2353 2025-08-15 12:23:30,461 - pyskl - INFO - Epoch [68][1500/7492] lr: 2.907e-02, eta: 3 days, 16:39:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2612, top5_acc: 0.4991, loss_cls: 8.1109, loss: 8.1109 2025-08-15 12:24:21,778 - pyskl - INFO - Epoch [68][1600/7492] lr: 2.906e-02, eta: 3 days, 16:38:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5225, loss_cls: 8.0760, loss: 8.0760 2025-08-15 12:25:13,065 - pyskl - INFO - Epoch [68][1700/7492] lr: 2.905e-02, eta: 3 days, 16:37:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5097, loss_cls: 8.0849, loss: 8.0849 2025-08-15 12:26:04,260 - pyskl - INFO - Epoch [68][1800/7492] lr: 2.905e-02, eta: 3 days, 16:36:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.4841, loss_cls: 8.2648, loss: 8.2648 2025-08-15 12:26:55,454 - pyskl - INFO - Epoch [68][1900/7492] lr: 2.904e-02, eta: 3 days, 16:35:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.5038, loss_cls: 8.2370, loss: 8.2370 2025-08-15 12:27:46,838 - pyskl - INFO - Epoch [68][2000/7492] lr: 2.903e-02, eta: 3 days, 16:35:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5109, loss_cls: 8.1303, loss: 8.1303 2025-08-15 12:28:38,085 - pyskl - INFO - Epoch [68][2100/7492] lr: 2.902e-02, eta: 3 days, 16:34:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2537, top5_acc: 0.4956, loss_cls: 8.1961, loss: 8.1961 2025-08-15 12:29:29,559 - pyskl - INFO - Epoch [68][2200/7492] lr: 2.902e-02, eta: 3 days, 16:33:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.5047, loss_cls: 8.2198, loss: 8.2198 2025-08-15 12:30:21,175 - pyskl - INFO - Epoch [68][2300/7492] lr: 2.901e-02, eta: 3 days, 16:32:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4984, loss_cls: 8.2029, loss: 8.2029 2025-08-15 12:31:12,520 - pyskl - INFO - Epoch [68][2400/7492] lr: 2.900e-02, eta: 3 days, 16:31:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5088, loss_cls: 8.1229, loss: 8.1229 2025-08-15 12:32:03,680 - pyskl - INFO - Epoch [68][2500/7492] lr: 2.900e-02, eta: 3 days, 16:30:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.5006, loss_cls: 8.1106, loss: 8.1106 2025-08-15 12:32:55,002 - pyskl - INFO - Epoch [68][2600/7492] lr: 2.899e-02, eta: 3 days, 16:29:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5150, loss_cls: 8.1760, loss: 8.1760 2025-08-15 12:33:46,363 - pyskl - INFO - Epoch [68][2700/7492] lr: 2.898e-02, eta: 3 days, 16:29:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2537, top5_acc: 0.5072, loss_cls: 8.1381, loss: 8.1381 2025-08-15 12:34:37,765 - pyskl - INFO - Epoch [68][2800/7492] lr: 2.898e-02, eta: 3 days, 16:28:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.4991, loss_cls: 8.1901, loss: 8.1901 2025-08-15 12:35:28,948 - pyskl - INFO - Epoch [68][2900/7492] lr: 2.897e-02, eta: 3 days, 16:27:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2644, top5_acc: 0.4959, loss_cls: 8.1275, loss: 8.1275 2025-08-15 12:36:20,271 - pyskl - INFO - Epoch [68][3000/7492] lr: 2.896e-02, eta: 3 days, 16:26:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5022, loss_cls: 8.0454, loss: 8.0454 2025-08-15 12:37:12,107 - pyskl - INFO - Epoch [68][3100/7492] lr: 2.896e-02, eta: 3 days, 16:25:37, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5075, loss_cls: 8.1336, loss: 8.1336 2025-08-15 12:38:03,428 - pyskl - INFO - Epoch [68][3200/7492] lr: 2.895e-02, eta: 3 days, 16:24:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5141, loss_cls: 8.0857, loss: 8.0857 2025-08-15 12:38:54,594 - pyskl - INFO - Epoch [68][3300/7492] lr: 2.894e-02, eta: 3 days, 16:23:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.4878, loss_cls: 8.2216, loss: 8.2216 2025-08-15 12:39:45,903 - pyskl - INFO - Epoch [68][3400/7492] lr: 2.893e-02, eta: 3 days, 16:23:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5141, loss_cls: 8.0367, loss: 8.0367 2025-08-15 12:40:37,564 - pyskl - INFO - Epoch [68][3500/7492] lr: 2.893e-02, eta: 3 days, 16:22:10, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.4966, loss_cls: 8.0567, loss: 8.0567 2025-08-15 12:41:28,820 - pyskl - INFO - Epoch [68][3600/7492] lr: 2.892e-02, eta: 3 days, 16:21:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4978, loss_cls: 8.1896, loss: 8.1896 2025-08-15 12:42:20,511 - pyskl - INFO - Epoch [68][3700/7492] lr: 2.891e-02, eta: 3 days, 16:20:28, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.5025, loss_cls: 8.1684, loss: 8.1684 2025-08-15 12:43:11,765 - pyskl - INFO - Epoch [68][3800/7492] lr: 2.891e-02, eta: 3 days, 16:19:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5162, loss_cls: 8.1525, loss: 8.1525 2025-08-15 12:44:03,194 - pyskl - INFO - Epoch [68][3900/7492] lr: 2.890e-02, eta: 3 days, 16:18:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.5066, loss_cls: 8.1757, loss: 8.1757 2025-08-15 12:44:54,606 - pyskl - INFO - Epoch [68][4000/7492] lr: 2.889e-02, eta: 3 days, 16:17:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.4941, loss_cls: 8.2494, loss: 8.2494 2025-08-15 12:45:46,141 - pyskl - INFO - Epoch [68][4100/7492] lr: 2.889e-02, eta: 3 days, 16:17:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.5109, loss_cls: 8.1882, loss: 8.1882 2025-08-15 12:46:37,567 - pyskl - INFO - Epoch [68][4200/7492] lr: 2.888e-02, eta: 3 days, 16:16:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5041, loss_cls: 8.1103, loss: 8.1103 2025-08-15 12:47:28,876 - pyskl - INFO - Epoch [68][4300/7492] lr: 2.887e-02, eta: 3 days, 16:15:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.4906, loss_cls: 8.2141, loss: 8.2141 2025-08-15 12:48:20,173 - pyskl - INFO - Epoch [68][4400/7492] lr: 2.887e-02, eta: 3 days, 16:14:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2856, top5_acc: 0.5200, loss_cls: 7.9991, loss: 7.9991 2025-08-15 12:49:11,610 - pyskl - INFO - Epoch [68][4500/7492] lr: 2.886e-02, eta: 3 days, 16:13:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2600, top5_acc: 0.5000, loss_cls: 8.1649, loss: 8.1649 2025-08-15 12:50:03,202 - pyskl - INFO - Epoch [68][4600/7492] lr: 2.885e-02, eta: 3 days, 16:12:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2728, top5_acc: 0.5041, loss_cls: 8.1188, loss: 8.1188 2025-08-15 12:50:54,737 - pyskl - INFO - Epoch [68][4700/7492] lr: 2.885e-02, eta: 3 days, 16:11:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.4884, loss_cls: 8.3203, loss: 8.3203 2025-08-15 12:51:46,162 - pyskl - INFO - Epoch [68][4800/7492] lr: 2.884e-02, eta: 3 days, 16:11:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5038, loss_cls: 8.0866, loss: 8.0866 2025-08-15 12:52:37,438 - pyskl - INFO - Epoch [68][4900/7492] lr: 2.883e-02, eta: 3 days, 16:10:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.4966, loss_cls: 8.1641, loss: 8.1641 2025-08-15 12:53:28,739 - pyskl - INFO - Epoch [68][5000/7492] lr: 2.882e-02, eta: 3 days, 16:09:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5150, loss_cls: 8.1241, loss: 8.1241 2025-08-15 12:54:20,117 - pyskl - INFO - Epoch [68][5100/7492] lr: 2.882e-02, eta: 3 days, 16:08:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5100, loss_cls: 8.1764, loss: 8.1764 2025-08-15 12:55:11,565 - pyskl - INFO - Epoch [68][5200/7492] lr: 2.881e-02, eta: 3 days, 16:07:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.4988, loss_cls: 8.2047, loss: 8.2047 2025-08-15 12:56:03,068 - pyskl - INFO - Epoch [68][5300/7492] lr: 2.880e-02, eta: 3 days, 16:06:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5138, loss_cls: 8.1296, loss: 8.1296 2025-08-15 12:56:54,259 - pyskl - INFO - Epoch [68][5400/7492] lr: 2.880e-02, eta: 3 days, 16:05:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5016, loss_cls: 8.1939, loss: 8.1939 2025-08-15 12:57:45,504 - pyskl - INFO - Epoch [68][5500/7492] lr: 2.879e-02, eta: 3 days, 16:05:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5134, loss_cls: 8.1629, loss: 8.1629 2025-08-15 12:58:36,910 - pyskl - INFO - Epoch [68][5600/7492] lr: 2.878e-02, eta: 3 days, 16:04:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5084, loss_cls: 8.1170, loss: 8.1170 2025-08-15 12:59:28,464 - pyskl - INFO - Epoch [68][5700/7492] lr: 2.878e-02, eta: 3 days, 16:03:17, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.4984, loss_cls: 8.1254, loss: 8.1254 2025-08-15 13:00:19,727 - pyskl - INFO - Epoch [68][5800/7492] lr: 2.877e-02, eta: 3 days, 16:02:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2500, top5_acc: 0.4869, loss_cls: 8.2350, loss: 8.2350 2025-08-15 13:01:10,889 - pyskl - INFO - Epoch [68][5900/7492] lr: 2.876e-02, eta: 3 days, 16:01:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.4991, loss_cls: 8.2216, loss: 8.2216 2025-08-15 13:02:02,220 - pyskl - INFO - Epoch [68][6000/7492] lr: 2.876e-02, eta: 3 days, 16:00:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.5012, loss_cls: 8.1891, loss: 8.1891 2025-08-15 13:02:53,437 - pyskl - INFO - Epoch [68][6100/7492] lr: 2.875e-02, eta: 3 days, 15:59:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5112, loss_cls: 8.0749, loss: 8.0749 2025-08-15 13:03:44,787 - pyskl - INFO - Epoch [68][6200/7492] lr: 2.874e-02, eta: 3 days, 15:58:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5072, loss_cls: 8.2124, loss: 8.2124 2025-08-15 13:04:35,996 - pyskl - INFO - Epoch [68][6300/7492] lr: 2.873e-02, eta: 3 days, 15:58:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.4922, loss_cls: 8.1743, loss: 8.1743 2025-08-15 13:05:27,420 - pyskl - INFO - Epoch [68][6400/7492] lr: 2.873e-02, eta: 3 days, 15:57:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.5106, loss_cls: 8.1728, loss: 8.1728 2025-08-15 13:06:18,936 - pyskl - INFO - Epoch [68][6500/7492] lr: 2.872e-02, eta: 3 days, 15:56:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2519, top5_acc: 0.4897, loss_cls: 8.2094, loss: 8.2094 2025-08-15 13:07:10,849 - pyskl - INFO - Epoch [68][6600/7492] lr: 2.871e-02, eta: 3 days, 15:55:34, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.5069, loss_cls: 8.2331, loss: 8.2331 2025-08-15 13:08:02,514 - pyskl - INFO - Epoch [68][6700/7492] lr: 2.871e-02, eta: 3 days, 15:54:42, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.4997, loss_cls: 8.1578, loss: 8.1578 2025-08-15 13:08:53,830 - pyskl - INFO - Epoch [68][6800/7492] lr: 2.870e-02, eta: 3 days, 15:53:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.5156, loss_cls: 8.1407, loss: 8.1407 2025-08-15 13:09:45,081 - pyskl - INFO - Epoch [68][6900/7492] lr: 2.869e-02, eta: 3 days, 15:52:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.5066, loss_cls: 8.0874, loss: 8.0874 2025-08-15 13:10:36,499 - pyskl - INFO - Epoch [68][7000/7492] lr: 2.869e-02, eta: 3 days, 15:52:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.5053, loss_cls: 8.2599, loss: 8.2599 2025-08-15 13:11:27,682 - pyskl - INFO - Epoch [68][7100/7492] lr: 2.868e-02, eta: 3 days, 15:51:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2453, top5_acc: 0.4956, loss_cls: 8.1168, loss: 8.1168 2025-08-15 13:12:19,030 - pyskl - INFO - Epoch [68][7200/7492] lr: 2.867e-02, eta: 3 days, 15:50:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2475, top5_acc: 0.4919, loss_cls: 8.2141, loss: 8.2141 2025-08-15 13:13:10,419 - pyskl - INFO - Epoch [68][7300/7492] lr: 2.867e-02, eta: 3 days, 15:49:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.4944, loss_cls: 8.1959, loss: 8.1959 2025-08-15 13:14:01,852 - pyskl - INFO - Epoch [68][7400/7492] lr: 2.866e-02, eta: 3 days, 15:48:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.5012, loss_cls: 8.1795, loss: 8.1795 2025-08-15 13:14:49,999 - pyskl - INFO - Saving checkpoint at 68 epochs 2025-08-15 13:15:44,197 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 13:15:44,954 - pyskl - INFO - top1_acc 0.2114 top5_acc 0.4252 2025-08-15 13:15:44,954 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 13:15:44,991 - pyskl - INFO - mean_acc 0.2113 2025-08-15 13:15:45,004 - pyskl - INFO - Epoch(val) [68][617] top1_acc: 0.2114, top5_acc: 0.4252, mean_class_accuracy: 0.2113 2025-08-15 13:17:06,497 - pyskl - INFO - Epoch [69][100/7492] lr: 2.865e-02, eta: 3 days, 15:46:42, time: 0.815, data_time: 0.302, memory: 13026, top1_acc: 0.2691, top5_acc: 0.5062, loss_cls: 8.1226, loss: 8.1226 2025-08-15 13:17:57,976 - pyskl - INFO - Epoch [69][200/7492] lr: 2.864e-02, eta: 3 days, 15:45:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5253, loss_cls: 8.0048, loss: 8.0048 2025-08-15 13:18:49,131 - pyskl - INFO - Epoch [69][300/7492] lr: 2.863e-02, eta: 3 days, 15:44:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2481, top5_acc: 0.4825, loss_cls: 8.2003, loss: 8.2003 2025-08-15 13:19:40,402 - pyskl - INFO - Epoch [69][400/7492] lr: 2.862e-02, eta: 3 days, 15:44:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2647, top5_acc: 0.5091, loss_cls: 8.1247, loss: 8.1247 2025-08-15 13:20:31,570 - pyskl - INFO - Epoch [69][500/7492] lr: 2.862e-02, eta: 3 days, 15:43:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5200, loss_cls: 8.0646, loss: 8.0646 2025-08-15 13:21:22,867 - pyskl - INFO - Epoch [69][600/7492] lr: 2.861e-02, eta: 3 days, 15:42:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2578, top5_acc: 0.5084, loss_cls: 8.1321, loss: 8.1321 2025-08-15 13:22:14,354 - pyskl - INFO - Epoch [69][700/7492] lr: 2.860e-02, eta: 3 days, 15:41:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5053, loss_cls: 8.1733, loss: 8.1733 2025-08-15 13:23:05,703 - pyskl - INFO - Epoch [69][800/7492] lr: 2.860e-02, eta: 3 days, 15:40:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5119, loss_cls: 8.1133, loss: 8.1133 2025-08-15 13:23:56,987 - pyskl - INFO - Epoch [69][900/7492] lr: 2.859e-02, eta: 3 days, 15:39:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2647, top5_acc: 0.5078, loss_cls: 8.1484, loss: 8.1484 2025-08-15 13:24:48,462 - pyskl - INFO - Epoch [69][1000/7492] lr: 2.858e-02, eta: 3 days, 15:38:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5200, loss_cls: 8.0888, loss: 8.0888 2025-08-15 13:25:39,783 - pyskl - INFO - Epoch [69][1100/7492] lr: 2.858e-02, eta: 3 days, 15:38:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.5006, loss_cls: 8.2015, loss: 8.2015 2025-08-15 13:26:31,037 - pyskl - INFO - Epoch [69][1200/7492] lr: 2.857e-02, eta: 3 days, 15:37:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5062, loss_cls: 8.1397, loss: 8.1397 2025-08-15 13:27:22,432 - pyskl - INFO - Epoch [69][1300/7492] lr: 2.856e-02, eta: 3 days, 15:36:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5138, loss_cls: 8.0383, loss: 8.0383 2025-08-15 13:28:13,614 - pyskl - INFO - Epoch [69][1400/7492] lr: 2.856e-02, eta: 3 days, 15:35:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.5088, loss_cls: 8.1282, loss: 8.1282 2025-08-15 13:29:04,990 - pyskl - INFO - Epoch [69][1500/7492] lr: 2.855e-02, eta: 3 days, 15:34:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.4988, loss_cls: 8.2186, loss: 8.2186 2025-08-15 13:29:56,206 - pyskl - INFO - Epoch [69][1600/7492] lr: 2.854e-02, eta: 3 days, 15:33:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5306, loss_cls: 8.0205, loss: 8.0205 2025-08-15 13:30:47,525 - pyskl - INFO - Epoch [69][1700/7492] lr: 2.853e-02, eta: 3 days, 15:32:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2569, top5_acc: 0.4956, loss_cls: 8.1846, loss: 8.1846 2025-08-15 13:31:38,694 - pyskl - INFO - Epoch [69][1800/7492] lr: 2.853e-02, eta: 3 days, 15:32:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5072, loss_cls: 7.9834, loss: 7.9834 2025-08-15 13:32:30,120 - pyskl - INFO - Epoch [69][1900/7492] lr: 2.852e-02, eta: 3 days, 15:31:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.4984, loss_cls: 8.1770, loss: 8.1770 2025-08-15 13:33:21,474 - pyskl - INFO - Epoch [69][2000/7492] lr: 2.851e-02, eta: 3 days, 15:30:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.5012, loss_cls: 8.2223, loss: 8.2223 2025-08-15 13:34:13,025 - pyskl - INFO - Epoch [69][2100/7492] lr: 2.851e-02, eta: 3 days, 15:29:30, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5034, loss_cls: 8.2359, loss: 8.2359 2025-08-15 13:35:04,489 - pyskl - INFO - Epoch [69][2200/7492] lr: 2.850e-02, eta: 3 days, 15:28:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5031, loss_cls: 8.1122, loss: 8.1122 2025-08-15 13:35:55,734 - pyskl - INFO - Epoch [69][2300/7492] lr: 2.849e-02, eta: 3 days, 15:27:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.4969, loss_cls: 8.2277, loss: 8.2277 2025-08-15 13:36:47,350 - pyskl - INFO - Epoch [69][2400/7492] lr: 2.849e-02, eta: 3 days, 15:26:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5172, loss_cls: 8.1452, loss: 8.1452 2025-08-15 13:37:38,793 - pyskl - INFO - Epoch [69][2500/7492] lr: 2.848e-02, eta: 3 days, 15:26:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5059, loss_cls: 8.1520, loss: 8.1520 2025-08-15 13:38:30,132 - pyskl - INFO - Epoch [69][2600/7492] lr: 2.847e-02, eta: 3 days, 15:25:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2525, top5_acc: 0.5053, loss_cls: 8.1414, loss: 8.1414 2025-08-15 13:39:21,582 - pyskl - INFO - Epoch [69][2700/7492] lr: 2.847e-02, eta: 3 days, 15:24:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5012, loss_cls: 8.0999, loss: 8.0999 2025-08-15 13:40:12,863 - pyskl - INFO - Epoch [69][2800/7492] lr: 2.846e-02, eta: 3 days, 15:23:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5072, loss_cls: 8.1641, loss: 8.1641 2025-08-15 13:41:04,223 - pyskl - INFO - Epoch [69][2900/7492] lr: 2.845e-02, eta: 3 days, 15:22:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2547, top5_acc: 0.5047, loss_cls: 8.1791, loss: 8.1791 2025-08-15 13:41:55,491 - pyskl - INFO - Epoch [69][3000/7492] lr: 2.844e-02, eta: 3 days, 15:21:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.5028, loss_cls: 8.1528, loss: 8.1528 2025-08-15 13:42:46,872 - pyskl - INFO - Epoch [69][3100/7492] lr: 2.844e-02, eta: 3 days, 15:20:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.5047, loss_cls: 8.1585, loss: 8.1585 2025-08-15 13:43:38,358 - pyskl - INFO - Epoch [69][3200/7492] lr: 2.843e-02, eta: 3 days, 15:20:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5125, loss_cls: 8.1307, loss: 8.1307 2025-08-15 13:44:29,683 - pyskl - INFO - Epoch [69][3300/7492] lr: 2.842e-02, eta: 3 days, 15:19:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.5112, loss_cls: 8.1461, loss: 8.1461 2025-08-15 13:45:21,124 - pyskl - INFO - Epoch [69][3400/7492] lr: 2.842e-02, eta: 3 days, 15:18:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5150, loss_cls: 8.0681, loss: 8.0681 2025-08-15 13:46:12,800 - pyskl - INFO - Epoch [69][3500/7492] lr: 2.841e-02, eta: 3 days, 15:17:29, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.5012, loss_cls: 8.1932, loss: 8.1932 2025-08-15 13:47:04,231 - pyskl - INFO - Epoch [69][3600/7492] lr: 2.840e-02, eta: 3 days, 15:16:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5038, loss_cls: 8.2237, loss: 8.2237 2025-08-15 13:47:55,559 - pyskl - INFO - Epoch [69][3700/7492] lr: 2.840e-02, eta: 3 days, 15:15:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5169, loss_cls: 8.0124, loss: 8.0124 2025-08-15 13:48:46,777 - pyskl - INFO - Epoch [69][3800/7492] lr: 2.839e-02, eta: 3 days, 15:14:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4978, loss_cls: 8.1791, loss: 8.1791 2025-08-15 13:49:38,043 - pyskl - INFO - Epoch [69][3900/7492] lr: 2.838e-02, eta: 3 days, 15:14:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.5084, loss_cls: 8.1806, loss: 8.1806 2025-08-15 13:50:29,374 - pyskl - INFO - Epoch [69][4000/7492] lr: 2.838e-02, eta: 3 days, 15:13:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5250, loss_cls: 8.0984, loss: 8.0984 2025-08-15 13:51:20,666 - pyskl - INFO - Epoch [69][4100/7492] lr: 2.837e-02, eta: 3 days, 15:12:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2509, top5_acc: 0.4953, loss_cls: 8.2661, loss: 8.2661 2025-08-15 13:52:11,884 - pyskl - INFO - Epoch [69][4200/7492] lr: 2.836e-02, eta: 3 days, 15:11:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5053, loss_cls: 8.1659, loss: 8.1659 2025-08-15 13:53:03,470 - pyskl - INFO - Epoch [69][4300/7492] lr: 2.835e-02, eta: 3 days, 15:10:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.4984, loss_cls: 8.1119, loss: 8.1119 2025-08-15 13:53:54,756 - pyskl - INFO - Epoch [69][4400/7492] lr: 2.835e-02, eta: 3 days, 15:09:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5053, loss_cls: 8.2269, loss: 8.2269 2025-08-15 13:54:46,078 - pyskl - INFO - Epoch [69][4500/7492] lr: 2.834e-02, eta: 3 days, 15:08:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5094, loss_cls: 8.2188, loss: 8.2188 2025-08-15 13:55:37,414 - pyskl - INFO - Epoch [69][4600/7492] lr: 2.833e-02, eta: 3 days, 15:08:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5053, loss_cls: 8.1672, loss: 8.1672 2025-08-15 13:56:28,609 - pyskl - INFO - Epoch [69][4700/7492] lr: 2.833e-02, eta: 3 days, 15:07:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5119, loss_cls: 8.0965, loss: 8.0965 2025-08-15 13:57:19,810 - pyskl - INFO - Epoch [69][4800/7492] lr: 2.832e-02, eta: 3 days, 15:06:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.4978, loss_cls: 8.1665, loss: 8.1665 2025-08-15 13:58:11,241 - pyskl - INFO - Epoch [69][4900/7492] lr: 2.831e-02, eta: 3 days, 15:05:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5078, loss_cls: 8.0803, loss: 8.0803 2025-08-15 13:59:02,580 - pyskl - INFO - Epoch [69][5000/7492] lr: 2.831e-02, eta: 3 days, 15:04:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5147, loss_cls: 8.0780, loss: 8.0780 2025-08-15 13:59:53,921 - pyskl - INFO - Epoch [69][5100/7492] lr: 2.830e-02, eta: 3 days, 15:03:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5012, loss_cls: 8.0752, loss: 8.0752 2025-08-15 14:00:45,317 - pyskl - INFO - Epoch [69][5200/7492] lr: 2.829e-02, eta: 3 days, 15:02:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4931, loss_cls: 8.1971, loss: 8.1971 2025-08-15 14:01:36,747 - pyskl - INFO - Epoch [69][5300/7492] lr: 2.829e-02, eta: 3 days, 15:02:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5144, loss_cls: 8.0880, loss: 8.0880 2025-08-15 14:02:28,183 - pyskl - INFO - Epoch [69][5400/7492] lr: 2.828e-02, eta: 3 days, 15:01:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5178, loss_cls: 8.0146, loss: 8.0146 2025-08-15 14:03:19,455 - pyskl - INFO - Epoch [69][5500/7492] lr: 2.827e-02, eta: 3 days, 15:00:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2612, top5_acc: 0.4903, loss_cls: 8.2074, loss: 8.2074 2025-08-15 14:04:10,721 - pyskl - INFO - Epoch [69][5600/7492] lr: 2.826e-02, eta: 3 days, 14:59:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5097, loss_cls: 8.0501, loss: 8.0501 2025-08-15 14:05:02,989 - pyskl - INFO - Epoch [69][5700/7492] lr: 2.826e-02, eta: 3 days, 14:58:35, time: 0.523, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4944, loss_cls: 8.1974, loss: 8.1974 2025-08-15 14:05:54,671 - pyskl - INFO - Epoch [69][5800/7492] lr: 2.825e-02, eta: 3 days, 14:57:44, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2644, top5_acc: 0.5047, loss_cls: 8.0703, loss: 8.0703 2025-08-15 14:06:46,201 - pyskl - INFO - Epoch [69][5900/7492] lr: 2.824e-02, eta: 3 days, 14:56:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2466, top5_acc: 0.4994, loss_cls: 8.2497, loss: 8.2497 2025-08-15 14:07:37,610 - pyskl - INFO - Epoch [69][6000/7492] lr: 2.824e-02, eta: 3 days, 14:56:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.4947, loss_cls: 8.1351, loss: 8.1351 2025-08-15 14:08:28,928 - pyskl - INFO - Epoch [69][6100/7492] lr: 2.823e-02, eta: 3 days, 14:55:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.4947, loss_cls: 8.2007, loss: 8.2007 2025-08-15 14:09:20,317 - pyskl - INFO - Epoch [69][6200/7492] lr: 2.822e-02, eta: 3 days, 14:54:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.5034, loss_cls: 8.1476, loss: 8.1476 2025-08-15 14:10:11,868 - pyskl - INFO - Epoch [69][6300/7492] lr: 2.822e-02, eta: 3 days, 14:53:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2725, top5_acc: 0.5103, loss_cls: 8.1450, loss: 8.1450 2025-08-15 14:11:03,257 - pyskl - INFO - Epoch [69][6400/7492] lr: 2.821e-02, eta: 3 days, 14:52:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.5016, loss_cls: 8.1093, loss: 8.1093 2025-08-15 14:11:54,893 - pyskl - INFO - Epoch [69][6500/7492] lr: 2.820e-02, eta: 3 days, 14:51:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4969, loss_cls: 8.2180, loss: 8.2180 2025-08-15 14:12:46,234 - pyskl - INFO - Epoch [69][6600/7492] lr: 2.820e-02, eta: 3 days, 14:50:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5006, loss_cls: 8.2173, loss: 8.2173 2025-08-15 14:13:37,437 - pyskl - INFO - Epoch [69][6700/7492] lr: 2.819e-02, eta: 3 days, 14:50:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5153, loss_cls: 8.0996, loss: 8.0996 2025-08-15 14:14:28,733 - pyskl - INFO - Epoch [69][6800/7492] lr: 2.818e-02, eta: 3 days, 14:49:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4909, loss_cls: 8.1675, loss: 8.1675 2025-08-15 14:15:19,917 - pyskl - INFO - Epoch [69][6900/7492] lr: 2.817e-02, eta: 3 days, 14:48:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.4997, loss_cls: 8.1611, loss: 8.1611 2025-08-15 14:16:11,188 - pyskl - INFO - Epoch [69][7000/7492] lr: 2.817e-02, eta: 3 days, 14:47:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2834, top5_acc: 0.5238, loss_cls: 8.0442, loss: 8.0442 2025-08-15 14:17:02,558 - pyskl - INFO - Epoch [69][7100/7492] lr: 2.816e-02, eta: 3 days, 14:46:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5091, loss_cls: 8.0757, loss: 8.0757 2025-08-15 14:17:54,084 - pyskl - INFO - Epoch [69][7200/7492] lr: 2.815e-02, eta: 3 days, 14:45:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2431, top5_acc: 0.4838, loss_cls: 8.3075, loss: 8.3075 2025-08-15 14:18:45,457 - pyskl - INFO - Epoch [69][7300/7492] lr: 2.815e-02, eta: 3 days, 14:44:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5125, loss_cls: 8.1025, loss: 8.1025 2025-08-15 14:19:36,746 - pyskl - INFO - Epoch [69][7400/7492] lr: 2.814e-02, eta: 3 days, 14:44:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5091, loss_cls: 8.1337, loss: 8.1337 2025-08-15 14:20:24,634 - pyskl - INFO - Saving checkpoint at 69 epochs 2025-08-15 14:21:21,896 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 14:21:22,638 - pyskl - INFO - top1_acc 0.2195 top5_acc 0.4493 2025-08-15 14:21:22,638 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 14:21:22,680 - pyskl - INFO - mean_acc 0.2194 2025-08-15 14:21:22,756 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_59.pth was removed 2025-08-15 14:21:23,874 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. 2025-08-15 14:21:23,875 - pyskl - INFO - Best top1_acc is 0.2195 at 69 epoch. 2025-08-15 14:21:23,900 - pyskl - INFO - Epoch(val) [69][617] top1_acc: 0.2195, top5_acc: 0.4493, mean_class_accuracy: 0.2194 2025-08-15 14:22:45,765 - pyskl - INFO - Epoch [70][100/7492] lr: 2.813e-02, eta: 3 days, 14:42:01, time: 0.819, data_time: 0.305, memory: 13026, top1_acc: 0.2606, top5_acc: 0.5075, loss_cls: 8.1661, loss: 8.1661 2025-08-15 14:23:37,218 - pyskl - INFO - Epoch [70][200/7492] lr: 2.812e-02, eta: 3 days, 14:41:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5109, loss_cls: 8.0872, loss: 8.0872 2025-08-15 14:24:28,393 - pyskl - INFO - Epoch [70][300/7492] lr: 2.811e-02, eta: 3 days, 14:40:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.5119, loss_cls: 8.0959, loss: 8.0959 2025-08-15 14:25:19,637 - pyskl - INFO - Epoch [70][400/7492] lr: 2.811e-02, eta: 3 days, 14:39:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5100, loss_cls: 8.0824, loss: 8.0824 2025-08-15 14:26:10,942 - pyskl - INFO - Epoch [70][500/7492] lr: 2.810e-02, eta: 3 days, 14:38:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5156, loss_cls: 8.0885, loss: 8.0885 2025-08-15 14:27:02,294 - pyskl - INFO - Epoch [70][600/7492] lr: 2.809e-02, eta: 3 days, 14:37:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5091, loss_cls: 8.1050, loss: 8.1050 2025-08-15 14:27:53,586 - pyskl - INFO - Epoch [70][700/7492] lr: 2.808e-02, eta: 3 days, 14:36:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5012, loss_cls: 8.1772, loss: 8.1772 2025-08-15 14:28:44,778 - pyskl - INFO - Epoch [70][800/7492] lr: 2.808e-02, eta: 3 days, 14:36:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5150, loss_cls: 8.1139, loss: 8.1139 2025-08-15 14:29:36,128 - pyskl - INFO - Epoch [70][900/7492] lr: 2.807e-02, eta: 3 days, 14:35:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5097, loss_cls: 8.1342, loss: 8.1342 2025-08-15 14:30:27,821 - pyskl - INFO - Epoch [70][1000/7492] lr: 2.806e-02, eta: 3 days, 14:34:17, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5206, loss_cls: 8.0738, loss: 8.0738 2025-08-15 14:31:19,207 - pyskl - INFO - Epoch [70][1100/7492] lr: 2.806e-02, eta: 3 days, 14:33:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5050, loss_cls: 8.1199, loss: 8.1199 2025-08-15 14:32:10,825 - pyskl - INFO - Epoch [70][1200/7492] lr: 2.805e-02, eta: 3 days, 14:32:34, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2694, top5_acc: 0.5166, loss_cls: 8.0992, loss: 8.0992 2025-08-15 14:33:02,363 - pyskl - INFO - Epoch [70][1300/7492] lr: 2.804e-02, eta: 3 days, 14:31:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5184, loss_cls: 8.0610, loss: 8.0610 2025-08-15 14:33:53,717 - pyskl - INFO - Epoch [70][1400/7492] lr: 2.804e-02, eta: 3 days, 14:30:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2703, top5_acc: 0.4947, loss_cls: 8.1275, loss: 8.1275 2025-08-15 14:34:45,039 - pyskl - INFO - Epoch [70][1500/7492] lr: 2.803e-02, eta: 3 days, 14:30:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5169, loss_cls: 8.0354, loss: 8.0354 2025-08-15 14:35:36,681 - pyskl - INFO - Epoch [70][1600/7492] lr: 2.802e-02, eta: 3 days, 14:29:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.5012, loss_cls: 8.1287, loss: 8.1287 2025-08-15 14:36:28,102 - pyskl - INFO - Epoch [70][1700/7492] lr: 2.802e-02, eta: 3 days, 14:28:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5066, loss_cls: 8.1170, loss: 8.1170 2025-08-15 14:37:19,532 - pyskl - INFO - Epoch [70][1800/7492] lr: 2.801e-02, eta: 3 days, 14:27:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5122, loss_cls: 8.1226, loss: 8.1226 2025-08-15 14:38:10,826 - pyskl - INFO - Epoch [70][1900/7492] lr: 2.800e-02, eta: 3 days, 14:26:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.5059, loss_cls: 8.1732, loss: 8.1732 2025-08-15 14:39:02,070 - pyskl - INFO - Epoch [70][2000/7492] lr: 2.799e-02, eta: 3 days, 14:25:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.5116, loss_cls: 8.0736, loss: 8.0736 2025-08-15 14:39:53,671 - pyskl - INFO - Epoch [70][2100/7492] lr: 2.799e-02, eta: 3 days, 14:24:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5059, loss_cls: 8.1526, loss: 8.1526 2025-08-15 14:40:44,845 - pyskl - INFO - Epoch [70][2200/7492] lr: 2.798e-02, eta: 3 days, 14:24:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5162, loss_cls: 8.0183, loss: 8.0183 2025-08-15 14:41:36,088 - pyskl - INFO - Epoch [70][2300/7492] lr: 2.797e-02, eta: 3 days, 14:23:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.5056, loss_cls: 8.2468, loss: 8.2468 2025-08-15 14:42:27,447 - pyskl - INFO - Epoch [70][2400/7492] lr: 2.797e-02, eta: 3 days, 14:22:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.5034, loss_cls: 8.1114, loss: 8.1114 2025-08-15 14:43:18,689 - pyskl - INFO - Epoch [70][2500/7492] lr: 2.796e-02, eta: 3 days, 14:21:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5166, loss_cls: 8.0150, loss: 8.0150 2025-08-15 14:44:09,979 - pyskl - INFO - Epoch [70][2600/7492] lr: 2.795e-02, eta: 3 days, 14:20:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.5053, loss_cls: 8.0196, loss: 8.0196 2025-08-15 14:45:01,129 - pyskl - INFO - Epoch [70][2700/7492] lr: 2.795e-02, eta: 3 days, 14:19:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5072, loss_cls: 8.0564, loss: 8.0564 2025-08-15 14:45:52,342 - pyskl - INFO - Epoch [70][2800/7492] lr: 2.794e-02, eta: 3 days, 14:18:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.5106, loss_cls: 8.1671, loss: 8.1671 2025-08-15 14:46:43,670 - pyskl - INFO - Epoch [70][2900/7492] lr: 2.793e-02, eta: 3 days, 14:17:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5159, loss_cls: 8.0961, loss: 8.0961 2025-08-15 14:47:34,809 - pyskl - INFO - Epoch [70][3000/7492] lr: 2.793e-02, eta: 3 days, 14:17:06, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5122, loss_cls: 8.0760, loss: 8.0760 2025-08-15 14:48:25,997 - pyskl - INFO - Epoch [70][3100/7492] lr: 2.792e-02, eta: 3 days, 14:16:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5141, loss_cls: 8.1528, loss: 8.1528 2025-08-15 14:49:17,297 - pyskl - INFO - Epoch [70][3200/7492] lr: 2.791e-02, eta: 3 days, 14:15:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2512, top5_acc: 0.4881, loss_cls: 8.2198, loss: 8.2198 2025-08-15 14:50:08,530 - pyskl - INFO - Epoch [70][3300/7492] lr: 2.790e-02, eta: 3 days, 14:14:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5238, loss_cls: 8.0752, loss: 8.0752 2025-08-15 14:50:59,690 - pyskl - INFO - Epoch [70][3400/7492] lr: 2.790e-02, eta: 3 days, 14:13:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5103, loss_cls: 8.1210, loss: 8.1210 2025-08-15 14:51:50,914 - pyskl - INFO - Epoch [70][3500/7492] lr: 2.789e-02, eta: 3 days, 14:12:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5156, loss_cls: 8.0890, loss: 8.0890 2025-08-15 14:52:42,103 - pyskl - INFO - Epoch [70][3600/7492] lr: 2.788e-02, eta: 3 days, 14:11:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.4997, loss_cls: 8.1068, loss: 8.1068 2025-08-15 14:53:33,285 - pyskl - INFO - Epoch [70][3700/7492] lr: 2.788e-02, eta: 3 days, 14:11:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.4981, loss_cls: 8.1771, loss: 8.1771 2025-08-15 14:54:24,495 - pyskl - INFO - Epoch [70][3800/7492] lr: 2.787e-02, eta: 3 days, 14:10:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.5191, loss_cls: 8.1335, loss: 8.1335 2025-08-15 14:55:15,809 - pyskl - INFO - Epoch [70][3900/7492] lr: 2.786e-02, eta: 3 days, 14:09:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.4984, loss_cls: 8.0634, loss: 8.0634 2025-08-15 14:56:06,950 - pyskl - INFO - Epoch [70][4000/7492] lr: 2.786e-02, eta: 3 days, 14:08:29, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5131, loss_cls: 8.0625, loss: 8.0625 2025-08-15 14:56:58,339 - pyskl - INFO - Epoch [70][4100/7492] lr: 2.785e-02, eta: 3 days, 14:07:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5144, loss_cls: 8.1251, loss: 8.1251 2025-08-15 14:57:49,644 - pyskl - INFO - Epoch [70][4200/7492] lr: 2.784e-02, eta: 3 days, 14:06:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5103, loss_cls: 8.0698, loss: 8.0698 2025-08-15 14:58:41,036 - pyskl - INFO - Epoch [70][4300/7492] lr: 2.784e-02, eta: 3 days, 14:05:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5084, loss_cls: 8.1080, loss: 8.1080 2025-08-15 14:59:32,279 - pyskl - INFO - Epoch [70][4400/7492] lr: 2.783e-02, eta: 3 days, 14:05:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5288, loss_cls: 7.9251, loss: 7.9251 2025-08-15 15:00:23,626 - pyskl - INFO - Epoch [70][4500/7492] lr: 2.782e-02, eta: 3 days, 14:04:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4913, loss_cls: 8.1458, loss: 8.1458 2025-08-15 15:01:15,076 - pyskl - INFO - Epoch [70][4600/7492] lr: 2.781e-02, eta: 3 days, 14:03:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5075, loss_cls: 8.0923, loss: 8.0923 2025-08-15 15:02:06,303 - pyskl - INFO - Epoch [70][4700/7492] lr: 2.781e-02, eta: 3 days, 14:02:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5256, loss_cls: 8.0260, loss: 8.0260 2025-08-15 15:02:57,468 - pyskl - INFO - Epoch [70][4800/7492] lr: 2.780e-02, eta: 3 days, 14:01:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5044, loss_cls: 8.0862, loss: 8.0862 2025-08-15 15:03:48,782 - pyskl - INFO - Epoch [70][4900/7492] lr: 2.779e-02, eta: 3 days, 14:00:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5147, loss_cls: 8.1182, loss: 8.1182 2025-08-15 15:04:40,524 - pyskl - INFO - Epoch [70][5000/7492] lr: 2.779e-02, eta: 3 days, 13:59:54, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5075, loss_cls: 8.1019, loss: 8.1019 2025-08-15 15:05:32,406 - pyskl - INFO - Epoch [70][5100/7492] lr: 2.778e-02, eta: 3 days, 13:59:03, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5200, loss_cls: 8.0335, loss: 8.0335 2025-08-15 15:06:23,780 - pyskl - INFO - Epoch [70][5200/7492] lr: 2.777e-02, eta: 3 days, 13:58:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2469, top5_acc: 0.4850, loss_cls: 8.2084, loss: 8.2084 2025-08-15 15:07:15,274 - pyskl - INFO - Epoch [70][5300/7492] lr: 2.777e-02, eta: 3 days, 13:57:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5275, loss_cls: 8.0238, loss: 8.0238 2025-08-15 15:08:06,728 - pyskl - INFO - Epoch [70][5400/7492] lr: 2.776e-02, eta: 3 days, 13:56:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2703, top5_acc: 0.5056, loss_cls: 8.0898, loss: 8.0898 2025-08-15 15:08:58,180 - pyskl - INFO - Epoch [70][5500/7492] lr: 2.775e-02, eta: 3 days, 13:55:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.5053, loss_cls: 8.1893, loss: 8.1893 2025-08-15 15:09:49,573 - pyskl - INFO - Epoch [70][5600/7492] lr: 2.774e-02, eta: 3 days, 13:54:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5094, loss_cls: 8.1114, loss: 8.1114 2025-08-15 15:10:40,718 - pyskl - INFO - Epoch [70][5700/7492] lr: 2.774e-02, eta: 3 days, 13:53:54, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2528, top5_acc: 0.4925, loss_cls: 8.1750, loss: 8.1750 2025-08-15 15:11:31,943 - pyskl - INFO - Epoch [70][5800/7492] lr: 2.773e-02, eta: 3 days, 13:53:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2487, top5_acc: 0.4981, loss_cls: 8.1331, loss: 8.1331 2025-08-15 15:12:23,169 - pyskl - INFO - Epoch [70][5900/7492] lr: 2.772e-02, eta: 3 days, 13:52:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2450, top5_acc: 0.4850, loss_cls: 8.3329, loss: 8.3329 2025-08-15 15:13:14,273 - pyskl - INFO - Epoch [70][6000/7492] lr: 2.772e-02, eta: 3 days, 13:51:19, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4997, loss_cls: 8.1565, loss: 8.1565 2025-08-15 15:14:05,568 - pyskl - INFO - Epoch [70][6100/7492] lr: 2.771e-02, eta: 3 days, 13:50:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5112, loss_cls: 8.1306, loss: 8.1306 2025-08-15 15:14:56,950 - pyskl - INFO - Epoch [70][6200/7492] lr: 2.770e-02, eta: 3 days, 13:49:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2647, top5_acc: 0.5066, loss_cls: 8.1139, loss: 8.1139 2025-08-15 15:15:48,382 - pyskl - INFO - Epoch [70][6300/7492] lr: 2.770e-02, eta: 3 days, 13:48:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5175, loss_cls: 8.0741, loss: 8.0741 2025-08-15 15:16:39,697 - pyskl - INFO - Epoch [70][6400/7492] lr: 2.769e-02, eta: 3 days, 13:47:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2703, top5_acc: 0.5238, loss_cls: 8.0077, loss: 8.0077 2025-08-15 15:17:31,229 - pyskl - INFO - Epoch [70][6500/7492] lr: 2.768e-02, eta: 3 days, 13:47:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.4941, loss_cls: 8.1808, loss: 8.1808 2025-08-15 15:18:22,653 - pyskl - INFO - Epoch [70][6600/7492] lr: 2.768e-02, eta: 3 days, 13:46:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5069, loss_cls: 8.1323, loss: 8.1323 2025-08-15 15:19:14,343 - pyskl - INFO - Epoch [70][6700/7492] lr: 2.767e-02, eta: 3 days, 13:45:18, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.4969, loss_cls: 8.1055, loss: 8.1055 2025-08-15 15:20:05,718 - pyskl - INFO - Epoch [70][6800/7492] lr: 2.766e-02, eta: 3 days, 13:44:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2494, top5_acc: 0.4844, loss_cls: 8.3064, loss: 8.3064 2025-08-15 15:20:56,904 - pyskl - INFO - Epoch [70][6900/7492] lr: 2.765e-02, eta: 3 days, 13:43:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5084, loss_cls: 8.1140, loss: 8.1140 2025-08-15 15:21:48,060 - pyskl - INFO - Epoch [70][7000/7492] lr: 2.765e-02, eta: 3 days, 13:42:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5078, loss_cls: 8.1886, loss: 8.1886 2025-08-15 15:22:39,217 - pyskl - INFO - Epoch [70][7100/7492] lr: 2.764e-02, eta: 3 days, 13:41:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5166, loss_cls: 8.0831, loss: 8.0831 2025-08-15 15:23:30,504 - pyskl - INFO - Epoch [70][7200/7492] lr: 2.763e-02, eta: 3 days, 13:41:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2578, top5_acc: 0.4969, loss_cls: 8.1754, loss: 8.1754 2025-08-15 15:24:21,566 - pyskl - INFO - Epoch [70][7300/7492] lr: 2.763e-02, eta: 3 days, 13:40:08, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2544, top5_acc: 0.4863, loss_cls: 8.2791, loss: 8.2791 2025-08-15 15:25:12,808 - pyskl - INFO - Epoch [70][7400/7492] lr: 2.762e-02, eta: 3 days, 13:39:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.5022, loss_cls: 8.1786, loss: 8.1786 2025-08-15 15:26:00,578 - pyskl - INFO - Saving checkpoint at 70 epochs 2025-08-15 15:26:57,859 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 15:26:58,605 - pyskl - INFO - top1_acc 0.2206 top5_acc 0.4574 2025-08-15 15:26:58,605 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 15:26:58,642 - pyskl - INFO - mean_acc 0.2204 2025-08-15 15:26:58,703 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_69.pth was removed 2025-08-15 15:26:59,908 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. 2025-08-15 15:26:59,910 - pyskl - INFO - Best top1_acc is 0.2206 at 70 epoch. 2025-08-15 15:26:59,931 - pyskl - INFO - Epoch(val) [70][617] top1_acc: 0.2206, top5_acc: 0.4574, mean_class_accuracy: 0.2204 2025-08-15 15:28:21,501 - pyskl - INFO - Epoch [71][100/7492] lr: 2.761e-02, eta: 3 days, 13:37:18, time: 0.816, data_time: 0.303, memory: 13026, top1_acc: 0.2778, top5_acc: 0.5387, loss_cls: 7.9672, loss: 7.9672 2025-08-15 15:29:12,692 - pyskl - INFO - Epoch [71][200/7492] lr: 2.760e-02, eta: 3 days, 13:36:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5100, loss_cls: 8.0387, loss: 8.0387 2025-08-15 15:30:03,765 - pyskl - INFO - Epoch [71][300/7492] lr: 2.759e-02, eta: 3 days, 13:35:35, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5222, loss_cls: 7.9676, loss: 7.9676 2025-08-15 15:30:55,025 - pyskl - INFO - Epoch [71][400/7492] lr: 2.759e-02, eta: 3 days, 13:34:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5197, loss_cls: 7.9944, loss: 7.9944 2025-08-15 15:31:46,194 - pyskl - INFO - Epoch [71][500/7492] lr: 2.758e-02, eta: 3 days, 13:33:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5175, loss_cls: 8.1141, loss: 8.1141 2025-08-15 15:32:37,502 - pyskl - INFO - Epoch [71][600/7492] lr: 2.757e-02, eta: 3 days, 13:33:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5159, loss_cls: 8.0669, loss: 8.0669 2025-08-15 15:33:28,870 - pyskl - INFO - Epoch [71][700/7492] lr: 2.756e-02, eta: 3 days, 13:32:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.5094, loss_cls: 8.2232, loss: 8.2232 2025-08-15 15:34:20,073 - pyskl - INFO - Epoch [71][800/7492] lr: 2.756e-02, eta: 3 days, 13:31:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2625, top5_acc: 0.5119, loss_cls: 8.0443, loss: 8.0443 2025-08-15 15:35:11,375 - pyskl - INFO - Epoch [71][900/7492] lr: 2.755e-02, eta: 3 days, 13:30:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2728, top5_acc: 0.5297, loss_cls: 7.9306, loss: 7.9306 2025-08-15 15:36:02,682 - pyskl - INFO - Epoch [71][1000/7492] lr: 2.754e-02, eta: 3 days, 13:29:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.5053, loss_cls: 8.1160, loss: 8.1160 2025-08-15 15:36:54,226 - pyskl - INFO - Epoch [71][1100/7492] lr: 2.754e-02, eta: 3 days, 13:28:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2775, top5_acc: 0.5178, loss_cls: 8.0290, loss: 8.0290 2025-08-15 15:37:46,069 - pyskl - INFO - Epoch [71][1200/7492] lr: 2.753e-02, eta: 3 days, 13:27:51, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5050, loss_cls: 8.1323, loss: 8.1323 2025-08-15 15:38:37,826 - pyskl - INFO - Epoch [71][1300/7492] lr: 2.752e-02, eta: 3 days, 13:27:00, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5284, loss_cls: 7.9465, loss: 7.9465 2025-08-15 15:39:29,326 - pyskl - INFO - Epoch [71][1400/7492] lr: 2.752e-02, eta: 3 days, 13:26:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2694, top5_acc: 0.5112, loss_cls: 8.0655, loss: 8.0655 2025-08-15 15:40:20,815 - pyskl - INFO - Epoch [71][1500/7492] lr: 2.751e-02, eta: 3 days, 13:25:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.4978, loss_cls: 8.1817, loss: 8.1817 2025-08-15 15:41:12,335 - pyskl - INFO - Epoch [71][1600/7492] lr: 2.750e-02, eta: 3 days, 13:24:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5144, loss_cls: 8.1728, loss: 8.1728 2025-08-15 15:42:03,577 - pyskl - INFO - Epoch [71][1700/7492] lr: 2.750e-02, eta: 3 days, 13:23:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2553, top5_acc: 0.4947, loss_cls: 8.1496, loss: 8.1496 2025-08-15 15:42:54,920 - pyskl - INFO - Epoch [71][1800/7492] lr: 2.749e-02, eta: 3 days, 13:22:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5156, loss_cls: 8.0678, loss: 8.0678 2025-08-15 15:43:46,571 - pyskl - INFO - Epoch [71][1900/7492] lr: 2.748e-02, eta: 3 days, 13:21:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5162, loss_cls: 8.0687, loss: 8.0687 2025-08-15 15:44:38,387 - pyskl - INFO - Epoch [71][2000/7492] lr: 2.747e-02, eta: 3 days, 13:21:00, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5178, loss_cls: 8.0721, loss: 8.0721 2025-08-15 15:45:29,932 - pyskl - INFO - Epoch [71][2100/7492] lr: 2.747e-02, eta: 3 days, 13:20:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5084, loss_cls: 8.0891, loss: 8.0891 2025-08-15 15:46:21,680 - pyskl - INFO - Epoch [71][2200/7492] lr: 2.746e-02, eta: 3 days, 13:19:18, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2644, top5_acc: 0.5019, loss_cls: 8.1657, loss: 8.1657 2025-08-15 15:47:13,304 - pyskl - INFO - Epoch [71][2300/7492] lr: 2.745e-02, eta: 3 days, 13:18:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5138, loss_cls: 8.0710, loss: 8.0710 2025-08-15 15:48:04,784 - pyskl - INFO - Epoch [71][2400/7492] lr: 2.745e-02, eta: 3 days, 13:17:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5084, loss_cls: 8.1751, loss: 8.1751 2025-08-15 15:48:56,133 - pyskl - INFO - Epoch [71][2500/7492] lr: 2.744e-02, eta: 3 days, 13:16:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4984, loss_cls: 8.1813, loss: 8.1813 2025-08-15 15:49:47,520 - pyskl - INFO - Epoch [71][2600/7492] lr: 2.743e-02, eta: 3 days, 13:15:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5122, loss_cls: 8.0772, loss: 8.0772 2025-08-15 15:50:38,866 - pyskl - INFO - Epoch [71][2700/7492] lr: 2.743e-02, eta: 3 days, 13:15:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5169, loss_cls: 8.0591, loss: 8.0591 2025-08-15 15:51:30,182 - pyskl - INFO - Epoch [71][2800/7492] lr: 2.742e-02, eta: 3 days, 13:14:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.4991, loss_cls: 8.1580, loss: 8.1580 2025-08-15 15:52:21,454 - pyskl - INFO - Epoch [71][2900/7492] lr: 2.741e-02, eta: 3 days, 13:13:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5022, loss_cls: 8.0823, loss: 8.0823 2025-08-15 15:53:12,698 - pyskl - INFO - Epoch [71][3000/7492] lr: 2.740e-02, eta: 3 days, 13:12:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5022, loss_cls: 8.1201, loss: 8.1201 2025-08-15 15:54:03,991 - pyskl - INFO - Epoch [71][3100/7492] lr: 2.740e-02, eta: 3 days, 13:11:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2600, top5_acc: 0.5012, loss_cls: 8.0805, loss: 8.0805 2025-08-15 15:54:55,265 - pyskl - INFO - Epoch [71][3200/7492] lr: 2.739e-02, eta: 3 days, 13:10:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5209, loss_cls: 7.9263, loss: 7.9263 2025-08-15 15:55:46,691 - pyskl - INFO - Epoch [71][3300/7492] lr: 2.738e-02, eta: 3 days, 13:09:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2556, top5_acc: 0.4991, loss_cls: 8.1676, loss: 8.1676 2025-08-15 15:56:38,048 - pyskl - INFO - Epoch [71][3400/7492] lr: 2.738e-02, eta: 3 days, 13:09:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5247, loss_cls: 8.1312, loss: 8.1312 2025-08-15 15:57:29,354 - pyskl - INFO - Epoch [71][3500/7492] lr: 2.737e-02, eta: 3 days, 13:08:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.5019, loss_cls: 8.0624, loss: 8.0624 2025-08-15 15:58:20,572 - pyskl - INFO - Epoch [71][3600/7492] lr: 2.736e-02, eta: 3 days, 13:07:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5106, loss_cls: 8.1109, loss: 8.1109 2025-08-15 15:59:11,803 - pyskl - INFO - Epoch [71][3700/7492] lr: 2.736e-02, eta: 3 days, 13:06:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5066, loss_cls: 8.1851, loss: 8.1851 2025-08-15 16:00:03,130 - pyskl - INFO - Epoch [71][3800/7492] lr: 2.735e-02, eta: 3 days, 13:05:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5075, loss_cls: 8.1808, loss: 8.1808 2025-08-15 16:00:54,379 - pyskl - INFO - Epoch [71][3900/7492] lr: 2.734e-02, eta: 3 days, 13:04:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5062, loss_cls: 8.1436, loss: 8.1436 2025-08-15 16:01:45,657 - pyskl - INFO - Epoch [71][4000/7492] lr: 2.734e-02, eta: 3 days, 13:03:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5081, loss_cls: 8.1476, loss: 8.1476 2025-08-15 16:02:36,808 - pyskl - INFO - Epoch [71][4100/7492] lr: 2.733e-02, eta: 3 days, 13:02:58, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5081, loss_cls: 8.1192, loss: 8.1192 2025-08-15 16:03:27,977 - pyskl - INFO - Epoch [71][4200/7492] lr: 2.732e-02, eta: 3 days, 13:02:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2537, top5_acc: 0.4919, loss_cls: 8.2111, loss: 8.2111 2025-08-15 16:04:19,324 - pyskl - INFO - Epoch [71][4300/7492] lr: 2.731e-02, eta: 3 days, 13:01:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5097, loss_cls: 8.0864, loss: 8.0864 2025-08-15 16:05:10,837 - pyskl - INFO - Epoch [71][4400/7492] lr: 2.731e-02, eta: 3 days, 13:00:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5009, loss_cls: 8.0824, loss: 8.0824 2025-08-15 16:06:02,400 - pyskl - INFO - Epoch [71][4500/7492] lr: 2.730e-02, eta: 3 days, 12:59:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5169, loss_cls: 8.0367, loss: 8.0367 2025-08-15 16:06:53,821 - pyskl - INFO - Epoch [71][4600/7492] lr: 2.729e-02, eta: 3 days, 12:58:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5144, loss_cls: 8.0546, loss: 8.0546 2025-08-15 16:07:45,021 - pyskl - INFO - Epoch [71][4700/7492] lr: 2.729e-02, eta: 3 days, 12:57:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5153, loss_cls: 8.0447, loss: 8.0447 2025-08-15 16:08:36,276 - pyskl - INFO - Epoch [71][4800/7492] lr: 2.728e-02, eta: 3 days, 12:56:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5091, loss_cls: 8.1612, loss: 8.1612 2025-08-15 16:09:27,578 - pyskl - INFO - Epoch [71][4900/7492] lr: 2.727e-02, eta: 3 days, 12:56:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.4953, loss_cls: 8.1544, loss: 8.1544 2025-08-15 16:10:19,027 - pyskl - INFO - Epoch [71][5000/7492] lr: 2.727e-02, eta: 3 days, 12:55:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5084, loss_cls: 8.1102, loss: 8.1102 2025-08-15 16:11:10,356 - pyskl - INFO - Epoch [71][5100/7492] lr: 2.726e-02, eta: 3 days, 12:54:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.5044, loss_cls: 8.1546, loss: 8.1546 2025-08-15 16:12:01,916 - pyskl - INFO - Epoch [71][5200/7492] lr: 2.725e-02, eta: 3 days, 12:53:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5075, loss_cls: 8.0784, loss: 8.0784 2025-08-15 16:12:53,432 - pyskl - INFO - Epoch [71][5300/7492] lr: 2.724e-02, eta: 3 days, 12:52:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.5044, loss_cls: 8.1950, loss: 8.1950 2025-08-15 16:13:44,792 - pyskl - INFO - Epoch [71][5400/7492] lr: 2.724e-02, eta: 3 days, 12:51:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.5041, loss_cls: 8.1331, loss: 8.1331 2025-08-15 16:14:36,076 - pyskl - INFO - Epoch [71][5500/7492] lr: 2.723e-02, eta: 3 days, 12:50:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5116, loss_cls: 8.0968, loss: 8.0968 2025-08-15 16:15:27,456 - pyskl - INFO - Epoch [71][5600/7492] lr: 2.722e-02, eta: 3 days, 12:50:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5247, loss_cls: 8.0810, loss: 8.0810 2025-08-15 16:16:18,368 - pyskl - INFO - Epoch [71][5700/7492] lr: 2.722e-02, eta: 3 days, 12:49:14, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5091, loss_cls: 8.0809, loss: 8.0809 2025-08-15 16:17:09,571 - pyskl - INFO - Epoch [71][5800/7492] lr: 2.721e-02, eta: 3 days, 12:48:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2775, top5_acc: 0.5044, loss_cls: 8.1429, loss: 8.1429 2025-08-15 16:18:00,858 - pyskl - INFO - Epoch [71][5900/7492] lr: 2.720e-02, eta: 3 days, 12:47:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5134, loss_cls: 8.1112, loss: 8.1112 2025-08-15 16:18:52,025 - pyskl - INFO - Epoch [71][6000/7492] lr: 2.720e-02, eta: 3 days, 12:46:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2581, top5_acc: 0.5000, loss_cls: 8.1397, loss: 8.1397 2025-08-15 16:19:43,521 - pyskl - INFO - Epoch [71][6100/7492] lr: 2.719e-02, eta: 3 days, 12:45:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.5078, loss_cls: 8.1468, loss: 8.1468 2025-08-15 16:20:35,158 - pyskl - INFO - Epoch [71][6200/7492] lr: 2.718e-02, eta: 3 days, 12:44:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.5066, loss_cls: 8.0704, loss: 8.0704 2025-08-15 16:21:26,491 - pyskl - INFO - Epoch [71][6300/7492] lr: 2.718e-02, eta: 3 days, 12:44:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.5019, loss_cls: 8.0663, loss: 8.0663 2025-08-15 16:22:17,646 - pyskl - INFO - Epoch [71][6400/7492] lr: 2.717e-02, eta: 3 days, 12:43:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2647, top5_acc: 0.4969, loss_cls: 8.1097, loss: 8.1097 2025-08-15 16:23:09,472 - pyskl - INFO - Epoch [71][6500/7492] lr: 2.716e-02, eta: 3 days, 12:42:22, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5178, loss_cls: 8.1151, loss: 8.1151 2025-08-15 16:24:01,393 - pyskl - INFO - Epoch [71][6600/7492] lr: 2.715e-02, eta: 3 days, 12:41:31, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2503, top5_acc: 0.4950, loss_cls: 8.1374, loss: 8.1374 2025-08-15 16:24:53,225 - pyskl - INFO - Epoch [71][6700/7492] lr: 2.715e-02, eta: 3 days, 12:40:40, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5184, loss_cls: 8.0331, loss: 8.0331 2025-08-15 16:25:44,598 - pyskl - INFO - Epoch [71][6800/7492] lr: 2.714e-02, eta: 3 days, 12:39:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5016, loss_cls: 8.1563, loss: 8.1563 2025-08-15 16:26:35,818 - pyskl - INFO - Epoch [71][6900/7492] lr: 2.713e-02, eta: 3 days, 12:38:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.4897, loss_cls: 8.2742, loss: 8.2742 2025-08-15 16:27:27,221 - pyskl - INFO - Epoch [71][7000/7492] lr: 2.713e-02, eta: 3 days, 12:38:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.5047, loss_cls: 8.2191, loss: 8.2191 2025-08-15 16:28:18,558 - pyskl - INFO - Epoch [71][7100/7492] lr: 2.712e-02, eta: 3 days, 12:37:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5091, loss_cls: 8.1518, loss: 8.1518 2025-08-15 16:29:09,736 - pyskl - INFO - Epoch [71][7200/7492] lr: 2.711e-02, eta: 3 days, 12:36:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5181, loss_cls: 8.0973, loss: 8.0973 2025-08-15 16:30:00,964 - pyskl - INFO - Epoch [71][7300/7492] lr: 2.711e-02, eta: 3 days, 12:35:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2531, top5_acc: 0.5122, loss_cls: 8.1496, loss: 8.1496 2025-08-15 16:30:52,250 - pyskl - INFO - Epoch [71][7400/7492] lr: 2.710e-02, eta: 3 days, 12:34:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2559, top5_acc: 0.5056, loss_cls: 8.1460, loss: 8.1460 2025-08-15 16:31:40,326 - pyskl - INFO - Saving checkpoint at 71 epochs 2025-08-15 16:32:30,286 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 16:32:31,029 - pyskl - INFO - top1_acc 0.2170 top5_acc 0.4403 2025-08-15 16:32:31,029 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 16:32:31,065 - pyskl - INFO - mean_acc 0.2168 2025-08-15 16:32:31,077 - pyskl - INFO - Epoch(val) [71][617] top1_acc: 0.2170, top5_acc: 0.4403, mean_class_accuracy: 0.2168 2025-08-15 16:33:52,342 - pyskl - INFO - Epoch [72][100/7492] lr: 2.709e-02, eta: 3 days, 12:32:40, time: 0.813, data_time: 0.298, memory: 13026, top1_acc: 0.2781, top5_acc: 0.5147, loss_cls: 7.9526, loss: 7.9526 2025-08-15 16:34:43,613 - pyskl - INFO - Epoch [72][200/7492] lr: 2.708e-02, eta: 3 days, 12:31:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5141, loss_cls: 8.0764, loss: 8.0764 2025-08-15 16:35:34,777 - pyskl - INFO - Epoch [72][300/7492] lr: 2.707e-02, eta: 3 days, 12:30:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5062, loss_cls: 8.0812, loss: 8.0812 2025-08-15 16:36:26,172 - pyskl - INFO - Epoch [72][400/7492] lr: 2.706e-02, eta: 3 days, 12:30:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5184, loss_cls: 8.0712, loss: 8.0712 2025-08-15 16:37:17,295 - pyskl - INFO - Epoch [72][500/7492] lr: 2.706e-02, eta: 3 days, 12:29:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5019, loss_cls: 8.0024, loss: 8.0024 2025-08-15 16:38:08,387 - pyskl - INFO - Epoch [72][600/7492] lr: 2.705e-02, eta: 3 days, 12:28:22, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5147, loss_cls: 8.0967, loss: 8.0967 2025-08-15 16:38:59,540 - pyskl - INFO - Epoch [72][700/7492] lr: 2.704e-02, eta: 3 days, 12:27:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2734, top5_acc: 0.5131, loss_cls: 8.0844, loss: 8.0844 2025-08-15 16:39:50,634 - pyskl - INFO - Epoch [72][800/7492] lr: 2.704e-02, eta: 3 days, 12:26:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5088, loss_cls: 8.1245, loss: 8.1245 2025-08-15 16:40:41,880 - pyskl - INFO - Epoch [72][900/7492] lr: 2.703e-02, eta: 3 days, 12:25:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5228, loss_cls: 8.0170, loss: 8.0170 2025-08-15 16:41:33,058 - pyskl - INFO - Epoch [72][1000/7492] lr: 2.702e-02, eta: 3 days, 12:24:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5297, loss_cls: 7.9471, loss: 7.9471 2025-08-15 16:42:24,335 - pyskl - INFO - Epoch [72][1100/7492] lr: 2.702e-02, eta: 3 days, 12:24:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5238, loss_cls: 8.1183, loss: 8.1183 2025-08-15 16:43:16,090 - pyskl - INFO - Epoch [72][1200/7492] lr: 2.701e-02, eta: 3 days, 12:23:12, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5097, loss_cls: 8.0872, loss: 8.0872 2025-08-15 16:44:07,767 - pyskl - INFO - Epoch [72][1300/7492] lr: 2.700e-02, eta: 3 days, 12:22:21, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5066, loss_cls: 8.0786, loss: 8.0786 2025-08-15 16:44:59,318 - pyskl - INFO - Epoch [72][1400/7492] lr: 2.699e-02, eta: 3 days, 12:21:30, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2691, top5_acc: 0.4984, loss_cls: 8.0873, loss: 8.0873 2025-08-15 16:45:50,763 - pyskl - INFO - Epoch [72][1500/7492] lr: 2.699e-02, eta: 3 days, 12:20:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5191, loss_cls: 8.0679, loss: 8.0679 2025-08-15 16:46:42,257 - pyskl - INFO - Epoch [72][1600/7492] lr: 2.698e-02, eta: 3 days, 12:19:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5172, loss_cls: 7.9697, loss: 7.9697 2025-08-15 16:47:33,615 - pyskl - INFO - Epoch [72][1700/7492] lr: 2.697e-02, eta: 3 days, 12:18:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5062, loss_cls: 8.0882, loss: 8.0882 2025-08-15 16:48:24,942 - pyskl - INFO - Epoch [72][1800/7492] lr: 2.697e-02, eta: 3 days, 12:18:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5038, loss_cls: 8.1010, loss: 8.1010 2025-08-15 16:49:16,280 - pyskl - INFO - Epoch [72][1900/7492] lr: 2.696e-02, eta: 3 days, 12:17:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2566, top5_acc: 0.5019, loss_cls: 8.1030, loss: 8.1030 2025-08-15 16:50:07,688 - pyskl - INFO - Epoch [72][2000/7492] lr: 2.695e-02, eta: 3 days, 12:16:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5116, loss_cls: 8.1497, loss: 8.1497 2025-08-15 16:50:58,856 - pyskl - INFO - Epoch [72][2100/7492] lr: 2.695e-02, eta: 3 days, 12:15:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5134, loss_cls: 7.8954, loss: 7.8954 2025-08-15 16:51:50,393 - pyskl - INFO - Epoch [72][2200/7492] lr: 2.694e-02, eta: 3 days, 12:14:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2600, top5_acc: 0.5109, loss_cls: 8.0834, loss: 8.0834 2025-08-15 16:52:41,785 - pyskl - INFO - Epoch [72][2300/7492] lr: 2.693e-02, eta: 3 days, 12:13:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5084, loss_cls: 8.1334, loss: 8.1334 2025-08-15 16:53:32,956 - pyskl - INFO - Epoch [72][2400/7492] lr: 2.692e-02, eta: 3 days, 12:12:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.5047, loss_cls: 8.1548, loss: 8.1548 2025-08-15 16:54:24,671 - pyskl - INFO - Epoch [72][2500/7492] lr: 2.692e-02, eta: 3 days, 12:12:04, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5297, loss_cls: 8.0233, loss: 8.0233 2025-08-15 16:55:16,007 - pyskl - INFO - Epoch [72][2600/7492] lr: 2.691e-02, eta: 3 days, 12:11:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5241, loss_cls: 8.0896, loss: 8.0896 2025-08-15 16:56:07,345 - pyskl - INFO - Epoch [72][2700/7492] lr: 2.690e-02, eta: 3 days, 12:10:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2797, top5_acc: 0.5116, loss_cls: 8.0155, loss: 8.0155 2025-08-15 16:56:58,665 - pyskl - INFO - Epoch [72][2800/7492] lr: 2.690e-02, eta: 3 days, 12:09:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5075, loss_cls: 8.0495, loss: 8.0495 2025-08-15 16:57:50,009 - pyskl - INFO - Epoch [72][2900/7492] lr: 2.689e-02, eta: 3 days, 12:08:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5169, loss_cls: 8.0125, loss: 8.0125 2025-08-15 16:58:41,435 - pyskl - INFO - Epoch [72][3000/7492] lr: 2.688e-02, eta: 3 days, 12:07:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.4959, loss_cls: 8.2236, loss: 8.2236 2025-08-15 16:59:32,848 - pyskl - INFO - Epoch [72][3100/7492] lr: 2.688e-02, eta: 3 days, 12:06:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5116, loss_cls: 8.0650, loss: 8.0650 2025-08-15 17:00:24,342 - pyskl - INFO - Epoch [72][3200/7492] lr: 2.687e-02, eta: 3 days, 12:06:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5050, loss_cls: 8.1757, loss: 8.1757 2025-08-15 17:01:15,778 - pyskl - INFO - Epoch [72][3300/7492] lr: 2.686e-02, eta: 3 days, 12:05:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5128, loss_cls: 8.0838, loss: 8.0838 2025-08-15 17:02:07,139 - pyskl - INFO - Epoch [72][3400/7492] lr: 2.686e-02, eta: 3 days, 12:04:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5119, loss_cls: 8.1708, loss: 8.1708 2025-08-15 17:02:58,514 - pyskl - INFO - Epoch [72][3500/7492] lr: 2.685e-02, eta: 3 days, 12:03:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2794, top5_acc: 0.5294, loss_cls: 7.9495, loss: 7.9495 2025-08-15 17:03:49,651 - pyskl - INFO - Epoch [72][3600/7492] lr: 2.684e-02, eta: 3 days, 12:02:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5122, loss_cls: 8.1337, loss: 8.1337 2025-08-15 17:04:40,896 - pyskl - INFO - Epoch [72][3700/7492] lr: 2.683e-02, eta: 3 days, 12:01:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5159, loss_cls: 7.9736, loss: 7.9736 2025-08-15 17:05:32,074 - pyskl - INFO - Epoch [72][3800/7492] lr: 2.683e-02, eta: 3 days, 12:00:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5047, loss_cls: 8.0471, loss: 8.0471 2025-08-15 17:06:23,445 - pyskl - INFO - Epoch [72][3900/7492] lr: 2.682e-02, eta: 3 days, 12:00:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2691, top5_acc: 0.5100, loss_cls: 8.1755, loss: 8.1755 2025-08-15 17:07:14,790 - pyskl - INFO - Epoch [72][4000/7492] lr: 2.681e-02, eta: 3 days, 11:59:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5128, loss_cls: 8.0836, loss: 8.0836 2025-08-15 17:08:06,088 - pyskl - INFO - Epoch [72][4100/7492] lr: 2.681e-02, eta: 3 days, 11:58:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2644, top5_acc: 0.5188, loss_cls: 8.0550, loss: 8.0550 2025-08-15 17:08:57,491 - pyskl - INFO - Epoch [72][4200/7492] lr: 2.680e-02, eta: 3 days, 11:57:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2775, top5_acc: 0.5172, loss_cls: 8.0467, loss: 8.0467 2025-08-15 17:09:48,879 - pyskl - INFO - Epoch [72][4300/7492] lr: 2.679e-02, eta: 3 days, 11:56:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5141, loss_cls: 8.0649, loss: 8.0649 2025-08-15 17:10:40,451 - pyskl - INFO - Epoch [72][4400/7492] lr: 2.679e-02, eta: 3 days, 11:55:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5006, loss_cls: 8.0891, loss: 8.0891 2025-08-15 17:11:31,973 - pyskl - INFO - Epoch [72][4500/7492] lr: 2.678e-02, eta: 3 days, 11:54:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2734, top5_acc: 0.5178, loss_cls: 8.0163, loss: 8.0163 2025-08-15 17:12:23,410 - pyskl - INFO - Epoch [72][4600/7492] lr: 2.677e-02, eta: 3 days, 11:54:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5100, loss_cls: 8.0895, loss: 8.0895 2025-08-15 17:13:14,963 - pyskl - INFO - Epoch [72][4700/7492] lr: 2.676e-02, eta: 3 days, 11:53:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5109, loss_cls: 8.1570, loss: 8.1570 2025-08-15 17:14:06,183 - pyskl - INFO - Epoch [72][4800/7492] lr: 2.676e-02, eta: 3 days, 11:52:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5256, loss_cls: 7.9900, loss: 7.9900 2025-08-15 17:14:57,331 - pyskl - INFO - Epoch [72][4900/7492] lr: 2.675e-02, eta: 3 days, 11:51:27, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5088, loss_cls: 8.1358, loss: 8.1358 2025-08-15 17:15:48,753 - pyskl - INFO - Epoch [72][5000/7492] lr: 2.674e-02, eta: 3 days, 11:50:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5181, loss_cls: 8.1371, loss: 8.1371 2025-08-15 17:16:40,236 - pyskl - INFO - Epoch [72][5100/7492] lr: 2.674e-02, eta: 3 days, 11:49:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5006, loss_cls: 8.1206, loss: 8.1206 2025-08-15 17:17:31,580 - pyskl - INFO - Epoch [72][5200/7492] lr: 2.673e-02, eta: 3 days, 11:48:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5156, loss_cls: 8.0746, loss: 8.0746 2025-08-15 17:18:22,915 - pyskl - INFO - Epoch [72][5300/7492] lr: 2.672e-02, eta: 3 days, 11:48:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5022, loss_cls: 8.1208, loss: 8.1208 2025-08-15 17:19:14,314 - pyskl - INFO - Epoch [72][5400/7492] lr: 2.672e-02, eta: 3 days, 11:47:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2478, top5_acc: 0.5006, loss_cls: 8.1205, loss: 8.1205 2025-08-15 17:20:05,775 - pyskl - INFO - Epoch [72][5500/7492] lr: 2.671e-02, eta: 3 days, 11:46:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5059, loss_cls: 8.0458, loss: 8.0458 2025-08-15 17:20:57,019 - pyskl - INFO - Epoch [72][5600/7492] lr: 2.670e-02, eta: 3 days, 11:45:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5138, loss_cls: 8.0806, loss: 8.0806 2025-08-15 17:21:48,347 - pyskl - INFO - Epoch [72][5700/7492] lr: 2.669e-02, eta: 3 days, 11:44:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5128, loss_cls: 7.9807, loss: 7.9807 2025-08-15 17:22:39,616 - pyskl - INFO - Epoch [72][5800/7492] lr: 2.669e-02, eta: 3 days, 11:43:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5141, loss_cls: 8.0691, loss: 8.0691 2025-08-15 17:23:30,814 - pyskl - INFO - Epoch [72][5900/7492] lr: 2.668e-02, eta: 3 days, 11:42:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5281, loss_cls: 8.0123, loss: 8.0123 2025-08-15 17:24:22,055 - pyskl - INFO - Epoch [72][6000/7492] lr: 2.667e-02, eta: 3 days, 11:42:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.4978, loss_cls: 8.1985, loss: 8.1985 2025-08-15 17:25:13,410 - pyskl - INFO - Epoch [72][6100/7492] lr: 2.667e-02, eta: 3 days, 11:41:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5081, loss_cls: 8.0394, loss: 8.0394 2025-08-15 17:26:04,734 - pyskl - INFO - Epoch [72][6200/7492] lr: 2.666e-02, eta: 3 days, 11:40:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5212, loss_cls: 7.9801, loss: 7.9801 2025-08-15 17:26:55,923 - pyskl - INFO - Epoch [72][6300/7492] lr: 2.665e-02, eta: 3 days, 11:39:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.5038, loss_cls: 8.1002, loss: 8.1002 2025-08-15 17:27:47,116 - pyskl - INFO - Epoch [72][6400/7492] lr: 2.665e-02, eta: 3 days, 11:38:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2578, top5_acc: 0.5038, loss_cls: 8.1673, loss: 8.1673 2025-08-15 17:28:38,323 - pyskl - INFO - Epoch [72][6500/7492] lr: 2.664e-02, eta: 3 days, 11:37:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5094, loss_cls: 8.1505, loss: 8.1505 2025-08-15 17:29:29,852 - pyskl - INFO - Epoch [72][6600/7492] lr: 2.663e-02, eta: 3 days, 11:36:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.5141, loss_cls: 8.1014, loss: 8.1014 2025-08-15 17:30:21,177 - pyskl - INFO - Epoch [72][6700/7492] lr: 2.663e-02, eta: 3 days, 11:36:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5031, loss_cls: 8.0694, loss: 8.0694 2025-08-15 17:31:12,358 - pyskl - INFO - Epoch [72][6800/7492] lr: 2.662e-02, eta: 3 days, 11:35:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5097, loss_cls: 8.1682, loss: 8.1682 2025-08-15 17:32:03,626 - pyskl - INFO - Epoch [72][6900/7492] lr: 2.661e-02, eta: 3 days, 11:34:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2634, top5_acc: 0.5141, loss_cls: 8.1282, loss: 8.1282 2025-08-15 17:32:54,989 - pyskl - INFO - Epoch [72][7000/7492] lr: 2.660e-02, eta: 3 days, 11:33:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5091, loss_cls: 8.0690, loss: 8.0690 2025-08-15 17:33:46,442 - pyskl - INFO - Epoch [72][7100/7492] lr: 2.660e-02, eta: 3 days, 11:32:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5084, loss_cls: 8.1818, loss: 8.1818 2025-08-15 17:34:37,562 - pyskl - INFO - Epoch [72][7200/7492] lr: 2.659e-02, eta: 3 days, 11:31:42, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5047, loss_cls: 8.1216, loss: 8.1216 2025-08-15 17:35:28,789 - pyskl - INFO - Epoch [72][7300/7492] lr: 2.658e-02, eta: 3 days, 11:30:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5181, loss_cls: 8.1127, loss: 8.1127 2025-08-15 17:36:20,138 - pyskl - INFO - Epoch [72][7400/7492] lr: 2.658e-02, eta: 3 days, 11:29:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5044, loss_cls: 8.0326, loss: 8.0326 2025-08-15 17:37:08,098 - pyskl - INFO - Saving checkpoint at 72 epochs 2025-08-15 17:38:06,259 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 17:38:07,003 - pyskl - INFO - top1_acc 0.2132 top5_acc 0.4483 2025-08-15 17:38:07,003 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 17:38:07,038 - pyskl - INFO - mean_acc 0.2131 2025-08-15 17:38:07,049 - pyskl - INFO - Epoch(val) [72][617] top1_acc: 0.2132, top5_acc: 0.4483, mean_class_accuracy: 0.2131 2025-08-15 17:39:29,770 - pyskl - INFO - Epoch [73][100/7492] lr: 2.656e-02, eta: 3 days, 11:28:02, time: 0.827, data_time: 0.309, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5188, loss_cls: 7.9571, loss: 7.9571 2025-08-15 17:40:21,021 - pyskl - INFO - Epoch [73][200/7492] lr: 2.656e-02, eta: 3 days, 11:27:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5159, loss_cls: 8.0770, loss: 8.0770 2025-08-15 17:41:12,399 - pyskl - INFO - Epoch [73][300/7492] lr: 2.655e-02, eta: 3 days, 11:26:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5266, loss_cls: 8.0372, loss: 8.0372 2025-08-15 17:42:03,460 - pyskl - INFO - Epoch [73][400/7492] lr: 2.654e-02, eta: 3 days, 11:25:27, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5134, loss_cls: 8.0778, loss: 8.0778 2025-08-15 17:42:54,501 - pyskl - INFO - Epoch [73][500/7492] lr: 2.653e-02, eta: 3 days, 11:24:36, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2634, top5_acc: 0.5216, loss_cls: 7.9697, loss: 7.9697 2025-08-15 17:43:45,638 - pyskl - INFO - Epoch [73][600/7492] lr: 2.653e-02, eta: 3 days, 11:23:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5244, loss_cls: 8.0345, loss: 8.0345 2025-08-15 17:44:36,673 - pyskl - INFO - Epoch [73][700/7492] lr: 2.652e-02, eta: 3 days, 11:22:52, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5159, loss_cls: 8.1680, loss: 8.1680 2025-08-15 17:45:27,940 - pyskl - INFO - Epoch [73][800/7492] lr: 2.651e-02, eta: 3 days, 11:22:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5319, loss_cls: 7.9491, loss: 7.9491 2025-08-15 17:46:19,157 - pyskl - INFO - Epoch [73][900/7492] lr: 2.651e-02, eta: 3 days, 11:21:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5150, loss_cls: 8.0857, loss: 8.0857 2025-08-15 17:47:10,344 - pyskl - INFO - Epoch [73][1000/7492] lr: 2.650e-02, eta: 3 days, 11:20:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5147, loss_cls: 8.1035, loss: 8.1035 2025-08-15 17:48:01,486 - pyskl - INFO - Epoch [73][1100/7492] lr: 2.649e-02, eta: 3 days, 11:19:25, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2725, top5_acc: 0.5216, loss_cls: 7.9948, loss: 7.9948 2025-08-15 17:48:52,991 - pyskl - INFO - Epoch [73][1200/7492] lr: 2.649e-02, eta: 3 days, 11:18:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5194, loss_cls: 7.9635, loss: 7.9635 2025-08-15 17:49:44,202 - pyskl - INFO - Epoch [73][1300/7492] lr: 2.648e-02, eta: 3 days, 11:17:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2612, top5_acc: 0.5041, loss_cls: 8.1581, loss: 8.1581 2025-08-15 17:50:35,889 - pyskl - INFO - Epoch [73][1400/7492] lr: 2.647e-02, eta: 3 days, 11:16:51, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2600, top5_acc: 0.5278, loss_cls: 8.0124, loss: 8.0124 2025-08-15 17:51:27,505 - pyskl - INFO - Epoch [73][1500/7492] lr: 2.647e-02, eta: 3 days, 11:16:00, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5025, loss_cls: 8.1007, loss: 8.1007 2025-08-15 17:52:19,234 - pyskl - INFO - Epoch [73][1600/7492] lr: 2.646e-02, eta: 3 days, 11:15:09, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5147, loss_cls: 8.0746, loss: 8.0746 2025-08-15 17:53:10,696 - pyskl - INFO - Epoch [73][1700/7492] lr: 2.645e-02, eta: 3 days, 11:14:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5125, loss_cls: 8.0862, loss: 8.0862 2025-08-15 17:54:02,123 - pyskl - INFO - Epoch [73][1800/7492] lr: 2.644e-02, eta: 3 days, 11:13:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.5028, loss_cls: 8.2252, loss: 8.2252 2025-08-15 17:54:53,584 - pyskl - INFO - Epoch [73][1900/7492] lr: 2.644e-02, eta: 3 days, 11:12:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5191, loss_cls: 8.0031, loss: 8.0031 2025-08-15 17:55:44,992 - pyskl - INFO - Epoch [73][2000/7492] lr: 2.643e-02, eta: 3 days, 11:11:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2578, top5_acc: 0.4972, loss_cls: 8.1491, loss: 8.1491 2025-08-15 17:56:36,346 - pyskl - INFO - Epoch [73][2100/7492] lr: 2.642e-02, eta: 3 days, 11:10:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2691, top5_acc: 0.5112, loss_cls: 8.0075, loss: 8.0075 2025-08-15 17:57:27,560 - pyskl - INFO - Epoch [73][2200/7492] lr: 2.642e-02, eta: 3 days, 11:10:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2766, top5_acc: 0.5144, loss_cls: 8.0535, loss: 8.0535 2025-08-15 17:58:19,128 - pyskl - INFO - Epoch [73][2300/7492] lr: 2.641e-02, eta: 3 days, 11:09:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5206, loss_cls: 8.0676, loss: 8.0676 2025-08-15 17:59:10,426 - pyskl - INFO - Epoch [73][2400/7492] lr: 2.640e-02, eta: 3 days, 11:08:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5216, loss_cls: 8.0754, loss: 8.0754 2025-08-15 18:00:01,812 - pyskl - INFO - Epoch [73][2500/7492] lr: 2.640e-02, eta: 3 days, 11:07:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5212, loss_cls: 8.0283, loss: 8.0283 2025-08-15 18:00:53,227 - pyskl - INFO - Epoch [73][2600/7492] lr: 2.639e-02, eta: 3 days, 11:06:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5162, loss_cls: 8.0762, loss: 8.0762 2025-08-15 18:01:44,697 - pyskl - INFO - Epoch [73][2700/7492] lr: 2.638e-02, eta: 3 days, 11:05:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2778, top5_acc: 0.5044, loss_cls: 8.1346, loss: 8.1346 2025-08-15 18:02:35,924 - pyskl - INFO - Epoch [73][2800/7492] lr: 2.637e-02, eta: 3 days, 11:04:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5181, loss_cls: 8.0278, loss: 8.0278 2025-08-15 18:03:27,036 - pyskl - INFO - Epoch [73][2900/7492] lr: 2.637e-02, eta: 3 days, 11:03:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5138, loss_cls: 8.0557, loss: 8.0557 2025-08-15 18:04:18,276 - pyskl - INFO - Epoch [73][3000/7492] lr: 2.636e-02, eta: 3 days, 11:03:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5131, loss_cls: 7.9896, loss: 7.9896 2025-08-15 18:05:09,421 - pyskl - INFO - Epoch [73][3100/7492] lr: 2.635e-02, eta: 3 days, 11:02:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2691, top5_acc: 0.5009, loss_cls: 8.1264, loss: 8.1264 2025-08-15 18:06:00,822 - pyskl - INFO - Epoch [73][3200/7492] lr: 2.635e-02, eta: 3 days, 11:01:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5244, loss_cls: 7.9771, loss: 7.9771 2025-08-15 18:06:51,833 - pyskl - INFO - Epoch [73][3300/7492] lr: 2.634e-02, eta: 3 days, 11:00:33, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2534, top5_acc: 0.4991, loss_cls: 8.1680, loss: 8.1680 2025-08-15 18:07:43,297 - pyskl - INFO - Epoch [73][3400/7492] lr: 2.633e-02, eta: 3 days, 10:59:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5131, loss_cls: 8.0869, loss: 8.0869 2025-08-15 18:08:34,437 - pyskl - INFO - Epoch [73][3500/7492] lr: 2.633e-02, eta: 3 days, 10:58:50, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.5134, loss_cls: 8.0908, loss: 8.0908 2025-08-15 18:09:25,841 - pyskl - INFO - Epoch [73][3600/7492] lr: 2.632e-02, eta: 3 days, 10:57:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5056, loss_cls: 8.0786, loss: 8.0786 2025-08-15 18:10:16,931 - pyskl - INFO - Epoch [73][3700/7492] lr: 2.631e-02, eta: 3 days, 10:57:06, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5106, loss_cls: 8.0967, loss: 8.0967 2025-08-15 18:11:08,281 - pyskl - INFO - Epoch [73][3800/7492] lr: 2.630e-02, eta: 3 days, 10:56:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5088, loss_cls: 7.9887, loss: 7.9887 2025-08-15 18:11:59,738 - pyskl - INFO - Epoch [73][3900/7492] lr: 2.630e-02, eta: 3 days, 10:55:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5172, loss_cls: 8.0742, loss: 8.0742 2025-08-15 18:12:51,031 - pyskl - INFO - Epoch [73][4000/7492] lr: 2.629e-02, eta: 3 days, 10:54:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2612, top5_acc: 0.5097, loss_cls: 8.2078, loss: 8.2078 2025-08-15 18:13:42,224 - pyskl - INFO - Epoch [73][4100/7492] lr: 2.628e-02, eta: 3 days, 10:53:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2600, top5_acc: 0.4988, loss_cls: 8.1181, loss: 8.1181 2025-08-15 18:14:33,615 - pyskl - INFO - Epoch [73][4200/7492] lr: 2.628e-02, eta: 3 days, 10:52:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.4994, loss_cls: 8.1081, loss: 8.1081 2025-08-15 18:15:24,779 - pyskl - INFO - Epoch [73][4300/7492] lr: 2.627e-02, eta: 3 days, 10:51:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2591, top5_acc: 0.4978, loss_cls: 8.1436, loss: 8.1436 2025-08-15 18:16:16,162 - pyskl - INFO - Epoch [73][4400/7492] lr: 2.626e-02, eta: 3 days, 10:51:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5259, loss_cls: 8.0728, loss: 8.0728 2025-08-15 18:17:07,651 - pyskl - INFO - Epoch [73][4500/7492] lr: 2.626e-02, eta: 3 days, 10:50:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.5088, loss_cls: 8.0657, loss: 8.0657 2025-08-15 18:17:58,989 - pyskl - INFO - Epoch [73][4600/7492] lr: 2.625e-02, eta: 3 days, 10:49:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2725, top5_acc: 0.5147, loss_cls: 8.0681, loss: 8.0681 2025-08-15 18:18:50,291 - pyskl - INFO - Epoch [73][4700/7492] lr: 2.624e-02, eta: 3 days, 10:48:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5206, loss_cls: 8.0691, loss: 8.0691 2025-08-15 18:19:41,599 - pyskl - INFO - Epoch [73][4800/7492] lr: 2.623e-02, eta: 3 days, 10:47:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5172, loss_cls: 8.0669, loss: 8.0669 2025-08-15 18:20:33,079 - pyskl - INFO - Epoch [73][4900/7492] lr: 2.623e-02, eta: 3 days, 10:46:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5156, loss_cls: 8.0516, loss: 8.0516 2025-08-15 18:21:24,312 - pyskl - INFO - Epoch [73][5000/7492] lr: 2.622e-02, eta: 3 days, 10:45:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2634, top5_acc: 0.5038, loss_cls: 8.1558, loss: 8.1558 2025-08-15 18:22:15,569 - pyskl - INFO - Epoch [73][5100/7492] lr: 2.621e-02, eta: 3 days, 10:45:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5212, loss_cls: 8.0618, loss: 8.0618 2025-08-15 18:23:06,851 - pyskl - INFO - Epoch [73][5200/7492] lr: 2.621e-02, eta: 3 days, 10:44:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5150, loss_cls: 7.9898, loss: 7.9898 2025-08-15 18:23:58,134 - pyskl - INFO - Epoch [73][5300/7492] lr: 2.620e-02, eta: 3 days, 10:43:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5078, loss_cls: 8.1434, loss: 8.1434 2025-08-15 18:24:49,374 - pyskl - INFO - Epoch [73][5400/7492] lr: 2.619e-02, eta: 3 days, 10:42:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5041, loss_cls: 8.0473, loss: 8.0473 2025-08-15 18:25:40,998 - pyskl - INFO - Epoch [73][5500/7492] lr: 2.619e-02, eta: 3 days, 10:41:39, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2725, top5_acc: 0.5262, loss_cls: 8.0159, loss: 8.0159 2025-08-15 18:26:32,453 - pyskl - INFO - Epoch [73][5600/7492] lr: 2.618e-02, eta: 3 days, 10:40:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.4991, loss_cls: 8.1608, loss: 8.1608 2025-08-15 18:27:23,775 - pyskl - INFO - Epoch [73][5700/7492] lr: 2.617e-02, eta: 3 days, 10:39:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5222, loss_cls: 8.0803, loss: 8.0803 2025-08-15 18:28:15,029 - pyskl - INFO - Epoch [73][5800/7492] lr: 2.617e-02, eta: 3 days, 10:39:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5184, loss_cls: 8.0055, loss: 8.0055 2025-08-15 18:29:06,319 - pyskl - INFO - Epoch [73][5900/7492] lr: 2.616e-02, eta: 3 days, 10:38:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5141, loss_cls: 8.0686, loss: 8.0686 2025-08-15 18:29:57,523 - pyskl - INFO - Epoch [73][6000/7492] lr: 2.615e-02, eta: 3 days, 10:37:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5241, loss_cls: 8.0605, loss: 8.0605 2025-08-15 18:30:48,873 - pyskl - INFO - Epoch [73][6100/7492] lr: 2.614e-02, eta: 3 days, 10:36:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2900, top5_acc: 0.5334, loss_cls: 7.9688, loss: 7.9688 2025-08-15 18:31:40,112 - pyskl - INFO - Epoch [73][6200/7492] lr: 2.614e-02, eta: 3 days, 10:35:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5206, loss_cls: 8.0591, loss: 8.0591 2025-08-15 18:32:31,368 - pyskl - INFO - Epoch [73][6300/7492] lr: 2.613e-02, eta: 3 days, 10:34:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5025, loss_cls: 8.1111, loss: 8.1111 2025-08-15 18:33:22,653 - pyskl - INFO - Epoch [73][6400/7492] lr: 2.612e-02, eta: 3 days, 10:33:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2725, top5_acc: 0.4916, loss_cls: 8.1580, loss: 8.1580 2025-08-15 18:34:13,972 - pyskl - INFO - Epoch [73][6500/7492] lr: 2.612e-02, eta: 3 days, 10:33:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5084, loss_cls: 8.0963, loss: 8.0963 2025-08-15 18:35:05,267 - pyskl - INFO - Epoch [73][6600/7492] lr: 2.611e-02, eta: 3 days, 10:32:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5288, loss_cls: 8.0133, loss: 8.0133 2025-08-15 18:35:56,574 - pyskl - INFO - Epoch [73][6700/7492] lr: 2.610e-02, eta: 3 days, 10:31:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5075, loss_cls: 8.1057, loss: 8.1057 2025-08-15 18:36:47,754 - pyskl - INFO - Epoch [73][6800/7492] lr: 2.610e-02, eta: 3 days, 10:30:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5166, loss_cls: 8.0740, loss: 8.0740 2025-08-15 18:37:38,949 - pyskl - INFO - Epoch [73][6900/7492] lr: 2.609e-02, eta: 3 days, 10:29:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5084, loss_cls: 8.0862, loss: 8.0862 2025-08-15 18:38:30,017 - pyskl - INFO - Epoch [73][7000/7492] lr: 2.608e-02, eta: 3 days, 10:28:45, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5103, loss_cls: 8.1028, loss: 8.1028 2025-08-15 18:39:21,168 - pyskl - INFO - Epoch [73][7100/7492] lr: 2.607e-02, eta: 3 days, 10:27:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5216, loss_cls: 8.0335, loss: 8.0335 2025-08-15 18:40:12,433 - pyskl - INFO - Epoch [73][7200/7492] lr: 2.607e-02, eta: 3 days, 10:27:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2522, top5_acc: 0.5106, loss_cls: 8.1318, loss: 8.1318 2025-08-15 18:41:03,564 - pyskl - INFO - Epoch [73][7300/7492] lr: 2.606e-02, eta: 3 days, 10:26:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5062, loss_cls: 8.1371, loss: 8.1371 2025-08-15 18:41:54,751 - pyskl - INFO - Epoch [73][7400/7492] lr: 2.605e-02, eta: 3 days, 10:25:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2762, top5_acc: 0.5216, loss_cls: 8.0273, loss: 8.0273 2025-08-15 18:42:42,806 - pyskl - INFO - Saving checkpoint at 73 epochs 2025-08-15 18:43:32,495 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 18:43:33,237 - pyskl - INFO - top1_acc 0.2355 top5_acc 0.4702 2025-08-15 18:43:33,238 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 18:43:33,292 - pyskl - INFO - mean_acc 0.2354 2025-08-15 18:43:33,348 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_70.pth was removed 2025-08-15 18:43:34,616 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. 2025-08-15 18:43:34,617 - pyskl - INFO - Best top1_acc is 0.2355 at 73 epoch. 2025-08-15 18:43:34,628 - pyskl - INFO - Epoch(val) [73][617] top1_acc: 0.2355, top5_acc: 0.4702, mean_class_accuracy: 0.2354 2025-08-15 18:44:56,331 - pyskl - INFO - Epoch [74][100/7492] lr: 2.604e-02, eta: 3 days, 10:23:22, time: 0.817, data_time: 0.303, memory: 13026, top1_acc: 0.2647, top5_acc: 0.5106, loss_cls: 8.0896, loss: 8.0896 2025-08-15 18:45:47,351 - pyskl - INFO - Epoch [74][200/7492] lr: 2.603e-02, eta: 3 days, 10:22:30, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2872, top5_acc: 0.5259, loss_cls: 7.8929, loss: 7.8929 2025-08-15 18:46:38,497 - pyskl - INFO - Epoch [74][300/7492] lr: 2.603e-02, eta: 3 days, 10:21:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2863, top5_acc: 0.5238, loss_cls: 8.0710, loss: 8.0710 2025-08-15 18:47:29,821 - pyskl - INFO - Epoch [74][400/7492] lr: 2.602e-02, eta: 3 days, 10:20:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2797, top5_acc: 0.5159, loss_cls: 8.0885, loss: 8.0885 2025-08-15 18:48:21,215 - pyskl - INFO - Epoch [74][500/7492] lr: 2.601e-02, eta: 3 days, 10:19:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5378, loss_cls: 8.0006, loss: 8.0006 2025-08-15 18:49:12,411 - pyskl - INFO - Epoch [74][600/7492] lr: 2.601e-02, eta: 3 days, 10:19:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5281, loss_cls: 7.9560, loss: 7.9560 2025-08-15 18:50:03,782 - pyskl - INFO - Epoch [74][700/7492] lr: 2.600e-02, eta: 3 days, 10:18:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5225, loss_cls: 8.0514, loss: 8.0514 2025-08-15 18:50:55,062 - pyskl - INFO - Epoch [74][800/7492] lr: 2.599e-02, eta: 3 days, 10:17:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2637, top5_acc: 0.5088, loss_cls: 8.1310, loss: 8.1310 2025-08-15 18:51:46,686 - pyskl - INFO - Epoch [74][900/7492] lr: 2.598e-02, eta: 3 days, 10:16:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5341, loss_cls: 7.8559, loss: 7.8559 2025-08-15 18:52:38,607 - pyskl - INFO - Epoch [74][1000/7492] lr: 2.598e-02, eta: 3 days, 10:15:38, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5247, loss_cls: 8.0189, loss: 8.0189 2025-08-15 18:53:30,346 - pyskl - INFO - Epoch [74][1100/7492] lr: 2.597e-02, eta: 3 days, 10:14:47, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5269, loss_cls: 7.9753, loss: 7.9753 2025-08-15 18:54:21,781 - pyskl - INFO - Epoch [74][1200/7492] lr: 2.596e-02, eta: 3 days, 10:13:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2806, top5_acc: 0.5262, loss_cls: 8.0020, loss: 8.0020 2025-08-15 18:55:12,995 - pyskl - INFO - Epoch [74][1300/7492] lr: 2.596e-02, eta: 3 days, 10:13:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5116, loss_cls: 8.1202, loss: 8.1202 2025-08-15 18:56:04,288 - pyskl - INFO - Epoch [74][1400/7492] lr: 2.595e-02, eta: 3 days, 10:12:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2831, top5_acc: 0.5250, loss_cls: 7.9925, loss: 7.9925 2025-08-15 18:56:55,715 - pyskl - INFO - Epoch [74][1500/7492] lr: 2.594e-02, eta: 3 days, 10:11:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5084, loss_cls: 8.0988, loss: 8.0988 2025-08-15 18:57:47,221 - pyskl - INFO - Epoch [74][1600/7492] lr: 2.594e-02, eta: 3 days, 10:10:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.5091, loss_cls: 8.1172, loss: 8.1172 2025-08-15 18:58:38,445 - pyskl - INFO - Epoch [74][1700/7492] lr: 2.593e-02, eta: 3 days, 10:09:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2809, top5_acc: 0.5322, loss_cls: 7.9998, loss: 7.9998 2025-08-15 18:59:29,614 - pyskl - INFO - Epoch [74][1800/7492] lr: 2.592e-02, eta: 3 days, 10:08:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.4997, loss_cls: 8.0576, loss: 8.0576 2025-08-15 19:00:20,853 - pyskl - INFO - Epoch [74][1900/7492] lr: 2.591e-02, eta: 3 days, 10:07:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2775, top5_acc: 0.5181, loss_cls: 8.0037, loss: 8.0037 2025-08-15 19:01:12,031 - pyskl - INFO - Epoch [74][2000/7492] lr: 2.591e-02, eta: 3 days, 10:07:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2572, top5_acc: 0.5225, loss_cls: 8.1045, loss: 8.1045 2025-08-15 19:02:03,178 - pyskl - INFO - Epoch [74][2100/7492] lr: 2.590e-02, eta: 3 days, 10:06:11, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5272, loss_cls: 8.0233, loss: 8.0233 2025-08-15 19:02:54,774 - pyskl - INFO - Epoch [74][2200/7492] lr: 2.589e-02, eta: 3 days, 10:05:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5044, loss_cls: 8.1280, loss: 8.1280 2025-08-15 19:03:46,245 - pyskl - INFO - Epoch [74][2300/7492] lr: 2.589e-02, eta: 3 days, 10:04:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.4988, loss_cls: 8.1344, loss: 8.1344 2025-08-15 19:04:37,512 - pyskl - INFO - Epoch [74][2400/7492] lr: 2.588e-02, eta: 3 days, 10:03:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5181, loss_cls: 7.9653, loss: 7.9653 2025-08-15 19:05:28,692 - pyskl - INFO - Epoch [74][2500/7492] lr: 2.587e-02, eta: 3 days, 10:02:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5159, loss_cls: 8.0339, loss: 8.0339 2025-08-15 19:06:19,952 - pyskl - INFO - Epoch [74][2600/7492] lr: 2.587e-02, eta: 3 days, 10:01:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5106, loss_cls: 8.1813, loss: 8.1813 2025-08-15 19:07:11,093 - pyskl - INFO - Epoch [74][2700/7492] lr: 2.586e-02, eta: 3 days, 10:01:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5222, loss_cls: 8.1098, loss: 8.1098 2025-08-15 19:08:02,545 - pyskl - INFO - Epoch [74][2800/7492] lr: 2.585e-02, eta: 3 days, 10:00:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5131, loss_cls: 8.0721, loss: 8.0721 2025-08-15 19:08:53,875 - pyskl - INFO - Epoch [74][2900/7492] lr: 2.584e-02, eta: 3 days, 9:59:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5172, loss_cls: 8.0913, loss: 8.0913 2025-08-15 19:09:45,051 - pyskl - INFO - Epoch [74][3000/7492] lr: 2.584e-02, eta: 3 days, 9:58:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5162, loss_cls: 8.1064, loss: 8.1064 2025-08-15 19:10:36,321 - pyskl - INFO - Epoch [74][3100/7492] lr: 2.583e-02, eta: 3 days, 9:57:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2516, top5_acc: 0.4963, loss_cls: 8.1900, loss: 8.1900 2025-08-15 19:11:27,571 - pyskl - INFO - Epoch [74][3200/7492] lr: 2.582e-02, eta: 3 days, 9:56:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5222, loss_cls: 8.0395, loss: 8.0395 2025-08-15 19:12:18,849 - pyskl - INFO - Epoch [74][3300/7492] lr: 2.582e-02, eta: 3 days, 9:55:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5288, loss_cls: 8.0747, loss: 8.0747 2025-08-15 19:13:10,177 - pyskl - INFO - Epoch [74][3400/7492] lr: 2.581e-02, eta: 3 days, 9:55:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5100, loss_cls: 8.0426, loss: 8.0426 2025-08-15 19:14:01,288 - pyskl - INFO - Epoch [74][3500/7492] lr: 2.580e-02, eta: 3 days, 9:54:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.5044, loss_cls: 8.0944, loss: 8.0944 2025-08-15 19:14:52,456 - pyskl - INFO - Epoch [74][3600/7492] lr: 2.580e-02, eta: 3 days, 9:53:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5228, loss_cls: 7.9934, loss: 7.9934 2025-08-15 19:15:43,722 - pyskl - INFO - Epoch [74][3700/7492] lr: 2.579e-02, eta: 3 days, 9:52:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2725, top5_acc: 0.5016, loss_cls: 8.1009, loss: 8.1009 2025-08-15 19:16:34,833 - pyskl - INFO - Epoch [74][3800/7492] lr: 2.578e-02, eta: 3 days, 9:51:35, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5094, loss_cls: 8.0821, loss: 8.0821 2025-08-15 19:17:26,076 - pyskl - INFO - Epoch [74][3900/7492] lr: 2.577e-02, eta: 3 days, 9:50:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5144, loss_cls: 8.0693, loss: 8.0693 2025-08-15 19:18:17,255 - pyskl - INFO - Epoch [74][4000/7492] lr: 2.577e-02, eta: 3 days, 9:49:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5153, loss_cls: 8.0614, loss: 8.0614 2025-08-15 19:19:08,367 - pyskl - INFO - Epoch [74][4100/7492] lr: 2.576e-02, eta: 3 days, 9:48:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5188, loss_cls: 8.0484, loss: 8.0484 2025-08-15 19:19:59,575 - pyskl - INFO - Epoch [74][4200/7492] lr: 2.575e-02, eta: 3 days, 9:48:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5128, loss_cls: 7.9975, loss: 7.9975 2025-08-15 19:20:50,648 - pyskl - INFO - Epoch [74][4300/7492] lr: 2.575e-02, eta: 3 days, 9:47:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5094, loss_cls: 8.0910, loss: 8.0910 2025-08-15 19:21:41,915 - pyskl - INFO - Epoch [74][4400/7492] lr: 2.574e-02, eta: 3 days, 9:46:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2541, top5_acc: 0.5041, loss_cls: 8.1272, loss: 8.1272 2025-08-15 19:22:33,148 - pyskl - INFO - Epoch [74][4500/7492] lr: 2.573e-02, eta: 3 days, 9:45:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5194, loss_cls: 8.0438, loss: 8.0438 2025-08-15 19:23:24,287 - pyskl - INFO - Epoch [74][4600/7492] lr: 2.573e-02, eta: 3 days, 9:44:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5194, loss_cls: 8.0775, loss: 8.0775 2025-08-15 19:24:15,347 - pyskl - INFO - Epoch [74][4700/7492] lr: 2.572e-02, eta: 3 days, 9:43:49, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5031, loss_cls: 8.1998, loss: 8.1998 2025-08-15 19:25:06,421 - pyskl - INFO - Epoch [74][4800/7492] lr: 2.571e-02, eta: 3 days, 9:42:58, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5109, loss_cls: 7.9876, loss: 7.9876 2025-08-15 19:25:57,515 - pyskl - INFO - Epoch [74][4900/7492] lr: 2.570e-02, eta: 3 days, 9:42:06, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5288, loss_cls: 7.9653, loss: 7.9653 2025-08-15 19:26:48,636 - pyskl - INFO - Epoch [74][5000/7492] lr: 2.570e-02, eta: 3 days, 9:41:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5088, loss_cls: 8.0663, loss: 8.0663 2025-08-15 19:27:40,162 - pyskl - INFO - Epoch [74][5100/7492] lr: 2.569e-02, eta: 3 days, 9:40:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5269, loss_cls: 7.9340, loss: 7.9340 2025-08-15 19:28:31,380 - pyskl - INFO - Epoch [74][5200/7492] lr: 2.568e-02, eta: 3 days, 9:39:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5381, loss_cls: 7.9298, loss: 7.9298 2025-08-15 19:29:22,531 - pyskl - INFO - Epoch [74][5300/7492] lr: 2.568e-02, eta: 3 days, 9:38:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5184, loss_cls: 8.0000, loss: 8.0000 2025-08-15 19:30:13,745 - pyskl - INFO - Epoch [74][5400/7492] lr: 2.567e-02, eta: 3 days, 9:37:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2794, top5_acc: 0.5259, loss_cls: 8.0178, loss: 8.0178 2025-08-15 19:31:04,947 - pyskl - INFO - Epoch [74][5500/7492] lr: 2.566e-02, eta: 3 days, 9:36:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5238, loss_cls: 8.0767, loss: 8.0767 2025-08-15 19:31:56,246 - pyskl - INFO - Epoch [74][5600/7492] lr: 2.566e-02, eta: 3 days, 9:36:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5188, loss_cls: 8.1042, loss: 8.1042 2025-08-15 19:32:47,380 - pyskl - INFO - Epoch [74][5700/7492] lr: 2.565e-02, eta: 3 days, 9:35:13, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2734, top5_acc: 0.5216, loss_cls: 8.0654, loss: 8.0654 2025-08-15 19:33:38,672 - pyskl - INFO - Epoch [74][5800/7492] lr: 2.564e-02, eta: 3 days, 9:34:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5025, loss_cls: 8.1040, loss: 8.1040 2025-08-15 19:34:29,694 - pyskl - INFO - Epoch [74][5900/7492] lr: 2.563e-02, eta: 3 days, 9:33:29, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2634, top5_acc: 0.5097, loss_cls: 8.0285, loss: 8.0285 2025-08-15 19:35:20,778 - pyskl - INFO - Epoch [74][6000/7492] lr: 2.563e-02, eta: 3 days, 9:32:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5119, loss_cls: 8.0455, loss: 8.0455 2025-08-15 19:36:12,006 - pyskl - INFO - Epoch [74][6100/7492] lr: 2.562e-02, eta: 3 days, 9:31:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5350, loss_cls: 8.0215, loss: 8.0215 2025-08-15 19:37:03,403 - pyskl - INFO - Epoch [74][6200/7492] lr: 2.561e-02, eta: 3 days, 9:30:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5134, loss_cls: 8.0355, loss: 8.0355 2025-08-15 19:37:54,764 - pyskl - INFO - Epoch [74][6300/7492] lr: 2.561e-02, eta: 3 days, 9:30:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5125, loss_cls: 8.1281, loss: 8.1281 2025-08-15 19:38:45,829 - pyskl - INFO - Epoch [74][6400/7492] lr: 2.560e-02, eta: 3 days, 9:29:11, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5316, loss_cls: 8.0324, loss: 8.0324 2025-08-15 19:39:36,938 - pyskl - INFO - Epoch [74][6500/7492] lr: 2.559e-02, eta: 3 days, 9:28:20, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4844, loss_cls: 8.1525, loss: 8.1525 2025-08-15 19:40:28,148 - pyskl - INFO - Epoch [74][6600/7492] lr: 2.559e-02, eta: 3 days, 9:27:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5209, loss_cls: 8.1056, loss: 8.1056 2025-08-15 19:41:19,366 - pyskl - INFO - Epoch [74][6700/7492] lr: 2.558e-02, eta: 3 days, 9:26:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5228, loss_cls: 7.9991, loss: 7.9991 2025-08-15 19:42:10,613 - pyskl - INFO - Epoch [74][6800/7492] lr: 2.557e-02, eta: 3 days, 9:25:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2875, top5_acc: 0.5319, loss_cls: 7.9817, loss: 7.9817 2025-08-15 19:43:02,034 - pyskl - INFO - Epoch [74][6900/7492] lr: 2.556e-02, eta: 3 days, 9:24:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.5047, loss_cls: 8.1070, loss: 8.1070 2025-08-15 19:43:53,582 - pyskl - INFO - Epoch [74][7000/7492] lr: 2.556e-02, eta: 3 days, 9:24:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5156, loss_cls: 8.0545, loss: 8.0545 2025-08-15 19:44:44,941 - pyskl - INFO - Epoch [74][7100/7492] lr: 2.555e-02, eta: 3 days, 9:23:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.5078, loss_cls: 8.1906, loss: 8.1906 2025-08-15 19:45:36,181 - pyskl - INFO - Epoch [74][7200/7492] lr: 2.554e-02, eta: 3 days, 9:22:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5153, loss_cls: 8.0846, loss: 8.0846 2025-08-15 19:46:27,556 - pyskl - INFO - Epoch [74][7300/7492] lr: 2.554e-02, eta: 3 days, 9:21:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5106, loss_cls: 8.0834, loss: 8.0834 2025-08-15 19:47:18,878 - pyskl - INFO - Epoch [74][7400/7492] lr: 2.553e-02, eta: 3 days, 9:20:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5206, loss_cls: 8.0307, loss: 8.0307 2025-08-15 19:48:06,572 - pyskl - INFO - Saving checkpoint at 74 epochs 2025-08-15 19:49:02,648 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 19:49:03,408 - pyskl - INFO - top1_acc 0.2141 top5_acc 0.4368 2025-08-15 19:49:03,408 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 19:49:03,446 - pyskl - INFO - mean_acc 0.2140 2025-08-15 19:49:03,459 - pyskl - INFO - Epoch(val) [74][617] top1_acc: 0.2141, top5_acc: 0.4368, mean_class_accuracy: 0.2140 2025-08-15 19:50:25,465 - pyskl - INFO - Epoch [75][100/7492] lr: 2.552e-02, eta: 3 days, 9:18:40, time: 0.820, data_time: 0.305, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5372, loss_cls: 7.9382, loss: 7.9382 2025-08-15 19:51:16,711 - pyskl - INFO - Epoch [75][200/7492] lr: 2.551e-02, eta: 3 days, 9:17:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5337, loss_cls: 7.9159, loss: 7.9159 2025-08-15 19:52:08,030 - pyskl - INFO - Epoch [75][300/7492] lr: 2.550e-02, eta: 3 days, 9:16:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5325, loss_cls: 7.8982, loss: 7.8982 2025-08-15 19:52:59,328 - pyskl - INFO - Epoch [75][400/7492] lr: 2.550e-02, eta: 3 days, 9:16:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2762, top5_acc: 0.5066, loss_cls: 8.0458, loss: 8.0458 2025-08-15 19:53:50,541 - pyskl - INFO - Epoch [75][500/7492] lr: 2.549e-02, eta: 3 days, 9:15:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5266, loss_cls: 8.0299, loss: 8.0299 2025-08-15 19:54:41,835 - pyskl - INFO - Epoch [75][600/7492] lr: 2.548e-02, eta: 3 days, 9:14:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5178, loss_cls: 8.0480, loss: 8.0480 2025-08-15 19:55:33,330 - pyskl - INFO - Epoch [75][700/7492] lr: 2.547e-02, eta: 3 days, 9:13:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5181, loss_cls: 8.0535, loss: 8.0535 2025-08-15 19:56:24,714 - pyskl - INFO - Epoch [75][800/7492] lr: 2.547e-02, eta: 3 days, 9:12:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5303, loss_cls: 7.9707, loss: 7.9707 2025-08-15 19:57:16,199 - pyskl - INFO - Epoch [75][900/7492] lr: 2.546e-02, eta: 3 days, 9:11:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5194, loss_cls: 8.0279, loss: 8.0279 2025-08-15 19:58:07,504 - pyskl - INFO - Epoch [75][1000/7492] lr: 2.545e-02, eta: 3 days, 9:10:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5125, loss_cls: 7.9742, loss: 7.9742 2025-08-15 19:58:59,120 - pyskl - INFO - Epoch [75][1100/7492] lr: 2.545e-02, eta: 3 days, 9:10:05, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5347, loss_cls: 8.0419, loss: 8.0419 2025-08-15 19:59:50,639 - pyskl - INFO - Epoch [75][1200/7492] lr: 2.544e-02, eta: 3 days, 9:09:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5038, loss_cls: 8.0763, loss: 8.0763 2025-08-15 20:00:41,970 - pyskl - INFO - Epoch [75][1300/7492] lr: 2.543e-02, eta: 3 days, 9:08:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5031, loss_cls: 8.0516, loss: 8.0516 2025-08-15 20:01:33,047 - pyskl - INFO - Epoch [75][1400/7492] lr: 2.543e-02, eta: 3 days, 9:07:31, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2847, top5_acc: 0.5275, loss_cls: 8.0226, loss: 8.0226 2025-08-15 20:02:24,275 - pyskl - INFO - Epoch [75][1500/7492] lr: 2.542e-02, eta: 3 days, 9:06:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5075, loss_cls: 8.0086, loss: 8.0086 2025-08-15 20:03:15,515 - pyskl - INFO - Epoch [75][1600/7492] lr: 2.541e-02, eta: 3 days, 9:05:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5153, loss_cls: 8.0737, loss: 8.0737 2025-08-15 20:04:06,858 - pyskl - INFO - Epoch [75][1700/7492] lr: 2.540e-02, eta: 3 days, 9:04:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5184, loss_cls: 8.0101, loss: 8.0101 2025-08-15 20:04:58,108 - pyskl - INFO - Epoch [75][1800/7492] lr: 2.540e-02, eta: 3 days, 9:04:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2725, top5_acc: 0.5147, loss_cls: 8.0847, loss: 8.0847 2025-08-15 20:05:49,595 - pyskl - INFO - Epoch [75][1900/7492] lr: 2.539e-02, eta: 3 days, 9:03:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5141, loss_cls: 8.0916, loss: 8.0916 2025-08-15 20:06:41,091 - pyskl - INFO - Epoch [75][2000/7492] lr: 2.538e-02, eta: 3 days, 9:02:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5091, loss_cls: 8.1788, loss: 8.1788 2025-08-15 20:07:32,461 - pyskl - INFO - Epoch [75][2100/7492] lr: 2.538e-02, eta: 3 days, 9:01:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2725, top5_acc: 0.5134, loss_cls: 7.9970, loss: 7.9970 2025-08-15 20:08:24,368 - pyskl - INFO - Epoch [75][2200/7492] lr: 2.537e-02, eta: 3 days, 9:00:39, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5212, loss_cls: 8.0374, loss: 8.0374 2025-08-15 20:09:16,028 - pyskl - INFO - Epoch [75][2300/7492] lr: 2.536e-02, eta: 3 days, 8:59:48, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5344, loss_cls: 7.9342, loss: 7.9342 2025-08-15 20:10:07,336 - pyskl - INFO - Epoch [75][2400/7492] lr: 2.536e-02, eta: 3 days, 8:58:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5084, loss_cls: 8.0452, loss: 8.0452 2025-08-15 20:10:58,591 - pyskl - INFO - Epoch [75][2500/7492] lr: 2.535e-02, eta: 3 days, 8:58:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2578, top5_acc: 0.5100, loss_cls: 8.0765, loss: 8.0765 2025-08-15 20:11:49,916 - pyskl - INFO - Epoch [75][2600/7492] lr: 2.534e-02, eta: 3 days, 8:57:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2863, top5_acc: 0.5312, loss_cls: 7.9767, loss: 7.9767 2025-08-15 20:12:41,231 - pyskl - INFO - Epoch [75][2700/7492] lr: 2.533e-02, eta: 3 days, 8:56:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5206, loss_cls: 7.9551, loss: 7.9551 2025-08-15 20:13:32,607 - pyskl - INFO - Epoch [75][2800/7492] lr: 2.533e-02, eta: 3 days, 8:55:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5272, loss_cls: 8.0178, loss: 8.0178 2025-08-15 20:14:23,996 - pyskl - INFO - Epoch [75][2900/7492] lr: 2.532e-02, eta: 3 days, 8:54:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5009, loss_cls: 8.1071, loss: 8.1071 2025-08-15 20:15:15,238 - pyskl - INFO - Epoch [75][3000/7492] lr: 2.531e-02, eta: 3 days, 8:53:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2725, top5_acc: 0.5191, loss_cls: 8.0845, loss: 8.0845 2025-08-15 20:16:06,482 - pyskl - INFO - Epoch [75][3100/7492] lr: 2.531e-02, eta: 3 days, 8:52:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5284, loss_cls: 8.0106, loss: 8.0106 2025-08-15 20:16:57,705 - pyskl - INFO - Epoch [75][3200/7492] lr: 2.530e-02, eta: 3 days, 8:52:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5222, loss_cls: 8.0323, loss: 8.0323 2025-08-15 20:17:49,061 - pyskl - INFO - Epoch [75][3300/7492] lr: 2.529e-02, eta: 3 days, 8:51:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2781, top5_acc: 0.5141, loss_cls: 8.0640, loss: 8.0640 2025-08-15 20:18:40,355 - pyskl - INFO - Epoch [75][3400/7492] lr: 2.529e-02, eta: 3 days, 8:50:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2728, top5_acc: 0.5209, loss_cls: 8.0208, loss: 8.0208 2025-08-15 20:19:31,580 - pyskl - INFO - Epoch [75][3500/7492] lr: 2.528e-02, eta: 3 days, 8:49:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5172, loss_cls: 8.1114, loss: 8.1114 2025-08-15 20:20:22,681 - pyskl - INFO - Epoch [75][3600/7492] lr: 2.527e-02, eta: 3 days, 8:48:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2853, top5_acc: 0.5316, loss_cls: 7.9964, loss: 7.9964 2025-08-15 20:21:13,989 - pyskl - INFO - Epoch [75][3700/7492] lr: 2.527e-02, eta: 3 days, 8:47:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5200, loss_cls: 8.0100, loss: 8.0100 2025-08-15 20:22:05,353 - pyskl - INFO - Epoch [75][3800/7492] lr: 2.526e-02, eta: 3 days, 8:46:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5203, loss_cls: 8.0270, loss: 8.0270 2025-08-15 20:22:56,702 - pyskl - INFO - Epoch [75][3900/7492] lr: 2.525e-02, eta: 3 days, 8:46:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5225, loss_cls: 8.0007, loss: 8.0007 2025-08-15 20:23:48,027 - pyskl - INFO - Epoch [75][4000/7492] lr: 2.524e-02, eta: 3 days, 8:45:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5175, loss_cls: 8.0757, loss: 8.0757 2025-08-15 20:24:39,534 - pyskl - INFO - Epoch [75][4100/7492] lr: 2.524e-02, eta: 3 days, 8:44:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2831, top5_acc: 0.5269, loss_cls: 8.0348, loss: 8.0348 2025-08-15 20:25:30,821 - pyskl - INFO - Epoch [75][4200/7492] lr: 2.523e-02, eta: 3 days, 8:43:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5344, loss_cls: 7.9311, loss: 7.9311 2025-08-15 20:26:22,022 - pyskl - INFO - Epoch [75][4300/7492] lr: 2.522e-02, eta: 3 days, 8:42:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2694, top5_acc: 0.5134, loss_cls: 8.0417, loss: 8.0417 2025-08-15 20:27:13,235 - pyskl - INFO - Epoch [75][4400/7492] lr: 2.522e-02, eta: 3 days, 8:41:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5097, loss_cls: 7.9862, loss: 7.9862 2025-08-15 20:28:04,799 - pyskl - INFO - Epoch [75][4500/7492] lr: 2.521e-02, eta: 3 days, 8:40:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5284, loss_cls: 8.0325, loss: 8.0325 2025-08-15 20:28:56,363 - pyskl - INFO - Epoch [75][4600/7492] lr: 2.520e-02, eta: 3 days, 8:40:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5344, loss_cls: 8.0502, loss: 8.0502 2025-08-15 20:29:47,812 - pyskl - INFO - Epoch [75][4700/7492] lr: 2.520e-02, eta: 3 days, 8:39:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5122, loss_cls: 8.1143, loss: 8.1143 2025-08-15 20:30:39,149 - pyskl - INFO - Epoch [75][4800/7492] lr: 2.519e-02, eta: 3 days, 8:38:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2691, top5_acc: 0.5131, loss_cls: 8.0757, loss: 8.0757 2025-08-15 20:31:30,581 - pyskl - INFO - Epoch [75][4900/7492] lr: 2.518e-02, eta: 3 days, 8:37:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5350, loss_cls: 7.9188, loss: 7.9188 2025-08-15 20:32:21,717 - pyskl - INFO - Epoch [75][5000/7492] lr: 2.517e-02, eta: 3 days, 8:36:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5300, loss_cls: 7.9736, loss: 7.9736 2025-08-15 20:33:12,968 - pyskl - INFO - Epoch [75][5100/7492] lr: 2.517e-02, eta: 3 days, 8:35:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2653, top5_acc: 0.5175, loss_cls: 8.0187, loss: 8.0187 2025-08-15 20:34:04,230 - pyskl - INFO - Epoch [75][5200/7492] lr: 2.516e-02, eta: 3 days, 8:34:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5091, loss_cls: 8.0824, loss: 8.0824 2025-08-15 20:34:55,550 - pyskl - INFO - Epoch [75][5300/7492] lr: 2.515e-02, eta: 3 days, 8:34:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.4978, loss_cls: 8.1853, loss: 8.1853 2025-08-15 20:35:46,810 - pyskl - INFO - Epoch [75][5400/7492] lr: 2.515e-02, eta: 3 days, 8:33:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2703, top5_acc: 0.5200, loss_cls: 8.0832, loss: 8.0832 2025-08-15 20:36:38,243 - pyskl - INFO - Epoch [75][5500/7492] lr: 2.514e-02, eta: 3 days, 8:32:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5247, loss_cls: 8.0495, loss: 8.0495 2025-08-15 20:37:29,914 - pyskl - INFO - Epoch [75][5600/7492] lr: 2.513e-02, eta: 3 days, 8:31:28, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2550, top5_acc: 0.5088, loss_cls: 8.1088, loss: 8.1088 2025-08-15 20:38:21,812 - pyskl - INFO - Epoch [75][5700/7492] lr: 2.513e-02, eta: 3 days, 8:30:37, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2728, top5_acc: 0.5184, loss_cls: 8.0394, loss: 8.0394 2025-08-15 20:39:13,308 - pyskl - INFO - Epoch [75][5800/7492] lr: 2.512e-02, eta: 3 days, 8:29:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5159, loss_cls: 8.0457, loss: 8.0457 2025-08-15 20:40:04,634 - pyskl - INFO - Epoch [75][5900/7492] lr: 2.511e-02, eta: 3 days, 8:28:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5241, loss_cls: 7.9818, loss: 7.9818 2025-08-15 20:40:55,902 - pyskl - INFO - Epoch [75][6000/7492] lr: 2.510e-02, eta: 3 days, 8:28:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5122, loss_cls: 8.0645, loss: 8.0645 2025-08-15 20:41:47,287 - pyskl - INFO - Epoch [75][6100/7492] lr: 2.510e-02, eta: 3 days, 8:27:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2728, top5_acc: 0.5081, loss_cls: 8.0673, loss: 8.0673 2025-08-15 20:42:38,522 - pyskl - INFO - Epoch [75][6200/7492] lr: 2.509e-02, eta: 3 days, 8:26:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5175, loss_cls: 8.0646, loss: 8.0646 2025-08-15 20:43:29,732 - pyskl - INFO - Epoch [75][6300/7492] lr: 2.508e-02, eta: 3 days, 8:25:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5175, loss_cls: 8.1413, loss: 8.1413 2025-08-15 20:44:20,798 - pyskl - INFO - Epoch [75][6400/7492] lr: 2.508e-02, eta: 3 days, 8:24:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5075, loss_cls: 7.9871, loss: 7.9871 2025-08-15 20:45:11,923 - pyskl - INFO - Epoch [75][6500/7492] lr: 2.507e-02, eta: 3 days, 8:23:45, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5122, loss_cls: 8.0584, loss: 8.0584 2025-08-15 20:46:03,342 - pyskl - INFO - Epoch [75][6600/7492] lr: 2.506e-02, eta: 3 days, 8:22:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5056, loss_cls: 8.0430, loss: 8.0430 2025-08-15 20:46:54,600 - pyskl - INFO - Epoch [75][6700/7492] lr: 2.506e-02, eta: 3 days, 8:22:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5072, loss_cls: 8.1282, loss: 8.1282 2025-08-15 20:47:45,883 - pyskl - INFO - Epoch [75][6800/7492] lr: 2.505e-02, eta: 3 days, 8:21:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2766, top5_acc: 0.5175, loss_cls: 7.9457, loss: 7.9457 2025-08-15 20:48:37,189 - pyskl - INFO - Epoch [75][6900/7492] lr: 2.504e-02, eta: 3 days, 8:20:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2647, top5_acc: 0.5166, loss_cls: 8.0615, loss: 8.0615 2025-08-15 20:49:28,509 - pyskl - INFO - Epoch [75][7000/7492] lr: 2.503e-02, eta: 3 days, 8:19:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2728, top5_acc: 0.5166, loss_cls: 8.0157, loss: 8.0157 2025-08-15 20:50:19,981 - pyskl - INFO - Epoch [75][7100/7492] lr: 2.503e-02, eta: 3 days, 8:18:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5166, loss_cls: 8.0418, loss: 8.0418 2025-08-15 20:51:11,314 - pyskl - INFO - Epoch [75][7200/7492] lr: 2.502e-02, eta: 3 days, 8:17:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5131, loss_cls: 8.0918, loss: 8.0918 2025-08-15 20:52:02,654 - pyskl - INFO - Epoch [75][7300/7492] lr: 2.501e-02, eta: 3 days, 8:16:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2734, top5_acc: 0.5231, loss_cls: 8.0732, loss: 8.0732 2025-08-15 20:52:53,994 - pyskl - INFO - Epoch [75][7400/7492] lr: 2.501e-02, eta: 3 days, 8:16:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2781, top5_acc: 0.5175, loss_cls: 8.0815, loss: 8.0815 2025-08-15 20:53:42,372 - pyskl - INFO - Saving checkpoint at 75 epochs 2025-08-15 20:54:39,280 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 20:54:40,021 - pyskl - INFO - top1_acc 0.2184 top5_acc 0.4503 2025-08-15 20:54:40,021 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 20:54:40,056 - pyskl - INFO - mean_acc 0.2181 2025-08-15 20:54:40,067 - pyskl - INFO - Epoch(val) [75][617] top1_acc: 0.2184, top5_acc: 0.4503, mean_class_accuracy: 0.2181 2025-08-15 20:56:01,601 - pyskl - INFO - Epoch [76][100/7492] lr: 2.499e-02, eta: 3 days, 8:14:05, time: 0.815, data_time: 0.303, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5416, loss_cls: 7.8815, loss: 7.8815 2025-08-15 20:56:53,034 - pyskl - INFO - Epoch [76][200/7492] lr: 2.499e-02, eta: 3 days, 8:13:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2775, top5_acc: 0.5363, loss_cls: 7.8877, loss: 7.8877 2025-08-15 20:57:44,640 - pyskl - INFO - Epoch [76][300/7492] lr: 2.498e-02, eta: 3 days, 8:12:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5175, loss_cls: 8.0443, loss: 8.0443 2025-08-15 20:58:35,943 - pyskl - INFO - Epoch [76][400/7492] lr: 2.497e-02, eta: 3 days, 8:11:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2831, top5_acc: 0.5125, loss_cls: 7.9781, loss: 7.9781 2025-08-15 20:59:27,443 - pyskl - INFO - Epoch [76][500/7492] lr: 2.497e-02, eta: 3 days, 8:10:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5359, loss_cls: 7.9647, loss: 7.9647 2025-08-15 21:00:18,779 - pyskl - INFO - Epoch [76][600/7492] lr: 2.496e-02, eta: 3 days, 8:09:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5272, loss_cls: 7.9728, loss: 7.9728 2025-08-15 21:01:10,177 - pyskl - INFO - Epoch [76][700/7492] lr: 2.495e-02, eta: 3 days, 8:08:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5366, loss_cls: 7.9540, loss: 7.9540 2025-08-15 21:02:01,665 - pyskl - INFO - Epoch [76][800/7492] lr: 2.494e-02, eta: 3 days, 8:08:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2734, top5_acc: 0.5228, loss_cls: 7.9498, loss: 7.9498 2025-08-15 21:02:53,049 - pyskl - INFO - Epoch [76][900/7492] lr: 2.494e-02, eta: 3 days, 8:07:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5178, loss_cls: 8.0192, loss: 8.0192 2025-08-15 21:03:44,548 - pyskl - INFO - Epoch [76][1000/7492] lr: 2.493e-02, eta: 3 days, 8:06:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5294, loss_cls: 8.0157, loss: 8.0157 2025-08-15 21:04:36,026 - pyskl - INFO - Epoch [76][1100/7492] lr: 2.492e-02, eta: 3 days, 8:05:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2694, top5_acc: 0.5116, loss_cls: 8.0826, loss: 8.0826 2025-08-15 21:05:27,410 - pyskl - INFO - Epoch [76][1200/7492] lr: 2.492e-02, eta: 3 days, 8:04:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2831, top5_acc: 0.5300, loss_cls: 7.8803, loss: 7.8803 2025-08-15 21:06:18,859 - pyskl - INFO - Epoch [76][1300/7492] lr: 2.491e-02, eta: 3 days, 8:03:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2847, top5_acc: 0.5222, loss_cls: 7.9937, loss: 7.9937 2025-08-15 21:07:10,224 - pyskl - INFO - Epoch [76][1400/7492] lr: 2.490e-02, eta: 3 days, 8:02:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2562, top5_acc: 0.5212, loss_cls: 8.0970, loss: 8.0970 2025-08-15 21:08:01,592 - pyskl - INFO - Epoch [76][1500/7492] lr: 2.490e-02, eta: 3 days, 8:02:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5259, loss_cls: 8.0140, loss: 8.0140 2025-08-15 21:08:53,015 - pyskl - INFO - Epoch [76][1600/7492] lr: 2.489e-02, eta: 3 days, 8:01:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5250, loss_cls: 7.9907, loss: 7.9907 2025-08-15 21:09:44,385 - pyskl - INFO - Epoch [76][1700/7492] lr: 2.488e-02, eta: 3 days, 8:00:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5181, loss_cls: 7.9681, loss: 7.9681 2025-08-15 21:10:35,797 - pyskl - INFO - Epoch [76][1800/7492] lr: 2.487e-02, eta: 3 days, 7:59:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5106, loss_cls: 8.1007, loss: 8.1007 2025-08-15 21:11:27,403 - pyskl - INFO - Epoch [76][1900/7492] lr: 2.487e-02, eta: 3 days, 7:58:40, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2806, top5_acc: 0.5138, loss_cls: 8.0799, loss: 8.0799 2025-08-15 21:12:18,852 - pyskl - INFO - Epoch [76][2000/7492] lr: 2.486e-02, eta: 3 days, 7:57:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5134, loss_cls: 8.0716, loss: 8.0716 2025-08-15 21:13:10,109 - pyskl - INFO - Epoch [76][2100/7492] lr: 2.485e-02, eta: 3 days, 7:56:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5203, loss_cls: 7.9772, loss: 7.9772 2025-08-15 21:14:01,502 - pyskl - INFO - Epoch [76][2200/7492] lr: 2.485e-02, eta: 3 days, 7:56:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5372, loss_cls: 7.9786, loss: 7.9786 2025-08-15 21:14:52,667 - pyskl - INFO - Epoch [76][2300/7492] lr: 2.484e-02, eta: 3 days, 7:55:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5125, loss_cls: 7.9151, loss: 7.9151 2025-08-15 21:15:44,015 - pyskl - INFO - Epoch [76][2400/7492] lr: 2.483e-02, eta: 3 days, 7:54:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2728, top5_acc: 0.5153, loss_cls: 7.9736, loss: 7.9736 2025-08-15 21:16:35,347 - pyskl - INFO - Epoch [76][2500/7492] lr: 2.483e-02, eta: 3 days, 7:53:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2778, top5_acc: 0.5259, loss_cls: 7.9957, loss: 7.9957 2025-08-15 21:17:26,534 - pyskl - INFO - Epoch [76][2600/7492] lr: 2.482e-02, eta: 3 days, 7:52:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2863, top5_acc: 0.5331, loss_cls: 7.9009, loss: 7.9009 2025-08-15 21:18:17,834 - pyskl - INFO - Epoch [76][2700/7492] lr: 2.481e-02, eta: 3 days, 7:51:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2728, top5_acc: 0.5103, loss_cls: 8.0985, loss: 8.0985 2025-08-15 21:19:09,290 - pyskl - INFO - Epoch [76][2800/7492] lr: 2.480e-02, eta: 3 days, 7:50:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2691, top5_acc: 0.5259, loss_cls: 8.0618, loss: 8.0618 2025-08-15 21:20:00,718 - pyskl - INFO - Epoch [76][2900/7492] lr: 2.480e-02, eta: 3 days, 7:50:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5206, loss_cls: 7.8950, loss: 7.8950 2025-08-15 21:20:52,136 - pyskl - INFO - Epoch [76][3000/7492] lr: 2.479e-02, eta: 3 days, 7:49:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5047, loss_cls: 8.0936, loss: 8.0936 2025-08-15 21:21:43,482 - pyskl - INFO - Epoch [76][3100/7492] lr: 2.478e-02, eta: 3 days, 7:48:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5166, loss_cls: 8.0990, loss: 8.0990 2025-08-15 21:22:34,849 - pyskl - INFO - Epoch [76][3200/7492] lr: 2.478e-02, eta: 3 days, 7:47:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5188, loss_cls: 8.0453, loss: 8.0453 2025-08-15 21:23:26,355 - pyskl - INFO - Epoch [76][3300/7492] lr: 2.477e-02, eta: 3 days, 7:46:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5091, loss_cls: 8.0616, loss: 8.0616 2025-08-15 21:24:17,658 - pyskl - INFO - Epoch [76][3400/7492] lr: 2.476e-02, eta: 3 days, 7:45:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5216, loss_cls: 8.0504, loss: 8.0504 2025-08-15 21:25:09,099 - pyskl - INFO - Epoch [76][3500/7492] lr: 2.476e-02, eta: 3 days, 7:44:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2694, top5_acc: 0.5116, loss_cls: 8.1131, loss: 8.1131 2025-08-15 21:26:00,357 - pyskl - INFO - Epoch [76][3600/7492] lr: 2.475e-02, eta: 3 days, 7:44:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2691, top5_acc: 0.5356, loss_cls: 7.9876, loss: 7.9876 2025-08-15 21:26:51,685 - pyskl - INFO - Epoch [76][3700/7492] lr: 2.474e-02, eta: 3 days, 7:43:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5334, loss_cls: 7.9183, loss: 7.9183 2025-08-15 21:27:43,131 - pyskl - INFO - Epoch [76][3800/7492] lr: 2.473e-02, eta: 3 days, 7:42:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5322, loss_cls: 8.0221, loss: 8.0221 2025-08-15 21:28:34,940 - pyskl - INFO - Epoch [76][3900/7492] lr: 2.473e-02, eta: 3 days, 7:41:31, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5056, loss_cls: 8.1185, loss: 8.1185 2025-08-15 21:29:26,201 - pyskl - INFO - Epoch [76][4000/7492] lr: 2.472e-02, eta: 3 days, 7:40:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5200, loss_cls: 8.0455, loss: 8.0455 2025-08-15 21:30:17,289 - pyskl - INFO - Epoch [76][4100/7492] lr: 2.471e-02, eta: 3 days, 7:39:48, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2762, top5_acc: 0.5259, loss_cls: 7.9494, loss: 7.9494 2025-08-15 21:31:08,580 - pyskl - INFO - Epoch [76][4200/7492] lr: 2.471e-02, eta: 3 days, 7:38:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5316, loss_cls: 8.0098, loss: 8.0098 2025-08-15 21:31:59,741 - pyskl - INFO - Epoch [76][4300/7492] lr: 2.470e-02, eta: 3 days, 7:38:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2625, top5_acc: 0.5194, loss_cls: 8.0457, loss: 8.0457 2025-08-15 21:32:51,117 - pyskl - INFO - Epoch [76][4400/7492] lr: 2.469e-02, eta: 3 days, 7:37:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2794, top5_acc: 0.5122, loss_cls: 8.0273, loss: 8.0273 2025-08-15 21:33:42,158 - pyskl - INFO - Epoch [76][4500/7492] lr: 2.469e-02, eta: 3 days, 7:36:22, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5059, loss_cls: 8.1352, loss: 8.1352 2025-08-15 21:34:33,327 - pyskl - INFO - Epoch [76][4600/7492] lr: 2.468e-02, eta: 3 days, 7:35:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5134, loss_cls: 8.0604, loss: 8.0604 2025-08-15 21:35:24,518 - pyskl - INFO - Epoch [76][4700/7492] lr: 2.467e-02, eta: 3 days, 7:34:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5169, loss_cls: 8.0380, loss: 8.0380 2025-08-15 21:36:15,695 - pyskl - INFO - Epoch [76][4800/7492] lr: 2.466e-02, eta: 3 days, 7:33:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5116, loss_cls: 8.0779, loss: 8.0779 2025-08-15 21:37:06,960 - pyskl - INFO - Epoch [76][4900/7492] lr: 2.466e-02, eta: 3 days, 7:32:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5188, loss_cls: 8.0348, loss: 8.0348 2025-08-15 21:37:58,327 - pyskl - INFO - Epoch [76][5000/7492] lr: 2.465e-02, eta: 3 days, 7:32:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2650, top5_acc: 0.5231, loss_cls: 7.9997, loss: 7.9997 2025-08-15 21:38:49,431 - pyskl - INFO - Epoch [76][5100/7492] lr: 2.464e-02, eta: 3 days, 7:31:12, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2594, top5_acc: 0.4956, loss_cls: 8.1389, loss: 8.1389 2025-08-15 21:39:40,494 - pyskl - INFO - Epoch [76][5200/7492] lr: 2.464e-02, eta: 3 days, 7:30:20, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5178, loss_cls: 8.0177, loss: 8.0177 2025-08-15 21:40:31,629 - pyskl - INFO - Epoch [76][5300/7492] lr: 2.463e-02, eta: 3 days, 7:29:28, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5191, loss_cls: 8.0526, loss: 8.0526 2025-08-15 21:41:22,771 - pyskl - INFO - Epoch [76][5400/7492] lr: 2.462e-02, eta: 3 days, 7:28:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2800, top5_acc: 0.5359, loss_cls: 7.9505, loss: 7.9505 2025-08-15 21:42:14,041 - pyskl - INFO - Epoch [76][5500/7492] lr: 2.462e-02, eta: 3 days, 7:27:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5194, loss_cls: 8.0482, loss: 8.0482 2025-08-15 21:43:05,265 - pyskl - INFO - Epoch [76][5600/7492] lr: 2.461e-02, eta: 3 days, 7:26:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5197, loss_cls: 8.0664, loss: 8.0664 2025-08-15 21:43:56,458 - pyskl - INFO - Epoch [76][5700/7492] lr: 2.460e-02, eta: 3 days, 7:26:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5250, loss_cls: 8.0133, loss: 8.0133 2025-08-15 21:44:47,568 - pyskl - INFO - Epoch [76][5800/7492] lr: 2.459e-02, eta: 3 days, 7:25:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5103, loss_cls: 8.0035, loss: 8.0035 2025-08-15 21:45:38,718 - pyskl - INFO - Epoch [76][5900/7492] lr: 2.459e-02, eta: 3 days, 7:24:19, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5038, loss_cls: 8.0667, loss: 8.0667 2025-08-15 21:46:29,843 - pyskl - INFO - Epoch [76][6000/7492] lr: 2.458e-02, eta: 3 days, 7:23:27, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5162, loss_cls: 8.0167, loss: 8.0167 2025-08-15 21:47:20,832 - pyskl - INFO - Epoch [76][6100/7492] lr: 2.457e-02, eta: 3 days, 7:22:35, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5128, loss_cls: 8.0208, loss: 8.0208 2025-08-15 21:48:12,131 - pyskl - INFO - Epoch [76][6200/7492] lr: 2.457e-02, eta: 3 days, 7:21:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5053, loss_cls: 8.0309, loss: 8.0309 2025-08-15 21:49:03,526 - pyskl - INFO - Epoch [76][6300/7492] lr: 2.456e-02, eta: 3 days, 7:20:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5281, loss_cls: 8.0145, loss: 8.0145 2025-08-15 21:49:54,755 - pyskl - INFO - Epoch [76][6400/7492] lr: 2.455e-02, eta: 3 days, 7:20:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2694, top5_acc: 0.5303, loss_cls: 8.1202, loss: 8.1202 2025-08-15 21:50:46,079 - pyskl - INFO - Epoch [76][6500/7492] lr: 2.455e-02, eta: 3 days, 7:19:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2766, top5_acc: 0.5209, loss_cls: 7.9778, loss: 7.9778 2025-08-15 21:51:37,512 - pyskl - INFO - Epoch [76][6600/7492] lr: 2.454e-02, eta: 3 days, 7:18:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5150, loss_cls: 8.1156, loss: 8.1156 2025-08-15 21:52:28,807 - pyskl - INFO - Epoch [76][6700/7492] lr: 2.453e-02, eta: 3 days, 7:17:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2834, top5_acc: 0.5216, loss_cls: 7.9920, loss: 7.9920 2025-08-15 21:53:20,053 - pyskl - INFO - Epoch [76][6800/7492] lr: 2.452e-02, eta: 3 days, 7:16:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5219, loss_cls: 8.0538, loss: 8.0538 2025-08-15 21:54:11,334 - pyskl - INFO - Epoch [76][6900/7492] lr: 2.452e-02, eta: 3 days, 7:15:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2847, top5_acc: 0.5322, loss_cls: 7.9285, loss: 7.9285 2025-08-15 21:55:02,658 - pyskl - INFO - Epoch [76][7000/7492] lr: 2.451e-02, eta: 3 days, 7:14:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2644, top5_acc: 0.5144, loss_cls: 8.1111, loss: 8.1111 2025-08-15 21:55:53,754 - pyskl - INFO - Epoch [76][7100/7492] lr: 2.450e-02, eta: 3 days, 7:14:00, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5259, loss_cls: 7.9454, loss: 7.9454 2025-08-15 21:56:44,895 - pyskl - INFO - Epoch [76][7200/7492] lr: 2.450e-02, eta: 3 days, 7:13:08, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5319, loss_cls: 7.9930, loss: 7.9930 2025-08-15 21:57:36,095 - pyskl - INFO - Epoch [76][7300/7492] lr: 2.449e-02, eta: 3 days, 7:12:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2675, top5_acc: 0.5125, loss_cls: 8.0907, loss: 8.0907 2025-08-15 21:58:27,470 - pyskl - INFO - Epoch [76][7400/7492] lr: 2.448e-02, eta: 3 days, 7:11:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5162, loss_cls: 7.9773, loss: 7.9773 2025-08-15 21:59:15,368 - pyskl - INFO - Saving checkpoint at 76 epochs 2025-08-15 22:00:11,958 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 22:00:12,689 - pyskl - INFO - top1_acc 0.2435 top5_acc 0.4768 2025-08-15 22:00:12,689 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 22:00:12,725 - pyskl - INFO - mean_acc 0.2434 2025-08-15 22:00:12,797 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_73.pth was removed 2025-08-15 22:00:13,886 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. 2025-08-15 22:00:13,887 - pyskl - INFO - Best top1_acc is 0.2435 at 76 epoch. 2025-08-15 22:00:13,897 - pyskl - INFO - Epoch(val) [76][617] top1_acc: 0.2435, top5_acc: 0.4768, mean_class_accuracy: 0.2434 2025-08-15 22:01:36,931 - pyskl - INFO - Epoch [77][100/7492] lr: 2.447e-02, eta: 3 days, 7:09:31, time: 0.830, data_time: 0.312, memory: 13026, top1_acc: 0.2856, top5_acc: 0.5347, loss_cls: 7.9129, loss: 7.9129 2025-08-15 22:02:28,479 - pyskl - INFO - Epoch [77][200/7492] lr: 2.446e-02, eta: 3 days, 7:08:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5169, loss_cls: 7.9858, loss: 7.9858 2025-08-15 22:03:19,856 - pyskl - INFO - Epoch [77][300/7492] lr: 2.446e-02, eta: 3 days, 7:07:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5294, loss_cls: 7.9571, loss: 7.9571 2025-08-15 22:04:11,117 - pyskl - INFO - Epoch [77][400/7492] lr: 2.445e-02, eta: 3 days, 7:06:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5369, loss_cls: 7.8841, loss: 7.8841 2025-08-15 22:05:02,369 - pyskl - INFO - Epoch [77][500/7492] lr: 2.444e-02, eta: 3 days, 7:06:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5206, loss_cls: 7.9762, loss: 7.9762 2025-08-15 22:05:53,662 - pyskl - INFO - Epoch [77][600/7492] lr: 2.443e-02, eta: 3 days, 7:05:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5219, loss_cls: 7.9268, loss: 7.9268 2025-08-15 22:06:44,902 - pyskl - INFO - Epoch [77][700/7492] lr: 2.443e-02, eta: 3 days, 7:04:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5387, loss_cls: 7.8683, loss: 7.8683 2025-08-15 22:07:36,144 - pyskl - INFO - Epoch [77][800/7492] lr: 2.442e-02, eta: 3 days, 7:03:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5166, loss_cls: 7.9428, loss: 7.9428 2025-08-15 22:08:27,560 - pyskl - INFO - Epoch [77][900/7492] lr: 2.441e-02, eta: 3 days, 7:02:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5259, loss_cls: 7.9730, loss: 7.9730 2025-08-15 22:09:18,894 - pyskl - INFO - Epoch [77][1000/7492] lr: 2.441e-02, eta: 3 days, 7:01:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5166, loss_cls: 8.0083, loss: 8.0083 2025-08-15 22:10:10,414 - pyskl - INFO - Epoch [77][1100/7492] lr: 2.440e-02, eta: 3 days, 7:00:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5103, loss_cls: 8.0983, loss: 8.0983 2025-08-15 22:11:01,781 - pyskl - INFO - Epoch [77][1200/7492] lr: 2.439e-02, eta: 3 days, 7:00:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2809, top5_acc: 0.5209, loss_cls: 8.0009, loss: 8.0009 2025-08-15 22:11:53,302 - pyskl - INFO - Epoch [77][1300/7492] lr: 2.439e-02, eta: 3 days, 6:59:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2762, top5_acc: 0.5122, loss_cls: 8.0960, loss: 8.0960 2025-08-15 22:12:44,603 - pyskl - INFO - Epoch [77][1400/7492] lr: 2.438e-02, eta: 3 days, 6:58:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5353, loss_cls: 7.8989, loss: 7.8989 2025-08-15 22:13:35,945 - pyskl - INFO - Epoch [77][1500/7492] lr: 2.437e-02, eta: 3 days, 6:57:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2834, top5_acc: 0.5344, loss_cls: 7.8597, loss: 7.8597 2025-08-15 22:14:27,371 - pyskl - INFO - Epoch [77][1600/7492] lr: 2.436e-02, eta: 3 days, 6:56:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2628, top5_acc: 0.5175, loss_cls: 8.1029, loss: 8.1029 2025-08-15 22:15:18,783 - pyskl - INFO - Epoch [77][1700/7492] lr: 2.436e-02, eta: 3 days, 6:55:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5191, loss_cls: 7.9838, loss: 7.9838 2025-08-15 22:16:10,193 - pyskl - INFO - Epoch [77][1800/7492] lr: 2.435e-02, eta: 3 days, 6:54:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5384, loss_cls: 7.9458, loss: 7.9458 2025-08-15 22:17:01,491 - pyskl - INFO - Epoch [77][1900/7492] lr: 2.434e-02, eta: 3 days, 6:54:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5319, loss_cls: 7.9341, loss: 7.9341 2025-08-15 22:17:52,816 - pyskl - INFO - Epoch [77][2000/7492] lr: 2.434e-02, eta: 3 days, 6:53:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5191, loss_cls: 7.9738, loss: 7.9738 2025-08-15 22:18:44,325 - pyskl - INFO - Epoch [77][2100/7492] lr: 2.433e-02, eta: 3 days, 6:52:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2622, top5_acc: 0.5131, loss_cls: 8.0877, loss: 8.0877 2025-08-15 22:19:35,692 - pyskl - INFO - Epoch [77][2200/7492] lr: 2.432e-02, eta: 3 days, 6:51:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5266, loss_cls: 7.9571, loss: 7.9571 2025-08-15 22:20:27,012 - pyskl - INFO - Epoch [77][2300/7492] lr: 2.432e-02, eta: 3 days, 6:50:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5150, loss_cls: 8.0754, loss: 8.0754 2025-08-15 22:21:18,540 - pyskl - INFO - Epoch [77][2400/7492] lr: 2.431e-02, eta: 3 days, 6:49:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2584, top5_acc: 0.5169, loss_cls: 8.1286, loss: 8.1286 2025-08-15 22:22:09,924 - pyskl - INFO - Epoch [77][2500/7492] lr: 2.430e-02, eta: 3 days, 6:48:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2850, top5_acc: 0.5406, loss_cls: 7.8706, loss: 7.8706 2025-08-15 22:23:01,313 - pyskl - INFO - Epoch [77][2600/7492] lr: 2.429e-02, eta: 3 days, 6:48:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5122, loss_cls: 8.0008, loss: 8.0008 2025-08-15 22:23:52,691 - pyskl - INFO - Epoch [77][2700/7492] lr: 2.429e-02, eta: 3 days, 6:47:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5288, loss_cls: 7.9783, loss: 7.9783 2025-08-15 22:24:43,965 - pyskl - INFO - Epoch [77][2800/7492] lr: 2.428e-02, eta: 3 days, 6:46:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5162, loss_cls: 7.9545, loss: 7.9545 2025-08-15 22:25:35,507 - pyskl - INFO - Epoch [77][2900/7492] lr: 2.427e-02, eta: 3 days, 6:45:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2631, top5_acc: 0.5159, loss_cls: 8.0733, loss: 8.0733 2025-08-15 22:26:26,997 - pyskl - INFO - Epoch [77][3000/7492] lr: 2.427e-02, eta: 3 days, 6:44:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5331, loss_cls: 7.9248, loss: 7.9248 2025-08-15 22:27:18,571 - pyskl - INFO - Epoch [77][3100/7492] lr: 2.426e-02, eta: 3 days, 6:43:48, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2781, top5_acc: 0.5219, loss_cls: 7.9902, loss: 7.9902 2025-08-15 22:28:10,062 - pyskl - INFO - Epoch [77][3200/7492] lr: 2.425e-02, eta: 3 days, 6:42:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5294, loss_cls: 7.9816, loss: 7.9816 2025-08-15 22:29:01,595 - pyskl - INFO - Epoch [77][3300/7492] lr: 2.425e-02, eta: 3 days, 6:42:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5259, loss_cls: 8.0159, loss: 8.0159 2025-08-15 22:29:52,942 - pyskl - INFO - Epoch [77][3400/7492] lr: 2.424e-02, eta: 3 days, 6:41:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5234, loss_cls: 8.0271, loss: 8.0271 2025-08-15 22:30:44,310 - pyskl - INFO - Epoch [77][3500/7492] lr: 2.423e-02, eta: 3 days, 6:40:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5212, loss_cls: 7.9678, loss: 7.9678 2025-08-15 22:31:35,598 - pyskl - INFO - Epoch [77][3600/7492] lr: 2.422e-02, eta: 3 days, 6:39:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5281, loss_cls: 7.9689, loss: 7.9689 2025-08-15 22:32:26,750 - pyskl - INFO - Epoch [77][3700/7492] lr: 2.422e-02, eta: 3 days, 6:38:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5203, loss_cls: 8.0223, loss: 8.0223 2025-08-15 22:33:18,171 - pyskl - INFO - Epoch [77][3800/7492] lr: 2.421e-02, eta: 3 days, 6:37:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5212, loss_cls: 7.9703, loss: 7.9703 2025-08-15 22:34:09,515 - pyskl - INFO - Epoch [77][3900/7492] lr: 2.420e-02, eta: 3 days, 6:36:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2844, top5_acc: 0.5241, loss_cls: 7.9430, loss: 7.9430 2025-08-15 22:35:01,039 - pyskl - INFO - Epoch [77][4000/7492] lr: 2.420e-02, eta: 3 days, 6:36:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5188, loss_cls: 7.9037, loss: 7.9037 2025-08-15 22:35:52,818 - pyskl - INFO - Epoch [77][4100/7492] lr: 2.419e-02, eta: 3 days, 6:35:14, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5272, loss_cls: 8.0136, loss: 8.0136 2025-08-15 22:36:44,333 - pyskl - INFO - Epoch [77][4200/7492] lr: 2.418e-02, eta: 3 days, 6:34:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5156, loss_cls: 8.0127, loss: 8.0127 2025-08-15 22:37:35,700 - pyskl - INFO - Epoch [77][4300/7492] lr: 2.418e-02, eta: 3 days, 6:33:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2762, top5_acc: 0.5169, loss_cls: 7.9769, loss: 7.9769 2025-08-15 22:38:27,197 - pyskl - INFO - Epoch [77][4400/7492] lr: 2.417e-02, eta: 3 days, 6:32:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2459, top5_acc: 0.4975, loss_cls: 8.1803, loss: 8.1803 2025-08-15 22:39:18,480 - pyskl - INFO - Epoch [77][4500/7492] lr: 2.416e-02, eta: 3 days, 6:31:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5225, loss_cls: 7.9453, loss: 7.9453 2025-08-15 22:40:09,953 - pyskl - INFO - Epoch [77][4600/7492] lr: 2.416e-02, eta: 3 days, 6:30:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2669, top5_acc: 0.5169, loss_cls: 8.0598, loss: 8.0598 2025-08-15 22:41:01,256 - pyskl - INFO - Epoch [77][4700/7492] lr: 2.415e-02, eta: 3 days, 6:30:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5356, loss_cls: 7.9210, loss: 7.9210 2025-08-15 22:41:52,441 - pyskl - INFO - Epoch [77][4800/7492] lr: 2.414e-02, eta: 3 days, 6:29:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5112, loss_cls: 8.1411, loss: 8.1411 2025-08-15 22:42:43,742 - pyskl - INFO - Epoch [77][4900/7492] lr: 2.413e-02, eta: 3 days, 6:28:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2725, top5_acc: 0.5291, loss_cls: 8.0907, loss: 8.0907 2025-08-15 22:43:34,904 - pyskl - INFO - Epoch [77][5000/7492] lr: 2.413e-02, eta: 3 days, 6:27:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2575, top5_acc: 0.5141, loss_cls: 8.0823, loss: 8.0823 2025-08-15 22:44:26,112 - pyskl - INFO - Epoch [77][5100/7492] lr: 2.412e-02, eta: 3 days, 6:26:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5297, loss_cls: 8.0001, loss: 8.0001 2025-08-15 22:45:17,303 - pyskl - INFO - Epoch [77][5200/7492] lr: 2.411e-02, eta: 3 days, 6:25:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2728, top5_acc: 0.5272, loss_cls: 7.9578, loss: 7.9578 2025-08-15 22:46:08,509 - pyskl - INFO - Epoch [77][5300/7492] lr: 2.411e-02, eta: 3 days, 6:24:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2797, top5_acc: 0.5188, loss_cls: 7.9811, loss: 7.9811 2025-08-15 22:46:59,721 - pyskl - INFO - Epoch [77][5400/7492] lr: 2.410e-02, eta: 3 days, 6:24:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5291, loss_cls: 7.9413, loss: 7.9413 2025-08-15 22:47:51,349 - pyskl - INFO - Epoch [77][5500/7492] lr: 2.409e-02, eta: 3 days, 6:23:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2781, top5_acc: 0.5306, loss_cls: 8.0082, loss: 8.0082 2025-08-15 22:48:42,818 - pyskl - INFO - Epoch [77][5600/7492] lr: 2.409e-02, eta: 3 days, 6:22:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5231, loss_cls: 8.0195, loss: 8.0195 2025-08-15 22:49:34,366 - pyskl - INFO - Epoch [77][5700/7492] lr: 2.408e-02, eta: 3 days, 6:21:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2684, top5_acc: 0.5256, loss_cls: 8.0792, loss: 8.0792 2025-08-15 22:50:25,906 - pyskl - INFO - Epoch [77][5800/7492] lr: 2.407e-02, eta: 3 days, 6:20:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5166, loss_cls: 8.0268, loss: 8.0268 2025-08-15 22:51:17,280 - pyskl - INFO - Epoch [77][5900/7492] lr: 2.406e-02, eta: 3 days, 6:19:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5300, loss_cls: 8.0588, loss: 8.0588 2025-08-15 22:52:08,662 - pyskl - INFO - Epoch [77][6000/7492] lr: 2.406e-02, eta: 3 days, 6:18:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5331, loss_cls: 7.9377, loss: 7.9377 2025-08-15 22:53:00,101 - pyskl - INFO - Epoch [77][6100/7492] lr: 2.405e-02, eta: 3 days, 6:18:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2644, top5_acc: 0.5069, loss_cls: 8.1057, loss: 8.1057 2025-08-15 22:53:51,394 - pyskl - INFO - Epoch [77][6200/7492] lr: 2.404e-02, eta: 3 days, 6:17:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2606, top5_acc: 0.5094, loss_cls: 7.9918, loss: 7.9918 2025-08-15 22:54:42,791 - pyskl - INFO - Epoch [77][6300/7492] lr: 2.404e-02, eta: 3 days, 6:16:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2734, top5_acc: 0.5103, loss_cls: 8.0661, loss: 8.0661 2025-08-15 22:55:34,317 - pyskl - INFO - Epoch [77][6400/7492] lr: 2.403e-02, eta: 3 days, 6:15:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5178, loss_cls: 8.0663, loss: 8.0663 2025-08-15 22:56:25,656 - pyskl - INFO - Epoch [77][6500/7492] lr: 2.402e-02, eta: 3 days, 6:14:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2619, top5_acc: 0.5169, loss_cls: 7.9936, loss: 7.9936 2025-08-15 22:57:17,322 - pyskl - INFO - Epoch [77][6600/7492] lr: 2.402e-02, eta: 3 days, 6:13:48, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2844, top5_acc: 0.5238, loss_cls: 7.9787, loss: 7.9787 2025-08-15 22:58:08,516 - pyskl - INFO - Epoch [77][6700/7492] lr: 2.401e-02, eta: 3 days, 6:12:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5172, loss_cls: 8.0025, loss: 8.0025 2025-08-15 22:59:00,014 - pyskl - INFO - Epoch [77][6800/7492] lr: 2.400e-02, eta: 3 days, 6:12:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5222, loss_cls: 8.0904, loss: 8.0904 2025-08-15 22:59:51,441 - pyskl - INFO - Epoch [77][6900/7492] lr: 2.399e-02, eta: 3 days, 6:11:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5225, loss_cls: 8.0857, loss: 8.0857 2025-08-15 23:00:42,996 - pyskl - INFO - Epoch [77][7000/7492] lr: 2.399e-02, eta: 3 days, 6:10:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5144, loss_cls: 8.0380, loss: 8.0380 2025-08-15 23:01:34,455 - pyskl - INFO - Epoch [77][7100/7492] lr: 2.398e-02, eta: 3 days, 6:09:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5363, loss_cls: 8.0021, loss: 8.0021 2025-08-15 23:02:25,687 - pyskl - INFO - Epoch [77][7200/7492] lr: 2.397e-02, eta: 3 days, 6:08:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2778, top5_acc: 0.5250, loss_cls: 8.0252, loss: 8.0252 2025-08-15 23:03:17,182 - pyskl - INFO - Epoch [77][7300/7492] lr: 2.397e-02, eta: 3 days, 6:07:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5175, loss_cls: 8.0657, loss: 8.0657 2025-08-15 23:04:08,989 - pyskl - INFO - Epoch [77][7400/7492] lr: 2.396e-02, eta: 3 days, 6:06:57, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2762, top5_acc: 0.5172, loss_cls: 8.0263, loss: 8.0263 2025-08-15 23:04:57,330 - pyskl - INFO - Saving checkpoint at 77 epochs 2025-08-15 23:05:53,163 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-15 23:05:53,914 - pyskl - INFO - top1_acc 0.2298 top5_acc 0.4628 2025-08-15 23:05:53,914 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-15 23:05:53,952 - pyskl - INFO - mean_acc 0.2296 2025-08-15 23:05:53,971 - pyskl - INFO - Epoch(val) [77][617] top1_acc: 0.2298, top5_acc: 0.4628, mean_class_accuracy: 0.2296 2025-08-15 23:07:15,888 - pyskl - INFO - Epoch [78][100/7492] lr: 2.395e-02, eta: 3 days, 6:05:03, time: 0.819, data_time: 0.306, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5256, loss_cls: 8.0131, loss: 8.0131 2025-08-15 23:08:07,125 - pyskl - INFO - Epoch [78][200/7492] lr: 2.394e-02, eta: 3 days, 6:04:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2900, top5_acc: 0.5444, loss_cls: 7.8359, loss: 7.8359 2025-08-15 23:08:58,531 - pyskl - INFO - Epoch [78][300/7492] lr: 2.393e-02, eta: 3 days, 6:03:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5394, loss_cls: 7.8908, loss: 7.8908 2025-08-15 23:09:49,861 - pyskl - INFO - Epoch [78][400/7492] lr: 2.393e-02, eta: 3 days, 6:02:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5281, loss_cls: 8.0338, loss: 8.0338 2025-08-15 23:10:41,173 - pyskl - INFO - Epoch [78][500/7492] lr: 2.392e-02, eta: 3 days, 6:01:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2844, top5_acc: 0.5381, loss_cls: 7.9285, loss: 7.9285 2025-08-15 23:11:32,315 - pyskl - INFO - Epoch [78][600/7492] lr: 2.391e-02, eta: 3 days, 6:00:45, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2778, top5_acc: 0.5250, loss_cls: 7.9338, loss: 7.9338 2025-08-15 23:12:23,743 - pyskl - INFO - Epoch [78][700/7492] lr: 2.390e-02, eta: 3 days, 5:59:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5228, loss_cls: 7.9808, loss: 7.9808 2025-08-15 23:13:15,102 - pyskl - INFO - Epoch [78][800/7492] lr: 2.390e-02, eta: 3 days, 5:59:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5122, loss_cls: 8.0564, loss: 8.0564 2025-08-15 23:14:06,443 - pyskl - INFO - Epoch [78][900/7492] lr: 2.389e-02, eta: 3 days, 5:58:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2884, top5_acc: 0.5347, loss_cls: 7.9389, loss: 7.9389 2025-08-15 23:14:57,739 - pyskl - INFO - Epoch [78][1000/7492] lr: 2.388e-02, eta: 3 days, 5:57:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2766, top5_acc: 0.5209, loss_cls: 8.0190, loss: 8.0190 2025-08-15 23:15:49,385 - pyskl - INFO - Epoch [78][1100/7492] lr: 2.388e-02, eta: 3 days, 5:56:28, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5200, loss_cls: 7.9254, loss: 7.9254 2025-08-15 23:16:40,620 - pyskl - INFO - Epoch [78][1200/7492] lr: 2.387e-02, eta: 3 days, 5:55:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5134, loss_cls: 8.0100, loss: 8.0100 2025-08-15 23:17:31,883 - pyskl - INFO - Epoch [78][1300/7492] lr: 2.386e-02, eta: 3 days, 5:54:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2947, top5_acc: 0.5456, loss_cls: 7.8869, loss: 7.8869 2025-08-15 23:18:23,553 - pyskl - INFO - Epoch [78][1400/7492] lr: 2.386e-02, eta: 3 days, 5:53:54, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5162, loss_cls: 8.0132, loss: 8.0132 2025-08-15 23:19:15,169 - pyskl - INFO - Epoch [78][1500/7492] lr: 2.385e-02, eta: 3 days, 5:53:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5487, loss_cls: 7.8444, loss: 7.8444 2025-08-15 23:20:06,497 - pyskl - INFO - Epoch [78][1600/7492] lr: 2.384e-02, eta: 3 days, 5:52:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5394, loss_cls: 7.8971, loss: 7.8971 2025-08-15 23:20:57,851 - pyskl - INFO - Epoch [78][1700/7492] lr: 2.383e-02, eta: 3 days, 5:51:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5253, loss_cls: 8.0411, loss: 8.0411 2025-08-15 23:21:49,166 - pyskl - INFO - Epoch [78][1800/7492] lr: 2.383e-02, eta: 3 days, 5:50:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5172, loss_cls: 8.0137, loss: 8.0137 2025-08-15 23:22:40,706 - pyskl - INFO - Epoch [78][1900/7492] lr: 2.382e-02, eta: 3 days, 5:49:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5206, loss_cls: 8.0468, loss: 8.0468 2025-08-15 23:23:32,016 - pyskl - INFO - Epoch [78][2000/7492] lr: 2.381e-02, eta: 3 days, 5:48:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2762, top5_acc: 0.5234, loss_cls: 7.9462, loss: 7.9462 2025-08-15 23:24:23,313 - pyskl - INFO - Epoch [78][2100/7492] lr: 2.381e-02, eta: 3 days, 5:47:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2847, top5_acc: 0.5353, loss_cls: 7.9626, loss: 7.9626 2025-08-15 23:25:14,790 - pyskl - INFO - Epoch [78][2200/7492] lr: 2.380e-02, eta: 3 days, 5:47:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5122, loss_cls: 7.9855, loss: 7.9855 2025-08-15 23:26:06,321 - pyskl - INFO - Epoch [78][2300/7492] lr: 2.379e-02, eta: 3 days, 5:46:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2731, top5_acc: 0.5175, loss_cls: 8.0613, loss: 8.0613 2025-08-15 23:26:57,886 - pyskl - INFO - Epoch [78][2400/7492] lr: 2.379e-02, eta: 3 days, 5:45:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5284, loss_cls: 7.9337, loss: 7.9337 2025-08-15 23:27:49,768 - pyskl - INFO - Epoch [78][2500/7492] lr: 2.378e-02, eta: 3 days, 5:44:29, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2766, top5_acc: 0.5225, loss_cls: 7.9316, loss: 7.9316 2025-08-15 23:28:41,270 - pyskl - INFO - Epoch [78][2600/7492] lr: 2.377e-02, eta: 3 days, 5:43:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2800, top5_acc: 0.5341, loss_cls: 7.9580, loss: 7.9580 2025-08-15 23:29:33,067 - pyskl - INFO - Epoch [78][2700/7492] lr: 2.376e-02, eta: 3 days, 5:42:47, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2700, top5_acc: 0.5228, loss_cls: 8.0240, loss: 8.0240 2025-08-15 23:30:24,467 - pyskl - INFO - Epoch [78][2800/7492] lr: 2.376e-02, eta: 3 days, 5:41:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2762, top5_acc: 0.5244, loss_cls: 7.9739, loss: 7.9739 2025-08-15 23:31:15,991 - pyskl - INFO - Epoch [78][2900/7492] lr: 2.375e-02, eta: 3 days, 5:41:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5147, loss_cls: 8.0009, loss: 8.0009 2025-08-15 23:32:07,324 - pyskl - INFO - Epoch [78][3000/7492] lr: 2.374e-02, eta: 3 days, 5:40:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5116, loss_cls: 7.9841, loss: 7.9841 2025-08-15 23:32:59,008 - pyskl - INFO - Epoch [78][3100/7492] lr: 2.374e-02, eta: 3 days, 5:39:21, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5506, loss_cls: 7.9705, loss: 7.9705 2025-08-15 23:33:50,549 - pyskl - INFO - Epoch [78][3200/7492] lr: 2.373e-02, eta: 3 days, 5:38:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5294, loss_cls: 8.0112, loss: 8.0112 2025-08-15 23:34:42,007 - pyskl - INFO - Epoch [78][3300/7492] lr: 2.372e-02, eta: 3 days, 5:37:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5406, loss_cls: 7.9346, loss: 7.9346 2025-08-15 23:35:33,624 - pyskl - INFO - Epoch [78][3400/7492] lr: 2.372e-02, eta: 3 days, 5:36:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2800, top5_acc: 0.5278, loss_cls: 7.8885, loss: 7.8885 2025-08-15 23:36:24,963 - pyskl - INFO - Epoch [78][3500/7492] lr: 2.371e-02, eta: 3 days, 5:35:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5200, loss_cls: 8.0882, loss: 8.0882 2025-08-15 23:37:16,433 - pyskl - INFO - Epoch [78][3600/7492] lr: 2.370e-02, eta: 3 days, 5:35:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5303, loss_cls: 7.9329, loss: 7.9329 2025-08-15 23:38:07,843 - pyskl - INFO - Epoch [78][3700/7492] lr: 2.369e-02, eta: 3 days, 5:34:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5262, loss_cls: 8.0361, loss: 8.0361 2025-08-15 23:38:59,157 - pyskl - INFO - Epoch [78][3800/7492] lr: 2.369e-02, eta: 3 days, 5:33:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5259, loss_cls: 7.9209, loss: 7.9209 2025-08-15 23:39:50,470 - pyskl - INFO - Epoch [78][3900/7492] lr: 2.368e-02, eta: 3 days, 5:32:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5241, loss_cls: 8.0389, loss: 8.0389 2025-08-15 23:40:41,846 - pyskl - INFO - Epoch [78][4000/7492] lr: 2.367e-02, eta: 3 days, 5:31:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5266, loss_cls: 7.9911, loss: 7.9911 2025-08-15 23:41:33,034 - pyskl - INFO - Epoch [78][4100/7492] lr: 2.367e-02, eta: 3 days, 5:30:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5350, loss_cls: 7.9585, loss: 7.9585 2025-08-15 23:42:24,352 - pyskl - INFO - Epoch [78][4200/7492] lr: 2.366e-02, eta: 3 days, 5:29:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2944, top5_acc: 0.5297, loss_cls: 7.9865, loss: 7.9865 2025-08-15 23:43:15,651 - pyskl - INFO - Epoch [78][4300/7492] lr: 2.365e-02, eta: 3 days, 5:29:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5238, loss_cls: 7.9902, loss: 7.9902 2025-08-15 23:44:07,233 - pyskl - INFO - Epoch [78][4400/7492] lr: 2.365e-02, eta: 3 days, 5:28:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2659, top5_acc: 0.5106, loss_cls: 8.0509, loss: 8.0509 2025-08-15 23:44:58,501 - pyskl - INFO - Epoch [78][4500/7492] lr: 2.364e-02, eta: 3 days, 5:27:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5359, loss_cls: 7.9271, loss: 7.9271 2025-08-15 23:45:49,824 - pyskl - INFO - Epoch [78][4600/7492] lr: 2.363e-02, eta: 3 days, 5:26:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2834, top5_acc: 0.5269, loss_cls: 7.9718, loss: 7.9718 2025-08-15 23:46:41,329 - pyskl - INFO - Epoch [78][4700/7492] lr: 2.363e-02, eta: 3 days, 5:25:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2809, top5_acc: 0.5378, loss_cls: 7.8881, loss: 7.8881 2025-08-15 23:47:32,709 - pyskl - INFO - Epoch [78][4800/7492] lr: 2.362e-02, eta: 3 days, 5:24:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5463, loss_cls: 7.8022, loss: 7.8022 2025-08-15 23:48:24,122 - pyskl - INFO - Epoch [78][4900/7492] lr: 2.361e-02, eta: 3 days, 5:23:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5203, loss_cls: 8.0445, loss: 8.0445 2025-08-15 23:49:15,295 - pyskl - INFO - Epoch [78][5000/7492] lr: 2.360e-02, eta: 3 days, 5:23:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2691, top5_acc: 0.5306, loss_cls: 7.9583, loss: 7.9583 2025-08-15 23:50:06,412 - pyskl - INFO - Epoch [78][5100/7492] lr: 2.360e-02, eta: 3 days, 5:22:12, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5278, loss_cls: 7.8867, loss: 7.8867 2025-08-15 23:50:57,531 - pyskl - INFO - Epoch [78][5200/7492] lr: 2.359e-02, eta: 3 days, 5:21:21, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2634, top5_acc: 0.5159, loss_cls: 8.0575, loss: 8.0575 2025-08-15 23:51:48,793 - pyskl - INFO - Epoch [78][5300/7492] lr: 2.358e-02, eta: 3 days, 5:20:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2800, top5_acc: 0.5219, loss_cls: 7.9652, loss: 7.9652 2025-08-15 23:52:40,223 - pyskl - INFO - Epoch [78][5400/7492] lr: 2.358e-02, eta: 3 days, 5:19:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2844, top5_acc: 0.5288, loss_cls: 7.9434, loss: 7.9434 2025-08-15 23:53:31,678 - pyskl - INFO - Epoch [78][5500/7492] lr: 2.357e-02, eta: 3 days, 5:18:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5181, loss_cls: 8.0228, loss: 8.0228 2025-08-15 23:54:22,887 - pyskl - INFO - Epoch [78][5600/7492] lr: 2.356e-02, eta: 3 days, 5:17:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2691, top5_acc: 0.5188, loss_cls: 8.1135, loss: 8.1135 2025-08-15 23:55:14,070 - pyskl - INFO - Epoch [78][5700/7492] lr: 2.356e-02, eta: 3 days, 5:17:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5322, loss_cls: 8.0050, loss: 8.0050 2025-08-15 23:56:05,628 - pyskl - INFO - Epoch [78][5800/7492] lr: 2.355e-02, eta: 3 days, 5:16:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5191, loss_cls: 7.9975, loss: 7.9975 2025-08-15 23:56:57,114 - pyskl - INFO - Epoch [78][5900/7492] lr: 2.354e-02, eta: 3 days, 5:15:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5069, loss_cls: 8.0703, loss: 8.0703 2025-08-15 23:57:48,301 - pyskl - INFO - Epoch [78][6000/7492] lr: 2.353e-02, eta: 3 days, 5:14:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5206, loss_cls: 8.0631, loss: 8.0631 2025-08-15 23:58:39,603 - pyskl - INFO - Epoch [78][6100/7492] lr: 2.353e-02, eta: 3 days, 5:13:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5112, loss_cls: 8.0312, loss: 8.0312 2025-08-15 23:59:30,845 - pyskl - INFO - Epoch [78][6200/7492] lr: 2.352e-02, eta: 3 days, 5:12:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5119, loss_cls: 8.0176, loss: 8.0176 2025-08-16 00:00:22,018 - pyskl - INFO - Epoch [78][6300/7492] lr: 2.351e-02, eta: 3 days, 5:11:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2587, top5_acc: 0.5000, loss_cls: 8.0131, loss: 8.0131 2025-08-16 00:01:13,646 - pyskl - INFO - Epoch [78][6400/7492] lr: 2.351e-02, eta: 3 days, 5:11:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5262, loss_cls: 7.9387, loss: 7.9387 2025-08-16 00:02:04,914 - pyskl - INFO - Epoch [78][6500/7492] lr: 2.350e-02, eta: 3 days, 5:10:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5131, loss_cls: 8.1060, loss: 8.1060 2025-08-16 00:02:56,284 - pyskl - INFO - Epoch [78][6600/7492] lr: 2.349e-02, eta: 3 days, 5:09:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5203, loss_cls: 8.0435, loss: 8.0435 2025-08-16 00:03:47,645 - pyskl - INFO - Epoch [78][6700/7492] lr: 2.349e-02, eta: 3 days, 5:08:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5422, loss_cls: 7.8883, loss: 7.8883 2025-08-16 00:04:38,925 - pyskl - INFO - Epoch [78][6800/7492] lr: 2.348e-02, eta: 3 days, 5:07:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5272, loss_cls: 7.9242, loss: 7.9242 2025-08-16 00:05:30,411 - pyskl - INFO - Epoch [78][6900/7492] lr: 2.347e-02, eta: 3 days, 5:06:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2616, top5_acc: 0.5050, loss_cls: 8.0959, loss: 8.0959 2025-08-16 00:06:21,831 - pyskl - INFO - Epoch [78][7000/7492] lr: 2.346e-02, eta: 3 days, 5:05:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5288, loss_cls: 7.9265, loss: 7.9265 2025-08-16 00:07:13,349 - pyskl - INFO - Epoch [78][7100/7492] lr: 2.346e-02, eta: 3 days, 5:05:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5466, loss_cls: 7.9262, loss: 7.9262 2025-08-16 00:08:04,767 - pyskl - INFO - Epoch [78][7200/7492] lr: 2.345e-02, eta: 3 days, 5:04:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5075, loss_cls: 8.0234, loss: 8.0234 2025-08-16 00:08:56,132 - pyskl - INFO - Epoch [78][7300/7492] lr: 2.344e-02, eta: 3 days, 5:03:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5153, loss_cls: 8.0945, loss: 8.0945 2025-08-16 00:09:47,713 - pyskl - INFO - Epoch [78][7400/7492] lr: 2.344e-02, eta: 3 days, 5:02:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5159, loss_cls: 8.0100, loss: 8.0100 2025-08-16 00:10:36,018 - pyskl - INFO - Saving checkpoint at 78 epochs 2025-08-16 00:11:32,771 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 00:11:33,509 - pyskl - INFO - top1_acc 0.2427 top5_acc 0.4820 2025-08-16 00:11:33,509 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 00:11:33,551 - pyskl - INFO - mean_acc 0.2425 2025-08-16 00:11:33,562 - pyskl - INFO - Epoch(val) [78][617] top1_acc: 0.2427, top5_acc: 0.4820, mean_class_accuracy: 0.2425 2025-08-16 00:12:55,073 - pyskl - INFO - Epoch [79][100/7492] lr: 2.342e-02, eta: 3 days, 5:00:34, time: 0.815, data_time: 0.304, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5334, loss_cls: 7.9388, loss: 7.9388 2025-08-16 00:13:46,173 - pyskl - INFO - Epoch [79][200/7492] lr: 2.342e-02, eta: 3 days, 4:59:43, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5337, loss_cls: 7.9237, loss: 7.9237 2025-08-16 00:14:37,426 - pyskl - INFO - Epoch [79][300/7492] lr: 2.341e-02, eta: 3 days, 4:58:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5372, loss_cls: 7.8373, loss: 7.8373 2025-08-16 00:15:28,476 - pyskl - INFO - Epoch [79][400/7492] lr: 2.340e-02, eta: 3 days, 4:57:59, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2863, top5_acc: 0.5297, loss_cls: 7.8996, loss: 7.8996 2025-08-16 00:16:19,564 - pyskl - INFO - Epoch [79][500/7492] lr: 2.340e-02, eta: 3 days, 4:57:08, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5384, loss_cls: 7.9038, loss: 7.9038 2025-08-16 00:17:10,762 - pyskl - INFO - Epoch [79][600/7492] lr: 2.339e-02, eta: 3 days, 4:56:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2850, top5_acc: 0.5487, loss_cls: 7.8516, loss: 7.8516 2025-08-16 00:18:01,924 - pyskl - INFO - Epoch [79][700/7492] lr: 2.338e-02, eta: 3 days, 4:55:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2831, top5_acc: 0.5409, loss_cls: 7.9325, loss: 7.9325 2025-08-16 00:18:53,233 - pyskl - INFO - Epoch [79][800/7492] lr: 2.337e-02, eta: 3 days, 4:54:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5363, loss_cls: 7.9413, loss: 7.9413 2025-08-16 00:19:44,548 - pyskl - INFO - Epoch [79][900/7492] lr: 2.337e-02, eta: 3 days, 4:53:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5203, loss_cls: 7.9603, loss: 7.9603 2025-08-16 00:20:35,898 - pyskl - INFO - Epoch [79][1000/7492] lr: 2.336e-02, eta: 3 days, 4:52:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2797, top5_acc: 0.5387, loss_cls: 7.8855, loss: 7.8855 2025-08-16 00:21:27,254 - pyskl - INFO - Epoch [79][1100/7492] lr: 2.335e-02, eta: 3 days, 4:51:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5309, loss_cls: 7.8632, loss: 7.8632 2025-08-16 00:22:18,504 - pyskl - INFO - Epoch [79][1200/7492] lr: 2.335e-02, eta: 3 days, 4:51:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2597, top5_acc: 0.5147, loss_cls: 8.0188, loss: 8.0188 2025-08-16 00:23:10,165 - pyskl - INFO - Epoch [79][1300/7492] lr: 2.334e-02, eta: 3 days, 4:50:16, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5281, loss_cls: 8.0134, loss: 8.0134 2025-08-16 00:24:01,810 - pyskl - INFO - Epoch [79][1400/7492] lr: 2.333e-02, eta: 3 days, 4:49:25, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5337, loss_cls: 7.9321, loss: 7.9321 2025-08-16 00:24:53,191 - pyskl - INFO - Epoch [79][1500/7492] lr: 2.333e-02, eta: 3 days, 4:48:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5278, loss_cls: 7.9520, loss: 7.9520 2025-08-16 00:25:44,625 - pyskl - INFO - Epoch [79][1600/7492] lr: 2.332e-02, eta: 3 days, 4:47:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5128, loss_cls: 8.0356, loss: 8.0356 2025-08-16 00:26:36,155 - pyskl - INFO - Epoch [79][1700/7492] lr: 2.331e-02, eta: 3 days, 4:46:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5403, loss_cls: 7.9301, loss: 7.9301 2025-08-16 00:27:27,555 - pyskl - INFO - Epoch [79][1800/7492] lr: 2.330e-02, eta: 3 days, 4:45:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2797, top5_acc: 0.5281, loss_cls: 7.9120, loss: 7.9120 2025-08-16 00:28:19,177 - pyskl - INFO - Epoch [79][1900/7492] lr: 2.330e-02, eta: 3 days, 4:45:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5300, loss_cls: 7.9457, loss: 7.9457 2025-08-16 00:29:10,634 - pyskl - INFO - Epoch [79][2000/7492] lr: 2.329e-02, eta: 3 days, 4:44:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5128, loss_cls: 7.9717, loss: 7.9717 2025-08-16 00:30:02,082 - pyskl - INFO - Epoch [79][2100/7492] lr: 2.328e-02, eta: 3 days, 4:43:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5225, loss_cls: 8.0265, loss: 8.0265 2025-08-16 00:30:53,537 - pyskl - INFO - Epoch [79][2200/7492] lr: 2.328e-02, eta: 3 days, 4:42:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2806, top5_acc: 0.5150, loss_cls: 7.9969, loss: 7.9969 2025-08-16 00:31:44,927 - pyskl - INFO - Epoch [79][2300/7492] lr: 2.327e-02, eta: 3 days, 4:41:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5331, loss_cls: 7.8744, loss: 7.8744 2025-08-16 00:32:36,496 - pyskl - INFO - Epoch [79][2400/7492] lr: 2.326e-02, eta: 3 days, 4:40:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5109, loss_cls: 8.0387, loss: 8.0387 2025-08-16 00:33:28,615 - pyskl - INFO - Epoch [79][2500/7492] lr: 2.326e-02, eta: 3 days, 4:40:01, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5216, loss_cls: 8.0574, loss: 8.0574 2025-08-16 00:34:20,198 - pyskl - INFO - Epoch [79][2600/7492] lr: 2.325e-02, eta: 3 days, 4:39:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2719, top5_acc: 0.5084, loss_cls: 8.1165, loss: 8.1165 2025-08-16 00:35:11,471 - pyskl - INFO - Epoch [79][2700/7492] lr: 2.324e-02, eta: 3 days, 4:38:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5269, loss_cls: 8.0090, loss: 8.0090 2025-08-16 00:36:02,975 - pyskl - INFO - Epoch [79][2800/7492] lr: 2.324e-02, eta: 3 days, 4:37:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5269, loss_cls: 7.9947, loss: 7.9947 2025-08-16 00:36:54,478 - pyskl - INFO - Epoch [79][2900/7492] lr: 2.323e-02, eta: 3 days, 4:36:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2925, top5_acc: 0.5228, loss_cls: 7.9045, loss: 7.9045 2025-08-16 00:37:45,895 - pyskl - INFO - Epoch [79][3000/7492] lr: 2.322e-02, eta: 3 days, 4:35:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2766, top5_acc: 0.5247, loss_cls: 8.0019, loss: 8.0019 2025-08-16 00:38:37,714 - pyskl - INFO - Epoch [79][3100/7492] lr: 2.321e-02, eta: 3 days, 4:34:53, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5272, loss_cls: 7.9905, loss: 7.9905 2025-08-16 00:39:29,328 - pyskl - INFO - Epoch [79][3200/7492] lr: 2.321e-02, eta: 3 days, 4:34:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2706, top5_acc: 0.5247, loss_cls: 8.0581, loss: 8.0581 2025-08-16 00:40:20,993 - pyskl - INFO - Epoch [79][3300/7492] lr: 2.320e-02, eta: 3 days, 4:33:10, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5369, loss_cls: 7.9318, loss: 7.9318 2025-08-16 00:41:12,421 - pyskl - INFO - Epoch [79][3400/7492] lr: 2.319e-02, eta: 3 days, 4:32:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2609, top5_acc: 0.5094, loss_cls: 7.9991, loss: 7.9991 2025-08-16 00:42:03,827 - pyskl - INFO - Epoch [79][3500/7492] lr: 2.319e-02, eta: 3 days, 4:31:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5281, loss_cls: 7.9857, loss: 7.9857 2025-08-16 00:42:55,442 - pyskl - INFO - Epoch [79][3600/7492] lr: 2.318e-02, eta: 3 days, 4:30:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5119, loss_cls: 7.9674, loss: 7.9674 2025-08-16 00:43:46,820 - pyskl - INFO - Epoch [79][3700/7492] lr: 2.317e-02, eta: 3 days, 4:29:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5306, loss_cls: 8.0665, loss: 8.0665 2025-08-16 00:44:38,207 - pyskl - INFO - Epoch [79][3800/7492] lr: 2.317e-02, eta: 3 days, 4:28:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5303, loss_cls: 7.9362, loss: 7.9362 2025-08-16 00:45:29,739 - pyskl - INFO - Epoch [79][3900/7492] lr: 2.316e-02, eta: 3 days, 4:28:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5309, loss_cls: 8.0076, loss: 8.0076 2025-08-16 00:46:21,123 - pyskl - INFO - Epoch [79][4000/7492] lr: 2.315e-02, eta: 3 days, 4:27:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5272, loss_cls: 7.9518, loss: 7.9518 2025-08-16 00:47:12,407 - pyskl - INFO - Epoch [79][4100/7492] lr: 2.314e-02, eta: 3 days, 4:26:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2875, top5_acc: 0.5325, loss_cls: 7.9642, loss: 7.9642 2025-08-16 00:48:03,669 - pyskl - INFO - Epoch [79][4200/7492] lr: 2.314e-02, eta: 3 days, 4:25:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5281, loss_cls: 7.9787, loss: 7.9787 2025-08-16 00:48:55,132 - pyskl - INFO - Epoch [79][4300/7492] lr: 2.313e-02, eta: 3 days, 4:24:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5328, loss_cls: 7.9301, loss: 7.9301 2025-08-16 00:49:46,717 - pyskl - INFO - Epoch [79][4400/7492] lr: 2.312e-02, eta: 3 days, 4:23:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2850, top5_acc: 0.5262, loss_cls: 7.9742, loss: 7.9742 2025-08-16 00:50:37,911 - pyskl - INFO - Epoch [79][4500/7492] lr: 2.312e-02, eta: 3 days, 4:22:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2603, top5_acc: 0.5175, loss_cls: 8.0794, loss: 8.0794 2025-08-16 00:51:29,226 - pyskl - INFO - Epoch [79][4600/7492] lr: 2.311e-02, eta: 3 days, 4:22:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2662, top5_acc: 0.5162, loss_cls: 7.9803, loss: 7.9803 2025-08-16 00:52:20,929 - pyskl - INFO - Epoch [79][4700/7492] lr: 2.310e-02, eta: 3 days, 4:21:11, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5050, loss_cls: 8.1266, loss: 8.1266 2025-08-16 00:53:12,358 - pyskl - INFO - Epoch [79][4800/7492] lr: 2.310e-02, eta: 3 days, 4:20:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5253, loss_cls: 7.9371, loss: 7.9371 2025-08-16 00:54:03,991 - pyskl - INFO - Epoch [79][4900/7492] lr: 2.309e-02, eta: 3 days, 4:19:28, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2806, top5_acc: 0.5416, loss_cls: 7.9073, loss: 7.9073 2025-08-16 00:54:55,563 - pyskl - INFO - Epoch [79][5000/7492] lr: 2.308e-02, eta: 3 days, 4:18:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5309, loss_cls: 7.8571, loss: 7.8571 2025-08-16 00:55:47,025 - pyskl - INFO - Epoch [79][5100/7492] lr: 2.307e-02, eta: 3 days, 4:17:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2641, top5_acc: 0.5169, loss_cls: 8.1232, loss: 8.1232 2025-08-16 00:56:38,471 - pyskl - INFO - Epoch [79][5200/7492] lr: 2.307e-02, eta: 3 days, 4:16:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5291, loss_cls: 7.9610, loss: 7.9610 2025-08-16 00:57:29,880 - pyskl - INFO - Epoch [79][5300/7492] lr: 2.306e-02, eta: 3 days, 4:16:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5269, loss_cls: 7.9260, loss: 7.9260 2025-08-16 00:58:21,186 - pyskl - INFO - Epoch [79][5400/7492] lr: 2.305e-02, eta: 3 days, 4:15:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5247, loss_cls: 8.0237, loss: 8.0237 2025-08-16 00:59:12,820 - pyskl - INFO - Epoch [79][5500/7492] lr: 2.305e-02, eta: 3 days, 4:14:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5419, loss_cls: 7.9544, loss: 7.9544 2025-08-16 01:00:04,086 - pyskl - INFO - Epoch [79][5600/7492] lr: 2.304e-02, eta: 3 days, 4:13:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5375, loss_cls: 7.8752, loss: 7.8752 2025-08-16 01:00:55,496 - pyskl - INFO - Epoch [79][5700/7492] lr: 2.303e-02, eta: 3 days, 4:12:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2850, top5_acc: 0.5294, loss_cls: 7.9647, loss: 7.9647 2025-08-16 01:01:46,948 - pyskl - INFO - Epoch [79][5800/7492] lr: 2.303e-02, eta: 3 days, 4:11:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5256, loss_cls: 7.9051, loss: 7.9051 2025-08-16 01:02:38,476 - pyskl - INFO - Epoch [79][5900/7492] lr: 2.302e-02, eta: 3 days, 4:10:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2806, top5_acc: 0.5262, loss_cls: 7.9885, loss: 7.9885 2025-08-16 01:03:29,644 - pyskl - INFO - Epoch [79][6000/7492] lr: 2.301e-02, eta: 3 days, 4:10:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2844, top5_acc: 0.5312, loss_cls: 7.9465, loss: 7.9465 2025-08-16 01:04:20,805 - pyskl - INFO - Epoch [79][6100/7492] lr: 2.301e-02, eta: 3 days, 4:09:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2809, top5_acc: 0.5253, loss_cls: 7.9339, loss: 7.9339 2025-08-16 01:05:12,158 - pyskl - INFO - Epoch [79][6200/7492] lr: 2.300e-02, eta: 3 days, 4:08:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5194, loss_cls: 7.9929, loss: 7.9929 2025-08-16 01:06:03,257 - pyskl - INFO - Epoch [79][6300/7492] lr: 2.299e-02, eta: 3 days, 4:07:28, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2762, top5_acc: 0.5169, loss_cls: 8.0524, loss: 8.0524 2025-08-16 01:06:54,473 - pyskl - INFO - Epoch [79][6400/7492] lr: 2.298e-02, eta: 3 days, 4:06:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5162, loss_cls: 7.9398, loss: 7.9398 2025-08-16 01:07:45,705 - pyskl - INFO - Epoch [79][6500/7492] lr: 2.298e-02, eta: 3 days, 4:05:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5222, loss_cls: 7.9779, loss: 7.9779 2025-08-16 01:08:37,161 - pyskl - INFO - Epoch [79][6600/7492] lr: 2.297e-02, eta: 3 days, 4:04:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5372, loss_cls: 7.9117, loss: 7.9117 2025-08-16 01:09:28,422 - pyskl - INFO - Epoch [79][6700/7492] lr: 2.296e-02, eta: 3 days, 4:04:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5306, loss_cls: 7.9619, loss: 7.9619 2025-08-16 01:10:19,706 - pyskl - INFO - Epoch [79][6800/7492] lr: 2.296e-02, eta: 3 days, 4:03:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5253, loss_cls: 7.9818, loss: 7.9818 2025-08-16 01:11:11,045 - pyskl - INFO - Epoch [79][6900/7492] lr: 2.295e-02, eta: 3 days, 4:02:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2703, top5_acc: 0.5134, loss_cls: 8.0706, loss: 8.0706 2025-08-16 01:12:02,438 - pyskl - INFO - Epoch [79][7000/7492] lr: 2.294e-02, eta: 3 days, 4:01:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5384, loss_cls: 7.8574, loss: 7.8574 2025-08-16 01:12:53,729 - pyskl - INFO - Epoch [79][7100/7492] lr: 2.294e-02, eta: 3 days, 4:00:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5309, loss_cls: 7.9568, loss: 7.9568 2025-08-16 01:13:44,904 - pyskl - INFO - Epoch [79][7200/7492] lr: 2.293e-02, eta: 3 days, 3:59:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2831, top5_acc: 0.5441, loss_cls: 7.8566, loss: 7.8566 2025-08-16 01:14:36,118 - pyskl - INFO - Epoch [79][7300/7492] lr: 2.292e-02, eta: 3 days, 3:58:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5200, loss_cls: 8.0537, loss: 8.0537 2025-08-16 01:15:27,409 - pyskl - INFO - Epoch [79][7400/7492] lr: 2.291e-02, eta: 3 days, 3:58:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5203, loss_cls: 7.9966, loss: 7.9966 2025-08-16 01:16:15,394 - pyskl - INFO - Saving checkpoint at 79 epochs 2025-08-16 01:17:11,433 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 01:17:12,171 - pyskl - INFO - top1_acc 0.2377 top5_acc 0.4734 2025-08-16 01:17:12,172 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 01:17:12,206 - pyskl - INFO - mean_acc 0.2374 2025-08-16 01:17:12,216 - pyskl - INFO - Epoch(val) [79][617] top1_acc: 0.2377, top5_acc: 0.4734, mean_class_accuracy: 0.2374 2025-08-16 01:18:33,486 - pyskl - INFO - Epoch [80][100/7492] lr: 2.290e-02, eta: 3 days, 3:56:07, time: 0.813, data_time: 0.299, memory: 13026, top1_acc: 0.2972, top5_acc: 0.5347, loss_cls: 7.8384, loss: 7.8384 2025-08-16 01:19:24,565 - pyskl - INFO - Epoch [80][200/7492] lr: 2.289e-02, eta: 3 days, 3:55:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2844, top5_acc: 0.5363, loss_cls: 7.9124, loss: 7.9124 2025-08-16 01:20:15,784 - pyskl - INFO - Epoch [80][300/7492] lr: 2.289e-02, eta: 3 days, 3:54:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2925, top5_acc: 0.5381, loss_cls: 7.8834, loss: 7.8834 2025-08-16 01:21:07,195 - pyskl - INFO - Epoch [80][400/7492] lr: 2.288e-02, eta: 3 days, 3:53:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5356, loss_cls: 7.8776, loss: 7.8776 2025-08-16 01:21:58,583 - pyskl - INFO - Epoch [80][500/7492] lr: 2.287e-02, eta: 3 days, 3:52:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2934, top5_acc: 0.5253, loss_cls: 7.9739, loss: 7.9739 2025-08-16 01:22:49,822 - pyskl - INFO - Epoch [80][600/7492] lr: 2.287e-02, eta: 3 days, 3:51:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2734, top5_acc: 0.5303, loss_cls: 7.9835, loss: 7.9835 2025-08-16 01:23:41,277 - pyskl - INFO - Epoch [80][700/7492] lr: 2.286e-02, eta: 3 days, 3:50:58, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5387, loss_cls: 7.9515, loss: 7.9515 2025-08-16 01:24:32,441 - pyskl - INFO - Epoch [80][800/7492] lr: 2.285e-02, eta: 3 days, 3:50:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5288, loss_cls: 8.0452, loss: 8.0452 2025-08-16 01:25:23,658 - pyskl - INFO - Epoch [80][900/7492] lr: 2.285e-02, eta: 3 days, 3:49:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5428, loss_cls: 7.8137, loss: 7.8137 2025-08-16 01:26:14,925 - pyskl - INFO - Epoch [80][1000/7492] lr: 2.284e-02, eta: 3 days, 3:48:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5288, loss_cls: 7.9583, loss: 7.9583 2025-08-16 01:27:06,412 - pyskl - INFO - Epoch [80][1100/7492] lr: 2.283e-02, eta: 3 days, 3:47:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5303, loss_cls: 7.9907, loss: 7.9907 2025-08-16 01:27:57,620 - pyskl - INFO - Epoch [80][1200/7492] lr: 2.282e-02, eta: 3 days, 3:46:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2778, top5_acc: 0.5347, loss_cls: 7.9815, loss: 7.9815 2025-08-16 01:28:48,882 - pyskl - INFO - Epoch [80][1300/7492] lr: 2.282e-02, eta: 3 days, 3:45:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5378, loss_cls: 7.9683, loss: 7.9683 2025-08-16 01:29:40,077 - pyskl - INFO - Epoch [80][1400/7492] lr: 2.281e-02, eta: 3 days, 3:44:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5172, loss_cls: 8.0474, loss: 8.0474 2025-08-16 01:30:31,400 - pyskl - INFO - Epoch [80][1500/7492] lr: 2.280e-02, eta: 3 days, 3:44:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5375, loss_cls: 7.9410, loss: 7.9410 2025-08-16 01:31:22,573 - pyskl - INFO - Epoch [80][1600/7492] lr: 2.280e-02, eta: 3 days, 3:43:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5288, loss_cls: 7.9616, loss: 7.9616 2025-08-16 01:32:13,948 - pyskl - INFO - Epoch [80][1700/7492] lr: 2.279e-02, eta: 3 days, 3:42:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5303, loss_cls: 7.9207, loss: 7.9207 2025-08-16 01:33:05,469 - pyskl - INFO - Epoch [80][1800/7492] lr: 2.278e-02, eta: 3 days, 3:41:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2709, top5_acc: 0.5112, loss_cls: 7.9912, loss: 7.9912 2025-08-16 01:33:56,683 - pyskl - INFO - Epoch [80][1900/7492] lr: 2.278e-02, eta: 3 days, 3:40:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5325, loss_cls: 7.9318, loss: 7.9318 2025-08-16 01:34:48,198 - pyskl - INFO - Epoch [80][2000/7492] lr: 2.277e-02, eta: 3 days, 3:39:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5322, loss_cls: 7.8820, loss: 7.8820 2025-08-16 01:35:39,566 - pyskl - INFO - Epoch [80][2100/7492] lr: 2.276e-02, eta: 3 days, 3:38:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5259, loss_cls: 7.8819, loss: 7.8819 2025-08-16 01:36:30,929 - pyskl - INFO - Epoch [80][2200/7492] lr: 2.275e-02, eta: 3 days, 3:38:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5262, loss_cls: 7.9741, loss: 7.9741 2025-08-16 01:37:22,166 - pyskl - INFO - Epoch [80][2300/7492] lr: 2.275e-02, eta: 3 days, 3:37:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5353, loss_cls: 7.9104, loss: 7.9104 2025-08-16 01:38:13,571 - pyskl - INFO - Epoch [80][2400/7492] lr: 2.274e-02, eta: 3 days, 3:36:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5262, loss_cls: 7.9692, loss: 7.9692 2025-08-16 01:39:04,990 - pyskl - INFO - Epoch [80][2500/7492] lr: 2.273e-02, eta: 3 days, 3:35:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2800, top5_acc: 0.5181, loss_cls: 8.0024, loss: 8.0024 2025-08-16 01:39:56,650 - pyskl - INFO - Epoch [80][2600/7492] lr: 2.273e-02, eta: 3 days, 3:34:41, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2797, top5_acc: 0.5269, loss_cls: 8.0347, loss: 8.0347 2025-08-16 01:40:47,861 - pyskl - INFO - Epoch [80][2700/7492] lr: 2.272e-02, eta: 3 days, 3:33:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5278, loss_cls: 7.9558, loss: 7.9558 2025-08-16 01:41:39,184 - pyskl - INFO - Epoch [80][2800/7492] lr: 2.271e-02, eta: 3 days, 3:32:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5444, loss_cls: 7.7861, loss: 7.7861 2025-08-16 01:42:30,610 - pyskl - INFO - Epoch [80][2900/7492] lr: 2.271e-02, eta: 3 days, 3:32:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5181, loss_cls: 8.0209, loss: 8.0209 2025-08-16 01:43:21,876 - pyskl - INFO - Epoch [80][3000/7492] lr: 2.270e-02, eta: 3 days, 3:31:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5225, loss_cls: 8.0181, loss: 8.0181 2025-08-16 01:44:13,386 - pyskl - INFO - Epoch [80][3100/7492] lr: 2.269e-02, eta: 3 days, 3:30:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2800, top5_acc: 0.5197, loss_cls: 8.0190, loss: 8.0190 2025-08-16 01:45:04,738 - pyskl - INFO - Epoch [80][3200/7492] lr: 2.269e-02, eta: 3 days, 3:29:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5197, loss_cls: 7.9944, loss: 7.9944 2025-08-16 01:45:56,326 - pyskl - INFO - Epoch [80][3300/7492] lr: 2.268e-02, eta: 3 days, 3:28:41, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5487, loss_cls: 7.8687, loss: 7.8687 2025-08-16 01:46:47,594 - pyskl - INFO - Epoch [80][3400/7492] lr: 2.267e-02, eta: 3 days, 3:27:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5381, loss_cls: 7.8673, loss: 7.8673 2025-08-16 01:47:38,767 - pyskl - INFO - Epoch [80][3500/7492] lr: 2.266e-02, eta: 3 days, 3:26:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2872, top5_acc: 0.5359, loss_cls: 7.9250, loss: 7.9250 2025-08-16 01:48:30,060 - pyskl - INFO - Epoch [80][3600/7492] lr: 2.266e-02, eta: 3 days, 3:26:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2847, top5_acc: 0.5303, loss_cls: 7.8390, loss: 7.8390 2025-08-16 01:49:21,483 - pyskl - INFO - Epoch [80][3700/7492] lr: 2.265e-02, eta: 3 days, 3:25:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5250, loss_cls: 7.9529, loss: 7.9529 2025-08-16 01:50:12,857 - pyskl - INFO - Epoch [80][3800/7492] lr: 2.264e-02, eta: 3 days, 3:24:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5203, loss_cls: 8.0280, loss: 8.0280 2025-08-16 01:51:04,136 - pyskl - INFO - Epoch [80][3900/7492] lr: 2.264e-02, eta: 3 days, 3:23:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2797, top5_acc: 0.5269, loss_cls: 8.0518, loss: 8.0518 2025-08-16 01:51:55,346 - pyskl - INFO - Epoch [80][4000/7492] lr: 2.263e-02, eta: 3 days, 3:22:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5250, loss_cls: 7.8788, loss: 7.8788 2025-08-16 01:52:46,579 - pyskl - INFO - Epoch [80][4100/7492] lr: 2.262e-02, eta: 3 days, 3:21:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2687, top5_acc: 0.5156, loss_cls: 8.0539, loss: 8.0539 2025-08-16 01:53:37,920 - pyskl - INFO - Epoch [80][4200/7492] lr: 2.262e-02, eta: 3 days, 3:20:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5275, loss_cls: 7.9867, loss: 7.9867 2025-08-16 01:54:29,105 - pyskl - INFO - Epoch [80][4300/7492] lr: 2.261e-02, eta: 3 days, 3:20:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2778, top5_acc: 0.5212, loss_cls: 7.9993, loss: 7.9993 2025-08-16 01:55:20,490 - pyskl - INFO - Epoch [80][4400/7492] lr: 2.260e-02, eta: 3 days, 3:19:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2722, top5_acc: 0.5156, loss_cls: 7.9804, loss: 7.9804 2025-08-16 01:56:11,687 - pyskl - INFO - Epoch [80][4500/7492] lr: 2.259e-02, eta: 3 days, 3:18:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5331, loss_cls: 7.9277, loss: 7.9277 2025-08-16 01:57:03,009 - pyskl - INFO - Epoch [80][4600/7492] lr: 2.259e-02, eta: 3 days, 3:17:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2781, top5_acc: 0.5281, loss_cls: 8.0109, loss: 8.0109 2025-08-16 01:57:54,347 - pyskl - INFO - Epoch [80][4700/7492] lr: 2.258e-02, eta: 3 days, 3:16:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5303, loss_cls: 7.9789, loss: 7.9789 2025-08-16 01:58:45,765 - pyskl - INFO - Epoch [80][4800/7492] lr: 2.257e-02, eta: 3 days, 3:15:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2781, top5_acc: 0.5197, loss_cls: 7.9699, loss: 7.9699 2025-08-16 01:59:37,249 - pyskl - INFO - Epoch [80][4900/7492] lr: 2.257e-02, eta: 3 days, 3:14:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2766, top5_acc: 0.5281, loss_cls: 7.9200, loss: 7.9200 2025-08-16 02:00:28,627 - pyskl - INFO - Epoch [80][5000/7492] lr: 2.256e-02, eta: 3 days, 3:14:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5169, loss_cls: 7.9820, loss: 7.9820 2025-08-16 02:01:19,682 - pyskl - INFO - Epoch [80][5100/7492] lr: 2.255e-02, eta: 3 days, 3:13:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5238, loss_cls: 7.9472, loss: 7.9472 2025-08-16 02:02:10,853 - pyskl - INFO - Epoch [80][5200/7492] lr: 2.255e-02, eta: 3 days, 3:12:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5356, loss_cls: 7.8442, loss: 7.8442 2025-08-16 02:03:02,093 - pyskl - INFO - Epoch [80][5300/7492] lr: 2.254e-02, eta: 3 days, 3:11:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2766, top5_acc: 0.5378, loss_cls: 7.9258, loss: 7.9258 2025-08-16 02:03:53,457 - pyskl - INFO - Epoch [80][5400/7492] lr: 2.253e-02, eta: 3 days, 3:10:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5212, loss_cls: 7.9002, loss: 7.9002 2025-08-16 02:04:44,798 - pyskl - INFO - Epoch [80][5500/7492] lr: 2.253e-02, eta: 3 days, 3:09:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5256, loss_cls: 7.9148, loss: 7.9148 2025-08-16 02:05:36,062 - pyskl - INFO - Epoch [80][5600/7492] lr: 2.252e-02, eta: 3 days, 3:08:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5234, loss_cls: 7.8983, loss: 7.8983 2025-08-16 02:06:27,724 - pyskl - INFO - Epoch [80][5700/7492] lr: 2.251e-02, eta: 3 days, 3:08:05, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5225, loss_cls: 7.9775, loss: 7.9775 2025-08-16 02:07:19,191 - pyskl - INFO - Epoch [80][5800/7492] lr: 2.250e-02, eta: 3 days, 3:07:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5453, loss_cls: 7.8857, loss: 7.8857 2025-08-16 02:08:10,405 - pyskl - INFO - Epoch [80][5900/7492] lr: 2.250e-02, eta: 3 days, 3:06:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5250, loss_cls: 7.9569, loss: 7.9569 2025-08-16 02:09:01,541 - pyskl - INFO - Epoch [80][6000/7492] lr: 2.249e-02, eta: 3 days, 3:05:31, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2697, top5_acc: 0.5144, loss_cls: 8.0553, loss: 8.0553 2025-08-16 02:09:52,757 - pyskl - INFO - Epoch [80][6100/7492] lr: 2.248e-02, eta: 3 days, 3:04:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2872, top5_acc: 0.5444, loss_cls: 7.9098, loss: 7.9098 2025-08-16 02:10:43,944 - pyskl - INFO - Epoch [80][6200/7492] lr: 2.248e-02, eta: 3 days, 3:03:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2678, top5_acc: 0.5209, loss_cls: 7.9900, loss: 7.9900 2025-08-16 02:11:35,079 - pyskl - INFO - Epoch [80][6300/7492] lr: 2.247e-02, eta: 3 days, 3:02:56, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2831, top5_acc: 0.5219, loss_cls: 7.9964, loss: 7.9964 2025-08-16 02:12:26,300 - pyskl - INFO - Epoch [80][6400/7492] lr: 2.246e-02, eta: 3 days, 3:02:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2734, top5_acc: 0.5216, loss_cls: 7.9638, loss: 7.9638 2025-08-16 02:13:17,634 - pyskl - INFO - Epoch [80][6500/7492] lr: 2.246e-02, eta: 3 days, 3:01:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5284, loss_cls: 7.9295, loss: 7.9295 2025-08-16 02:14:09,064 - pyskl - INFO - Epoch [80][6600/7492] lr: 2.245e-02, eta: 3 days, 3:00:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5250, loss_cls: 7.8749, loss: 7.8749 2025-08-16 02:15:00,294 - pyskl - INFO - Epoch [80][6700/7492] lr: 2.244e-02, eta: 3 days, 2:59:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2925, top5_acc: 0.5238, loss_cls: 7.9266, loss: 7.9266 2025-08-16 02:15:51,513 - pyskl - INFO - Epoch [80][6800/7492] lr: 2.243e-02, eta: 3 days, 2:58:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2766, top5_acc: 0.5303, loss_cls: 7.9930, loss: 7.9930 2025-08-16 02:16:43,236 - pyskl - INFO - Epoch [80][6900/7492] lr: 2.243e-02, eta: 3 days, 2:57:47, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2806, top5_acc: 0.5416, loss_cls: 7.8863, loss: 7.8863 2025-08-16 02:17:34,602 - pyskl - INFO - Epoch [80][7000/7492] lr: 2.242e-02, eta: 3 days, 2:56:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2847, top5_acc: 0.5231, loss_cls: 7.9703, loss: 7.9703 2025-08-16 02:18:25,924 - pyskl - INFO - Epoch [80][7100/7492] lr: 2.241e-02, eta: 3 days, 2:56:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5341, loss_cls: 7.9172, loss: 7.9172 2025-08-16 02:19:17,490 - pyskl - INFO - Epoch [80][7200/7492] lr: 2.241e-02, eta: 3 days, 2:55:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5353, loss_cls: 7.8610, loss: 7.8610 2025-08-16 02:20:09,063 - pyskl - INFO - Epoch [80][7300/7492] lr: 2.240e-02, eta: 3 days, 2:54:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2981, top5_acc: 0.5406, loss_cls: 7.8447, loss: 7.8447 2025-08-16 02:21:00,695 - pyskl - INFO - Epoch [80][7400/7492] lr: 2.239e-02, eta: 3 days, 2:53:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2897, top5_acc: 0.5416, loss_cls: 7.9143, loss: 7.9143 2025-08-16 02:21:48,984 - pyskl - INFO - Saving checkpoint at 80 epochs 2025-08-16 02:22:47,375 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 02:22:48,110 - pyskl - INFO - top1_acc 0.2326 top5_acc 0.4724 2025-08-16 02:22:48,110 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 02:22:48,145 - pyskl - INFO - mean_acc 0.2323 2025-08-16 02:22:48,156 - pyskl - INFO - Epoch(val) [80][617] top1_acc: 0.2326, top5_acc: 0.4724, mean_class_accuracy: 0.2323 2025-08-16 02:24:10,084 - pyskl - INFO - Epoch [81][100/7492] lr: 2.238e-02, eta: 3 days, 2:51:37, time: 0.819, data_time: 0.305, memory: 13026, top1_acc: 0.2959, top5_acc: 0.5559, loss_cls: 7.7834, loss: 7.7834 2025-08-16 02:25:01,388 - pyskl - INFO - Epoch [81][200/7492] lr: 2.237e-02, eta: 3 days, 2:50:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5297, loss_cls: 7.9069, loss: 7.9069 2025-08-16 02:25:52,544 - pyskl - INFO - Epoch [81][300/7492] lr: 2.237e-02, eta: 3 days, 2:49:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5356, loss_cls: 7.9163, loss: 7.9163 2025-08-16 02:26:43,703 - pyskl - INFO - Epoch [81][400/7492] lr: 2.236e-02, eta: 3 days, 2:49:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5434, loss_cls: 7.9022, loss: 7.9022 2025-08-16 02:27:35,021 - pyskl - INFO - Epoch [81][500/7492] lr: 2.235e-02, eta: 3 days, 2:48:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5316, loss_cls: 7.9071, loss: 7.9071 2025-08-16 02:28:26,315 - pyskl - INFO - Epoch [81][600/7492] lr: 2.235e-02, eta: 3 days, 2:47:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2884, top5_acc: 0.5397, loss_cls: 7.8431, loss: 7.8431 2025-08-16 02:29:17,462 - pyskl - INFO - Epoch [81][700/7492] lr: 2.234e-02, eta: 3 days, 2:46:28, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2794, top5_acc: 0.5244, loss_cls: 7.9749, loss: 7.9749 2025-08-16 02:30:08,979 - pyskl - INFO - Epoch [81][800/7492] lr: 2.233e-02, eta: 3 days, 2:45:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2897, top5_acc: 0.5334, loss_cls: 7.9296, loss: 7.9296 2025-08-16 02:31:00,466 - pyskl - INFO - Epoch [81][900/7492] lr: 2.232e-02, eta: 3 days, 2:44:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2834, top5_acc: 0.5528, loss_cls: 7.8063, loss: 7.8063 2025-08-16 02:31:51,786 - pyskl - INFO - Epoch [81][1000/7492] lr: 2.232e-02, eta: 3 days, 2:43:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5381, loss_cls: 7.8685, loss: 7.8685 2025-08-16 02:32:43,236 - pyskl - INFO - Epoch [81][1100/7492] lr: 2.231e-02, eta: 3 days, 2:43:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5312, loss_cls: 7.9447, loss: 7.9447 2025-08-16 02:33:34,554 - pyskl - INFO - Epoch [81][1200/7492] lr: 2.230e-02, eta: 3 days, 2:42:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5369, loss_cls: 7.8773, loss: 7.8773 2025-08-16 02:34:25,645 - pyskl - INFO - Epoch [81][1300/7492] lr: 2.230e-02, eta: 3 days, 2:41:19, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2900, top5_acc: 0.5463, loss_cls: 7.8450, loss: 7.8450 2025-08-16 02:35:16,880 - pyskl - INFO - Epoch [81][1400/7492] lr: 2.229e-02, eta: 3 days, 2:40:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5319, loss_cls: 7.9945, loss: 7.9945 2025-08-16 02:36:08,328 - pyskl - INFO - Epoch [81][1500/7492] lr: 2.228e-02, eta: 3 days, 2:39:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5303, loss_cls: 7.9844, loss: 7.9844 2025-08-16 02:36:59,431 - pyskl - INFO - Epoch [81][1600/7492] lr: 2.228e-02, eta: 3 days, 2:38:45, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2850, top5_acc: 0.5366, loss_cls: 7.9355, loss: 7.9355 2025-08-16 02:37:50,750 - pyskl - INFO - Epoch [81][1700/7492] lr: 2.227e-02, eta: 3 days, 2:37:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2666, top5_acc: 0.5166, loss_cls: 8.0455, loss: 8.0455 2025-08-16 02:38:41,926 - pyskl - INFO - Epoch [81][1800/7492] lr: 2.226e-02, eta: 3 days, 2:37:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2953, top5_acc: 0.5513, loss_cls: 7.8836, loss: 7.8836 2025-08-16 02:39:33,099 - pyskl - INFO - Epoch [81][1900/7492] lr: 2.225e-02, eta: 3 days, 2:36:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2800, top5_acc: 0.5228, loss_cls: 7.9584, loss: 7.9584 2025-08-16 02:40:24,210 - pyskl - INFO - Epoch [81][2000/7492] lr: 2.225e-02, eta: 3 days, 2:35:19, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5334, loss_cls: 7.9479, loss: 7.9479 2025-08-16 02:41:15,455 - pyskl - INFO - Epoch [81][2100/7492] lr: 2.224e-02, eta: 3 days, 2:34:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5341, loss_cls: 7.9786, loss: 7.9786 2025-08-16 02:42:06,833 - pyskl - INFO - Epoch [81][2200/7492] lr: 2.223e-02, eta: 3 days, 2:33:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5378, loss_cls: 7.8337, loss: 7.8337 2025-08-16 02:42:58,054 - pyskl - INFO - Epoch [81][2300/7492] lr: 2.223e-02, eta: 3 days, 2:32:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2934, top5_acc: 0.5406, loss_cls: 7.8466, loss: 7.8466 2025-08-16 02:43:49,179 - pyskl - INFO - Epoch [81][2400/7492] lr: 2.222e-02, eta: 3 days, 2:31:52, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5331, loss_cls: 7.8734, loss: 7.8734 2025-08-16 02:44:40,335 - pyskl - INFO - Epoch [81][2500/7492] lr: 2.221e-02, eta: 3 days, 2:31:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5216, loss_cls: 7.9686, loss: 7.9686 2025-08-16 02:45:31,649 - pyskl - INFO - Epoch [81][2600/7492] lr: 2.221e-02, eta: 3 days, 2:30:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5484, loss_cls: 7.8651, loss: 7.8651 2025-08-16 02:46:22,895 - pyskl - INFO - Epoch [81][2700/7492] lr: 2.220e-02, eta: 3 days, 2:29:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5159, loss_cls: 8.0820, loss: 8.0820 2025-08-16 02:47:14,343 - pyskl - INFO - Epoch [81][2800/7492] lr: 2.219e-02, eta: 3 days, 2:28:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5375, loss_cls: 7.8207, loss: 7.8207 2025-08-16 02:48:05,679 - pyskl - INFO - Epoch [81][2900/7492] lr: 2.219e-02, eta: 3 days, 2:27:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5406, loss_cls: 7.9298, loss: 7.9298 2025-08-16 02:48:57,054 - pyskl - INFO - Epoch [81][3000/7492] lr: 2.218e-02, eta: 3 days, 2:26:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2834, top5_acc: 0.5378, loss_cls: 7.8843, loss: 7.8843 2025-08-16 02:49:48,389 - pyskl - INFO - Epoch [81][3100/7492] lr: 2.217e-02, eta: 3 days, 2:25:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2809, top5_acc: 0.5300, loss_cls: 7.9990, loss: 7.9990 2025-08-16 02:50:39,670 - pyskl - INFO - Epoch [81][3200/7492] lr: 2.216e-02, eta: 3 days, 2:25:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5278, loss_cls: 7.9365, loss: 7.9365 2025-08-16 02:51:31,165 - pyskl - INFO - Epoch [81][3300/7492] lr: 2.216e-02, eta: 3 days, 2:24:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5166, loss_cls: 8.0123, loss: 8.0123 2025-08-16 02:52:22,437 - pyskl - INFO - Epoch [81][3400/7492] lr: 2.215e-02, eta: 3 days, 2:23:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5337, loss_cls: 7.8085, loss: 7.8085 2025-08-16 02:53:13,869 - pyskl - INFO - Epoch [81][3500/7492] lr: 2.214e-02, eta: 3 days, 2:22:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2884, top5_acc: 0.5303, loss_cls: 7.8896, loss: 7.8896 2025-08-16 02:54:05,292 - pyskl - INFO - Epoch [81][3600/7492] lr: 2.214e-02, eta: 3 days, 2:21:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5419, loss_cls: 7.9286, loss: 7.9286 2025-08-16 02:54:56,840 - pyskl - INFO - Epoch [81][3700/7492] lr: 2.213e-02, eta: 3 days, 2:20:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5231, loss_cls: 8.0378, loss: 8.0378 2025-08-16 02:55:48,219 - pyskl - INFO - Epoch [81][3800/7492] lr: 2.212e-02, eta: 3 days, 2:19:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5316, loss_cls: 7.9446, loss: 7.9446 2025-08-16 02:56:39,528 - pyskl - INFO - Epoch [81][3900/7492] lr: 2.212e-02, eta: 3 days, 2:19:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5359, loss_cls: 7.8674, loss: 7.8674 2025-08-16 02:57:30,860 - pyskl - INFO - Epoch [81][4000/7492] lr: 2.211e-02, eta: 3 days, 2:18:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5122, loss_cls: 7.9500, loss: 7.9500 2025-08-16 02:58:22,744 - pyskl - INFO - Epoch [81][4100/7492] lr: 2.210e-02, eta: 3 days, 2:17:18, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5372, loss_cls: 7.9303, loss: 7.9303 2025-08-16 02:59:14,308 - pyskl - INFO - Epoch [81][4200/7492] lr: 2.210e-02, eta: 3 days, 2:16:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5363, loss_cls: 7.8235, loss: 7.8235 2025-08-16 03:00:05,698 - pyskl - INFO - Epoch [81][4300/7492] lr: 2.209e-02, eta: 3 days, 2:15:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2856, top5_acc: 0.5369, loss_cls: 7.8804, loss: 7.8804 2025-08-16 03:00:57,168 - pyskl - INFO - Epoch [81][4400/7492] lr: 2.208e-02, eta: 3 days, 2:14:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2756, top5_acc: 0.5188, loss_cls: 7.9638, loss: 7.9638 2025-08-16 03:01:48,487 - pyskl - INFO - Epoch [81][4500/7492] lr: 2.207e-02, eta: 3 days, 2:13:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2766, top5_acc: 0.5262, loss_cls: 7.9400, loss: 7.9400 2025-08-16 03:02:39,829 - pyskl - INFO - Epoch [81][4600/7492] lr: 2.207e-02, eta: 3 days, 2:13:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2959, top5_acc: 0.5337, loss_cls: 7.9002, loss: 7.9002 2025-08-16 03:03:31,127 - pyskl - INFO - Epoch [81][4700/7492] lr: 2.206e-02, eta: 3 days, 2:12:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5284, loss_cls: 7.9528, loss: 7.9528 2025-08-16 03:04:22,387 - pyskl - INFO - Epoch [81][4800/7492] lr: 2.205e-02, eta: 3 days, 2:11:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5331, loss_cls: 7.8816, loss: 7.8816 2025-08-16 03:05:13,674 - pyskl - INFO - Epoch [81][4900/7492] lr: 2.205e-02, eta: 3 days, 2:10:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5197, loss_cls: 8.0235, loss: 8.0235 2025-08-16 03:06:04,882 - pyskl - INFO - Epoch [81][5000/7492] lr: 2.204e-02, eta: 3 days, 2:09:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5447, loss_cls: 7.8065, loss: 7.8065 2025-08-16 03:06:56,089 - pyskl - INFO - Epoch [81][5100/7492] lr: 2.203e-02, eta: 3 days, 2:08:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2834, top5_acc: 0.5387, loss_cls: 7.7956, loss: 7.7956 2025-08-16 03:07:47,402 - pyskl - INFO - Epoch [81][5200/7492] lr: 2.203e-02, eta: 3 days, 2:07:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2716, top5_acc: 0.5228, loss_cls: 8.0206, loss: 8.0206 2025-08-16 03:08:38,539 - pyskl - INFO - Epoch [81][5300/7492] lr: 2.202e-02, eta: 3 days, 2:07:01, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5456, loss_cls: 7.9171, loss: 7.9171 2025-08-16 03:09:29,801 - pyskl - INFO - Epoch [81][5400/7492] lr: 2.201e-02, eta: 3 days, 2:06:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5441, loss_cls: 7.8686, loss: 7.8686 2025-08-16 03:10:21,118 - pyskl - INFO - Epoch [81][5500/7492] lr: 2.200e-02, eta: 3 days, 2:05:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2997, top5_acc: 0.5288, loss_cls: 7.9243, loss: 7.9243 2025-08-16 03:11:12,168 - pyskl - INFO - Epoch [81][5600/7492] lr: 2.200e-02, eta: 3 days, 2:04:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2778, top5_acc: 0.5306, loss_cls: 7.9597, loss: 7.9597 2025-08-16 03:12:03,274 - pyskl - INFO - Epoch [81][5700/7492] lr: 2.199e-02, eta: 3 days, 2:03:35, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5272, loss_cls: 7.9399, loss: 7.9399 2025-08-16 03:12:54,541 - pyskl - INFO - Epoch [81][5800/7492] lr: 2.198e-02, eta: 3 days, 2:02:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5166, loss_cls: 8.0294, loss: 8.0294 2025-08-16 03:13:45,824 - pyskl - INFO - Epoch [81][5900/7492] lr: 2.198e-02, eta: 3 days, 2:01:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3000, top5_acc: 0.5250, loss_cls: 7.9258, loss: 7.9258 2025-08-16 03:14:37,237 - pyskl - INFO - Epoch [81][6000/7492] lr: 2.197e-02, eta: 3 days, 2:01:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2744, top5_acc: 0.5353, loss_cls: 7.9603, loss: 7.9603 2025-08-16 03:15:28,706 - pyskl - INFO - Epoch [81][6100/7492] lr: 2.196e-02, eta: 3 days, 2:00:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5181, loss_cls: 7.9762, loss: 7.9762 2025-08-16 03:16:20,044 - pyskl - INFO - Epoch [81][6200/7492] lr: 2.196e-02, eta: 3 days, 1:59:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5262, loss_cls: 7.9956, loss: 7.9956 2025-08-16 03:17:11,219 - pyskl - INFO - Epoch [81][6300/7492] lr: 2.195e-02, eta: 3 days, 1:58:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5400, loss_cls: 7.8363, loss: 7.8363 2025-08-16 03:18:02,488 - pyskl - INFO - Epoch [81][6400/7492] lr: 2.194e-02, eta: 3 days, 1:57:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5459, loss_cls: 7.8464, loss: 7.8464 2025-08-16 03:18:53,870 - pyskl - INFO - Epoch [81][6500/7492] lr: 2.194e-02, eta: 3 days, 1:56:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2872, top5_acc: 0.5416, loss_cls: 7.8929, loss: 7.8929 2025-08-16 03:19:45,537 - pyskl - INFO - Epoch [81][6600/7492] lr: 2.193e-02, eta: 3 days, 1:55:52, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5303, loss_cls: 7.9324, loss: 7.9324 2025-08-16 03:20:36,989 - pyskl - INFO - Epoch [81][6700/7492] lr: 2.192e-02, eta: 3 days, 1:55:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5225, loss_cls: 7.9521, loss: 7.9521 2025-08-16 03:21:28,609 - pyskl - INFO - Epoch [81][6800/7492] lr: 2.191e-02, eta: 3 days, 1:54:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5297, loss_cls: 8.0008, loss: 8.0008 2025-08-16 03:22:20,361 - pyskl - INFO - Epoch [81][6900/7492] lr: 2.191e-02, eta: 3 days, 1:53:18, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2834, top5_acc: 0.5297, loss_cls: 7.9582, loss: 7.9582 2025-08-16 03:23:12,292 - pyskl - INFO - Epoch [81][7000/7492] lr: 2.190e-02, eta: 3 days, 1:52:27, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2672, top5_acc: 0.5247, loss_cls: 7.9639, loss: 7.9639 2025-08-16 03:24:04,192 - pyskl - INFO - Epoch [81][7100/7492] lr: 2.189e-02, eta: 3 days, 1:51:36, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5441, loss_cls: 7.9282, loss: 7.9282 2025-08-16 03:24:55,678 - pyskl - INFO - Epoch [81][7200/7492] lr: 2.189e-02, eta: 3 days, 1:50:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2925, top5_acc: 0.5300, loss_cls: 7.9029, loss: 7.9029 2025-08-16 03:25:47,851 - pyskl - INFO - Epoch [81][7300/7492] lr: 2.188e-02, eta: 3 days, 1:49:54, time: 0.522, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5291, loss_cls: 7.9121, loss: 7.9121 2025-08-16 03:26:39,279 - pyskl - INFO - Epoch [81][7400/7492] lr: 2.187e-02, eta: 3 days, 1:49:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2775, top5_acc: 0.5225, loss_cls: 8.0618, loss: 8.0618 2025-08-16 03:27:27,216 - pyskl - INFO - Saving checkpoint at 81 epochs 2025-08-16 03:28:24,315 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 03:28:25,050 - pyskl - INFO - top1_acc 0.2421 top5_acc 0.4833 2025-08-16 03:28:25,050 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 03:28:25,088 - pyskl - INFO - mean_acc 0.2420 2025-08-16 03:28:25,099 - pyskl - INFO - Epoch(val) [81][617] top1_acc: 0.2421, top5_acc: 0.4833, mean_class_accuracy: 0.2420 2025-08-16 03:29:46,289 - pyskl - INFO - Epoch [82][100/7492] lr: 2.186e-02, eta: 3 days, 1:47:09, time: 0.812, data_time: 0.299, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5472, loss_cls: 7.8082, loss: 7.8082 2025-08-16 03:30:37,441 - pyskl - INFO - Epoch [82][200/7492] lr: 2.185e-02, eta: 3 days, 1:46:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5325, loss_cls: 7.9206, loss: 7.9206 2025-08-16 03:31:28,620 - pyskl - INFO - Epoch [82][300/7492] lr: 2.185e-02, eta: 3 days, 1:45:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5459, loss_cls: 7.9226, loss: 7.9226 2025-08-16 03:32:19,938 - pyskl - INFO - Epoch [82][400/7492] lr: 2.184e-02, eta: 3 days, 1:44:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5444, loss_cls: 7.8226, loss: 7.8226 2025-08-16 03:33:11,152 - pyskl - INFO - Epoch [82][500/7492] lr: 2.183e-02, eta: 3 days, 1:43:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5238, loss_cls: 7.9951, loss: 7.9951 2025-08-16 03:34:02,393 - pyskl - INFO - Epoch [82][600/7492] lr: 2.183e-02, eta: 3 days, 1:42:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5397, loss_cls: 7.8963, loss: 7.8963 2025-08-16 03:34:53,657 - pyskl - INFO - Epoch [82][700/7492] lr: 2.182e-02, eta: 3 days, 1:42:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2984, top5_acc: 0.5403, loss_cls: 7.8121, loss: 7.8121 2025-08-16 03:35:45,096 - pyskl - INFO - Epoch [82][800/7492] lr: 2.181e-02, eta: 3 days, 1:41:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5578, loss_cls: 7.7058, loss: 7.7058 2025-08-16 03:36:36,502 - pyskl - INFO - Epoch [82][900/7492] lr: 2.180e-02, eta: 3 days, 1:40:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3178, top5_acc: 0.5516, loss_cls: 7.7330, loss: 7.7330 2025-08-16 03:37:28,062 - pyskl - INFO - Epoch [82][1000/7492] lr: 2.180e-02, eta: 3 days, 1:39:26, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2884, top5_acc: 0.5350, loss_cls: 7.8307, loss: 7.8307 2025-08-16 03:38:19,544 - pyskl - INFO - Epoch [82][1100/7492] lr: 2.179e-02, eta: 3 days, 1:38:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5491, loss_cls: 7.8904, loss: 7.8904 2025-08-16 03:39:10,836 - pyskl - INFO - Epoch [82][1200/7492] lr: 2.178e-02, eta: 3 days, 1:37:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2844, top5_acc: 0.5319, loss_cls: 7.9563, loss: 7.9563 2025-08-16 03:40:02,288 - pyskl - INFO - Epoch [82][1300/7492] lr: 2.178e-02, eta: 3 days, 1:36:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2853, top5_acc: 0.5397, loss_cls: 7.8564, loss: 7.8564 2025-08-16 03:40:53,457 - pyskl - INFO - Epoch [82][1400/7492] lr: 2.177e-02, eta: 3 days, 1:36:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2997, top5_acc: 0.5516, loss_cls: 7.7756, loss: 7.7756 2025-08-16 03:41:45,197 - pyskl - INFO - Epoch [82][1500/7492] lr: 2.176e-02, eta: 3 days, 1:35:09, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5503, loss_cls: 7.8642, loss: 7.8642 2025-08-16 03:42:36,632 - pyskl - INFO - Epoch [82][1600/7492] lr: 2.176e-02, eta: 3 days, 1:34:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5437, loss_cls: 7.7609, loss: 7.7609 2025-08-16 03:43:27,907 - pyskl - INFO - Epoch [82][1700/7492] lr: 2.175e-02, eta: 3 days, 1:33:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2794, top5_acc: 0.5497, loss_cls: 7.8494, loss: 7.8494 2025-08-16 03:44:19,269 - pyskl - INFO - Epoch [82][1800/7492] lr: 2.174e-02, eta: 3 days, 1:32:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5303, loss_cls: 7.8877, loss: 7.8877 2025-08-16 03:45:10,718 - pyskl - INFO - Epoch [82][1900/7492] lr: 2.174e-02, eta: 3 days, 1:31:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5303, loss_cls: 7.8855, loss: 7.8855 2025-08-16 03:46:02,075 - pyskl - INFO - Epoch [82][2000/7492] lr: 2.173e-02, eta: 3 days, 1:30:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2847, top5_acc: 0.5322, loss_cls: 7.8797, loss: 7.8797 2025-08-16 03:46:53,431 - pyskl - INFO - Epoch [82][2100/7492] lr: 2.172e-02, eta: 3 days, 1:30:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5350, loss_cls: 7.9430, loss: 7.9430 2025-08-16 03:47:45,066 - pyskl - INFO - Epoch [82][2200/7492] lr: 2.171e-02, eta: 3 days, 1:29:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2984, top5_acc: 0.5384, loss_cls: 7.8511, loss: 7.8511 2025-08-16 03:48:36,414 - pyskl - INFO - Epoch [82][2300/7492] lr: 2.171e-02, eta: 3 days, 1:28:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5375, loss_cls: 7.9020, loss: 7.9020 2025-08-16 03:49:27,733 - pyskl - INFO - Epoch [82][2400/7492] lr: 2.170e-02, eta: 3 days, 1:27:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5416, loss_cls: 7.8960, loss: 7.8960 2025-08-16 03:50:19,187 - pyskl - INFO - Epoch [82][2500/7492] lr: 2.169e-02, eta: 3 days, 1:26:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5403, loss_cls: 7.8954, loss: 7.8954 2025-08-16 03:51:10,690 - pyskl - INFO - Epoch [82][2600/7492] lr: 2.169e-02, eta: 3 days, 1:25:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2944, top5_acc: 0.5441, loss_cls: 7.8572, loss: 7.8572 2025-08-16 03:52:02,189 - pyskl - INFO - Epoch [82][2700/7492] lr: 2.168e-02, eta: 3 days, 1:24:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2847, top5_acc: 0.5266, loss_cls: 7.9050, loss: 7.9050 2025-08-16 03:52:53,631 - pyskl - INFO - Epoch [82][2800/7492] lr: 2.167e-02, eta: 3 days, 1:24:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5206, loss_cls: 7.9674, loss: 7.9674 2025-08-16 03:53:45,049 - pyskl - INFO - Epoch [82][2900/7492] lr: 2.167e-02, eta: 3 days, 1:23:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2797, top5_acc: 0.5203, loss_cls: 7.9467, loss: 7.9467 2025-08-16 03:54:36,313 - pyskl - INFO - Epoch [82][3000/7492] lr: 2.166e-02, eta: 3 days, 1:22:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5409, loss_cls: 7.9004, loss: 7.9004 2025-08-16 03:55:27,491 - pyskl - INFO - Epoch [82][3100/7492] lr: 2.165e-02, eta: 3 days, 1:21:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3003, top5_acc: 0.5463, loss_cls: 7.7996, loss: 7.7996 2025-08-16 03:56:19,213 - pyskl - INFO - Epoch [82][3200/7492] lr: 2.164e-02, eta: 3 days, 1:20:36, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2784, top5_acc: 0.5387, loss_cls: 7.8501, loss: 7.8501 2025-08-16 03:57:10,992 - pyskl - INFO - Epoch [82][3300/7492] lr: 2.164e-02, eta: 3 days, 1:19:45, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5316, loss_cls: 7.9402, loss: 7.9402 2025-08-16 03:58:02,250 - pyskl - INFO - Epoch [82][3400/7492] lr: 2.163e-02, eta: 3 days, 1:18:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5337, loss_cls: 7.8875, loss: 7.8875 2025-08-16 03:58:53,615 - pyskl - INFO - Epoch [82][3500/7492] lr: 2.162e-02, eta: 3 days, 1:18:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5303, loss_cls: 7.8962, loss: 7.8962 2025-08-16 03:59:45,000 - pyskl - INFO - Epoch [82][3600/7492] lr: 2.162e-02, eta: 3 days, 1:17:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2884, top5_acc: 0.5334, loss_cls: 7.8831, loss: 7.8831 2025-08-16 04:00:36,607 - pyskl - INFO - Epoch [82][3700/7492] lr: 2.161e-02, eta: 3 days, 1:16:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5272, loss_cls: 7.9349, loss: 7.9349 2025-08-16 04:01:28,052 - pyskl - INFO - Epoch [82][3800/7492] lr: 2.160e-02, eta: 3 days, 1:15:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2797, top5_acc: 0.5262, loss_cls: 7.9453, loss: 7.9453 2025-08-16 04:02:19,367 - pyskl - INFO - Epoch [82][3900/7492] lr: 2.160e-02, eta: 3 days, 1:14:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5222, loss_cls: 7.9306, loss: 7.9306 2025-08-16 04:03:10,728 - pyskl - INFO - Epoch [82][4000/7492] lr: 2.159e-02, eta: 3 days, 1:13:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5234, loss_cls: 7.9886, loss: 7.9886 2025-08-16 04:04:02,136 - pyskl - INFO - Epoch [82][4100/7492] lr: 2.158e-02, eta: 3 days, 1:12:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5375, loss_cls: 7.8971, loss: 7.8971 2025-08-16 04:04:53,354 - pyskl - INFO - Epoch [82][4200/7492] lr: 2.158e-02, eta: 3 days, 1:12:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5397, loss_cls: 7.9500, loss: 7.9500 2025-08-16 04:05:44,751 - pyskl - INFO - Epoch [82][4300/7492] lr: 2.157e-02, eta: 3 days, 1:11:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5344, loss_cls: 7.8801, loss: 7.8801 2025-08-16 04:06:36,122 - pyskl - INFO - Epoch [82][4400/7492] lr: 2.156e-02, eta: 3 days, 1:10:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5222, loss_cls: 7.9395, loss: 7.9395 2025-08-16 04:07:27,615 - pyskl - INFO - Epoch [82][4500/7492] lr: 2.155e-02, eta: 3 days, 1:09:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5359, loss_cls: 7.8503, loss: 7.8503 2025-08-16 04:08:18,985 - pyskl - INFO - Epoch [82][4600/7492] lr: 2.155e-02, eta: 3 days, 1:08:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5162, loss_cls: 7.9323, loss: 7.9323 2025-08-16 04:09:10,206 - pyskl - INFO - Epoch [82][4700/7492] lr: 2.154e-02, eta: 3 days, 1:07:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5359, loss_cls: 7.8841, loss: 7.8841 2025-08-16 04:10:01,694 - pyskl - INFO - Epoch [82][4800/7492] lr: 2.153e-02, eta: 3 days, 1:06:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5359, loss_cls: 7.8894, loss: 7.8894 2025-08-16 04:10:52,977 - pyskl - INFO - Epoch [82][4900/7492] lr: 2.153e-02, eta: 3 days, 1:06:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5300, loss_cls: 7.9197, loss: 7.9197 2025-08-16 04:11:44,300 - pyskl - INFO - Epoch [82][5000/7492] lr: 2.152e-02, eta: 3 days, 1:05:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5212, loss_cls: 7.9354, loss: 7.9354 2025-08-16 04:12:35,661 - pyskl - INFO - Epoch [82][5100/7492] lr: 2.151e-02, eta: 3 days, 1:04:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5256, loss_cls: 7.9005, loss: 7.9005 2025-08-16 04:13:26,933 - pyskl - INFO - Epoch [82][5200/7492] lr: 2.151e-02, eta: 3 days, 1:03:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5341, loss_cls: 7.9636, loss: 7.9636 2025-08-16 04:14:18,284 - pyskl - INFO - Epoch [82][5300/7492] lr: 2.150e-02, eta: 3 days, 1:02:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2753, top5_acc: 0.5291, loss_cls: 7.9611, loss: 7.9611 2025-08-16 04:15:09,564 - pyskl - INFO - Epoch [82][5400/7492] lr: 2.149e-02, eta: 3 days, 1:01:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2853, top5_acc: 0.5228, loss_cls: 7.9460, loss: 7.9460 2025-08-16 04:16:01,207 - pyskl - INFO - Epoch [82][5500/7492] lr: 2.149e-02, eta: 3 days, 1:00:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5316, loss_cls: 7.9158, loss: 7.9158 2025-08-16 04:16:52,574 - pyskl - INFO - Epoch [82][5600/7492] lr: 2.148e-02, eta: 3 days, 1:00:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5444, loss_cls: 7.9240, loss: 7.9240 2025-08-16 04:17:44,030 - pyskl - INFO - Epoch [82][5700/7492] lr: 2.147e-02, eta: 3 days, 0:59:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5416, loss_cls: 7.8271, loss: 7.8271 2025-08-16 04:18:35,245 - pyskl - INFO - Epoch [82][5800/7492] lr: 2.147e-02, eta: 3 days, 0:58:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2734, top5_acc: 0.5281, loss_cls: 7.9843, loss: 7.9843 2025-08-16 04:19:26,759 - pyskl - INFO - Epoch [82][5900/7492] lr: 2.146e-02, eta: 3 days, 0:57:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5472, loss_cls: 7.8153, loss: 7.8153 2025-08-16 04:20:18,145 - pyskl - INFO - Epoch [82][6000/7492] lr: 2.145e-02, eta: 3 days, 0:56:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5244, loss_cls: 7.9569, loss: 7.9569 2025-08-16 04:21:09,494 - pyskl - INFO - Epoch [82][6100/7492] lr: 2.144e-02, eta: 3 days, 0:55:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5403, loss_cls: 7.8760, loss: 7.8760 2025-08-16 04:22:00,880 - pyskl - INFO - Epoch [82][6200/7492] lr: 2.144e-02, eta: 3 days, 0:54:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2681, top5_acc: 0.5188, loss_cls: 7.9948, loss: 7.9948 2025-08-16 04:22:52,291 - pyskl - INFO - Epoch [82][6300/7492] lr: 2.143e-02, eta: 3 days, 0:54:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2762, top5_acc: 0.5247, loss_cls: 8.0327, loss: 8.0327 2025-08-16 04:23:43,779 - pyskl - INFO - Epoch [82][6400/7492] lr: 2.142e-02, eta: 3 days, 0:53:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5513, loss_cls: 7.8488, loss: 7.8488 2025-08-16 04:24:35,194 - pyskl - INFO - Epoch [82][6500/7492] lr: 2.142e-02, eta: 3 days, 0:52:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2737, top5_acc: 0.5181, loss_cls: 8.0243, loss: 8.0243 2025-08-16 04:25:26,632 - pyskl - INFO - Epoch [82][6600/7492] lr: 2.141e-02, eta: 3 days, 0:51:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2741, top5_acc: 0.5262, loss_cls: 7.9206, loss: 7.9206 2025-08-16 04:26:17,931 - pyskl - INFO - Epoch [82][6700/7492] lr: 2.140e-02, eta: 3 days, 0:50:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5450, loss_cls: 7.8549, loss: 7.8549 2025-08-16 04:27:09,417 - pyskl - INFO - Epoch [82][6800/7492] lr: 2.140e-02, eta: 3 days, 0:49:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5341, loss_cls: 7.9807, loss: 7.9807 2025-08-16 04:28:01,112 - pyskl - INFO - Epoch [82][6900/7492] lr: 2.139e-02, eta: 3 days, 0:48:54, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2644, top5_acc: 0.5212, loss_cls: 8.0429, loss: 8.0429 2025-08-16 04:28:52,544 - pyskl - INFO - Epoch [82][7000/7492] lr: 2.138e-02, eta: 3 days, 0:48:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2809, top5_acc: 0.5375, loss_cls: 7.8508, loss: 7.8508 2025-08-16 04:29:43,644 - pyskl - INFO - Epoch [82][7100/7492] lr: 2.138e-02, eta: 3 days, 0:47:11, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5184, loss_cls: 8.0202, loss: 8.0202 2025-08-16 04:30:34,928 - pyskl - INFO - Epoch [82][7200/7492] lr: 2.137e-02, eta: 3 days, 0:46:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2781, top5_acc: 0.5234, loss_cls: 7.9836, loss: 7.9836 2025-08-16 04:31:26,230 - pyskl - INFO - Epoch [82][7300/7492] lr: 2.136e-02, eta: 3 days, 0:45:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2806, top5_acc: 0.5350, loss_cls: 7.9476, loss: 7.9476 2025-08-16 04:32:17,694 - pyskl - INFO - Epoch [82][7400/7492] lr: 2.135e-02, eta: 3 days, 0:44:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2853, top5_acc: 0.5378, loss_cls: 7.9579, loss: 7.9579 2025-08-16 04:33:05,691 - pyskl - INFO - Saving checkpoint at 82 epochs 2025-08-16 04:34:03,226 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 04:34:03,968 - pyskl - INFO - top1_acc 0.2351 top5_acc 0.4696 2025-08-16 04:34:03,969 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 04:34:04,004 - pyskl - INFO - mean_acc 0.2350 2025-08-16 04:34:04,015 - pyskl - INFO - Epoch(val) [82][617] top1_acc: 0.2351, top5_acc: 0.4696, mean_class_accuracy: 0.2350 2025-08-16 04:35:25,640 - pyskl - INFO - Epoch [83][100/7492] lr: 2.134e-02, eta: 3 days, 0:42:44, time: 0.816, data_time: 0.305, memory: 13026, top1_acc: 0.2947, top5_acc: 0.5581, loss_cls: 7.7398, loss: 7.7398 2025-08-16 04:36:16,759 - pyskl - INFO - Epoch [83][200/7492] lr: 2.133e-02, eta: 3 days, 0:41:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5447, loss_cls: 7.7465, loss: 7.7465 2025-08-16 04:37:08,006 - pyskl - INFO - Epoch [83][300/7492] lr: 2.133e-02, eta: 3 days, 0:41:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5375, loss_cls: 7.8782, loss: 7.8782 2025-08-16 04:37:59,347 - pyskl - INFO - Epoch [83][400/7492] lr: 2.132e-02, eta: 3 days, 0:40:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5572, loss_cls: 7.7513, loss: 7.7513 2025-08-16 04:38:50,734 - pyskl - INFO - Epoch [83][500/7492] lr: 2.131e-02, eta: 3 days, 0:39:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5469, loss_cls: 7.8937, loss: 7.8937 2025-08-16 04:39:41,925 - pyskl - INFO - Epoch [83][600/7492] lr: 2.131e-02, eta: 3 days, 0:38:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2897, top5_acc: 0.5238, loss_cls: 7.8398, loss: 7.8398 2025-08-16 04:40:33,161 - pyskl - INFO - Epoch [83][700/7492] lr: 2.130e-02, eta: 3 days, 0:37:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5356, loss_cls: 7.8995, loss: 7.8995 2025-08-16 04:41:24,304 - pyskl - INFO - Epoch [83][800/7492] lr: 2.129e-02, eta: 3 days, 0:36:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2875, top5_acc: 0.5334, loss_cls: 7.9559, loss: 7.9559 2025-08-16 04:42:15,602 - pyskl - INFO - Epoch [83][900/7492] lr: 2.129e-02, eta: 3 days, 0:35:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3047, top5_acc: 0.5391, loss_cls: 7.8359, loss: 7.8359 2025-08-16 04:43:06,958 - pyskl - INFO - Epoch [83][1000/7492] lr: 2.128e-02, eta: 3 days, 0:35:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5553, loss_cls: 7.7543, loss: 7.7543 2025-08-16 04:43:58,540 - pyskl - INFO - Epoch [83][1100/7492] lr: 2.127e-02, eta: 3 days, 0:34:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2953, top5_acc: 0.5366, loss_cls: 7.8109, loss: 7.8109 2025-08-16 04:44:49,876 - pyskl - INFO - Epoch [83][1200/7492] lr: 2.127e-02, eta: 3 days, 0:33:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5350, loss_cls: 7.9671, loss: 7.9671 2025-08-16 04:45:41,020 - pyskl - INFO - Epoch [83][1300/7492] lr: 2.126e-02, eta: 3 days, 0:32:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5331, loss_cls: 7.9663, loss: 7.9663 2025-08-16 04:46:32,210 - pyskl - INFO - Epoch [83][1400/7492] lr: 2.125e-02, eta: 3 days, 0:31:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2863, top5_acc: 0.5334, loss_cls: 7.9010, loss: 7.9010 2025-08-16 04:47:23,758 - pyskl - INFO - Epoch [83][1500/7492] lr: 2.124e-02, eta: 3 days, 0:30:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2694, top5_acc: 0.5194, loss_cls: 7.9387, loss: 7.9387 2025-08-16 04:48:15,305 - pyskl - INFO - Epoch [83][1600/7492] lr: 2.124e-02, eta: 3 days, 0:29:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5291, loss_cls: 7.9129, loss: 7.9129 2025-08-16 04:49:06,631 - pyskl - INFO - Epoch [83][1700/7492] lr: 2.123e-02, eta: 3 days, 0:29:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2800, top5_acc: 0.5406, loss_cls: 7.8907, loss: 7.8907 2025-08-16 04:49:58,126 - pyskl - INFO - Epoch [83][1800/7492] lr: 2.122e-02, eta: 3 days, 0:28:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5322, loss_cls: 7.8905, loss: 7.8905 2025-08-16 04:50:49,483 - pyskl - INFO - Epoch [83][1900/7492] lr: 2.122e-02, eta: 3 days, 0:27:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5238, loss_cls: 7.8848, loss: 7.8848 2025-08-16 04:51:40,774 - pyskl - INFO - Epoch [83][2000/7492] lr: 2.121e-02, eta: 3 days, 0:26:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2875, top5_acc: 0.5378, loss_cls: 7.8310, loss: 7.8310 2025-08-16 04:52:32,640 - pyskl - INFO - Epoch [83][2100/7492] lr: 2.120e-02, eta: 3 days, 0:25:36, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2981, top5_acc: 0.5503, loss_cls: 7.8724, loss: 7.8724 2025-08-16 04:53:24,170 - pyskl - INFO - Epoch [83][2200/7492] lr: 2.120e-02, eta: 3 days, 0:24:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5353, loss_cls: 7.8921, loss: 7.8921 2025-08-16 04:54:15,444 - pyskl - INFO - Epoch [83][2300/7492] lr: 2.119e-02, eta: 3 days, 0:23:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2794, top5_acc: 0.5328, loss_cls: 7.8769, loss: 7.8769 2025-08-16 04:55:06,747 - pyskl - INFO - Epoch [83][2400/7492] lr: 2.118e-02, eta: 3 days, 0:23:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5431, loss_cls: 7.8628, loss: 7.8628 2025-08-16 04:55:57,967 - pyskl - INFO - Epoch [83][2500/7492] lr: 2.118e-02, eta: 3 days, 0:22:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5384, loss_cls: 7.8461, loss: 7.8461 2025-08-16 04:56:49,154 - pyskl - INFO - Epoch [83][2600/7492] lr: 2.117e-02, eta: 3 days, 0:21:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5363, loss_cls: 7.9275, loss: 7.9275 2025-08-16 04:57:40,534 - pyskl - INFO - Epoch [83][2700/7492] lr: 2.116e-02, eta: 3 days, 0:20:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5363, loss_cls: 7.8914, loss: 7.8914 2025-08-16 04:58:31,766 - pyskl - INFO - Epoch [83][2800/7492] lr: 2.115e-02, eta: 3 days, 0:19:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5519, loss_cls: 7.8024, loss: 7.8024 2025-08-16 04:59:23,045 - pyskl - INFO - Epoch [83][2900/7492] lr: 2.115e-02, eta: 3 days, 0:18:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5281, loss_cls: 7.9862, loss: 7.9862 2025-08-16 05:00:14,402 - pyskl - INFO - Epoch [83][3000/7492] lr: 2.114e-02, eta: 3 days, 0:17:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2712, top5_acc: 0.5294, loss_cls: 7.9341, loss: 7.9341 2025-08-16 05:01:05,983 - pyskl - INFO - Epoch [83][3100/7492] lr: 2.113e-02, eta: 3 days, 0:17:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2847, top5_acc: 0.5331, loss_cls: 7.9432, loss: 7.9432 2025-08-16 05:01:57,604 - pyskl - INFO - Epoch [83][3200/7492] lr: 2.113e-02, eta: 3 days, 0:16:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5344, loss_cls: 7.9055, loss: 7.9055 2025-08-16 05:02:48,789 - pyskl - INFO - Epoch [83][3300/7492] lr: 2.112e-02, eta: 3 days, 0:15:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5325, loss_cls: 7.7908, loss: 7.7908 2025-08-16 05:03:40,272 - pyskl - INFO - Epoch [83][3400/7492] lr: 2.111e-02, eta: 3 days, 0:14:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5322, loss_cls: 7.9144, loss: 7.9144 2025-08-16 05:04:31,764 - pyskl - INFO - Epoch [83][3500/7492] lr: 2.111e-02, eta: 3 days, 0:13:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5422, loss_cls: 7.8268, loss: 7.8268 2025-08-16 05:05:23,166 - pyskl - INFO - Epoch [83][3600/7492] lr: 2.110e-02, eta: 3 days, 0:12:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2812, top5_acc: 0.5300, loss_cls: 7.9400, loss: 7.9400 2025-08-16 05:06:14,471 - pyskl - INFO - Epoch [83][3700/7492] lr: 2.109e-02, eta: 3 days, 0:11:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2778, top5_acc: 0.5256, loss_cls: 7.7984, loss: 7.7984 2025-08-16 05:07:05,970 - pyskl - INFO - Epoch [83][3800/7492] lr: 2.109e-02, eta: 3 days, 0:11:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2831, top5_acc: 0.5328, loss_cls: 7.8894, loss: 7.8894 2025-08-16 05:07:57,344 - pyskl - INFO - Epoch [83][3900/7492] lr: 2.108e-02, eta: 3 days, 0:10:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2850, top5_acc: 0.5366, loss_cls: 8.0008, loss: 8.0008 2025-08-16 05:08:48,720 - pyskl - INFO - Epoch [83][4000/7492] lr: 2.107e-02, eta: 3 days, 0:09:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5375, loss_cls: 7.9296, loss: 7.9296 2025-08-16 05:09:40,131 - pyskl - INFO - Epoch [83][4100/7492] lr: 2.106e-02, eta: 3 days, 0:08:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2794, top5_acc: 0.5231, loss_cls: 7.9094, loss: 7.9094 2025-08-16 05:10:31,565 - pyskl - INFO - Epoch [83][4200/7492] lr: 2.106e-02, eta: 3 days, 0:07:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5312, loss_cls: 7.8988, loss: 7.8988 2025-08-16 05:11:23,356 - pyskl - INFO - Epoch [83][4300/7492] lr: 2.105e-02, eta: 3 days, 0:06:45, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5444, loss_cls: 7.8293, loss: 7.8293 2025-08-16 05:12:14,802 - pyskl - INFO - Epoch [83][4400/7492] lr: 2.104e-02, eta: 3 days, 0:05:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5528, loss_cls: 7.7528, loss: 7.7528 2025-08-16 05:13:06,397 - pyskl - INFO - Epoch [83][4500/7492] lr: 2.104e-02, eta: 3 days, 0:05:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5288, loss_cls: 7.9338, loss: 7.9338 2025-08-16 05:13:57,970 - pyskl - INFO - Epoch [83][4600/7492] lr: 2.103e-02, eta: 3 days, 0:04:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2863, top5_acc: 0.5294, loss_cls: 7.7762, loss: 7.7762 2025-08-16 05:14:49,375 - pyskl - INFO - Epoch [83][4700/7492] lr: 2.102e-02, eta: 3 days, 0:03:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5381, loss_cls: 7.8984, loss: 7.8984 2025-08-16 05:15:40,661 - pyskl - INFO - Epoch [83][4800/7492] lr: 2.102e-02, eta: 3 days, 0:02:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5434, loss_cls: 7.8473, loss: 7.8473 2025-08-16 05:16:32,136 - pyskl - INFO - Epoch [83][4900/7492] lr: 2.101e-02, eta: 3 days, 0:01:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2850, top5_acc: 0.5309, loss_cls: 7.8910, loss: 7.8910 2025-08-16 05:17:23,315 - pyskl - INFO - Epoch [83][5000/7492] lr: 2.100e-02, eta: 3 days, 0:00:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5359, loss_cls: 7.8210, loss: 7.8210 2025-08-16 05:18:14,396 - pyskl - INFO - Epoch [83][5100/7492] lr: 2.100e-02, eta: 2 days, 23:59:54, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2656, top5_acc: 0.5319, loss_cls: 7.9917, loss: 7.9917 2025-08-16 05:19:05,560 - pyskl - INFO - Epoch [83][5200/7492] lr: 2.099e-02, eta: 2 days, 23:59:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5309, loss_cls: 7.8982, loss: 7.8982 2025-08-16 05:19:56,755 - pyskl - INFO - Epoch [83][5300/7492] lr: 2.098e-02, eta: 2 days, 23:58:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5325, loss_cls: 7.8851, loss: 7.8851 2025-08-16 05:20:47,977 - pyskl - INFO - Epoch [83][5400/7492] lr: 2.098e-02, eta: 2 days, 23:57:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5416, loss_cls: 7.9253, loss: 7.9253 2025-08-16 05:21:39,196 - pyskl - INFO - Epoch [83][5500/7492] lr: 2.097e-02, eta: 2 days, 23:56:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5428, loss_cls: 7.9019, loss: 7.9019 2025-08-16 05:22:30,428 - pyskl - INFO - Epoch [83][5600/7492] lr: 2.096e-02, eta: 2 days, 23:55:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2787, top5_acc: 0.5234, loss_cls: 7.8515, loss: 7.8515 2025-08-16 05:23:21,617 - pyskl - INFO - Epoch [83][5700/7492] lr: 2.095e-02, eta: 2 days, 23:54:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5375, loss_cls: 7.9012, loss: 7.9012 2025-08-16 05:24:12,926 - pyskl - INFO - Epoch [83][5800/7492] lr: 2.095e-02, eta: 2 days, 23:53:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5303, loss_cls: 7.9501, loss: 7.9501 2025-08-16 05:25:04,140 - pyskl - INFO - Epoch [83][5900/7492] lr: 2.094e-02, eta: 2 days, 23:53:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5278, loss_cls: 7.9266, loss: 7.9266 2025-08-16 05:25:55,707 - pyskl - INFO - Epoch [83][6000/7492] lr: 2.093e-02, eta: 2 days, 23:52:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5444, loss_cls: 7.8354, loss: 7.8354 2025-08-16 05:26:46,988 - pyskl - INFO - Epoch [83][6100/7492] lr: 2.093e-02, eta: 2 days, 23:51:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5419, loss_cls: 7.7975, loss: 7.7975 2025-08-16 05:27:38,184 - pyskl - INFO - Epoch [83][6200/7492] lr: 2.092e-02, eta: 2 days, 23:50:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2875, top5_acc: 0.5334, loss_cls: 7.8435, loss: 7.8435 2025-08-16 05:28:29,745 - pyskl - INFO - Epoch [83][6300/7492] lr: 2.091e-02, eta: 2 days, 23:49:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5372, loss_cls: 7.8732, loss: 7.8732 2025-08-16 05:29:21,685 - pyskl - INFO - Epoch [83][6400/7492] lr: 2.091e-02, eta: 2 days, 23:48:45, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5322, loss_cls: 7.8643, loss: 7.8643 2025-08-16 05:30:13,300 - pyskl - INFO - Epoch [83][6500/7492] lr: 2.090e-02, eta: 2 days, 23:47:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5216, loss_cls: 7.9696, loss: 7.9696 2025-08-16 05:31:04,804 - pyskl - INFO - Epoch [83][6600/7492] lr: 2.089e-02, eta: 2 days, 23:47:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5359, loss_cls: 7.8696, loss: 7.8696 2025-08-16 05:31:56,000 - pyskl - INFO - Epoch [83][6700/7492] lr: 2.089e-02, eta: 2 days, 23:46:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2959, top5_acc: 0.5381, loss_cls: 7.9041, loss: 7.9041 2025-08-16 05:32:47,280 - pyskl - INFO - Epoch [83][6800/7492] lr: 2.088e-02, eta: 2 days, 23:45:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2863, top5_acc: 0.5375, loss_cls: 7.8805, loss: 7.8805 2025-08-16 05:33:38,502 - pyskl - INFO - Epoch [83][6900/7492] lr: 2.087e-02, eta: 2 days, 23:44:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5397, loss_cls: 7.9054, loss: 7.9054 2025-08-16 05:34:30,002 - pyskl - INFO - Epoch [83][7000/7492] lr: 2.086e-02, eta: 2 days, 23:43:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2794, top5_acc: 0.5166, loss_cls: 7.9712, loss: 7.9712 2025-08-16 05:35:21,309 - pyskl - INFO - Epoch [83][7100/7492] lr: 2.086e-02, eta: 2 days, 23:42:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5369, loss_cls: 7.8899, loss: 7.8899 2025-08-16 05:36:12,666 - pyskl - INFO - Epoch [83][7200/7492] lr: 2.085e-02, eta: 2 days, 23:41:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5306, loss_cls: 7.9417, loss: 7.9417 2025-08-16 05:37:03,964 - pyskl - INFO - Epoch [83][7300/7492] lr: 2.084e-02, eta: 2 days, 23:41:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5266, loss_cls: 7.9365, loss: 7.9365 2025-08-16 05:37:55,194 - pyskl - INFO - Epoch [83][7400/7492] lr: 2.084e-02, eta: 2 days, 23:40:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5247, loss_cls: 7.9525, loss: 7.9525 2025-08-16 05:38:43,215 - pyskl - INFO - Saving checkpoint at 83 epochs 2025-08-16 05:39:39,746 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 05:39:40,480 - pyskl - INFO - top1_acc 0.2442 top5_acc 0.4880 2025-08-16 05:39:40,480 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 05:39:40,513 - pyskl - INFO - mean_acc 0.2441 2025-08-16 05:39:40,582 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_76.pth was removed 2025-08-16 05:39:41,643 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. 2025-08-16 05:39:41,644 - pyskl - INFO - Best top1_acc is 0.2442 at 83 epoch. 2025-08-16 05:39:41,653 - pyskl - INFO - Epoch(val) [83][617] top1_acc: 0.2442, top5_acc: 0.4880, mean_class_accuracy: 0.2441 2025-08-16 05:41:02,959 - pyskl - INFO - Epoch [84][100/7492] lr: 2.082e-02, eta: 2 days, 23:38:18, time: 0.813, data_time: 0.301, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5450, loss_cls: 7.8487, loss: 7.8487 2025-08-16 05:41:54,194 - pyskl - INFO - Epoch [84][200/7492] lr: 2.082e-02, eta: 2 days, 23:37:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5478, loss_cls: 7.8333, loss: 7.8333 2025-08-16 05:42:45,466 - pyskl - INFO - Epoch [84][300/7492] lr: 2.081e-02, eta: 2 days, 23:36:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5328, loss_cls: 7.8938, loss: 7.8938 2025-08-16 05:43:36,673 - pyskl - INFO - Epoch [84][400/7492] lr: 2.080e-02, eta: 2 days, 23:35:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3125, top5_acc: 0.5525, loss_cls: 7.7766, loss: 7.7766 2025-08-16 05:44:28,220 - pyskl - INFO - Epoch [84][500/7492] lr: 2.080e-02, eta: 2 days, 23:34:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5497, loss_cls: 7.7782, loss: 7.7782 2025-08-16 05:45:19,490 - pyskl - INFO - Epoch [84][600/7492] lr: 2.079e-02, eta: 2 days, 23:34:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2953, top5_acc: 0.5316, loss_cls: 7.7895, loss: 7.7895 2025-08-16 05:46:10,772 - pyskl - INFO - Epoch [84][700/7492] lr: 2.078e-02, eta: 2 days, 23:33:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5341, loss_cls: 7.9434, loss: 7.9434 2025-08-16 05:47:02,060 - pyskl - INFO - Epoch [84][800/7492] lr: 2.078e-02, eta: 2 days, 23:32:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5475, loss_cls: 7.8692, loss: 7.8692 2025-08-16 05:47:53,254 - pyskl - INFO - Epoch [84][900/7492] lr: 2.077e-02, eta: 2 days, 23:31:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5550, loss_cls: 7.7917, loss: 7.7917 2025-08-16 05:48:44,736 - pyskl - INFO - Epoch [84][1000/7492] lr: 2.076e-02, eta: 2 days, 23:30:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5503, loss_cls: 7.8004, loss: 7.8004 2025-08-16 05:49:36,018 - pyskl - INFO - Epoch [84][1100/7492] lr: 2.076e-02, eta: 2 days, 23:29:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5391, loss_cls: 7.8840, loss: 7.8840 2025-08-16 05:50:27,466 - pyskl - INFO - Epoch [84][1200/7492] lr: 2.075e-02, eta: 2 days, 23:28:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5300, loss_cls: 7.9166, loss: 7.9166 2025-08-16 05:51:18,662 - pyskl - INFO - Epoch [84][1300/7492] lr: 2.074e-02, eta: 2 days, 23:28:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5241, loss_cls: 7.9459, loss: 7.9459 2025-08-16 05:52:09,927 - pyskl - INFO - Epoch [84][1400/7492] lr: 2.073e-02, eta: 2 days, 23:27:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5337, loss_cls: 7.8839, loss: 7.8839 2025-08-16 05:53:01,302 - pyskl - INFO - Epoch [84][1500/7492] lr: 2.073e-02, eta: 2 days, 23:26:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5419, loss_cls: 7.7966, loss: 7.7966 2025-08-16 05:53:52,698 - pyskl - INFO - Epoch [84][1600/7492] lr: 2.072e-02, eta: 2 days, 23:25:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5403, loss_cls: 7.8253, loss: 7.8253 2025-08-16 05:54:44,020 - pyskl - INFO - Epoch [84][1700/7492] lr: 2.071e-02, eta: 2 days, 23:24:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2997, top5_acc: 0.5528, loss_cls: 7.7621, loss: 7.7621 2025-08-16 05:55:35,326 - pyskl - INFO - Epoch [84][1800/7492] lr: 2.071e-02, eta: 2 days, 23:23:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5428, loss_cls: 7.8886, loss: 7.8886 2025-08-16 05:56:26,500 - pyskl - INFO - Epoch [84][1900/7492] lr: 2.070e-02, eta: 2 days, 23:22:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5431, loss_cls: 7.7862, loss: 7.7862 2025-08-16 05:57:17,730 - pyskl - INFO - Epoch [84][2000/7492] lr: 2.069e-02, eta: 2 days, 23:22:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5491, loss_cls: 7.8580, loss: 7.8580 2025-08-16 05:58:09,109 - pyskl - INFO - Epoch [84][2100/7492] lr: 2.069e-02, eta: 2 days, 23:21:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2853, top5_acc: 0.5341, loss_cls: 7.8723, loss: 7.8723 2025-08-16 05:59:00,314 - pyskl - INFO - Epoch [84][2200/7492] lr: 2.068e-02, eta: 2 days, 23:20:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2747, top5_acc: 0.5297, loss_cls: 7.8320, loss: 7.8320 2025-08-16 05:59:51,577 - pyskl - INFO - Epoch [84][2300/7492] lr: 2.067e-02, eta: 2 days, 23:19:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5359, loss_cls: 7.9526, loss: 7.9526 2025-08-16 06:00:42,797 - pyskl - INFO - Epoch [84][2400/7492] lr: 2.067e-02, eta: 2 days, 23:18:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5387, loss_cls: 7.8077, loss: 7.8077 2025-08-16 06:01:34,275 - pyskl - INFO - Epoch [84][2500/7492] lr: 2.066e-02, eta: 2 days, 23:17:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2934, top5_acc: 0.5441, loss_cls: 7.8639, loss: 7.8639 2025-08-16 06:02:25,640 - pyskl - INFO - Epoch [84][2600/7492] lr: 2.065e-02, eta: 2 days, 23:16:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5262, loss_cls: 7.8394, loss: 7.8394 2025-08-16 06:03:17,195 - pyskl - INFO - Epoch [84][2700/7492] lr: 2.064e-02, eta: 2 days, 23:16:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2884, top5_acc: 0.5387, loss_cls: 7.8921, loss: 7.8921 2025-08-16 06:04:08,949 - pyskl - INFO - Epoch [84][2800/7492] lr: 2.064e-02, eta: 2 days, 23:15:10, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5587, loss_cls: 7.8034, loss: 7.8034 2025-08-16 06:05:00,196 - pyskl - INFO - Epoch [84][2900/7492] lr: 2.063e-02, eta: 2 days, 23:14:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5347, loss_cls: 7.9012, loss: 7.9012 2025-08-16 06:05:51,508 - pyskl - INFO - Epoch [84][3000/7492] lr: 2.062e-02, eta: 2 days, 23:13:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2853, top5_acc: 0.5350, loss_cls: 7.9172, loss: 7.9172 2025-08-16 06:06:42,845 - pyskl - INFO - Epoch [84][3100/7492] lr: 2.062e-02, eta: 2 days, 23:12:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5447, loss_cls: 7.7876, loss: 7.7876 2025-08-16 06:07:34,607 - pyskl - INFO - Epoch [84][3200/7492] lr: 2.061e-02, eta: 2 days, 23:11:44, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2900, top5_acc: 0.5397, loss_cls: 7.8779, loss: 7.8779 2025-08-16 06:08:26,232 - pyskl - INFO - Epoch [84][3300/7492] lr: 2.060e-02, eta: 2 days, 23:10:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5437, loss_cls: 7.7942, loss: 7.7942 2025-08-16 06:09:17,764 - pyskl - INFO - Epoch [84][3400/7492] lr: 2.060e-02, eta: 2 days, 23:10:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5391, loss_cls: 7.9223, loss: 7.9223 2025-08-16 06:10:09,122 - pyskl - INFO - Epoch [84][3500/7492] lr: 2.059e-02, eta: 2 days, 23:09:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5300, loss_cls: 7.9067, loss: 7.9067 2025-08-16 06:11:00,337 - pyskl - INFO - Epoch [84][3600/7492] lr: 2.058e-02, eta: 2 days, 23:08:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5606, loss_cls: 7.7699, loss: 7.7699 2025-08-16 06:11:51,556 - pyskl - INFO - Epoch [84][3700/7492] lr: 2.058e-02, eta: 2 days, 23:07:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5350, loss_cls: 7.9630, loss: 7.9630 2025-08-16 06:12:42,977 - pyskl - INFO - Epoch [84][3800/7492] lr: 2.057e-02, eta: 2 days, 23:06:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5306, loss_cls: 7.9518, loss: 7.9518 2025-08-16 06:13:34,503 - pyskl - INFO - Epoch [84][3900/7492] lr: 2.056e-02, eta: 2 days, 23:05:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3091, top5_acc: 0.5391, loss_cls: 7.8495, loss: 7.8495 2025-08-16 06:14:26,010 - pyskl - INFO - Epoch [84][4000/7492] lr: 2.056e-02, eta: 2 days, 23:04:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5434, loss_cls: 7.8410, loss: 7.8410 2025-08-16 06:15:17,366 - pyskl - INFO - Epoch [84][4100/7492] lr: 2.055e-02, eta: 2 days, 23:04:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2791, top5_acc: 0.5400, loss_cls: 7.9628, loss: 7.9628 2025-08-16 06:16:08,842 - pyskl - INFO - Epoch [84][4200/7492] lr: 2.054e-02, eta: 2 days, 23:03:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5447, loss_cls: 7.8361, loss: 7.8361 2025-08-16 06:17:00,386 - pyskl - INFO - Epoch [84][4300/7492] lr: 2.053e-02, eta: 2 days, 23:02:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2900, top5_acc: 0.5269, loss_cls: 7.8889, loss: 7.8889 2025-08-16 06:17:51,809 - pyskl - INFO - Epoch [84][4400/7492] lr: 2.053e-02, eta: 2 days, 23:01:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5316, loss_cls: 7.8611, loss: 7.8611 2025-08-16 06:18:43,270 - pyskl - INFO - Epoch [84][4500/7492] lr: 2.052e-02, eta: 2 days, 23:00:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5300, loss_cls: 7.9351, loss: 7.9351 2025-08-16 06:19:34,450 - pyskl - INFO - Epoch [84][4600/7492] lr: 2.051e-02, eta: 2 days, 22:59:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5366, loss_cls: 7.8970, loss: 7.8970 2025-08-16 06:20:25,762 - pyskl - INFO - Epoch [84][4700/7492] lr: 2.051e-02, eta: 2 days, 22:58:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5425, loss_cls: 7.8767, loss: 7.8767 2025-08-16 06:21:17,048 - pyskl - INFO - Epoch [84][4800/7492] lr: 2.050e-02, eta: 2 days, 22:58:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2772, top5_acc: 0.5284, loss_cls: 7.9568, loss: 7.9568 2025-08-16 06:22:08,624 - pyskl - INFO - Epoch [84][4900/7492] lr: 2.049e-02, eta: 2 days, 22:57:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5516, loss_cls: 7.7510, loss: 7.7510 2025-08-16 06:22:59,794 - pyskl - INFO - Epoch [84][5000/7492] lr: 2.049e-02, eta: 2 days, 22:56:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2809, top5_acc: 0.5384, loss_cls: 7.7857, loss: 7.7857 2025-08-16 06:23:51,047 - pyskl - INFO - Epoch [84][5100/7492] lr: 2.048e-02, eta: 2 days, 22:55:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5331, loss_cls: 7.9123, loss: 7.9123 2025-08-16 06:24:42,329 - pyskl - INFO - Epoch [84][5200/7492] lr: 2.047e-02, eta: 2 days, 22:54:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2856, top5_acc: 0.5500, loss_cls: 7.8184, loss: 7.8184 2025-08-16 06:25:33,527 - pyskl - INFO - Epoch [84][5300/7492] lr: 2.047e-02, eta: 2 days, 22:53:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2988, top5_acc: 0.5350, loss_cls: 7.8792, loss: 7.8792 2025-08-16 06:26:25,157 - pyskl - INFO - Epoch [84][5400/7492] lr: 2.046e-02, eta: 2 days, 22:52:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5363, loss_cls: 7.8398, loss: 7.8398 2025-08-16 06:27:16,509 - pyskl - INFO - Epoch [84][5500/7492] lr: 2.045e-02, eta: 2 days, 22:52:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5303, loss_cls: 7.9070, loss: 7.9070 2025-08-16 06:28:07,876 - pyskl - INFO - Epoch [84][5600/7492] lr: 2.045e-02, eta: 2 days, 22:51:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5316, loss_cls: 7.9028, loss: 7.9028 2025-08-16 06:28:59,221 - pyskl - INFO - Epoch [84][5700/7492] lr: 2.044e-02, eta: 2 days, 22:50:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2900, top5_acc: 0.5459, loss_cls: 7.8197, loss: 7.8197 2025-08-16 06:29:50,562 - pyskl - INFO - Epoch [84][5800/7492] lr: 2.043e-02, eta: 2 days, 22:49:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2975, top5_acc: 0.5422, loss_cls: 7.8603, loss: 7.8603 2025-08-16 06:30:41,839 - pyskl - INFO - Epoch [84][5900/7492] lr: 2.042e-02, eta: 2 days, 22:48:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5428, loss_cls: 7.8468, loss: 7.8468 2025-08-16 06:31:33,321 - pyskl - INFO - Epoch [84][6000/7492] lr: 2.042e-02, eta: 2 days, 22:47:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2897, top5_acc: 0.5403, loss_cls: 7.8398, loss: 7.8398 2025-08-16 06:32:24,775 - pyskl - INFO - Epoch [84][6100/7492] lr: 2.041e-02, eta: 2 days, 22:46:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5387, loss_cls: 7.8625, loss: 7.8625 2025-08-16 06:33:15,894 - pyskl - INFO - Epoch [84][6200/7492] lr: 2.040e-02, eta: 2 days, 22:46:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5191, loss_cls: 7.9351, loss: 7.9351 2025-08-16 06:34:07,066 - pyskl - INFO - Epoch [84][6300/7492] lr: 2.040e-02, eta: 2 days, 22:45:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2809, top5_acc: 0.5225, loss_cls: 7.9758, loss: 7.9758 2025-08-16 06:34:58,072 - pyskl - INFO - Epoch [84][6400/7492] lr: 2.039e-02, eta: 2 days, 22:44:19, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5459, loss_cls: 7.7612, loss: 7.7612 2025-08-16 06:35:49,239 - pyskl - INFO - Epoch [84][6500/7492] lr: 2.038e-02, eta: 2 days, 22:43:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5366, loss_cls: 7.8485, loss: 7.8485 2025-08-16 06:36:40,324 - pyskl - INFO - Epoch [84][6600/7492] lr: 2.038e-02, eta: 2 days, 22:42:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5247, loss_cls: 7.9456, loss: 7.9456 2025-08-16 06:37:31,511 - pyskl - INFO - Epoch [84][6700/7492] lr: 2.037e-02, eta: 2 days, 22:41:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5547, loss_cls: 7.7479, loss: 7.7479 2025-08-16 06:38:22,655 - pyskl - INFO - Epoch [84][6800/7492] lr: 2.036e-02, eta: 2 days, 22:40:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5466, loss_cls: 7.8531, loss: 7.8531 2025-08-16 06:39:14,029 - pyskl - INFO - Epoch [84][6900/7492] lr: 2.036e-02, eta: 2 days, 22:40:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5406, loss_cls: 7.8644, loss: 7.8644 2025-08-16 06:40:05,365 - pyskl - INFO - Epoch [84][7000/7492] lr: 2.035e-02, eta: 2 days, 22:39:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2963, top5_acc: 0.5378, loss_cls: 7.9053, loss: 7.9053 2025-08-16 06:40:56,910 - pyskl - INFO - Epoch [84][7100/7492] lr: 2.034e-02, eta: 2 days, 22:38:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2863, top5_acc: 0.5431, loss_cls: 7.7665, loss: 7.7665 2025-08-16 06:41:48,195 - pyskl - INFO - Epoch [84][7200/7492] lr: 2.034e-02, eta: 2 days, 22:37:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2816, top5_acc: 0.5359, loss_cls: 7.9122, loss: 7.9122 2025-08-16 06:42:39,573 - pyskl - INFO - Epoch [84][7300/7492] lr: 2.033e-02, eta: 2 days, 22:36:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2775, top5_acc: 0.5303, loss_cls: 7.9896, loss: 7.9896 2025-08-16 06:43:30,968 - pyskl - INFO - Epoch [84][7400/7492] lr: 2.032e-02, eta: 2 days, 22:35:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5225, loss_cls: 7.9246, loss: 7.9246 2025-08-16 06:44:19,055 - pyskl - INFO - Saving checkpoint at 84 epochs 2025-08-16 06:45:15,615 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 06:45:16,356 - pyskl - INFO - top1_acc 0.2451 top5_acc 0.4873 2025-08-16 06:45:16,357 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 06:45:16,402 - pyskl - INFO - mean_acc 0.2448 2025-08-16 06:45:16,459 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_83.pth was removed 2025-08-16 06:45:17,547 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. 2025-08-16 06:45:17,547 - pyskl - INFO - Best top1_acc is 0.2451 at 84 epoch. 2025-08-16 06:45:17,558 - pyskl - INFO - Epoch(val) [84][617] top1_acc: 0.2451, top5_acc: 0.4873, mean_class_accuracy: 0.2448 2025-08-16 06:46:39,014 - pyskl - INFO - Epoch [85][100/7492] lr: 2.031e-02, eta: 2 days, 22:33:52, time: 0.814, data_time: 0.300, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5509, loss_cls: 7.8009, loss: 7.8009 2025-08-16 06:47:30,388 - pyskl - INFO - Epoch [85][200/7492] lr: 2.030e-02, eta: 2 days, 22:33:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5391, loss_cls: 7.7977, loss: 7.7977 2025-08-16 06:48:21,764 - pyskl - INFO - Epoch [85][300/7492] lr: 2.029e-02, eta: 2 days, 22:32:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5400, loss_cls: 7.7831, loss: 7.7831 2025-08-16 06:49:12,985 - pyskl - INFO - Epoch [85][400/7492] lr: 2.029e-02, eta: 2 days, 22:31:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2953, top5_acc: 0.5566, loss_cls: 7.8088, loss: 7.8088 2025-08-16 06:50:04,237 - pyskl - INFO - Epoch [85][500/7492] lr: 2.028e-02, eta: 2 days, 22:30:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3091, top5_acc: 0.5534, loss_cls: 7.8032, loss: 7.8032 2025-08-16 06:50:55,662 - pyskl - INFO - Epoch [85][600/7492] lr: 2.027e-02, eta: 2 days, 22:29:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3028, top5_acc: 0.5472, loss_cls: 7.7814, loss: 7.7814 2025-08-16 06:51:47,110 - pyskl - INFO - Epoch [85][700/7492] lr: 2.027e-02, eta: 2 days, 22:28:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2884, top5_acc: 0.5381, loss_cls: 7.9343, loss: 7.9343 2025-08-16 06:52:38,226 - pyskl - INFO - Epoch [85][800/7492] lr: 2.026e-02, eta: 2 days, 22:27:52, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5472, loss_cls: 7.7093, loss: 7.7093 2025-08-16 06:53:29,590 - pyskl - INFO - Epoch [85][900/7492] lr: 2.025e-02, eta: 2 days, 22:27:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5372, loss_cls: 7.9446, loss: 7.9446 2025-08-16 06:54:21,187 - pyskl - INFO - Epoch [85][1000/7492] lr: 2.025e-02, eta: 2 days, 22:26:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3125, top5_acc: 0.5513, loss_cls: 7.6989, loss: 7.6989 2025-08-16 06:55:12,467 - pyskl - INFO - Epoch [85][1100/7492] lr: 2.024e-02, eta: 2 days, 22:25:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2856, top5_acc: 0.5409, loss_cls: 7.8277, loss: 7.8277 2025-08-16 06:56:03,878 - pyskl - INFO - Epoch [85][1200/7492] lr: 2.023e-02, eta: 2 days, 22:24:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5522, loss_cls: 7.8516, loss: 7.8516 2025-08-16 06:56:55,223 - pyskl - INFO - Epoch [85][1300/7492] lr: 2.023e-02, eta: 2 days, 22:23:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5656, loss_cls: 7.7017, loss: 7.7017 2025-08-16 06:57:46,466 - pyskl - INFO - Epoch [85][1400/7492] lr: 2.022e-02, eta: 2 days, 22:22:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5447, loss_cls: 7.8435, loss: 7.8435 2025-08-16 06:58:38,272 - pyskl - INFO - Epoch [85][1500/7492] lr: 2.021e-02, eta: 2 days, 22:21:53, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2997, top5_acc: 0.5478, loss_cls: 7.8738, loss: 7.8738 2025-08-16 06:59:29,819 - pyskl - INFO - Epoch [85][1600/7492] lr: 2.021e-02, eta: 2 days, 22:21:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5547, loss_cls: 7.6817, loss: 7.6817 2025-08-16 07:00:21,363 - pyskl - INFO - Epoch [85][1700/7492] lr: 2.020e-02, eta: 2 days, 22:20:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5344, loss_cls: 7.8402, loss: 7.8402 2025-08-16 07:01:12,621 - pyskl - INFO - Epoch [85][1800/7492] lr: 2.019e-02, eta: 2 days, 22:19:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5322, loss_cls: 7.8986, loss: 7.8986 2025-08-16 07:02:03,765 - pyskl - INFO - Epoch [85][1900/7492] lr: 2.019e-02, eta: 2 days, 22:18:27, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5366, loss_cls: 7.9320, loss: 7.9320 2025-08-16 07:02:55,147 - pyskl - INFO - Epoch [85][2000/7492] lr: 2.018e-02, eta: 2 days, 22:17:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2972, top5_acc: 0.5516, loss_cls: 7.8158, loss: 7.8158 2025-08-16 07:03:46,679 - pyskl - INFO - Epoch [85][2100/7492] lr: 2.017e-02, eta: 2 days, 22:16:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3084, top5_acc: 0.5478, loss_cls: 7.8559, loss: 7.8559 2025-08-16 07:04:38,048 - pyskl - INFO - Epoch [85][2200/7492] lr: 2.016e-02, eta: 2 days, 22:15:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5266, loss_cls: 7.8081, loss: 7.8081 2025-08-16 07:05:29,687 - pyskl - INFO - Epoch [85][2300/7492] lr: 2.016e-02, eta: 2 days, 22:15:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3034, top5_acc: 0.5522, loss_cls: 7.8457, loss: 7.8457 2025-08-16 07:06:21,160 - pyskl - INFO - Epoch [85][2400/7492] lr: 2.015e-02, eta: 2 days, 22:14:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5369, loss_cls: 7.7849, loss: 7.7849 2025-08-16 07:07:12,597 - pyskl - INFO - Epoch [85][2500/7492] lr: 2.014e-02, eta: 2 days, 22:13:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5531, loss_cls: 7.8369, loss: 7.8369 2025-08-16 07:08:03,858 - pyskl - INFO - Epoch [85][2600/7492] lr: 2.014e-02, eta: 2 days, 22:12:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5444, loss_cls: 7.8615, loss: 7.8615 2025-08-16 07:08:55,057 - pyskl - INFO - Epoch [85][2700/7492] lr: 2.013e-02, eta: 2 days, 22:11:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2975, top5_acc: 0.5478, loss_cls: 7.7818, loss: 7.7818 2025-08-16 07:09:46,422 - pyskl - INFO - Epoch [85][2800/7492] lr: 2.012e-02, eta: 2 days, 22:10:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2856, top5_acc: 0.5353, loss_cls: 7.8706, loss: 7.8706 2025-08-16 07:10:37,621 - pyskl - INFO - Epoch [85][2900/7492] lr: 2.012e-02, eta: 2 days, 22:09:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2800, top5_acc: 0.5384, loss_cls: 7.9266, loss: 7.9266 2025-08-16 07:11:28,789 - pyskl - INFO - Epoch [85][3000/7492] lr: 2.011e-02, eta: 2 days, 22:09:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5466, loss_cls: 7.7837, loss: 7.7837 2025-08-16 07:12:20,046 - pyskl - INFO - Epoch [85][3100/7492] lr: 2.010e-02, eta: 2 days, 22:08:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5413, loss_cls: 7.8019, loss: 7.8019 2025-08-16 07:13:11,620 - pyskl - INFO - Epoch [85][3200/7492] lr: 2.010e-02, eta: 2 days, 22:07:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5403, loss_cls: 7.8901, loss: 7.8901 2025-08-16 07:14:02,952 - pyskl - INFO - Epoch [85][3300/7492] lr: 2.009e-02, eta: 2 days, 22:06:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2984, top5_acc: 0.5437, loss_cls: 7.7875, loss: 7.7875 2025-08-16 07:14:54,443 - pyskl - INFO - Epoch [85][3400/7492] lr: 2.008e-02, eta: 2 days, 22:05:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5509, loss_cls: 7.8133, loss: 7.8133 2025-08-16 07:15:46,013 - pyskl - INFO - Epoch [85][3500/7492] lr: 2.008e-02, eta: 2 days, 22:04:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2963, top5_acc: 0.5453, loss_cls: 7.9135, loss: 7.9135 2025-08-16 07:16:37,285 - pyskl - INFO - Epoch [85][3600/7492] lr: 2.007e-02, eta: 2 days, 22:03:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2759, top5_acc: 0.5369, loss_cls: 7.8766, loss: 7.8766 2025-08-16 07:17:28,485 - pyskl - INFO - Epoch [85][3700/7492] lr: 2.006e-02, eta: 2 days, 22:03:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5528, loss_cls: 7.8354, loss: 7.8354 2025-08-16 07:18:19,874 - pyskl - INFO - Epoch [85][3800/7492] lr: 2.005e-02, eta: 2 days, 22:02:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5387, loss_cls: 7.8362, loss: 7.8362 2025-08-16 07:19:11,299 - pyskl - INFO - Epoch [85][3900/7492] lr: 2.005e-02, eta: 2 days, 22:01:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2822, top5_acc: 0.5209, loss_cls: 7.9185, loss: 7.9185 2025-08-16 07:20:02,728 - pyskl - INFO - Epoch [85][4000/7492] lr: 2.004e-02, eta: 2 days, 22:00:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5475, loss_cls: 7.7792, loss: 7.7792 2025-08-16 07:20:54,186 - pyskl - INFO - Epoch [85][4100/7492] lr: 2.003e-02, eta: 2 days, 21:59:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2863, top5_acc: 0.5428, loss_cls: 7.8333, loss: 7.8333 2025-08-16 07:21:45,578 - pyskl - INFO - Epoch [85][4200/7492] lr: 2.003e-02, eta: 2 days, 21:58:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2853, top5_acc: 0.5309, loss_cls: 7.8869, loss: 7.8869 2025-08-16 07:22:37,219 - pyskl - INFO - Epoch [85][4300/7492] lr: 2.002e-02, eta: 2 days, 21:57:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5353, loss_cls: 7.8507, loss: 7.8507 2025-08-16 07:23:28,639 - pyskl - INFO - Epoch [85][4400/7492] lr: 2.001e-02, eta: 2 days, 21:57:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5413, loss_cls: 7.8742, loss: 7.8742 2025-08-16 07:24:19,887 - pyskl - INFO - Epoch [85][4500/7492] lr: 2.001e-02, eta: 2 days, 21:56:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5403, loss_cls: 7.8726, loss: 7.8726 2025-08-16 07:25:11,069 - pyskl - INFO - Epoch [85][4600/7492] lr: 2.000e-02, eta: 2 days, 21:55:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2825, top5_acc: 0.5372, loss_cls: 7.8549, loss: 7.8549 2025-08-16 07:26:02,243 - pyskl - INFO - Epoch [85][4700/7492] lr: 1.999e-02, eta: 2 days, 21:54:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2778, top5_acc: 0.5300, loss_cls: 7.8971, loss: 7.8971 2025-08-16 07:26:53,242 - pyskl - INFO - Epoch [85][4800/7492] lr: 1.999e-02, eta: 2 days, 21:53:36, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5366, loss_cls: 7.9386, loss: 7.9386 2025-08-16 07:27:44,561 - pyskl - INFO - Epoch [85][4900/7492] lr: 1.998e-02, eta: 2 days, 21:52:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5441, loss_cls: 7.8754, loss: 7.8754 2025-08-16 07:28:35,889 - pyskl - INFO - Epoch [85][5000/7492] lr: 1.997e-02, eta: 2 days, 21:51:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5466, loss_cls: 7.8240, loss: 7.8240 2025-08-16 07:29:27,153 - pyskl - INFO - Epoch [85][5100/7492] lr: 1.997e-02, eta: 2 days, 21:51:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5487, loss_cls: 7.8090, loss: 7.8090 2025-08-16 07:30:18,336 - pyskl - INFO - Epoch [85][5200/7492] lr: 1.996e-02, eta: 2 days, 21:50:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2934, top5_acc: 0.5594, loss_cls: 7.7858, loss: 7.7858 2025-08-16 07:31:09,666 - pyskl - INFO - Epoch [85][5300/7492] lr: 1.995e-02, eta: 2 days, 21:49:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3044, top5_acc: 0.5413, loss_cls: 7.8385, loss: 7.8385 2025-08-16 07:32:01,070 - pyskl - INFO - Epoch [85][5400/7492] lr: 1.995e-02, eta: 2 days, 21:48:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5366, loss_cls: 7.8826, loss: 7.8826 2025-08-16 07:32:52,335 - pyskl - INFO - Epoch [85][5500/7492] lr: 1.994e-02, eta: 2 days, 21:47:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2925, top5_acc: 0.5238, loss_cls: 7.8854, loss: 7.8854 2025-08-16 07:33:43,907 - pyskl - INFO - Epoch [85][5600/7492] lr: 1.993e-02, eta: 2 days, 21:46:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2963, top5_acc: 0.5637, loss_cls: 7.7845, loss: 7.7845 2025-08-16 07:34:35,593 - pyskl - INFO - Epoch [85][5700/7492] lr: 1.992e-02, eta: 2 days, 21:45:54, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2750, top5_acc: 0.5337, loss_cls: 7.9419, loss: 7.9419 2025-08-16 07:35:27,026 - pyskl - INFO - Epoch [85][5800/7492] lr: 1.992e-02, eta: 2 days, 21:45:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2959, top5_acc: 0.5487, loss_cls: 7.8330, loss: 7.8330 2025-08-16 07:36:18,407 - pyskl - INFO - Epoch [85][5900/7492] lr: 1.991e-02, eta: 2 days, 21:44:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2831, top5_acc: 0.5306, loss_cls: 7.9140, loss: 7.9140 2025-08-16 07:37:09,809 - pyskl - INFO - Epoch [85][6000/7492] lr: 1.990e-02, eta: 2 days, 21:43:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5466, loss_cls: 7.8087, loss: 7.8087 2025-08-16 07:38:01,248 - pyskl - INFO - Epoch [85][6100/7492] lr: 1.990e-02, eta: 2 days, 21:42:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2863, top5_acc: 0.5353, loss_cls: 7.9341, loss: 7.9341 2025-08-16 07:38:52,648 - pyskl - INFO - Epoch [85][6200/7492] lr: 1.989e-02, eta: 2 days, 21:41:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2925, top5_acc: 0.5300, loss_cls: 7.9303, loss: 7.9303 2025-08-16 07:39:44,034 - pyskl - INFO - Epoch [85][6300/7492] lr: 1.988e-02, eta: 2 days, 21:40:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5519, loss_cls: 7.8330, loss: 7.8330 2025-08-16 07:40:35,301 - pyskl - INFO - Epoch [85][6400/7492] lr: 1.988e-02, eta: 2 days, 21:39:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5175, loss_cls: 7.9961, loss: 7.9961 2025-08-16 07:41:26,824 - pyskl - INFO - Epoch [85][6500/7492] lr: 1.987e-02, eta: 2 days, 21:39:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5341, loss_cls: 7.8666, loss: 7.8666 2025-08-16 07:42:18,426 - pyskl - INFO - Epoch [85][6600/7492] lr: 1.986e-02, eta: 2 days, 21:38:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2819, top5_acc: 0.5312, loss_cls: 7.9324, loss: 7.9324 2025-08-16 07:43:09,612 - pyskl - INFO - Epoch [85][6700/7492] lr: 1.986e-02, eta: 2 days, 21:37:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5331, loss_cls: 7.8774, loss: 7.8774 2025-08-16 07:44:00,759 - pyskl - INFO - Epoch [85][6800/7492] lr: 1.985e-02, eta: 2 days, 21:36:29, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5469, loss_cls: 7.8333, loss: 7.8333 2025-08-16 07:44:51,947 - pyskl - INFO - Epoch [85][6900/7492] lr: 1.984e-02, eta: 2 days, 21:35:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5209, loss_cls: 8.0059, loss: 8.0059 2025-08-16 07:45:43,297 - pyskl - INFO - Epoch [85][7000/7492] lr: 1.984e-02, eta: 2 days, 21:34:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2959, top5_acc: 0.5472, loss_cls: 7.8432, loss: 7.8432 2025-08-16 07:46:35,050 - pyskl - INFO - Epoch [85][7100/7492] lr: 1.983e-02, eta: 2 days, 21:33:54, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3063, top5_acc: 0.5547, loss_cls: 7.7568, loss: 7.7568 2025-08-16 07:47:26,627 - pyskl - INFO - Epoch [85][7200/7492] lr: 1.982e-02, eta: 2 days, 21:33:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5384, loss_cls: 7.8027, loss: 7.8027 2025-08-16 07:48:17,977 - pyskl - INFO - Epoch [85][7300/7492] lr: 1.982e-02, eta: 2 days, 21:32:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5334, loss_cls: 7.9041, loss: 7.9041 2025-08-16 07:49:09,128 - pyskl - INFO - Epoch [85][7400/7492] lr: 1.981e-02, eta: 2 days, 21:31:20, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5281, loss_cls: 7.9400, loss: 7.9400 2025-08-16 07:49:56,967 - pyskl - INFO - Saving checkpoint at 85 epochs 2025-08-16 07:50:53,904 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 07:50:54,648 - pyskl - INFO - top1_acc 0.2514 top5_acc 0.4829 2025-08-16 07:50:54,648 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 07:50:54,686 - pyskl - INFO - mean_acc 0.2513 2025-08-16 07:50:54,742 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_84.pth was removed 2025-08-16 07:50:55,859 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. 2025-08-16 07:50:55,860 - pyskl - INFO - Best top1_acc is 0.2514 at 85 epoch. 2025-08-16 07:50:55,887 - pyskl - INFO - Epoch(val) [85][617] top1_acc: 0.2514, top5_acc: 0.4829, mean_class_accuracy: 0.2513 2025-08-16 07:52:17,623 - pyskl - INFO - Epoch [86][100/7492] lr: 1.980e-02, eta: 2 days, 21:29:29, time: 0.817, data_time: 0.301, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5506, loss_cls: 7.7333, loss: 7.7333 2025-08-16 07:53:09,127 - pyskl - INFO - Epoch [86][200/7492] lr: 1.979e-02, eta: 2 days, 21:28:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2944, top5_acc: 0.5425, loss_cls: 7.7643, loss: 7.7643 2025-08-16 07:54:00,591 - pyskl - INFO - Epoch [86][300/7492] lr: 1.978e-02, eta: 2 days, 21:27:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5431, loss_cls: 7.8302, loss: 7.8302 2025-08-16 07:54:52,035 - pyskl - INFO - Epoch [86][400/7492] lr: 1.977e-02, eta: 2 days, 21:26:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2984, top5_acc: 0.5469, loss_cls: 7.7959, loss: 7.7959 2025-08-16 07:55:43,479 - pyskl - INFO - Epoch [86][500/7492] lr: 1.977e-02, eta: 2 days, 21:26:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5547, loss_cls: 7.7468, loss: 7.7468 2025-08-16 07:56:34,990 - pyskl - INFO - Epoch [86][600/7492] lr: 1.976e-02, eta: 2 days, 21:25:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2944, top5_acc: 0.5544, loss_cls: 7.8078, loss: 7.8078 2025-08-16 07:57:26,087 - pyskl - INFO - Epoch [86][700/7492] lr: 1.975e-02, eta: 2 days, 21:24:20, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2925, top5_acc: 0.5531, loss_cls: 7.7555, loss: 7.7555 2025-08-16 07:58:17,269 - pyskl - INFO - Epoch [86][800/7492] lr: 1.975e-02, eta: 2 days, 21:23:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3000, top5_acc: 0.5406, loss_cls: 7.7565, loss: 7.7565 2025-08-16 07:59:08,417 - pyskl - INFO - Epoch [86][900/7492] lr: 1.974e-02, eta: 2 days, 21:22:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5378, loss_cls: 7.8547, loss: 7.8547 2025-08-16 07:59:59,741 - pyskl - INFO - Epoch [86][1000/7492] lr: 1.973e-02, eta: 2 days, 21:21:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2853, top5_acc: 0.5416, loss_cls: 7.8798, loss: 7.8798 2025-08-16 08:00:50,795 - pyskl - INFO - Epoch [86][1100/7492] lr: 1.973e-02, eta: 2 days, 21:20:54, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2963, top5_acc: 0.5541, loss_cls: 7.7980, loss: 7.7980 2025-08-16 08:01:42,212 - pyskl - INFO - Epoch [86][1200/7492] lr: 1.972e-02, eta: 2 days, 21:20:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2963, top5_acc: 0.5384, loss_cls: 7.8311, loss: 7.8311 2025-08-16 08:02:34,070 - pyskl - INFO - Epoch [86][1300/7492] lr: 1.971e-02, eta: 2 days, 21:19:12, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5331, loss_cls: 7.9247, loss: 7.9247 2025-08-16 08:03:25,366 - pyskl - INFO - Epoch [86][1400/7492] lr: 1.971e-02, eta: 2 days, 21:18:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5375, loss_cls: 7.8576, loss: 7.8576 2025-08-16 08:04:16,604 - pyskl - INFO - Epoch [86][1500/7492] lr: 1.970e-02, eta: 2 days, 21:17:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2972, top5_acc: 0.5500, loss_cls: 7.8113, loss: 7.8113 2025-08-16 08:05:07,747 - pyskl - INFO - Epoch [86][1600/7492] lr: 1.969e-02, eta: 2 days, 21:16:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2847, top5_acc: 0.5419, loss_cls: 7.9145, loss: 7.9145 2025-08-16 08:05:59,185 - pyskl - INFO - Epoch [86][1700/7492] lr: 1.969e-02, eta: 2 days, 21:15:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5431, loss_cls: 7.8732, loss: 7.8732 2025-08-16 08:06:50,446 - pyskl - INFO - Epoch [86][1800/7492] lr: 1.968e-02, eta: 2 days, 21:14:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2975, top5_acc: 0.5478, loss_cls: 7.8506, loss: 7.8506 2025-08-16 08:07:41,781 - pyskl - INFO - Epoch [86][1900/7492] lr: 1.967e-02, eta: 2 days, 21:14:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5409, loss_cls: 7.7862, loss: 7.7862 2025-08-16 08:08:33,078 - pyskl - INFO - Epoch [86][2000/7492] lr: 1.967e-02, eta: 2 days, 21:13:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5387, loss_cls: 7.8332, loss: 7.8332 2025-08-16 08:09:24,666 - pyskl - INFO - Epoch [86][2100/7492] lr: 1.966e-02, eta: 2 days, 21:12:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5353, loss_cls: 7.8067, loss: 7.8067 2025-08-16 08:10:15,838 - pyskl - INFO - Epoch [86][2200/7492] lr: 1.965e-02, eta: 2 days, 21:11:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5609, loss_cls: 7.7775, loss: 7.7775 2025-08-16 08:11:06,983 - pyskl - INFO - Epoch [86][2300/7492] lr: 1.965e-02, eta: 2 days, 21:10:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3084, top5_acc: 0.5481, loss_cls: 7.8783, loss: 7.8783 2025-08-16 08:11:58,490 - pyskl - INFO - Epoch [86][2400/7492] lr: 1.964e-02, eta: 2 days, 21:09:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5609, loss_cls: 7.7718, loss: 7.7718 2025-08-16 08:12:49,938 - pyskl - INFO - Epoch [86][2500/7492] lr: 1.963e-02, eta: 2 days, 21:08:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5391, loss_cls: 7.8167, loss: 7.8167 2025-08-16 08:13:41,542 - pyskl - INFO - Epoch [86][2600/7492] lr: 1.962e-02, eta: 2 days, 21:08:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5275, loss_cls: 7.8555, loss: 7.8555 2025-08-16 08:14:32,992 - pyskl - INFO - Epoch [86][2700/7492] lr: 1.962e-02, eta: 2 days, 21:07:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5356, loss_cls: 7.8121, loss: 7.8121 2025-08-16 08:15:24,608 - pyskl - INFO - Epoch [86][2800/7492] lr: 1.961e-02, eta: 2 days, 21:06:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2984, top5_acc: 0.5472, loss_cls: 7.8144, loss: 7.8144 2025-08-16 08:16:15,789 - pyskl - INFO - Epoch [86][2900/7492] lr: 1.960e-02, eta: 2 days, 21:05:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2884, top5_acc: 0.5409, loss_cls: 7.8198, loss: 7.8198 2025-08-16 08:17:07,164 - pyskl - INFO - Epoch [86][3000/7492] lr: 1.960e-02, eta: 2 days, 21:04:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5406, loss_cls: 7.8796, loss: 7.8796 2025-08-16 08:17:58,844 - pyskl - INFO - Epoch [86][3100/7492] lr: 1.959e-02, eta: 2 days, 21:03:47, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2856, top5_acc: 0.5381, loss_cls: 7.8222, loss: 7.8222 2025-08-16 08:18:50,259 - pyskl - INFO - Epoch [86][3200/7492] lr: 1.958e-02, eta: 2 days, 21:02:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5606, loss_cls: 7.7030, loss: 7.7030 2025-08-16 08:19:41,629 - pyskl - INFO - Epoch [86][3300/7492] lr: 1.958e-02, eta: 2 days, 21:02:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5441, loss_cls: 7.8160, loss: 7.8160 2025-08-16 08:20:32,879 - pyskl - INFO - Epoch [86][3400/7492] lr: 1.957e-02, eta: 2 days, 21:01:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2947, top5_acc: 0.5356, loss_cls: 7.8308, loss: 7.8308 2025-08-16 08:21:24,327 - pyskl - INFO - Epoch [86][3500/7492] lr: 1.956e-02, eta: 2 days, 21:00:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3019, top5_acc: 0.5441, loss_cls: 7.8448, loss: 7.8448 2025-08-16 08:22:16,186 - pyskl - INFO - Epoch [86][3600/7492] lr: 1.956e-02, eta: 2 days, 20:59:30, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5428, loss_cls: 7.7550, loss: 7.7550 2025-08-16 08:23:07,850 - pyskl - INFO - Epoch [86][3700/7492] lr: 1.955e-02, eta: 2 days, 20:58:39, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2981, top5_acc: 0.5397, loss_cls: 7.8284, loss: 7.8284 2025-08-16 08:23:59,374 - pyskl - INFO - Epoch [86][3800/7492] lr: 1.954e-02, eta: 2 days, 20:57:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5466, loss_cls: 7.7842, loss: 7.7842 2025-08-16 08:24:50,983 - pyskl - INFO - Epoch [86][3900/7492] lr: 1.954e-02, eta: 2 days, 20:56:57, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5559, loss_cls: 7.7631, loss: 7.7631 2025-08-16 08:25:42,397 - pyskl - INFO - Epoch [86][4000/7492] lr: 1.953e-02, eta: 2 days, 20:56:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5356, loss_cls: 7.7760, loss: 7.7760 2025-08-16 08:26:33,727 - pyskl - INFO - Epoch [86][4100/7492] lr: 1.952e-02, eta: 2 days, 20:55:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2959, top5_acc: 0.5409, loss_cls: 7.8005, loss: 7.8005 2025-08-16 08:27:25,198 - pyskl - INFO - Epoch [86][4200/7492] lr: 1.952e-02, eta: 2 days, 20:54:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5387, loss_cls: 7.8994, loss: 7.8994 2025-08-16 08:28:17,010 - pyskl - INFO - Epoch [86][4300/7492] lr: 1.951e-02, eta: 2 days, 20:53:32, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5416, loss_cls: 7.8731, loss: 7.8731 2025-08-16 08:29:08,526 - pyskl - INFO - Epoch [86][4400/7492] lr: 1.950e-02, eta: 2 days, 20:52:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5312, loss_cls: 7.9018, loss: 7.9018 2025-08-16 08:29:59,906 - pyskl - INFO - Epoch [86][4500/7492] lr: 1.950e-02, eta: 2 days, 20:51:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5344, loss_cls: 7.8775, loss: 7.8775 2025-08-16 08:30:51,249 - pyskl - INFO - Epoch [86][4600/7492] lr: 1.949e-02, eta: 2 days, 20:50:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3150, top5_acc: 0.5641, loss_cls: 7.6537, loss: 7.6537 2025-08-16 08:31:42,730 - pyskl - INFO - Epoch [86][4700/7492] lr: 1.948e-02, eta: 2 days, 20:50:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2988, top5_acc: 0.5466, loss_cls: 7.8038, loss: 7.8038 2025-08-16 08:32:33,942 - pyskl - INFO - Epoch [86][4800/7492] lr: 1.947e-02, eta: 2 days, 20:49:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3003, top5_acc: 0.5513, loss_cls: 7.7243, loss: 7.7243 2025-08-16 08:33:25,306 - pyskl - INFO - Epoch [86][4900/7492] lr: 1.947e-02, eta: 2 days, 20:48:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5541, loss_cls: 7.7848, loss: 7.7848 2025-08-16 08:34:16,705 - pyskl - INFO - Epoch [86][5000/7492] lr: 1.946e-02, eta: 2 days, 20:47:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5425, loss_cls: 7.8210, loss: 7.8210 2025-08-16 08:35:08,032 - pyskl - INFO - Epoch [86][5100/7492] lr: 1.945e-02, eta: 2 days, 20:46:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2963, top5_acc: 0.5434, loss_cls: 7.8981, loss: 7.8981 2025-08-16 08:35:59,343 - pyskl - INFO - Epoch [86][5200/7492] lr: 1.945e-02, eta: 2 days, 20:45:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2891, top5_acc: 0.5381, loss_cls: 7.8738, loss: 7.8738 2025-08-16 08:36:50,815 - pyskl - INFO - Epoch [86][5300/7492] lr: 1.944e-02, eta: 2 days, 20:44:58, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5487, loss_cls: 7.8021, loss: 7.8021 2025-08-16 08:37:42,335 - pyskl - INFO - Epoch [86][5400/7492] lr: 1.943e-02, eta: 2 days, 20:44:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2897, top5_acc: 0.5350, loss_cls: 7.8891, loss: 7.8891 2025-08-16 08:38:33,779 - pyskl - INFO - Epoch [86][5500/7492] lr: 1.943e-02, eta: 2 days, 20:43:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5516, loss_cls: 7.7599, loss: 7.7599 2025-08-16 08:39:25,323 - pyskl - INFO - Epoch [86][5600/7492] lr: 1.942e-02, eta: 2 days, 20:42:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3072, top5_acc: 0.5397, loss_cls: 7.8193, loss: 7.8193 2025-08-16 08:40:16,608 - pyskl - INFO - Epoch [86][5700/7492] lr: 1.941e-02, eta: 2 days, 20:41:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2984, top5_acc: 0.5616, loss_cls: 7.7599, loss: 7.7599 2025-08-16 08:41:07,842 - pyskl - INFO - Epoch [86][5800/7492] lr: 1.941e-02, eta: 2 days, 20:40:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5341, loss_cls: 7.8205, loss: 7.8205 2025-08-16 08:41:59,106 - pyskl - INFO - Epoch [86][5900/7492] lr: 1.940e-02, eta: 2 days, 20:39:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2850, top5_acc: 0.5284, loss_cls: 7.9139, loss: 7.9139 2025-08-16 08:42:50,299 - pyskl - INFO - Epoch [86][6000/7492] lr: 1.939e-02, eta: 2 days, 20:38:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5434, loss_cls: 7.7755, loss: 7.7755 2025-08-16 08:43:41,914 - pyskl - INFO - Epoch [86][6100/7492] lr: 1.939e-02, eta: 2 days, 20:38:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5534, loss_cls: 7.7384, loss: 7.7384 2025-08-16 08:44:33,223 - pyskl - INFO - Epoch [86][6200/7492] lr: 1.938e-02, eta: 2 days, 20:37:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2997, top5_acc: 0.5387, loss_cls: 7.8243, loss: 7.8243 2025-08-16 08:45:24,647 - pyskl - INFO - Epoch [86][6300/7492] lr: 1.937e-02, eta: 2 days, 20:36:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2953, top5_acc: 0.5544, loss_cls: 7.8632, loss: 7.8632 2025-08-16 08:46:16,171 - pyskl - INFO - Epoch [86][6400/7492] lr: 1.937e-02, eta: 2 days, 20:35:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2953, top5_acc: 0.5525, loss_cls: 7.8286, loss: 7.8286 2025-08-16 08:47:07,906 - pyskl - INFO - Epoch [86][6500/7492] lr: 1.936e-02, eta: 2 days, 20:34:42, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5378, loss_cls: 7.8300, loss: 7.8300 2025-08-16 08:47:59,319 - pyskl - INFO - Epoch [86][6600/7492] lr: 1.935e-02, eta: 2 days, 20:33:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2900, top5_acc: 0.5288, loss_cls: 7.8687, loss: 7.8687 2025-08-16 08:48:50,843 - pyskl - INFO - Epoch [86][6700/7492] lr: 1.935e-02, eta: 2 days, 20:32:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5369, loss_cls: 7.8582, loss: 7.8582 2025-08-16 08:49:42,223 - pyskl - INFO - Epoch [86][6800/7492] lr: 1.934e-02, eta: 2 days, 20:32:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2900, top5_acc: 0.5491, loss_cls: 7.7664, loss: 7.7664 2025-08-16 08:50:33,606 - pyskl - INFO - Epoch [86][6900/7492] lr: 1.933e-02, eta: 2 days, 20:31:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3216, top5_acc: 0.5694, loss_cls: 7.6312, loss: 7.6312 2025-08-16 08:51:25,626 - pyskl - INFO - Epoch [86][7000/7492] lr: 1.932e-02, eta: 2 days, 20:30:25, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.2984, top5_acc: 0.5397, loss_cls: 7.8075, loss: 7.8075 2025-08-16 08:52:16,980 - pyskl - INFO - Epoch [86][7100/7492] lr: 1.932e-02, eta: 2 days, 20:29:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2806, top5_acc: 0.5381, loss_cls: 7.9537, loss: 7.9537 2025-08-16 08:53:08,661 - pyskl - INFO - Epoch [86][7200/7492] lr: 1.931e-02, eta: 2 days, 20:28:43, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2803, top5_acc: 0.5216, loss_cls: 7.9042, loss: 7.9042 2025-08-16 08:53:59,882 - pyskl - INFO - Epoch [86][7300/7492] lr: 1.930e-02, eta: 2 days, 20:27:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2875, top5_acc: 0.5309, loss_cls: 7.8888, loss: 7.8888 2025-08-16 08:54:51,191 - pyskl - INFO - Epoch [86][7400/7492] lr: 1.930e-02, eta: 2 days, 20:27:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2897, top5_acc: 0.5341, loss_cls: 7.8567, loss: 7.8567 2025-08-16 08:55:39,020 - pyskl - INFO - Saving checkpoint at 86 epochs 2025-08-16 08:56:38,966 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 08:56:39,722 - pyskl - INFO - top1_acc 0.2550 top5_acc 0.4940 2025-08-16 08:56:39,722 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 08:56:39,756 - pyskl - INFO - mean_acc 0.2547 2025-08-16 08:56:39,810 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_85.pth was removed 2025-08-16 08:56:40,886 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. 2025-08-16 08:56:40,887 - pyskl - INFO - Best top1_acc is 0.2550 at 86 epoch. 2025-08-16 08:56:40,897 - pyskl - INFO - Epoch(val) [86][617] top1_acc: 0.2550, top5_acc: 0.4940, mean_class_accuracy: 0.2547 2025-08-16 08:58:02,032 - pyskl - INFO - Epoch [87][100/7492] lr: 1.928e-02, eta: 2 days, 20:25:08, time: 0.811, data_time: 0.298, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5609, loss_cls: 7.6401, loss: 7.6401 2025-08-16 08:58:53,207 - pyskl - INFO - Epoch [87][200/7492] lr: 1.928e-02, eta: 2 days, 20:24:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5522, loss_cls: 7.7488, loss: 7.7488 2025-08-16 08:59:44,518 - pyskl - INFO - Epoch [87][300/7492] lr: 1.927e-02, eta: 2 days, 20:23:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2963, top5_acc: 0.5459, loss_cls: 7.7213, loss: 7.7213 2025-08-16 09:00:35,742 - pyskl - INFO - Epoch [87][400/7492] lr: 1.926e-02, eta: 2 days, 20:22:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5309, loss_cls: 7.8053, loss: 7.8053 2025-08-16 09:01:26,993 - pyskl - INFO - Epoch [87][500/7492] lr: 1.926e-02, eta: 2 days, 20:21:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2981, top5_acc: 0.5497, loss_cls: 7.7290, loss: 7.7290 2025-08-16 09:02:18,070 - pyskl - INFO - Epoch [87][600/7492] lr: 1.925e-02, eta: 2 days, 20:20:50, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5631, loss_cls: 7.7246, loss: 7.7246 2025-08-16 09:03:09,634 - pyskl - INFO - Epoch [87][700/7492] lr: 1.924e-02, eta: 2 days, 20:19:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5606, loss_cls: 7.7799, loss: 7.7799 2025-08-16 09:04:00,956 - pyskl - INFO - Epoch [87][800/7492] lr: 1.924e-02, eta: 2 days, 20:19:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5544, loss_cls: 7.7485, loss: 7.7485 2025-08-16 09:04:52,353 - pyskl - INFO - Epoch [87][900/7492] lr: 1.923e-02, eta: 2 days, 20:18:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3153, top5_acc: 0.5547, loss_cls: 7.7075, loss: 7.7075 2025-08-16 09:05:43,482 - pyskl - INFO - Epoch [87][1000/7492] lr: 1.922e-02, eta: 2 days, 20:17:25, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2988, top5_acc: 0.5569, loss_cls: 7.8401, loss: 7.8401 2025-08-16 09:06:34,437 - pyskl - INFO - Epoch [87][1100/7492] lr: 1.922e-02, eta: 2 days, 20:16:33, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2972, top5_acc: 0.5656, loss_cls: 7.7197, loss: 7.7197 2025-08-16 09:07:25,607 - pyskl - INFO - Epoch [87][1200/7492] lr: 1.921e-02, eta: 2 days, 20:15:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5537, loss_cls: 7.7621, loss: 7.7621 2025-08-16 09:08:16,717 - pyskl - INFO - Epoch [87][1300/7492] lr: 1.920e-02, eta: 2 days, 20:14:50, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5509, loss_cls: 7.7465, loss: 7.7465 2025-08-16 09:09:07,817 - pyskl - INFO - Epoch [87][1400/7492] lr: 1.920e-02, eta: 2 days, 20:13:58, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5516, loss_cls: 7.6933, loss: 7.6933 2025-08-16 09:09:59,066 - pyskl - INFO - Epoch [87][1500/7492] lr: 1.919e-02, eta: 2 days, 20:13:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2806, top5_acc: 0.5384, loss_cls: 7.8685, loss: 7.8685 2025-08-16 09:10:50,129 - pyskl - INFO - Epoch [87][1600/7492] lr: 1.918e-02, eta: 2 days, 20:12:15, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5497, loss_cls: 7.7562, loss: 7.7562 2025-08-16 09:11:41,223 - pyskl - INFO - Epoch [87][1700/7492] lr: 1.918e-02, eta: 2 days, 20:11:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5537, loss_cls: 7.7697, loss: 7.7697 2025-08-16 09:12:32,599 - pyskl - INFO - Epoch [87][1800/7492] lr: 1.917e-02, eta: 2 days, 20:10:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3028, top5_acc: 0.5594, loss_cls: 7.7766, loss: 7.7766 2025-08-16 09:13:24,014 - pyskl - INFO - Epoch [87][1900/7492] lr: 1.916e-02, eta: 2 days, 20:09:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2844, top5_acc: 0.5369, loss_cls: 7.8837, loss: 7.8837 2025-08-16 09:14:15,598 - pyskl - INFO - Epoch [87][2000/7492] lr: 1.916e-02, eta: 2 days, 20:08:50, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5537, loss_cls: 7.8047, loss: 7.8047 2025-08-16 09:15:06,955 - pyskl - INFO - Epoch [87][2100/7492] lr: 1.915e-02, eta: 2 days, 20:07:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3075, top5_acc: 0.5581, loss_cls: 7.7351, loss: 7.7351 2025-08-16 09:15:58,307 - pyskl - INFO - Epoch [87][2200/7492] lr: 1.914e-02, eta: 2 days, 20:07:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5487, loss_cls: 7.7851, loss: 7.7851 2025-08-16 09:16:49,578 - pyskl - INFO - Epoch [87][2300/7492] lr: 1.913e-02, eta: 2 days, 20:06:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3019, top5_acc: 0.5419, loss_cls: 7.8434, loss: 7.8434 2025-08-16 09:17:40,990 - pyskl - INFO - Epoch [87][2400/7492] lr: 1.913e-02, eta: 2 days, 20:05:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3081, top5_acc: 0.5759, loss_cls: 7.7027, loss: 7.7027 2025-08-16 09:18:32,369 - pyskl - INFO - Epoch [87][2500/7492] lr: 1.912e-02, eta: 2 days, 20:04:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2828, top5_acc: 0.5469, loss_cls: 7.7558, loss: 7.7558 2025-08-16 09:19:23,915 - pyskl - INFO - Epoch [87][2600/7492] lr: 1.911e-02, eta: 2 days, 20:03:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5487, loss_cls: 7.8065, loss: 7.8065 2025-08-16 09:20:15,182 - pyskl - INFO - Epoch [87][2700/7492] lr: 1.911e-02, eta: 2 days, 20:02:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2978, top5_acc: 0.5372, loss_cls: 7.8654, loss: 7.8654 2025-08-16 09:21:06,437 - pyskl - INFO - Epoch [87][2800/7492] lr: 1.910e-02, eta: 2 days, 20:01:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3016, top5_acc: 0.5391, loss_cls: 7.7300, loss: 7.7300 2025-08-16 09:21:57,966 - pyskl - INFO - Epoch [87][2900/7492] lr: 1.909e-02, eta: 2 days, 20:01:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2853, top5_acc: 0.5497, loss_cls: 7.7997, loss: 7.7997 2025-08-16 09:22:49,214 - pyskl - INFO - Epoch [87][3000/7492] lr: 1.909e-02, eta: 2 days, 20:00:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5353, loss_cls: 7.9132, loss: 7.9132 2025-08-16 09:23:40,745 - pyskl - INFO - Epoch [87][3100/7492] lr: 1.908e-02, eta: 2 days, 19:59:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3016, top5_acc: 0.5403, loss_cls: 7.8026, loss: 7.8026 2025-08-16 09:24:31,957 - pyskl - INFO - Epoch [87][3200/7492] lr: 1.907e-02, eta: 2 days, 19:58:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3047, top5_acc: 0.5581, loss_cls: 7.7701, loss: 7.7701 2025-08-16 09:25:23,406 - pyskl - INFO - Epoch [87][3300/7492] lr: 1.907e-02, eta: 2 days, 19:57:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5572, loss_cls: 7.7673, loss: 7.7673 2025-08-16 09:26:14,785 - pyskl - INFO - Epoch [87][3400/7492] lr: 1.906e-02, eta: 2 days, 19:56:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2975, top5_acc: 0.5556, loss_cls: 7.7884, loss: 7.7884 2025-08-16 09:27:06,261 - pyskl - INFO - Epoch [87][3500/7492] lr: 1.905e-02, eta: 2 days, 19:55:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5541, loss_cls: 7.7949, loss: 7.7949 2025-08-16 09:27:57,759 - pyskl - INFO - Epoch [87][3600/7492] lr: 1.905e-02, eta: 2 days, 19:55:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2856, top5_acc: 0.5431, loss_cls: 7.8139, loss: 7.8139 2025-08-16 09:28:49,229 - pyskl - INFO - Epoch [87][3700/7492] lr: 1.904e-02, eta: 2 days, 19:54:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5475, loss_cls: 7.7284, loss: 7.7284 2025-08-16 09:29:40,785 - pyskl - INFO - Epoch [87][3800/7492] lr: 1.903e-02, eta: 2 days, 19:53:25, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5288, loss_cls: 7.8712, loss: 7.8712 2025-08-16 09:30:32,009 - pyskl - INFO - Epoch [87][3900/7492] lr: 1.903e-02, eta: 2 days, 19:52:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2859, top5_acc: 0.5425, loss_cls: 7.8189, loss: 7.8189 2025-08-16 09:31:23,603 - pyskl - INFO - Epoch [87][4000/7492] lr: 1.902e-02, eta: 2 days, 19:51:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5450, loss_cls: 7.7880, loss: 7.7880 2025-08-16 09:32:15,086 - pyskl - INFO - Epoch [87][4100/7492] lr: 1.901e-02, eta: 2 days, 19:50:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5500, loss_cls: 7.7853, loss: 7.7853 2025-08-16 09:33:06,888 - pyskl - INFO - Epoch [87][4200/7492] lr: 1.901e-02, eta: 2 days, 19:50:00, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5284, loss_cls: 7.9012, loss: 7.9012 2025-08-16 09:33:58,357 - pyskl - INFO - Epoch [87][4300/7492] lr: 1.900e-02, eta: 2 days, 19:49:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5406, loss_cls: 7.8772, loss: 7.8772 2025-08-16 09:34:49,572 - pyskl - INFO - Epoch [87][4400/7492] lr: 1.899e-02, eta: 2 days, 19:48:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2944, top5_acc: 0.5437, loss_cls: 7.7656, loss: 7.7656 2025-08-16 09:35:40,827 - pyskl - INFO - Epoch [87][4500/7492] lr: 1.899e-02, eta: 2 days, 19:47:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2934, top5_acc: 0.5359, loss_cls: 7.8377, loss: 7.8377 2025-08-16 09:36:32,057 - pyskl - INFO - Epoch [87][4600/7492] lr: 1.898e-02, eta: 2 days, 19:46:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5422, loss_cls: 7.8425, loss: 7.8425 2025-08-16 09:37:23,227 - pyskl - INFO - Epoch [87][4700/7492] lr: 1.897e-02, eta: 2 days, 19:45:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2838, top5_acc: 0.5366, loss_cls: 7.8716, loss: 7.8716 2025-08-16 09:38:14,487 - pyskl - INFO - Epoch [87][4800/7492] lr: 1.897e-02, eta: 2 days, 19:44:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2775, top5_acc: 0.5278, loss_cls: 7.8786, loss: 7.8786 2025-08-16 09:39:05,728 - pyskl - INFO - Epoch [87][4900/7492] lr: 1.896e-02, eta: 2 days, 19:44:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5453, loss_cls: 7.8021, loss: 7.8021 2025-08-16 09:39:56,981 - pyskl - INFO - Epoch [87][5000/7492] lr: 1.895e-02, eta: 2 days, 19:43:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5478, loss_cls: 7.7912, loss: 7.7912 2025-08-16 09:40:48,515 - pyskl - INFO - Epoch [87][5100/7492] lr: 1.894e-02, eta: 2 days, 19:42:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2944, top5_acc: 0.5341, loss_cls: 7.8271, loss: 7.8271 2025-08-16 09:41:39,717 - pyskl - INFO - Epoch [87][5200/7492] lr: 1.894e-02, eta: 2 days, 19:41:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2872, top5_acc: 0.5316, loss_cls: 7.7576, loss: 7.7576 2025-08-16 09:42:31,119 - pyskl - INFO - Epoch [87][5300/7492] lr: 1.893e-02, eta: 2 days, 19:40:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2975, top5_acc: 0.5509, loss_cls: 7.7234, loss: 7.7234 2025-08-16 09:43:22,307 - pyskl - INFO - Epoch [87][5400/7492] lr: 1.892e-02, eta: 2 days, 19:39:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3028, top5_acc: 0.5403, loss_cls: 7.8212, loss: 7.8212 2025-08-16 09:44:13,743 - pyskl - INFO - Epoch [87][5500/7492] lr: 1.892e-02, eta: 2 days, 19:38:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2844, top5_acc: 0.5328, loss_cls: 7.8924, loss: 7.8924 2025-08-16 09:45:04,964 - pyskl - INFO - Epoch [87][5600/7492] lr: 1.891e-02, eta: 2 days, 19:38:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5309, loss_cls: 7.8483, loss: 7.8483 2025-08-16 09:45:56,606 - pyskl - INFO - Epoch [87][5700/7492] lr: 1.890e-02, eta: 2 days, 19:37:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5484, loss_cls: 7.7605, loss: 7.7605 2025-08-16 09:46:48,032 - pyskl - INFO - Epoch [87][5800/7492] lr: 1.890e-02, eta: 2 days, 19:36:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5519, loss_cls: 7.7834, loss: 7.7834 2025-08-16 09:47:39,483 - pyskl - INFO - Epoch [87][5900/7492] lr: 1.889e-02, eta: 2 days, 19:35:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3003, top5_acc: 0.5503, loss_cls: 7.7614, loss: 7.7614 2025-08-16 09:48:31,174 - pyskl - INFO - Epoch [87][6000/7492] lr: 1.888e-02, eta: 2 days, 19:34:35, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5347, loss_cls: 7.7695, loss: 7.7695 2025-08-16 09:49:22,754 - pyskl - INFO - Epoch [87][6100/7492] lr: 1.888e-02, eta: 2 days, 19:33:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3003, top5_acc: 0.5541, loss_cls: 7.7181, loss: 7.7181 2025-08-16 09:50:14,627 - pyskl - INFO - Epoch [87][6200/7492] lr: 1.887e-02, eta: 2 days, 19:32:53, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2984, top5_acc: 0.5572, loss_cls: 7.7460, loss: 7.7460 2025-08-16 09:51:06,185 - pyskl - INFO - Epoch [87][6300/7492] lr: 1.886e-02, eta: 2 days, 19:32:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2975, top5_acc: 0.5491, loss_cls: 7.8297, loss: 7.8297 2025-08-16 09:51:57,604 - pyskl - INFO - Epoch [87][6400/7492] lr: 1.886e-02, eta: 2 days, 19:31:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2944, top5_acc: 0.5525, loss_cls: 7.7231, loss: 7.7231 2025-08-16 09:52:49,036 - pyskl - INFO - Epoch [87][6500/7492] lr: 1.885e-02, eta: 2 days, 19:30:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2959, top5_acc: 0.5453, loss_cls: 7.8270, loss: 7.8270 2025-08-16 09:53:40,242 - pyskl - INFO - Epoch [87][6600/7492] lr: 1.884e-02, eta: 2 days, 19:29:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5475, loss_cls: 7.7878, loss: 7.7878 2025-08-16 09:54:31,641 - pyskl - INFO - Epoch [87][6700/7492] lr: 1.884e-02, eta: 2 days, 19:28:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3075, top5_acc: 0.5584, loss_cls: 7.7008, loss: 7.7008 2025-08-16 09:55:22,949 - pyskl - INFO - Epoch [87][6800/7492] lr: 1.883e-02, eta: 2 days, 19:27:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2947, top5_acc: 0.5397, loss_cls: 7.9046, loss: 7.9046 2025-08-16 09:56:14,184 - pyskl - INFO - Epoch [87][6900/7492] lr: 1.882e-02, eta: 2 days, 19:26:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5422, loss_cls: 7.8378, loss: 7.8378 2025-08-16 09:57:05,370 - pyskl - INFO - Epoch [87][7000/7492] lr: 1.882e-02, eta: 2 days, 19:26:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5375, loss_cls: 7.8539, loss: 7.8539 2025-08-16 09:57:56,679 - pyskl - INFO - Epoch [87][7100/7492] lr: 1.881e-02, eta: 2 days, 19:25:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2897, top5_acc: 0.5381, loss_cls: 7.8304, loss: 7.8304 2025-08-16 09:58:48,190 - pyskl - INFO - Epoch [87][7200/7492] lr: 1.880e-02, eta: 2 days, 19:24:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5306, loss_cls: 7.8261, loss: 7.8261 2025-08-16 09:59:39,546 - pyskl - INFO - Epoch [87][7300/7492] lr: 1.880e-02, eta: 2 days, 19:23:27, time: 0.515, data_time: 0.002, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5309, loss_cls: 7.8695, loss: 7.8695 2025-08-16 10:00:30,921 - pyskl - INFO - Epoch [87][7400/7492] lr: 1.879e-02, eta: 2 days, 19:22:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5316, loss_cls: 7.9365, loss: 7.9365 2025-08-16 10:01:19,269 - pyskl - INFO - Saving checkpoint at 87 epochs 2025-08-16 10:02:17,054 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 10:02:17,811 - pyskl - INFO - top1_acc 0.2553 top5_acc 0.4925 2025-08-16 10:02:17,811 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 10:02:17,846 - pyskl - INFO - mean_acc 0.2553 2025-08-16 10:02:17,903 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_86.pth was removed 2025-08-16 10:02:18,978 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. 2025-08-16 10:02:18,979 - pyskl - INFO - Best top1_acc is 0.2553 at 87 epoch. 2025-08-16 10:02:18,989 - pyskl - INFO - Epoch(val) [87][617] top1_acc: 0.2553, top5_acc: 0.4925, mean_class_accuracy: 0.2553 2025-08-16 10:03:40,506 - pyskl - INFO - Epoch [88][100/7492] lr: 1.878e-02, eta: 2 days, 19:20:45, time: 0.815, data_time: 0.302, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5709, loss_cls: 7.6031, loss: 7.6031 2025-08-16 10:04:31,845 - pyskl - INFO - Epoch [88][200/7492] lr: 1.877e-02, eta: 2 days, 19:19:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5584, loss_cls: 7.6519, loss: 7.6519 2025-08-16 10:05:23,259 - pyskl - INFO - Epoch [88][300/7492] lr: 1.876e-02, eta: 2 days, 19:19:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5447, loss_cls: 7.8481, loss: 7.8481 2025-08-16 10:06:14,594 - pyskl - INFO - Epoch [88][400/7492] lr: 1.876e-02, eta: 2 days, 19:18:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2769, top5_acc: 0.5319, loss_cls: 7.8863, loss: 7.8863 2025-08-16 10:07:05,872 - pyskl - INFO - Epoch [88][500/7492] lr: 1.875e-02, eta: 2 days, 19:17:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5494, loss_cls: 7.8922, loss: 7.8922 2025-08-16 10:07:57,143 - pyskl - INFO - Epoch [88][600/7492] lr: 1.874e-02, eta: 2 days, 19:16:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5419, loss_cls: 7.7895, loss: 7.7895 2025-08-16 10:08:48,255 - pyskl - INFO - Epoch [88][700/7492] lr: 1.874e-02, eta: 2 days, 19:15:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2972, top5_acc: 0.5603, loss_cls: 7.7397, loss: 7.7397 2025-08-16 10:09:39,634 - pyskl - INFO - Epoch [88][800/7492] lr: 1.873e-02, eta: 2 days, 19:14:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3153, top5_acc: 0.5444, loss_cls: 7.7198, loss: 7.7198 2025-08-16 10:10:30,852 - pyskl - INFO - Epoch [88][900/7492] lr: 1.872e-02, eta: 2 days, 19:13:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3019, top5_acc: 0.5494, loss_cls: 7.8316, loss: 7.8316 2025-08-16 10:11:22,139 - pyskl - INFO - Epoch [88][1000/7492] lr: 1.872e-02, eta: 2 days, 19:13:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2944, top5_acc: 0.5359, loss_cls: 7.8468, loss: 7.8468 2025-08-16 10:12:13,393 - pyskl - INFO - Epoch [88][1100/7492] lr: 1.871e-02, eta: 2 days, 19:12:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5569, loss_cls: 7.7561, loss: 7.7561 2025-08-16 10:13:04,496 - pyskl - INFO - Epoch [88][1200/7492] lr: 1.870e-02, eta: 2 days, 19:11:19, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2856, top5_acc: 0.5341, loss_cls: 7.7958, loss: 7.7958 2025-08-16 10:13:55,728 - pyskl - INFO - Epoch [88][1300/7492] lr: 1.869e-02, eta: 2 days, 19:10:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2978, top5_acc: 0.5337, loss_cls: 7.8517, loss: 7.8517 2025-08-16 10:14:46,811 - pyskl - INFO - Epoch [88][1400/7492] lr: 1.869e-02, eta: 2 days, 19:09:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3081, top5_acc: 0.5481, loss_cls: 7.8533, loss: 7.8533 2025-08-16 10:15:37,926 - pyskl - INFO - Epoch [88][1500/7492] lr: 1.868e-02, eta: 2 days, 19:08:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3172, top5_acc: 0.5678, loss_cls: 7.6420, loss: 7.6420 2025-08-16 10:16:29,051 - pyskl - INFO - Epoch [88][1600/7492] lr: 1.867e-02, eta: 2 days, 19:07:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5534, loss_cls: 7.7923, loss: 7.7923 2025-08-16 10:17:20,256 - pyskl - INFO - Epoch [88][1700/7492] lr: 1.867e-02, eta: 2 days, 19:07:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3069, top5_acc: 0.5709, loss_cls: 7.6424, loss: 7.6424 2025-08-16 10:18:11,747 - pyskl - INFO - Epoch [88][1800/7492] lr: 1.866e-02, eta: 2 days, 19:06:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2947, top5_acc: 0.5519, loss_cls: 7.8199, loss: 7.8199 2025-08-16 10:19:03,272 - pyskl - INFO - Epoch [88][1900/7492] lr: 1.865e-02, eta: 2 days, 19:05:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3000, top5_acc: 0.5453, loss_cls: 7.7448, loss: 7.7448 2025-08-16 10:19:54,550 - pyskl - INFO - Epoch [88][2000/7492] lr: 1.865e-02, eta: 2 days, 19:04:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2897, top5_acc: 0.5428, loss_cls: 7.8923, loss: 7.8923 2025-08-16 10:20:45,822 - pyskl - INFO - Epoch [88][2100/7492] lr: 1.864e-02, eta: 2 days, 19:03:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5503, loss_cls: 7.7476, loss: 7.7476 2025-08-16 10:21:37,070 - pyskl - INFO - Epoch [88][2200/7492] lr: 1.863e-02, eta: 2 days, 19:02:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2888, top5_acc: 0.5384, loss_cls: 7.7567, loss: 7.7567 2025-08-16 10:22:28,324 - pyskl - INFO - Epoch [88][2300/7492] lr: 1.863e-02, eta: 2 days, 19:01:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2972, top5_acc: 0.5572, loss_cls: 7.8074, loss: 7.8074 2025-08-16 10:23:19,445 - pyskl - INFO - Epoch [88][2400/7492] lr: 1.862e-02, eta: 2 days, 19:01:01, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5575, loss_cls: 7.7236, loss: 7.7236 2025-08-16 10:24:10,539 - pyskl - INFO - Epoch [88][2500/7492] lr: 1.861e-02, eta: 2 days, 19:00:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5434, loss_cls: 7.8659, loss: 7.8659 2025-08-16 10:25:01,701 - pyskl - INFO - Epoch [88][2600/7492] lr: 1.861e-02, eta: 2 days, 18:59:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5375, loss_cls: 7.8286, loss: 7.8286 2025-08-16 10:25:52,943 - pyskl - INFO - Epoch [88][2700/7492] lr: 1.860e-02, eta: 2 days, 18:58:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5503, loss_cls: 7.7864, loss: 7.7864 2025-08-16 10:26:44,087 - pyskl - INFO - Epoch [88][2800/7492] lr: 1.859e-02, eta: 2 days, 18:57:35, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5344, loss_cls: 7.8289, loss: 7.8289 2025-08-16 10:27:35,374 - pyskl - INFO - Epoch [88][2900/7492] lr: 1.859e-02, eta: 2 days, 18:56:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5606, loss_cls: 7.7082, loss: 7.7082 2025-08-16 10:28:26,815 - pyskl - INFO - Epoch [88][3000/7492] lr: 1.858e-02, eta: 2 days, 18:55:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2897, top5_acc: 0.5391, loss_cls: 7.8045, loss: 7.8045 2025-08-16 10:29:18,392 - pyskl - INFO - Epoch [88][3100/7492] lr: 1.857e-02, eta: 2 days, 18:55:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5472, loss_cls: 7.6982, loss: 7.6982 2025-08-16 10:30:09,510 - pyskl - INFO - Epoch [88][3200/7492] lr: 1.857e-02, eta: 2 days, 18:54:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5509, loss_cls: 7.7652, loss: 7.7652 2025-08-16 10:31:00,594 - pyskl - INFO - Epoch [88][3300/7492] lr: 1.856e-02, eta: 2 days, 18:53:18, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3047, top5_acc: 0.5450, loss_cls: 7.7953, loss: 7.7953 2025-08-16 10:31:51,643 - pyskl - INFO - Epoch [88][3400/7492] lr: 1.855e-02, eta: 2 days, 18:52:26, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2978, top5_acc: 0.5503, loss_cls: 7.7340, loss: 7.7340 2025-08-16 10:32:43,108 - pyskl - INFO - Epoch [88][3500/7492] lr: 1.855e-02, eta: 2 days, 18:51:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5478, loss_cls: 7.7567, loss: 7.7567 2025-08-16 10:33:34,593 - pyskl - INFO - Epoch [88][3600/7492] lr: 1.854e-02, eta: 2 days, 18:50:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5450, loss_cls: 7.8033, loss: 7.8033 2025-08-16 10:34:25,940 - pyskl - INFO - Epoch [88][3700/7492] lr: 1.853e-02, eta: 2 days, 18:49:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5584, loss_cls: 7.6767, loss: 7.6767 2025-08-16 10:35:17,322 - pyskl - INFO - Epoch [88][3800/7492] lr: 1.853e-02, eta: 2 days, 18:49:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5537, loss_cls: 7.7937, loss: 7.7937 2025-08-16 10:36:08,711 - pyskl - INFO - Epoch [88][3900/7492] lr: 1.852e-02, eta: 2 days, 18:48:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3044, top5_acc: 0.5500, loss_cls: 7.7677, loss: 7.7677 2025-08-16 10:37:00,485 - pyskl - INFO - Epoch [88][4000/7492] lr: 1.851e-02, eta: 2 days, 18:47:19, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3072, top5_acc: 0.5513, loss_cls: 7.7317, loss: 7.7317 2025-08-16 10:37:52,189 - pyskl - INFO - Epoch [88][4100/7492] lr: 1.851e-02, eta: 2 days, 18:46:27, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2959, top5_acc: 0.5444, loss_cls: 7.6708, loss: 7.6708 2025-08-16 10:38:43,631 - pyskl - INFO - Epoch [88][4200/7492] lr: 1.850e-02, eta: 2 days, 18:45:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3022, top5_acc: 0.5537, loss_cls: 7.7474, loss: 7.7474 2025-08-16 10:39:35,014 - pyskl - INFO - Epoch [88][4300/7492] lr: 1.849e-02, eta: 2 days, 18:44:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5494, loss_cls: 7.7917, loss: 7.7917 2025-08-16 10:40:26,408 - pyskl - INFO - Epoch [88][4400/7492] lr: 1.849e-02, eta: 2 days, 18:43:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2834, top5_acc: 0.5381, loss_cls: 7.8447, loss: 7.8447 2025-08-16 10:41:17,857 - pyskl - INFO - Epoch [88][4500/7492] lr: 1.848e-02, eta: 2 days, 18:43:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5456, loss_cls: 7.7802, loss: 7.7802 2025-08-16 10:42:09,216 - pyskl - INFO - Epoch [88][4600/7492] lr: 1.847e-02, eta: 2 days, 18:42:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2959, top5_acc: 0.5481, loss_cls: 7.7499, loss: 7.7499 2025-08-16 10:43:00,488 - pyskl - INFO - Epoch [88][4700/7492] lr: 1.847e-02, eta: 2 days, 18:41:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3047, top5_acc: 0.5519, loss_cls: 7.7969, loss: 7.7969 2025-08-16 10:43:51,879 - pyskl - INFO - Epoch [88][4800/7492] lr: 1.846e-02, eta: 2 days, 18:40:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3003, top5_acc: 0.5572, loss_cls: 7.6963, loss: 7.6963 2025-08-16 10:44:43,202 - pyskl - INFO - Epoch [88][4900/7492] lr: 1.845e-02, eta: 2 days, 18:39:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3053, top5_acc: 0.5541, loss_cls: 7.7610, loss: 7.7610 2025-08-16 10:45:35,052 - pyskl - INFO - Epoch [88][5000/7492] lr: 1.844e-02, eta: 2 days, 18:38:45, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5431, loss_cls: 7.8029, loss: 7.8029 2025-08-16 10:46:26,461 - pyskl - INFO - Epoch [88][5100/7492] lr: 1.844e-02, eta: 2 days, 18:37:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5397, loss_cls: 7.8442, loss: 7.8442 2025-08-16 10:47:18,069 - pyskl - INFO - Epoch [88][5200/7492] lr: 1.843e-02, eta: 2 days, 18:37:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5559, loss_cls: 7.7274, loss: 7.7274 2025-08-16 10:48:09,199 - pyskl - INFO - Epoch [88][5300/7492] lr: 1.842e-02, eta: 2 days, 18:36:11, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5425, loss_cls: 7.8443, loss: 7.8443 2025-08-16 10:49:00,426 - pyskl - INFO - Epoch [88][5400/7492] lr: 1.842e-02, eta: 2 days, 18:35:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5387, loss_cls: 7.7444, loss: 7.7444 2025-08-16 10:49:51,507 - pyskl - INFO - Epoch [88][5500/7492] lr: 1.841e-02, eta: 2 days, 18:34:28, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2934, top5_acc: 0.5425, loss_cls: 7.8413, loss: 7.8413 2025-08-16 10:50:42,715 - pyskl - INFO - Epoch [88][5600/7492] lr: 1.840e-02, eta: 2 days, 18:33:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5494, loss_cls: 7.7060, loss: 7.7060 2025-08-16 10:51:34,300 - pyskl - INFO - Epoch [88][5700/7492] lr: 1.840e-02, eta: 2 days, 18:32:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5531, loss_cls: 7.7509, loss: 7.7509 2025-08-16 10:52:25,677 - pyskl - INFO - Epoch [88][5800/7492] lr: 1.839e-02, eta: 2 days, 18:31:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5544, loss_cls: 7.7473, loss: 7.7473 2025-08-16 10:53:16,999 - pyskl - INFO - Epoch [88][5900/7492] lr: 1.838e-02, eta: 2 days, 18:31:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2856, top5_acc: 0.5466, loss_cls: 7.8657, loss: 7.8657 2025-08-16 10:54:08,257 - pyskl - INFO - Epoch [88][6000/7492] lr: 1.838e-02, eta: 2 days, 18:30:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5475, loss_cls: 7.7086, loss: 7.7086 2025-08-16 10:54:59,675 - pyskl - INFO - Epoch [88][6100/7492] lr: 1.837e-02, eta: 2 days, 18:29:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5422, loss_cls: 7.8090, loss: 7.8090 2025-08-16 10:55:51,183 - pyskl - INFO - Epoch [88][6200/7492] lr: 1.836e-02, eta: 2 days, 18:28:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3053, top5_acc: 0.5472, loss_cls: 7.8204, loss: 7.8204 2025-08-16 10:56:43,003 - pyskl - INFO - Epoch [88][6300/7492] lr: 1.836e-02, eta: 2 days, 18:27:37, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5431, loss_cls: 7.8272, loss: 7.8272 2025-08-16 10:57:34,413 - pyskl - INFO - Epoch [88][6400/7492] lr: 1.835e-02, eta: 2 days, 18:26:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5694, loss_cls: 7.6907, loss: 7.6907 2025-08-16 10:58:25,771 - pyskl - INFO - Epoch [88][6500/7492] lr: 1.834e-02, eta: 2 days, 18:25:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5575, loss_cls: 7.7688, loss: 7.7688 2025-08-16 10:59:17,215 - pyskl - INFO - Epoch [88][6600/7492] lr: 1.834e-02, eta: 2 days, 18:25:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5513, loss_cls: 7.7935, loss: 7.7935 2025-08-16 11:00:08,606 - pyskl - INFO - Epoch [88][6700/7492] lr: 1.833e-02, eta: 2 days, 18:24:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5625, loss_cls: 7.7977, loss: 7.7977 2025-08-16 11:00:59,852 - pyskl - INFO - Epoch [88][6800/7492] lr: 1.832e-02, eta: 2 days, 18:23:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5397, loss_cls: 7.8251, loss: 7.8251 2025-08-16 11:01:51,038 - pyskl - INFO - Epoch [88][6900/7492] lr: 1.832e-02, eta: 2 days, 18:22:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5516, loss_cls: 7.7784, loss: 7.7784 2025-08-16 11:02:42,208 - pyskl - INFO - Epoch [88][7000/7492] lr: 1.831e-02, eta: 2 days, 18:21:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5525, loss_cls: 7.6939, loss: 7.6939 2025-08-16 11:03:33,655 - pyskl - INFO - Epoch [88][7100/7492] lr: 1.830e-02, eta: 2 days, 18:20:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5525, loss_cls: 7.8090, loss: 7.8090 2025-08-16 11:04:24,939 - pyskl - INFO - Epoch [88][7200/7492] lr: 1.830e-02, eta: 2 days, 18:19:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3022, top5_acc: 0.5628, loss_cls: 7.7164, loss: 7.7164 2025-08-16 11:05:16,456 - pyskl - INFO - Epoch [88][7300/7492] lr: 1.829e-02, eta: 2 days, 18:19:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5541, loss_cls: 7.8722, loss: 7.8722 2025-08-16 11:06:08,040 - pyskl - INFO - Epoch [88][7400/7492] lr: 1.828e-02, eta: 2 days, 18:18:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2953, top5_acc: 0.5400, loss_cls: 7.8923, loss: 7.8923 2025-08-16 11:06:56,259 - pyskl - INFO - Saving checkpoint at 88 epochs 2025-08-16 11:07:51,505 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 11:07:52,249 - pyskl - INFO - top1_acc 0.2630 top5_acc 0.5054 2025-08-16 11:07:52,250 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 11:07:52,287 - pyskl - INFO - mean_acc 0.2628 2025-08-16 11:07:52,360 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_87.pth was removed 2025-08-16 11:07:53,496 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. 2025-08-16 11:07:53,497 - pyskl - INFO - Best top1_acc is 0.2630 at 88 epoch. 2025-08-16 11:07:53,508 - pyskl - INFO - Epoch(val) [88][617] top1_acc: 0.2630, top5_acc: 0.5054, mean_class_accuracy: 0.2628 2025-08-16 11:09:15,366 - pyskl - INFO - Epoch [89][100/7492] lr: 1.827e-02, eta: 2 days, 18:16:22, time: 0.819, data_time: 0.306, memory: 13026, top1_acc: 0.3153, top5_acc: 0.5684, loss_cls: 7.6197, loss: 7.6197 2025-08-16 11:10:06,750 - pyskl - INFO - Epoch [89][200/7492] lr: 1.826e-02, eta: 2 days, 18:15:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3016, top5_acc: 0.5631, loss_cls: 7.7063, loss: 7.7063 2025-08-16 11:10:58,287 - pyskl - INFO - Epoch [89][300/7492] lr: 1.826e-02, eta: 2 days, 18:14:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3016, top5_acc: 0.5528, loss_cls: 7.7091, loss: 7.7091 2025-08-16 11:11:49,730 - pyskl - INFO - Epoch [89][400/7492] lr: 1.825e-02, eta: 2 days, 18:13:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3034, top5_acc: 0.5603, loss_cls: 7.7110, loss: 7.7110 2025-08-16 11:12:41,312 - pyskl - INFO - Epoch [89][500/7492] lr: 1.824e-02, eta: 2 days, 18:12:57, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5631, loss_cls: 7.6265, loss: 7.6265 2025-08-16 11:13:32,871 - pyskl - INFO - Epoch [89][600/7492] lr: 1.824e-02, eta: 2 days, 18:12:05, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2947, top5_acc: 0.5381, loss_cls: 7.7757, loss: 7.7757 2025-08-16 11:14:24,305 - pyskl - INFO - Epoch [89][700/7492] lr: 1.823e-02, eta: 2 days, 18:11:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5575, loss_cls: 7.6859, loss: 7.6859 2025-08-16 11:15:15,955 - pyskl - INFO - Epoch [89][800/7492] lr: 1.822e-02, eta: 2 days, 18:10:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5600, loss_cls: 7.8052, loss: 7.8052 2025-08-16 11:16:07,224 - pyskl - INFO - Epoch [89][900/7492] lr: 1.822e-02, eta: 2 days, 18:09:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2919, top5_acc: 0.5578, loss_cls: 7.7366, loss: 7.7366 2025-08-16 11:16:58,630 - pyskl - INFO - Epoch [89][1000/7492] lr: 1.821e-02, eta: 2 days, 18:08:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3034, top5_acc: 0.5756, loss_cls: 7.6689, loss: 7.6689 2025-08-16 11:17:49,914 - pyskl - INFO - Epoch [89][1100/7492] lr: 1.820e-02, eta: 2 days, 18:07:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5447, loss_cls: 7.8258, loss: 7.8258 2025-08-16 11:18:41,212 - pyskl - INFO - Epoch [89][1200/7492] lr: 1.820e-02, eta: 2 days, 18:06:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3003, top5_acc: 0.5519, loss_cls: 7.6804, loss: 7.6804 2025-08-16 11:19:32,418 - pyskl - INFO - Epoch [89][1300/7492] lr: 1.819e-02, eta: 2 days, 18:06:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2978, top5_acc: 0.5400, loss_cls: 7.7612, loss: 7.7612 2025-08-16 11:20:23,720 - pyskl - INFO - Epoch [89][1400/7492] lr: 1.818e-02, eta: 2 days, 18:05:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5459, loss_cls: 7.7814, loss: 7.7814 2025-08-16 11:21:14,975 - pyskl - INFO - Epoch [89][1500/7492] lr: 1.818e-02, eta: 2 days, 18:04:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5522, loss_cls: 7.7532, loss: 7.7532 2025-08-16 11:22:06,258 - pyskl - INFO - Epoch [89][1600/7492] lr: 1.817e-02, eta: 2 days, 18:03:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3016, top5_acc: 0.5494, loss_cls: 7.8415, loss: 7.8415 2025-08-16 11:22:57,404 - pyskl - INFO - Epoch [89][1700/7492] lr: 1.816e-02, eta: 2 days, 18:02:40, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5297, loss_cls: 7.8864, loss: 7.8864 2025-08-16 11:23:48,776 - pyskl - INFO - Epoch [89][1800/7492] lr: 1.816e-02, eta: 2 days, 18:01:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2894, top5_acc: 0.5478, loss_cls: 7.7926, loss: 7.7926 2025-08-16 11:24:40,136 - pyskl - INFO - Epoch [89][1900/7492] lr: 1.815e-02, eta: 2 days, 18:00:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5575, loss_cls: 7.6655, loss: 7.6655 2025-08-16 11:25:31,508 - pyskl - INFO - Epoch [89][2000/7492] lr: 1.814e-02, eta: 2 days, 18:00:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5634, loss_cls: 7.7716, loss: 7.7716 2025-08-16 11:26:22,631 - pyskl - INFO - Epoch [89][2100/7492] lr: 1.814e-02, eta: 2 days, 17:59:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5569, loss_cls: 7.6942, loss: 7.6942 2025-08-16 11:27:13,876 - pyskl - INFO - Epoch [89][2200/7492] lr: 1.813e-02, eta: 2 days, 17:58:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5550, loss_cls: 7.6998, loss: 7.6998 2025-08-16 11:28:05,192 - pyskl - INFO - Epoch [89][2300/7492] lr: 1.812e-02, eta: 2 days, 17:57:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5600, loss_cls: 7.7144, loss: 7.7144 2025-08-16 11:28:56,387 - pyskl - INFO - Epoch [89][2400/7492] lr: 1.812e-02, eta: 2 days, 17:56:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2978, top5_acc: 0.5534, loss_cls: 7.7661, loss: 7.7661 2025-08-16 11:29:47,612 - pyskl - INFO - Epoch [89][2500/7492] lr: 1.811e-02, eta: 2 days, 17:55:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5563, loss_cls: 7.7158, loss: 7.7158 2025-08-16 11:30:38,785 - pyskl - INFO - Epoch [89][2600/7492] lr: 1.810e-02, eta: 2 days, 17:54:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5600, loss_cls: 7.6965, loss: 7.6965 2025-08-16 11:31:30,046 - pyskl - INFO - Epoch [89][2700/7492] lr: 1.810e-02, eta: 2 days, 17:54:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3075, top5_acc: 0.5613, loss_cls: 7.7444, loss: 7.7444 2025-08-16 11:32:21,437 - pyskl - INFO - Epoch [89][2800/7492] lr: 1.809e-02, eta: 2 days, 17:53:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3078, top5_acc: 0.5478, loss_cls: 7.7210, loss: 7.7210 2025-08-16 11:33:12,886 - pyskl - INFO - Epoch [89][2900/7492] lr: 1.808e-02, eta: 2 days, 17:52:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3125, top5_acc: 0.5519, loss_cls: 7.7760, loss: 7.7760 2025-08-16 11:34:04,413 - pyskl - INFO - Epoch [89][3000/7492] lr: 1.808e-02, eta: 2 days, 17:51:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5547, loss_cls: 7.7577, loss: 7.7577 2025-08-16 11:34:55,741 - pyskl - INFO - Epoch [89][3100/7492] lr: 1.807e-02, eta: 2 days, 17:50:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2959, top5_acc: 0.5494, loss_cls: 7.7844, loss: 7.7844 2025-08-16 11:35:47,100 - pyskl - INFO - Epoch [89][3200/7492] lr: 1.806e-02, eta: 2 days, 17:49:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2988, top5_acc: 0.5541, loss_cls: 7.8032, loss: 7.8032 2025-08-16 11:36:38,476 - pyskl - INFO - Epoch [89][3300/7492] lr: 1.806e-02, eta: 2 days, 17:48:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5581, loss_cls: 7.7094, loss: 7.7094 2025-08-16 11:37:29,802 - pyskl - INFO - Epoch [89][3400/7492] lr: 1.805e-02, eta: 2 days, 17:48:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5641, loss_cls: 7.6381, loss: 7.6381 2025-08-16 11:38:21,121 - pyskl - INFO - Epoch [89][3500/7492] lr: 1.804e-02, eta: 2 days, 17:47:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3028, top5_acc: 0.5503, loss_cls: 7.7958, loss: 7.7958 2025-08-16 11:39:12,355 - pyskl - INFO - Epoch [89][3600/7492] lr: 1.804e-02, eta: 2 days, 17:46:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2963, top5_acc: 0.5400, loss_cls: 7.8160, loss: 7.8160 2025-08-16 11:40:03,666 - pyskl - INFO - Epoch [89][3700/7492] lr: 1.803e-02, eta: 2 days, 17:45:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5597, loss_cls: 7.8222, loss: 7.8222 2025-08-16 11:40:55,071 - pyskl - INFO - Epoch [89][3800/7492] lr: 1.802e-02, eta: 2 days, 17:44:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5394, loss_cls: 7.8093, loss: 7.8093 2025-08-16 11:41:46,515 - pyskl - INFO - Epoch [89][3900/7492] lr: 1.801e-02, eta: 2 days, 17:43:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5463, loss_cls: 7.8199, loss: 7.8199 2025-08-16 11:42:38,236 - pyskl - INFO - Epoch [89][4000/7492] lr: 1.801e-02, eta: 2 days, 17:42:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5347, loss_cls: 7.8210, loss: 7.8210 2025-08-16 11:43:30,003 - pyskl - INFO - Epoch [89][4100/7492] lr: 1.800e-02, eta: 2 days, 17:42:07, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5481, loss_cls: 7.7738, loss: 7.7738 2025-08-16 11:44:21,362 - pyskl - INFO - Epoch [89][4200/7492] lr: 1.799e-02, eta: 2 days, 17:41:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3088, top5_acc: 0.5406, loss_cls: 7.7519, loss: 7.7519 2025-08-16 11:45:12,961 - pyskl - INFO - Epoch [89][4300/7492] lr: 1.799e-02, eta: 2 days, 17:40:24, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2981, top5_acc: 0.5491, loss_cls: 7.7948, loss: 7.7948 2025-08-16 11:46:04,660 - pyskl - INFO - Epoch [89][4400/7492] lr: 1.798e-02, eta: 2 days, 17:39:33, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5594, loss_cls: 7.7426, loss: 7.7426 2025-08-16 11:46:55,999 - pyskl - INFO - Epoch [89][4500/7492] lr: 1.797e-02, eta: 2 days, 17:38:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5563, loss_cls: 7.7556, loss: 7.7556 2025-08-16 11:47:47,775 - pyskl - INFO - Epoch [89][4600/7492] lr: 1.797e-02, eta: 2 days, 17:37:50, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5566, loss_cls: 7.7416, loss: 7.7416 2025-08-16 11:48:39,118 - pyskl - INFO - Epoch [89][4700/7492] lr: 1.796e-02, eta: 2 days, 17:36:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5653, loss_cls: 7.6943, loss: 7.6943 2025-08-16 11:49:30,653 - pyskl - INFO - Epoch [89][4800/7492] lr: 1.795e-02, eta: 2 days, 17:36:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2925, top5_acc: 0.5444, loss_cls: 7.7996, loss: 7.7996 2025-08-16 11:50:21,918 - pyskl - INFO - Epoch [89][4900/7492] lr: 1.795e-02, eta: 2 days, 17:35:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3063, top5_acc: 0.5450, loss_cls: 7.7449, loss: 7.7449 2025-08-16 11:51:13,403 - pyskl - INFO - Epoch [89][5000/7492] lr: 1.794e-02, eta: 2 days, 17:34:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5463, loss_cls: 7.8375, loss: 7.8375 2025-08-16 11:52:05,141 - pyskl - INFO - Epoch [89][5100/7492] lr: 1.793e-02, eta: 2 days, 17:33:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5650, loss_cls: 7.6728, loss: 7.6728 2025-08-16 11:52:56,776 - pyskl - INFO - Epoch [89][5200/7492] lr: 1.793e-02, eta: 2 days, 17:32:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5531, loss_cls: 7.7775, loss: 7.7775 2025-08-16 11:53:48,194 - pyskl - INFO - Epoch [89][5300/7492] lr: 1.792e-02, eta: 2 days, 17:31:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5537, loss_cls: 7.7221, loss: 7.7221 2025-08-16 11:54:39,674 - pyskl - INFO - Epoch [89][5400/7492] lr: 1.791e-02, eta: 2 days, 17:31:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5419, loss_cls: 7.8741, loss: 7.8741 2025-08-16 11:55:30,895 - pyskl - INFO - Epoch [89][5500/7492] lr: 1.791e-02, eta: 2 days, 17:30:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2997, top5_acc: 0.5525, loss_cls: 7.6930, loss: 7.6930 2025-08-16 11:56:22,349 - pyskl - INFO - Epoch [89][5600/7492] lr: 1.790e-02, eta: 2 days, 17:29:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3106, top5_acc: 0.5603, loss_cls: 7.6551, loss: 7.6551 2025-08-16 11:57:13,634 - pyskl - INFO - Epoch [89][5700/7492] lr: 1.789e-02, eta: 2 days, 17:28:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2981, top5_acc: 0.5575, loss_cls: 7.7322, loss: 7.7322 2025-08-16 11:58:05,036 - pyskl - INFO - Epoch [89][5800/7492] lr: 1.789e-02, eta: 2 days, 17:27:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5334, loss_cls: 7.8203, loss: 7.8203 2025-08-16 11:58:56,364 - pyskl - INFO - Epoch [89][5900/7492] lr: 1.788e-02, eta: 2 days, 17:26:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5569, loss_cls: 7.7225, loss: 7.7225 2025-08-16 11:59:47,629 - pyskl - INFO - Epoch [89][6000/7492] lr: 1.787e-02, eta: 2 days, 17:25:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5559, loss_cls: 7.7318, loss: 7.7318 2025-08-16 12:00:38,922 - pyskl - INFO - Epoch [89][6100/7492] lr: 1.787e-02, eta: 2 days, 17:25:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5603, loss_cls: 7.7445, loss: 7.7445 2025-08-16 12:01:30,328 - pyskl - INFO - Epoch [89][6200/7492] lr: 1.786e-02, eta: 2 days, 17:24:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2953, top5_acc: 0.5516, loss_cls: 7.7265, loss: 7.7265 2025-08-16 12:02:21,649 - pyskl - INFO - Epoch [89][6300/7492] lr: 1.785e-02, eta: 2 days, 17:23:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5553, loss_cls: 7.7112, loss: 7.7112 2025-08-16 12:03:12,969 - pyskl - INFO - Epoch [89][6400/7492] lr: 1.785e-02, eta: 2 days, 17:22:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5353, loss_cls: 7.8322, loss: 7.8322 2025-08-16 12:04:04,357 - pyskl - INFO - Epoch [89][6500/7492] lr: 1.784e-02, eta: 2 days, 17:21:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2947, top5_acc: 0.5372, loss_cls: 7.7585, loss: 7.7585 2025-08-16 12:04:55,857 - pyskl - INFO - Epoch [89][6600/7492] lr: 1.783e-02, eta: 2 days, 17:20:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3159, top5_acc: 0.5675, loss_cls: 7.6200, loss: 7.6200 2025-08-16 12:05:47,201 - pyskl - INFO - Epoch [89][6700/7492] lr: 1.783e-02, eta: 2 days, 17:19:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5312, loss_cls: 7.8492, loss: 7.8492 2025-08-16 12:06:38,665 - pyskl - INFO - Epoch [89][6800/7492] lr: 1.782e-02, eta: 2 days, 17:19:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5437, loss_cls: 7.8243, loss: 7.8243 2025-08-16 12:07:30,105 - pyskl - INFO - Epoch [89][6900/7492] lr: 1.781e-02, eta: 2 days, 17:18:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3047, top5_acc: 0.5497, loss_cls: 7.7848, loss: 7.7848 2025-08-16 12:08:21,510 - pyskl - INFO - Epoch [89][7000/7492] lr: 1.781e-02, eta: 2 days, 17:17:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3003, top5_acc: 0.5581, loss_cls: 7.6652, loss: 7.6652 2025-08-16 12:09:12,891 - pyskl - INFO - Epoch [89][7100/7492] lr: 1.780e-02, eta: 2 days, 17:16:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2869, top5_acc: 0.5416, loss_cls: 7.8063, loss: 7.8063 2025-08-16 12:10:04,180 - pyskl - INFO - Epoch [89][7200/7492] lr: 1.779e-02, eta: 2 days, 17:15:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3019, top5_acc: 0.5406, loss_cls: 7.7171, loss: 7.7171 2025-08-16 12:10:55,423 - pyskl - INFO - Epoch [89][7300/7492] lr: 1.779e-02, eta: 2 days, 17:14:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2875, top5_acc: 0.5550, loss_cls: 7.7448, loss: 7.7448 2025-08-16 12:11:46,784 - pyskl - INFO - Epoch [89][7400/7492] lr: 1.778e-02, eta: 2 days, 17:13:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5553, loss_cls: 7.7717, loss: 7.7717 2025-08-16 12:12:34,705 - pyskl - INFO - Saving checkpoint at 89 epochs 2025-08-16 12:13:31,527 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 12:13:32,268 - pyskl - INFO - top1_acc 0.2584 top5_acc 0.4982 2025-08-16 12:13:32,268 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 12:13:32,306 - pyskl - INFO - mean_acc 0.2583 2025-08-16 12:13:32,317 - pyskl - INFO - Epoch(val) [89][617] top1_acc: 0.2584, top5_acc: 0.4982, mean_class_accuracy: 0.2583 2025-08-16 12:14:54,453 - pyskl - INFO - Epoch [90][100/7492] lr: 1.777e-02, eta: 2 days, 17:12:02, time: 0.821, data_time: 0.308, memory: 13026, top1_acc: 0.3147, top5_acc: 0.5550, loss_cls: 7.6878, loss: 7.6878 2025-08-16 12:15:45,631 - pyskl - INFO - Epoch [90][200/7492] lr: 1.776e-02, eta: 2 days, 17:11:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3212, top5_acc: 0.5794, loss_cls: 7.6309, loss: 7.6309 2025-08-16 12:16:36,893 - pyskl - INFO - Epoch [90][300/7492] lr: 1.775e-02, eta: 2 days, 17:10:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3175, top5_acc: 0.5659, loss_cls: 7.5695, loss: 7.5695 2025-08-16 12:17:28,186 - pyskl - INFO - Epoch [90][400/7492] lr: 1.775e-02, eta: 2 days, 17:09:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3159, top5_acc: 0.5684, loss_cls: 7.6088, loss: 7.6088 2025-08-16 12:18:19,489 - pyskl - INFO - Epoch [90][500/7492] lr: 1.774e-02, eta: 2 days, 17:08:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3128, top5_acc: 0.5766, loss_cls: 7.6211, loss: 7.6211 2025-08-16 12:19:10,797 - pyskl - INFO - Epoch [90][600/7492] lr: 1.773e-02, eta: 2 days, 17:07:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5544, loss_cls: 7.6701, loss: 7.6701 2025-08-16 12:20:02,408 - pyskl - INFO - Epoch [90][700/7492] lr: 1.773e-02, eta: 2 days, 17:06:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5719, loss_cls: 7.6012, loss: 7.6012 2025-08-16 12:20:53,957 - pyskl - INFO - Epoch [90][800/7492] lr: 1.772e-02, eta: 2 days, 17:06:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5622, loss_cls: 7.6875, loss: 7.6875 2025-08-16 12:21:45,354 - pyskl - INFO - Epoch [90][900/7492] lr: 1.771e-02, eta: 2 days, 17:05:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3119, top5_acc: 0.5553, loss_cls: 7.6905, loss: 7.6905 2025-08-16 12:22:36,733 - pyskl - INFO - Epoch [90][1000/7492] lr: 1.771e-02, eta: 2 days, 17:04:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3091, top5_acc: 0.5591, loss_cls: 7.7659, loss: 7.7659 2025-08-16 12:23:28,126 - pyskl - INFO - Epoch [90][1100/7492] lr: 1.770e-02, eta: 2 days, 17:03:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3000, top5_acc: 0.5541, loss_cls: 7.6967, loss: 7.6967 2025-08-16 12:24:19,490 - pyskl - INFO - Epoch [90][1200/7492] lr: 1.769e-02, eta: 2 days, 17:02:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3019, top5_acc: 0.5522, loss_cls: 7.7765, loss: 7.7765 2025-08-16 12:25:11,076 - pyskl - INFO - Epoch [90][1300/7492] lr: 1.769e-02, eta: 2 days, 17:01:46, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5422, loss_cls: 7.7781, loss: 7.7781 2025-08-16 12:26:02,576 - pyskl - INFO - Epoch [90][1400/7492] lr: 1.768e-02, eta: 2 days, 17:00:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3216, top5_acc: 0.5619, loss_cls: 7.6528, loss: 7.6528 2025-08-16 12:26:53,988 - pyskl - INFO - Epoch [90][1500/7492] lr: 1.767e-02, eta: 2 days, 17:00:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5594, loss_cls: 7.7870, loss: 7.7870 2025-08-16 12:27:45,249 - pyskl - INFO - Epoch [90][1600/7492] lr: 1.767e-02, eta: 2 days, 16:59:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5606, loss_cls: 7.6441, loss: 7.6441 2025-08-16 12:28:36,499 - pyskl - INFO - Epoch [90][1700/7492] lr: 1.766e-02, eta: 2 days, 16:58:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5513, loss_cls: 7.7156, loss: 7.7156 2025-08-16 12:29:28,059 - pyskl - INFO - Epoch [90][1800/7492] lr: 1.765e-02, eta: 2 days, 16:57:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2975, top5_acc: 0.5572, loss_cls: 7.7440, loss: 7.7440 2025-08-16 12:30:19,662 - pyskl - INFO - Epoch [90][1900/7492] lr: 1.765e-02, eta: 2 days, 16:56:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5534, loss_cls: 7.6849, loss: 7.6849 2025-08-16 12:31:11,033 - pyskl - INFO - Epoch [90][2000/7492] lr: 1.764e-02, eta: 2 days, 16:55:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5472, loss_cls: 7.7710, loss: 7.7710 2025-08-16 12:32:02,333 - pyskl - INFO - Epoch [90][2100/7492] lr: 1.763e-02, eta: 2 days, 16:54:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3053, top5_acc: 0.5463, loss_cls: 7.8077, loss: 7.8077 2025-08-16 12:32:53,667 - pyskl - INFO - Epoch [90][2200/7492] lr: 1.763e-02, eta: 2 days, 16:54:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3150, top5_acc: 0.5553, loss_cls: 7.7173, loss: 7.7173 2025-08-16 12:33:45,050 - pyskl - INFO - Epoch [90][2300/7492] lr: 1.762e-02, eta: 2 days, 16:53:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3028, top5_acc: 0.5525, loss_cls: 7.7295, loss: 7.7295 2025-08-16 12:34:36,253 - pyskl - INFO - Epoch [90][2400/7492] lr: 1.761e-02, eta: 2 days, 16:52:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5622, loss_cls: 7.6797, loss: 7.6797 2025-08-16 12:35:27,520 - pyskl - INFO - Epoch [90][2500/7492] lr: 1.761e-02, eta: 2 days, 16:51:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5428, loss_cls: 7.6967, loss: 7.6967 2025-08-16 12:36:18,963 - pyskl - INFO - Epoch [90][2600/7492] lr: 1.760e-02, eta: 2 days, 16:50:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5566, loss_cls: 7.7725, loss: 7.7725 2025-08-16 12:37:10,345 - pyskl - INFO - Epoch [90][2700/7492] lr: 1.759e-02, eta: 2 days, 16:49:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5494, loss_cls: 7.7622, loss: 7.7622 2025-08-16 12:38:01,893 - pyskl - INFO - Epoch [90][2800/7492] lr: 1.759e-02, eta: 2 days, 16:48:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5572, loss_cls: 7.6234, loss: 7.6234 2025-08-16 12:38:53,589 - pyskl - INFO - Epoch [90][2900/7492] lr: 1.758e-02, eta: 2 days, 16:48:04, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3044, top5_acc: 0.5456, loss_cls: 7.7422, loss: 7.7422 2025-08-16 12:39:45,068 - pyskl - INFO - Epoch [90][3000/7492] lr: 1.757e-02, eta: 2 days, 16:47:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2881, top5_acc: 0.5309, loss_cls: 7.8715, loss: 7.8715 2025-08-16 12:40:36,683 - pyskl - INFO - Epoch [90][3100/7492] lr: 1.757e-02, eta: 2 days, 16:46:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5472, loss_cls: 7.7623, loss: 7.7623 2025-08-16 12:41:28,092 - pyskl - INFO - Epoch [90][3200/7492] lr: 1.756e-02, eta: 2 days, 16:45:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2897, top5_acc: 0.5594, loss_cls: 7.7710, loss: 7.7710 2025-08-16 12:42:19,520 - pyskl - INFO - Epoch [90][3300/7492] lr: 1.755e-02, eta: 2 days, 16:44:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5513, loss_cls: 7.7658, loss: 7.7658 2025-08-16 12:43:10,875 - pyskl - INFO - Epoch [90][3400/7492] lr: 1.755e-02, eta: 2 days, 16:43:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5453, loss_cls: 7.6990, loss: 7.6990 2025-08-16 12:44:02,457 - pyskl - INFO - Epoch [90][3500/7492] lr: 1.754e-02, eta: 2 days, 16:42:57, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5541, loss_cls: 7.6955, loss: 7.6955 2025-08-16 12:44:53,979 - pyskl - INFO - Epoch [90][3600/7492] lr: 1.753e-02, eta: 2 days, 16:42:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2997, top5_acc: 0.5413, loss_cls: 7.7579, loss: 7.7579 2025-08-16 12:45:45,339 - pyskl - INFO - Epoch [90][3700/7492] lr: 1.753e-02, eta: 2 days, 16:41:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3016, top5_acc: 0.5500, loss_cls: 7.7425, loss: 7.7425 2025-08-16 12:46:36,882 - pyskl - INFO - Epoch [90][3800/7492] lr: 1.752e-02, eta: 2 days, 16:40:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5453, loss_cls: 7.7925, loss: 7.7925 2025-08-16 12:47:28,262 - pyskl - INFO - Epoch [90][3900/7492] lr: 1.751e-02, eta: 2 days, 16:39:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2972, top5_acc: 0.5359, loss_cls: 7.7752, loss: 7.7752 2025-08-16 12:48:19,953 - pyskl - INFO - Epoch [90][4000/7492] lr: 1.751e-02, eta: 2 days, 16:38:40, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3078, top5_acc: 0.5613, loss_cls: 7.7366, loss: 7.7366 2025-08-16 12:49:11,549 - pyskl - INFO - Epoch [90][4100/7492] lr: 1.750e-02, eta: 2 days, 16:37:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3044, top5_acc: 0.5575, loss_cls: 7.6850, loss: 7.6850 2025-08-16 12:50:03,105 - pyskl - INFO - Epoch [90][4200/7492] lr: 1.749e-02, eta: 2 days, 16:36:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5584, loss_cls: 7.7351, loss: 7.7351 2025-08-16 12:50:54,813 - pyskl - INFO - Epoch [90][4300/7492] lr: 1.749e-02, eta: 2 days, 16:36:06, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5444, loss_cls: 7.6246, loss: 7.6246 2025-08-16 12:51:46,181 - pyskl - INFO - Epoch [90][4400/7492] lr: 1.748e-02, eta: 2 days, 16:35:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5441, loss_cls: 7.8362, loss: 7.8362 2025-08-16 12:52:37,538 - pyskl - INFO - Epoch [90][4500/7492] lr: 1.747e-02, eta: 2 days, 16:34:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3044, top5_acc: 0.5606, loss_cls: 7.6795, loss: 7.6795 2025-08-16 12:53:28,882 - pyskl - INFO - Epoch [90][4600/7492] lr: 1.747e-02, eta: 2 days, 16:33:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2981, top5_acc: 0.5519, loss_cls: 7.7641, loss: 7.7641 2025-08-16 12:54:20,329 - pyskl - INFO - Epoch [90][4700/7492] lr: 1.746e-02, eta: 2 days, 16:32:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5525, loss_cls: 7.7747, loss: 7.7747 2025-08-16 12:55:11,720 - pyskl - INFO - Epoch [90][4800/7492] lr: 1.745e-02, eta: 2 days, 16:31:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5534, loss_cls: 7.8063, loss: 7.8063 2025-08-16 12:56:02,973 - pyskl - INFO - Epoch [90][4900/7492] lr: 1.745e-02, eta: 2 days, 16:30:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2975, top5_acc: 0.5528, loss_cls: 7.8207, loss: 7.8207 2025-08-16 12:56:54,272 - pyskl - INFO - Epoch [90][5000/7492] lr: 1.744e-02, eta: 2 days, 16:30:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5569, loss_cls: 7.6671, loss: 7.6671 2025-08-16 12:57:45,834 - pyskl - INFO - Epoch [90][5100/7492] lr: 1.743e-02, eta: 2 days, 16:29:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5500, loss_cls: 7.8034, loss: 7.8034 2025-08-16 12:58:37,314 - pyskl - INFO - Epoch [90][5200/7492] lr: 1.743e-02, eta: 2 days, 16:28:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5634, loss_cls: 7.6641, loss: 7.6641 2025-08-16 12:59:28,677 - pyskl - INFO - Epoch [90][5300/7492] lr: 1.742e-02, eta: 2 days, 16:27:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3084, top5_acc: 0.5575, loss_cls: 7.6568, loss: 7.6568 2025-08-16 13:00:20,034 - pyskl - INFO - Epoch [90][5400/7492] lr: 1.741e-02, eta: 2 days, 16:26:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3044, top5_acc: 0.5475, loss_cls: 7.7228, loss: 7.7228 2025-08-16 13:01:11,525 - pyskl - INFO - Epoch [90][5500/7492] lr: 1.741e-02, eta: 2 days, 16:25:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5519, loss_cls: 7.7679, loss: 7.7679 2025-08-16 13:02:03,005 - pyskl - INFO - Epoch [90][5600/7492] lr: 1.740e-02, eta: 2 days, 16:24:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2866, top5_acc: 0.5463, loss_cls: 7.8809, loss: 7.8809 2025-08-16 13:02:54,587 - pyskl - INFO - Epoch [90][5700/7492] lr: 1.739e-02, eta: 2 days, 16:24:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3122, top5_acc: 0.5516, loss_cls: 7.7380, loss: 7.7380 2025-08-16 13:03:45,879 - pyskl - INFO - Epoch [90][5800/7492] lr: 1.739e-02, eta: 2 days, 16:23:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5678, loss_cls: 7.7041, loss: 7.7041 2025-08-16 13:04:37,295 - pyskl - INFO - Epoch [90][5900/7492] lr: 1.738e-02, eta: 2 days, 16:22:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5625, loss_cls: 7.7258, loss: 7.7258 2025-08-16 13:05:28,954 - pyskl - INFO - Epoch [90][6000/7492] lr: 1.737e-02, eta: 2 days, 16:21:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5378, loss_cls: 7.7836, loss: 7.7836 2025-08-16 13:06:20,305 - pyskl - INFO - Epoch [90][6100/7492] lr: 1.737e-02, eta: 2 days, 16:20:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3078, top5_acc: 0.5475, loss_cls: 7.7340, loss: 7.7340 2025-08-16 13:07:11,795 - pyskl - INFO - Epoch [90][6200/7492] lr: 1.736e-02, eta: 2 days, 16:19:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3169, top5_acc: 0.5663, loss_cls: 7.6420, loss: 7.6420 2025-08-16 13:08:03,139 - pyskl - INFO - Epoch [90][6300/7492] lr: 1.735e-02, eta: 2 days, 16:19:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5425, loss_cls: 7.7915, loss: 7.7915 2025-08-16 13:08:54,467 - pyskl - INFO - Epoch [90][6400/7492] lr: 1.735e-02, eta: 2 days, 16:18:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5516, loss_cls: 7.7882, loss: 7.7882 2025-08-16 13:09:45,684 - pyskl - INFO - Epoch [90][6500/7492] lr: 1.734e-02, eta: 2 days, 16:17:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3069, top5_acc: 0.5669, loss_cls: 7.6811, loss: 7.6811 2025-08-16 13:10:36,860 - pyskl - INFO - Epoch [90][6600/7492] lr: 1.733e-02, eta: 2 days, 16:16:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3022, top5_acc: 0.5531, loss_cls: 7.7836, loss: 7.7836 2025-08-16 13:11:28,229 - pyskl - INFO - Epoch [90][6700/7492] lr: 1.733e-02, eta: 2 days, 16:15:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5534, loss_cls: 7.6616, loss: 7.6616 2025-08-16 13:12:19,492 - pyskl - INFO - Epoch [90][6800/7492] lr: 1.732e-02, eta: 2 days, 16:14:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5572, loss_cls: 7.7328, loss: 7.7328 2025-08-16 13:13:10,905 - pyskl - INFO - Epoch [90][6900/7492] lr: 1.731e-02, eta: 2 days, 16:13:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2903, top5_acc: 0.5422, loss_cls: 7.7311, loss: 7.7311 2025-08-16 13:14:02,346 - pyskl - INFO - Epoch [90][7000/7492] lr: 1.731e-02, eta: 2 days, 16:13:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5366, loss_cls: 7.7454, loss: 7.7454 2025-08-16 13:14:53,991 - pyskl - INFO - Epoch [90][7100/7492] lr: 1.730e-02, eta: 2 days, 16:12:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2984, top5_acc: 0.5572, loss_cls: 7.8104, loss: 7.8104 2025-08-16 13:15:45,396 - pyskl - INFO - Epoch [90][7200/7492] lr: 1.729e-02, eta: 2 days, 16:11:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5553, loss_cls: 7.6880, loss: 7.6880 2025-08-16 13:16:36,849 - pyskl - INFO - Epoch [90][7300/7492] lr: 1.729e-02, eta: 2 days, 16:10:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3016, top5_acc: 0.5556, loss_cls: 7.6711, loss: 7.6711 2025-08-16 13:17:28,241 - pyskl - INFO - Epoch [90][7400/7492] lr: 1.728e-02, eta: 2 days, 16:09:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5369, loss_cls: 7.8061, loss: 7.8061 2025-08-16 13:18:16,217 - pyskl - INFO - Saving checkpoint at 90 epochs 2025-08-16 13:19:12,999 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 13:19:13,739 - pyskl - INFO - top1_acc 0.2590 top5_acc 0.4999 2025-08-16 13:19:13,739 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 13:19:13,776 - pyskl - INFO - mean_acc 0.2588 2025-08-16 13:19:13,787 - pyskl - INFO - Epoch(val) [90][617] top1_acc: 0.2590, top5_acc: 0.4999, mean_class_accuracy: 0.2588 2025-08-16 13:20:34,995 - pyskl - INFO - Epoch [91][100/7492] lr: 1.727e-02, eta: 2 days, 16:07:44, time: 0.812, data_time: 0.299, memory: 13026, top1_acc: 0.3088, top5_acc: 0.5687, loss_cls: 7.6221, loss: 7.6221 2025-08-16 13:21:26,258 - pyskl - INFO - Epoch [91][200/7492] lr: 1.726e-02, eta: 2 days, 16:06:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5781, loss_cls: 7.5019, loss: 7.5019 2025-08-16 13:22:17,522 - pyskl - INFO - Epoch [91][300/7492] lr: 1.725e-02, eta: 2 days, 16:06:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3241, top5_acc: 0.5634, loss_cls: 7.6522, loss: 7.6522 2025-08-16 13:23:08,851 - pyskl - INFO - Epoch [91][400/7492] lr: 1.725e-02, eta: 2 days, 16:05:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3272, top5_acc: 0.5625, loss_cls: 7.6935, loss: 7.6935 2025-08-16 13:24:00,109 - pyskl - INFO - Epoch [91][500/7492] lr: 1.724e-02, eta: 2 days, 16:04:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2978, top5_acc: 0.5587, loss_cls: 7.6851, loss: 7.6851 2025-08-16 13:24:51,588 - pyskl - INFO - Epoch [91][600/7492] lr: 1.723e-02, eta: 2 days, 16:03:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2997, top5_acc: 0.5531, loss_cls: 7.7900, loss: 7.7900 2025-08-16 13:25:43,252 - pyskl - INFO - Epoch [91][700/7492] lr: 1.723e-02, eta: 2 days, 16:02:36, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5663, loss_cls: 7.5801, loss: 7.5801 2025-08-16 13:26:34,680 - pyskl - INFO - Epoch [91][800/7492] lr: 1.722e-02, eta: 2 days, 16:01:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3091, top5_acc: 0.5631, loss_cls: 7.6513, loss: 7.6513 2025-08-16 13:27:26,350 - pyskl - INFO - Epoch [91][900/7492] lr: 1.721e-02, eta: 2 days, 16:00:54, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5572, loss_cls: 7.7113, loss: 7.7113 2025-08-16 13:28:18,088 - pyskl - INFO - Epoch [91][1000/7492] lr: 1.721e-02, eta: 2 days, 16:00:02, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5591, loss_cls: 7.7616, loss: 7.7616 2025-08-16 13:29:09,317 - pyskl - INFO - Epoch [91][1100/7492] lr: 1.720e-02, eta: 2 days, 15:59:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2988, top5_acc: 0.5681, loss_cls: 7.6895, loss: 7.6895 2025-08-16 13:30:00,526 - pyskl - INFO - Epoch [91][1200/7492] lr: 1.719e-02, eta: 2 days, 15:58:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5659, loss_cls: 7.6587, loss: 7.6587 2025-08-16 13:30:52,297 - pyskl - INFO - Epoch [91][1300/7492] lr: 1.719e-02, eta: 2 days, 15:57:28, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3078, top5_acc: 0.5616, loss_cls: 7.5837, loss: 7.5837 2025-08-16 13:31:43,784 - pyskl - INFO - Epoch [91][1400/7492] lr: 1.718e-02, eta: 2 days, 15:56:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2944, top5_acc: 0.5503, loss_cls: 7.7695, loss: 7.7695 2025-08-16 13:32:35,021 - pyskl - INFO - Epoch [91][1500/7492] lr: 1.718e-02, eta: 2 days, 15:55:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3000, top5_acc: 0.5631, loss_cls: 7.7218, loss: 7.7218 2025-08-16 13:33:26,170 - pyskl - INFO - Epoch [91][1600/7492] lr: 1.717e-02, eta: 2 days, 15:54:54, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5516, loss_cls: 7.7400, loss: 7.7400 2025-08-16 13:34:17,425 - pyskl - INFO - Epoch [91][1700/7492] lr: 1.716e-02, eta: 2 days, 15:54:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5672, loss_cls: 7.5279, loss: 7.5279 2025-08-16 13:35:08,818 - pyskl - INFO - Epoch [91][1800/7492] lr: 1.716e-02, eta: 2 days, 15:53:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5522, loss_cls: 7.7383, loss: 7.7383 2025-08-16 13:36:00,130 - pyskl - INFO - Epoch [91][1900/7492] lr: 1.715e-02, eta: 2 days, 15:52:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3044, top5_acc: 0.5531, loss_cls: 7.7256, loss: 7.7256 2025-08-16 13:36:51,403 - pyskl - INFO - Epoch [91][2000/7492] lr: 1.714e-02, eta: 2 days, 15:51:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5591, loss_cls: 7.6620, loss: 7.6620 2025-08-16 13:37:42,641 - pyskl - INFO - Epoch [91][2100/7492] lr: 1.714e-02, eta: 2 days, 15:50:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3200, top5_acc: 0.5663, loss_cls: 7.6193, loss: 7.6193 2025-08-16 13:38:33,811 - pyskl - INFO - Epoch [91][2200/7492] lr: 1.713e-02, eta: 2 days, 15:49:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5622, loss_cls: 7.6028, loss: 7.6028 2025-08-16 13:39:24,999 - pyskl - INFO - Epoch [91][2300/7492] lr: 1.712e-02, eta: 2 days, 15:48:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2931, top5_acc: 0.5506, loss_cls: 7.6757, loss: 7.6757 2025-08-16 13:40:16,377 - pyskl - INFO - Epoch [91][2400/7492] lr: 1.712e-02, eta: 2 days, 15:48:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2981, top5_acc: 0.5606, loss_cls: 7.6858, loss: 7.6858 2025-08-16 13:41:07,838 - pyskl - INFO - Epoch [91][2500/7492] lr: 1.711e-02, eta: 2 days, 15:47:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5659, loss_cls: 7.6078, loss: 7.6078 2025-08-16 13:41:59,152 - pyskl - INFO - Epoch [91][2600/7492] lr: 1.710e-02, eta: 2 days, 15:46:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3063, top5_acc: 0.5650, loss_cls: 7.7012, loss: 7.7012 2025-08-16 13:42:50,442 - pyskl - INFO - Epoch [91][2700/7492] lr: 1.710e-02, eta: 2 days, 15:45:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3122, top5_acc: 0.5631, loss_cls: 7.6300, loss: 7.6300 2025-08-16 13:43:41,803 - pyskl - INFO - Epoch [91][2800/7492] lr: 1.709e-02, eta: 2 days, 15:44:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3053, top5_acc: 0.5516, loss_cls: 7.6957, loss: 7.6957 2025-08-16 13:44:33,346 - pyskl - INFO - Epoch [91][2900/7492] lr: 1.708e-02, eta: 2 days, 15:43:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3069, top5_acc: 0.5491, loss_cls: 7.7633, loss: 7.7633 2025-08-16 13:45:24,682 - pyskl - INFO - Epoch [91][3000/7492] lr: 1.708e-02, eta: 2 days, 15:42:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3203, top5_acc: 0.5594, loss_cls: 7.7113, loss: 7.7113 2025-08-16 13:46:16,125 - pyskl - INFO - Epoch [91][3100/7492] lr: 1.707e-02, eta: 2 days, 15:42:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5391, loss_cls: 7.8207, loss: 7.8207 2025-08-16 13:47:07,564 - pyskl - INFO - Epoch [91][3200/7492] lr: 1.706e-02, eta: 2 days, 15:41:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3209, top5_acc: 0.5653, loss_cls: 7.5407, loss: 7.5407 2025-08-16 13:47:58,811 - pyskl - INFO - Epoch [91][3300/7492] lr: 1.706e-02, eta: 2 days, 15:40:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3094, top5_acc: 0.5687, loss_cls: 7.6249, loss: 7.6249 2025-08-16 13:48:50,161 - pyskl - INFO - Epoch [91][3400/7492] lr: 1.705e-02, eta: 2 days, 15:39:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5544, loss_cls: 7.6803, loss: 7.6803 2025-08-16 13:49:41,544 - pyskl - INFO - Epoch [91][3500/7492] lr: 1.704e-02, eta: 2 days, 15:38:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3150, top5_acc: 0.5537, loss_cls: 7.7020, loss: 7.7020 2025-08-16 13:50:32,874 - pyskl - INFO - Epoch [91][3600/7492] lr: 1.704e-02, eta: 2 days, 15:37:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3091, top5_acc: 0.5619, loss_cls: 7.6292, loss: 7.6292 2025-08-16 13:51:24,266 - pyskl - INFO - Epoch [91][3700/7492] lr: 1.703e-02, eta: 2 days, 15:36:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3069, top5_acc: 0.5622, loss_cls: 7.6766, loss: 7.6766 2025-08-16 13:52:15,645 - pyskl - INFO - Epoch [91][3800/7492] lr: 1.702e-02, eta: 2 days, 15:36:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5587, loss_cls: 7.7770, loss: 7.7770 2025-08-16 13:53:06,948 - pyskl - INFO - Epoch [91][3900/7492] lr: 1.702e-02, eta: 2 days, 15:35:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3169, top5_acc: 0.5709, loss_cls: 7.6189, loss: 7.6189 2025-08-16 13:53:58,372 - pyskl - INFO - Epoch [91][4000/7492] lr: 1.701e-02, eta: 2 days, 15:34:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5581, loss_cls: 7.6470, loss: 7.6470 2025-08-16 13:54:49,490 - pyskl - INFO - Epoch [91][4100/7492] lr: 1.700e-02, eta: 2 days, 15:33:29, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5494, loss_cls: 7.8073, loss: 7.8073 2025-08-16 13:55:40,834 - pyskl - INFO - Epoch [91][4200/7492] lr: 1.700e-02, eta: 2 days, 15:32:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2956, top5_acc: 0.5544, loss_cls: 7.7085, loss: 7.7085 2025-08-16 13:56:32,096 - pyskl - INFO - Epoch [91][4300/7492] lr: 1.699e-02, eta: 2 days, 15:31:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3019, top5_acc: 0.5659, loss_cls: 7.6851, loss: 7.6851 2025-08-16 13:57:23,430 - pyskl - INFO - Epoch [91][4400/7492] lr: 1.698e-02, eta: 2 days, 15:30:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2934, top5_acc: 0.5459, loss_cls: 7.8000, loss: 7.8000 2025-08-16 13:58:14,921 - pyskl - INFO - Epoch [91][4500/7492] lr: 1.698e-02, eta: 2 days, 15:30:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5572, loss_cls: 7.7227, loss: 7.7227 2025-08-16 13:59:06,245 - pyskl - INFO - Epoch [91][4600/7492] lr: 1.697e-02, eta: 2 days, 15:29:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5647, loss_cls: 7.6925, loss: 7.6925 2025-08-16 13:59:57,580 - pyskl - INFO - Epoch [91][4700/7492] lr: 1.696e-02, eta: 2 days, 15:28:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5544, loss_cls: 7.7675, loss: 7.7675 2025-08-16 14:00:49,061 - pyskl - INFO - Epoch [91][4800/7492] lr: 1.696e-02, eta: 2 days, 15:27:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3159, top5_acc: 0.5541, loss_cls: 7.6867, loss: 7.6867 2025-08-16 14:01:40,327 - pyskl - INFO - Epoch [91][4900/7492] lr: 1.695e-02, eta: 2 days, 15:26:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3081, top5_acc: 0.5491, loss_cls: 7.7238, loss: 7.7238 2025-08-16 14:02:31,610 - pyskl - INFO - Epoch [91][5000/7492] lr: 1.694e-02, eta: 2 days, 15:25:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3053, top5_acc: 0.5547, loss_cls: 7.6973, loss: 7.6973 2025-08-16 14:03:23,209 - pyskl - INFO - Epoch [91][5100/7492] lr: 1.694e-02, eta: 2 days, 15:24:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3078, top5_acc: 0.5572, loss_cls: 7.6896, loss: 7.6896 2025-08-16 14:04:14,548 - pyskl - INFO - Epoch [91][5200/7492] lr: 1.693e-02, eta: 2 days, 15:24:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5600, loss_cls: 7.7075, loss: 7.7075 2025-08-16 14:05:06,054 - pyskl - INFO - Epoch [91][5300/7492] lr: 1.692e-02, eta: 2 days, 15:23:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5578, loss_cls: 7.6310, loss: 7.6310 2025-08-16 14:05:57,331 - pyskl - INFO - Epoch [91][5400/7492] lr: 1.692e-02, eta: 2 days, 15:22:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3088, top5_acc: 0.5544, loss_cls: 7.7577, loss: 7.7577 2025-08-16 14:06:48,637 - pyskl - INFO - Epoch [91][5500/7492] lr: 1.691e-02, eta: 2 days, 15:21:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3069, top5_acc: 0.5506, loss_cls: 7.7744, loss: 7.7744 2025-08-16 14:07:39,890 - pyskl - INFO - Epoch [91][5600/7492] lr: 1.690e-02, eta: 2 days, 15:20:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2922, top5_acc: 0.5500, loss_cls: 7.7401, loss: 7.7401 2025-08-16 14:08:31,235 - pyskl - INFO - Epoch [91][5700/7492] lr: 1.690e-02, eta: 2 days, 15:19:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5487, loss_cls: 7.7893, loss: 7.7893 2025-08-16 14:09:22,483 - pyskl - INFO - Epoch [91][5800/7492] lr: 1.689e-02, eta: 2 days, 15:18:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2934, top5_acc: 0.5450, loss_cls: 7.7237, loss: 7.7237 2025-08-16 14:10:13,503 - pyskl - INFO - Epoch [91][5900/7492] lr: 1.688e-02, eta: 2 days, 15:18:04, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5541, loss_cls: 7.7093, loss: 7.7093 2025-08-16 14:11:04,690 - pyskl - INFO - Epoch [91][6000/7492] lr: 1.688e-02, eta: 2 days, 15:17:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5603, loss_cls: 7.7563, loss: 7.7563 2025-08-16 14:11:55,878 - pyskl - INFO - Epoch [91][6100/7492] lr: 1.687e-02, eta: 2 days, 15:16:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5425, loss_cls: 7.8131, loss: 7.8131 2025-08-16 14:12:47,243 - pyskl - INFO - Epoch [91][6200/7492] lr: 1.686e-02, eta: 2 days, 15:15:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3075, top5_acc: 0.5547, loss_cls: 7.6410, loss: 7.6410 2025-08-16 14:13:38,463 - pyskl - INFO - Epoch [91][6300/7492] lr: 1.686e-02, eta: 2 days, 15:14:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3212, top5_acc: 0.5691, loss_cls: 7.7032, loss: 7.7032 2025-08-16 14:14:29,765 - pyskl - INFO - Epoch [91][6400/7492] lr: 1.685e-02, eta: 2 days, 15:13:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5600, loss_cls: 7.6992, loss: 7.6992 2025-08-16 14:15:20,899 - pyskl - INFO - Epoch [91][6500/7492] lr: 1.684e-02, eta: 2 days, 15:12:55, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5491, loss_cls: 7.7870, loss: 7.7870 2025-08-16 14:16:12,196 - pyskl - INFO - Epoch [91][6600/7492] lr: 1.684e-02, eta: 2 days, 15:12:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2909, top5_acc: 0.5475, loss_cls: 7.7834, loss: 7.7834 2025-08-16 14:17:03,409 - pyskl - INFO - Epoch [91][6700/7492] lr: 1.683e-02, eta: 2 days, 15:11:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5691, loss_cls: 7.7730, loss: 7.7730 2025-08-16 14:17:54,681 - pyskl - INFO - Epoch [91][6800/7492] lr: 1.682e-02, eta: 2 days, 15:10:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2966, top5_acc: 0.5519, loss_cls: 7.7202, loss: 7.7202 2025-08-16 14:18:45,870 - pyskl - INFO - Epoch [91][6900/7492] lr: 1.682e-02, eta: 2 days, 15:09:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5516, loss_cls: 7.7752, loss: 7.7752 2025-08-16 14:19:37,000 - pyskl - INFO - Epoch [91][7000/7492] lr: 1.681e-02, eta: 2 days, 15:08:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5559, loss_cls: 7.7009, loss: 7.7009 2025-08-16 14:20:28,117 - pyskl - INFO - Epoch [91][7100/7492] lr: 1.680e-02, eta: 2 days, 15:07:47, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5613, loss_cls: 7.6754, loss: 7.6754 2025-08-16 14:21:19,509 - pyskl - INFO - Epoch [91][7200/7492] lr: 1.680e-02, eta: 2 days, 15:06:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2841, top5_acc: 0.5363, loss_cls: 7.8921, loss: 7.8921 2025-08-16 14:22:11,447 - pyskl - INFO - Epoch [91][7300/7492] lr: 1.679e-02, eta: 2 days, 15:06:04, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5519, loss_cls: 7.7161, loss: 7.7161 2025-08-16 14:23:03,132 - pyskl - INFO - Epoch [91][7400/7492] lr: 1.678e-02, eta: 2 days, 15:05:13, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2988, top5_acc: 0.5525, loss_cls: 7.7078, loss: 7.7078 2025-08-16 14:23:50,965 - pyskl - INFO - Saving checkpoint at 91 epochs 2025-08-16 14:24:46,979 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 14:24:47,722 - pyskl - INFO - top1_acc 0.2564 top5_acc 0.4970 2025-08-16 14:24:47,723 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 14:24:47,759 - pyskl - INFO - mean_acc 0.2562 2025-08-16 14:24:47,771 - pyskl - INFO - Epoch(val) [91][617] top1_acc: 0.2564, top5_acc: 0.4970, mean_class_accuracy: 0.2562 2025-08-16 14:26:09,697 - pyskl - INFO - Epoch [92][100/7492] lr: 1.677e-02, eta: 2 days, 15:03:24, time: 0.819, data_time: 0.305, memory: 13026, top1_acc: 0.3072, top5_acc: 0.5725, loss_cls: 7.5720, loss: 7.5720 2025-08-16 14:27:01,054 - pyskl - INFO - Epoch [92][200/7492] lr: 1.677e-02, eta: 2 days, 15:02:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3172, top5_acc: 0.5719, loss_cls: 7.6286, loss: 7.6286 2025-08-16 14:27:52,540 - pyskl - INFO - Epoch [92][300/7492] lr: 1.676e-02, eta: 2 days, 15:01:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3141, top5_acc: 0.5772, loss_cls: 7.6254, loss: 7.6254 2025-08-16 14:28:43,967 - pyskl - INFO - Epoch [92][400/7492] lr: 1.675e-02, eta: 2 days, 15:00:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5619, loss_cls: 7.6560, loss: 7.6560 2025-08-16 14:29:35,191 - pyskl - INFO - Epoch [92][500/7492] lr: 1.675e-02, eta: 2 days, 14:59:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3106, top5_acc: 0.5619, loss_cls: 7.6234, loss: 7.6234 2025-08-16 14:30:26,404 - pyskl - INFO - Epoch [92][600/7492] lr: 1.674e-02, eta: 2 days, 14:59:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5766, loss_cls: 7.5191, loss: 7.5191 2025-08-16 14:31:17,819 - pyskl - INFO - Epoch [92][700/7492] lr: 1.673e-02, eta: 2 days, 14:58:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3088, top5_acc: 0.5447, loss_cls: 7.7353, loss: 7.7353 2025-08-16 14:32:09,169 - pyskl - INFO - Epoch [92][800/7492] lr: 1.673e-02, eta: 2 days, 14:57:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5575, loss_cls: 7.6754, loss: 7.6754 2025-08-16 14:33:00,725 - pyskl - INFO - Epoch [92][900/7492] lr: 1.672e-02, eta: 2 days, 14:56:33, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5713, loss_cls: 7.6517, loss: 7.6517 2025-08-16 14:33:52,356 - pyskl - INFO - Epoch [92][1000/7492] lr: 1.671e-02, eta: 2 days, 14:55:42, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3153, top5_acc: 0.5766, loss_cls: 7.5850, loss: 7.5850 2025-08-16 14:34:43,648 - pyskl - INFO - Epoch [92][1100/7492] lr: 1.671e-02, eta: 2 days, 14:54:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3119, top5_acc: 0.5659, loss_cls: 7.5992, loss: 7.5992 2025-08-16 14:35:34,977 - pyskl - INFO - Epoch [92][1200/7492] lr: 1.670e-02, eta: 2 days, 14:53:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5834, loss_cls: 7.5669, loss: 7.5669 2025-08-16 14:36:26,262 - pyskl - INFO - Epoch [92][1300/7492] lr: 1.669e-02, eta: 2 days, 14:53:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3175, top5_acc: 0.5656, loss_cls: 7.6380, loss: 7.6380 2025-08-16 14:37:17,466 - pyskl - INFO - Epoch [92][1400/7492] lr: 1.669e-02, eta: 2 days, 14:52:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3212, top5_acc: 0.5681, loss_cls: 7.6294, loss: 7.6294 2025-08-16 14:38:08,677 - pyskl - INFO - Epoch [92][1500/7492] lr: 1.668e-02, eta: 2 days, 14:51:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3000, top5_acc: 0.5669, loss_cls: 7.7302, loss: 7.7302 2025-08-16 14:38:59,815 - pyskl - INFO - Epoch [92][1600/7492] lr: 1.667e-02, eta: 2 days, 14:50:33, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5572, loss_cls: 7.7793, loss: 7.7793 2025-08-16 14:39:50,994 - pyskl - INFO - Epoch [92][1700/7492] lr: 1.667e-02, eta: 2 days, 14:49:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3041, top5_acc: 0.5719, loss_cls: 7.6756, loss: 7.6756 2025-08-16 14:40:42,539 - pyskl - INFO - Epoch [92][1800/7492] lr: 1.666e-02, eta: 2 days, 14:48:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5669, loss_cls: 7.7004, loss: 7.7004 2025-08-16 14:41:34,111 - pyskl - INFO - Epoch [92][1900/7492] lr: 1.665e-02, eta: 2 days, 14:47:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3003, top5_acc: 0.5566, loss_cls: 7.6828, loss: 7.6828 2025-08-16 14:42:25,740 - pyskl - INFO - Epoch [92][2000/7492] lr: 1.665e-02, eta: 2 days, 14:47:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5572, loss_cls: 7.6492, loss: 7.6492 2025-08-16 14:43:17,008 - pyskl - INFO - Epoch [92][2100/7492] lr: 1.664e-02, eta: 2 days, 14:46:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3028, top5_acc: 0.5603, loss_cls: 7.7074, loss: 7.7074 2025-08-16 14:44:08,140 - pyskl - INFO - Epoch [92][2200/7492] lr: 1.663e-02, eta: 2 days, 14:45:25, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5553, loss_cls: 7.7689, loss: 7.7689 2025-08-16 14:44:59,372 - pyskl - INFO - Epoch [92][2300/7492] lr: 1.663e-02, eta: 2 days, 14:44:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5641, loss_cls: 7.6882, loss: 7.6882 2025-08-16 14:45:50,510 - pyskl - INFO - Epoch [92][2400/7492] lr: 1.662e-02, eta: 2 days, 14:43:42, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5503, loss_cls: 7.7258, loss: 7.7258 2025-08-16 14:46:41,665 - pyskl - INFO - Epoch [92][2500/7492] lr: 1.661e-02, eta: 2 days, 14:42:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3034, top5_acc: 0.5647, loss_cls: 7.5800, loss: 7.5800 2025-08-16 14:47:32,937 - pyskl - INFO - Epoch [92][2600/7492] lr: 1.661e-02, eta: 2 days, 14:41:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3122, top5_acc: 0.5622, loss_cls: 7.6724, loss: 7.6724 2025-08-16 14:48:24,306 - pyskl - INFO - Epoch [92][2700/7492] lr: 1.660e-02, eta: 2 days, 14:41:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5581, loss_cls: 7.6542, loss: 7.6542 2025-08-16 14:49:15,599 - pyskl - INFO - Epoch [92][2800/7492] lr: 1.659e-02, eta: 2 days, 14:40:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5619, loss_cls: 7.6867, loss: 7.6867 2025-08-16 14:50:07,116 - pyskl - INFO - Epoch [92][2900/7492] lr: 1.659e-02, eta: 2 days, 14:39:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3200, top5_acc: 0.5594, loss_cls: 7.6680, loss: 7.6680 2025-08-16 14:50:58,453 - pyskl - INFO - Epoch [92][3000/7492] lr: 1.658e-02, eta: 2 days, 14:38:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2928, top5_acc: 0.5516, loss_cls: 7.7598, loss: 7.7598 2025-08-16 14:51:49,859 - pyskl - INFO - Epoch [92][3100/7492] lr: 1.657e-02, eta: 2 days, 14:37:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5531, loss_cls: 7.7145, loss: 7.7145 2025-08-16 14:52:41,065 - pyskl - INFO - Epoch [92][3200/7492] lr: 1.657e-02, eta: 2 days, 14:36:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5731, loss_cls: 7.6063, loss: 7.6063 2025-08-16 14:53:32,336 - pyskl - INFO - Epoch [92][3300/7492] lr: 1.656e-02, eta: 2 days, 14:35:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5472, loss_cls: 7.6297, loss: 7.6297 2025-08-16 14:54:23,530 - pyskl - INFO - Epoch [92][3400/7492] lr: 1.655e-02, eta: 2 days, 14:35:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5609, loss_cls: 7.5491, loss: 7.5491 2025-08-16 14:55:14,753 - pyskl - INFO - Epoch [92][3500/7492] lr: 1.655e-02, eta: 2 days, 14:34:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3200, top5_acc: 0.5719, loss_cls: 7.6266, loss: 7.6266 2025-08-16 14:56:05,950 - pyskl - INFO - Epoch [92][3600/7492] lr: 1.654e-02, eta: 2 days, 14:33:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5506, loss_cls: 7.8395, loss: 7.8395 2025-08-16 14:56:57,265 - pyskl - INFO - Epoch [92][3700/7492] lr: 1.653e-02, eta: 2 days, 14:32:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3016, top5_acc: 0.5525, loss_cls: 7.8061, loss: 7.8061 2025-08-16 14:57:48,557 - pyskl - INFO - Epoch [92][3800/7492] lr: 1.653e-02, eta: 2 days, 14:31:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2884, top5_acc: 0.5481, loss_cls: 7.7979, loss: 7.7979 2025-08-16 14:58:39,987 - pyskl - INFO - Epoch [92][3900/7492] lr: 1.652e-02, eta: 2 days, 14:30:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3128, top5_acc: 0.5659, loss_cls: 7.6784, loss: 7.6784 2025-08-16 14:59:31,623 - pyskl - INFO - Epoch [92][4000/7492] lr: 1.651e-02, eta: 2 days, 14:29:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3072, top5_acc: 0.5584, loss_cls: 7.6723, loss: 7.6723 2025-08-16 15:00:23,033 - pyskl - INFO - Epoch [92][4100/7492] lr: 1.651e-02, eta: 2 days, 14:29:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5628, loss_cls: 7.6512, loss: 7.6512 2025-08-16 15:01:14,437 - pyskl - INFO - Epoch [92][4200/7492] lr: 1.650e-02, eta: 2 days, 14:28:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3044, top5_acc: 0.5659, loss_cls: 7.7603, loss: 7.7603 2025-08-16 15:02:05,847 - pyskl - INFO - Epoch [92][4300/7492] lr: 1.650e-02, eta: 2 days, 14:27:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5534, loss_cls: 7.6503, loss: 7.6503 2025-08-16 15:02:57,328 - pyskl - INFO - Epoch [92][4400/7492] lr: 1.649e-02, eta: 2 days, 14:26:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3025, top5_acc: 0.5500, loss_cls: 7.6640, loss: 7.6640 2025-08-16 15:03:48,760 - pyskl - INFO - Epoch [92][4500/7492] lr: 1.648e-02, eta: 2 days, 14:25:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5309, loss_cls: 7.8719, loss: 7.8719 2025-08-16 15:04:40,230 - pyskl - INFO - Epoch [92][4600/7492] lr: 1.648e-02, eta: 2 days, 14:24:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5519, loss_cls: 7.6861, loss: 7.6861 2025-08-16 15:05:31,643 - pyskl - INFO - Epoch [92][4700/7492] lr: 1.647e-02, eta: 2 days, 14:24:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5500, loss_cls: 7.6964, loss: 7.6964 2025-08-16 15:06:23,068 - pyskl - INFO - Epoch [92][4800/7492] lr: 1.646e-02, eta: 2 days, 14:23:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5416, loss_cls: 7.6798, loss: 7.6798 2025-08-16 15:07:14,473 - pyskl - INFO - Epoch [92][4900/7492] lr: 1.646e-02, eta: 2 days, 14:22:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3047, top5_acc: 0.5516, loss_cls: 7.7951, loss: 7.7951 2025-08-16 15:08:05,787 - pyskl - INFO - Epoch [92][5000/7492] lr: 1.645e-02, eta: 2 days, 14:21:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5566, loss_cls: 7.6921, loss: 7.6921 2025-08-16 15:08:57,405 - pyskl - INFO - Epoch [92][5100/7492] lr: 1.644e-02, eta: 2 days, 14:20:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.2969, top5_acc: 0.5516, loss_cls: 7.8051, loss: 7.8051 2025-08-16 15:09:48,649 - pyskl - INFO - Epoch [92][5200/7492] lr: 1.644e-02, eta: 2 days, 14:19:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2878, top5_acc: 0.5337, loss_cls: 7.7972, loss: 7.7972 2025-08-16 15:10:40,228 - pyskl - INFO - Epoch [92][5300/7492] lr: 1.643e-02, eta: 2 days, 14:18:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3088, top5_acc: 0.5575, loss_cls: 7.7489, loss: 7.7489 2025-08-16 15:11:31,548 - pyskl - INFO - Epoch [92][5400/7492] lr: 1.642e-02, eta: 2 days, 14:18:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5556, loss_cls: 7.6418, loss: 7.6418 2025-08-16 15:12:22,860 - pyskl - INFO - Epoch [92][5500/7492] lr: 1.642e-02, eta: 2 days, 14:17:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5744, loss_cls: 7.5526, loss: 7.5526 2025-08-16 15:13:14,199 - pyskl - INFO - Epoch [92][5600/7492] lr: 1.641e-02, eta: 2 days, 14:16:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3172, top5_acc: 0.5606, loss_cls: 7.6420, loss: 7.6420 2025-08-16 15:14:05,553 - pyskl - INFO - Epoch [92][5700/7492] lr: 1.640e-02, eta: 2 days, 14:15:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2978, top5_acc: 0.5494, loss_cls: 7.6714, loss: 7.6714 2025-08-16 15:14:56,795 - pyskl - INFO - Epoch [92][5800/7492] lr: 1.640e-02, eta: 2 days, 14:14:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5659, loss_cls: 7.7073, loss: 7.7073 2025-08-16 15:15:47,999 - pyskl - INFO - Epoch [92][5900/7492] lr: 1.639e-02, eta: 2 days, 14:13:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3131, top5_acc: 0.5591, loss_cls: 7.6823, loss: 7.6823 2025-08-16 15:16:39,204 - pyskl - INFO - Epoch [92][6000/7492] lr: 1.638e-02, eta: 2 days, 14:12:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5750, loss_cls: 7.6751, loss: 7.6751 2025-08-16 15:17:30,518 - pyskl - INFO - Epoch [92][6100/7492] lr: 1.638e-02, eta: 2 days, 14:12:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3153, top5_acc: 0.5566, loss_cls: 7.7653, loss: 7.7653 2025-08-16 15:18:21,931 - pyskl - INFO - Epoch [92][6200/7492] lr: 1.637e-02, eta: 2 days, 14:11:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2953, top5_acc: 0.5550, loss_cls: 7.8053, loss: 7.8053 2025-08-16 15:19:13,096 - pyskl - INFO - Epoch [92][6300/7492] lr: 1.636e-02, eta: 2 days, 14:10:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2984, top5_acc: 0.5644, loss_cls: 7.6223, loss: 7.6223 2025-08-16 15:20:04,341 - pyskl - INFO - Epoch [92][6400/7492] lr: 1.636e-02, eta: 2 days, 14:09:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5447, loss_cls: 7.8153, loss: 7.8153 2025-08-16 15:20:55,768 - pyskl - INFO - Epoch [92][6500/7492] lr: 1.635e-02, eta: 2 days, 14:08:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5600, loss_cls: 7.7291, loss: 7.7291 2025-08-16 15:21:47,115 - pyskl - INFO - Epoch [92][6600/7492] lr: 1.634e-02, eta: 2 days, 14:07:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3053, top5_acc: 0.5534, loss_cls: 7.7374, loss: 7.7374 2025-08-16 15:22:38,379 - pyskl - INFO - Epoch [92][6700/7492] lr: 1.634e-02, eta: 2 days, 14:06:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5531, loss_cls: 7.7078, loss: 7.7078 2025-08-16 15:23:29,676 - pyskl - INFO - Epoch [92][6800/7492] lr: 1.633e-02, eta: 2 days, 14:06:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5453, loss_cls: 7.6785, loss: 7.6785 2025-08-16 15:24:20,854 - pyskl - INFO - Epoch [92][6900/7492] lr: 1.632e-02, eta: 2 days, 14:05:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3053, top5_acc: 0.5566, loss_cls: 7.6560, loss: 7.6560 2025-08-16 15:25:12,096 - pyskl - INFO - Epoch [92][7000/7492] lr: 1.632e-02, eta: 2 days, 14:04:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5653, loss_cls: 7.6438, loss: 7.6438 2025-08-16 15:26:03,250 - pyskl - INFO - Epoch [92][7100/7492] lr: 1.631e-02, eta: 2 days, 14:03:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3075, top5_acc: 0.5619, loss_cls: 7.5847, loss: 7.5847 2025-08-16 15:26:54,437 - pyskl - INFO - Epoch [92][7200/7492] lr: 1.630e-02, eta: 2 days, 14:02:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3084, top5_acc: 0.5622, loss_cls: 7.6685, loss: 7.6685 2025-08-16 15:27:45,818 - pyskl - INFO - Epoch [92][7300/7492] lr: 1.630e-02, eta: 2 days, 14:01:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3063, top5_acc: 0.5641, loss_cls: 7.6541, loss: 7.6541 2025-08-16 15:28:36,981 - pyskl - INFO - Epoch [92][7400/7492] lr: 1.629e-02, eta: 2 days, 14:00:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2953, top5_acc: 0.5366, loss_cls: 7.8040, loss: 7.8040 2025-08-16 15:29:24,787 - pyskl - INFO - Saving checkpoint at 92 epochs 2025-08-16 15:30:21,133 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 15:30:21,889 - pyskl - INFO - top1_acc 0.2703 top5_acc 0.5172 2025-08-16 15:30:21,889 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 15:30:21,925 - pyskl - INFO - mean_acc 0.2701 2025-08-16 15:30:21,985 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_88.pth was removed 2025-08-16 15:30:23,147 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2025-08-16 15:30:23,148 - pyskl - INFO - Best top1_acc is 0.2703 at 92 epoch. 2025-08-16 15:30:23,160 - pyskl - INFO - Epoch(val) [92][617] top1_acc: 0.2703, top5_acc: 0.5172, mean_class_accuracy: 0.2701 2025-08-16 15:31:45,158 - pyskl - INFO - Epoch [93][100/7492] lr: 1.628e-02, eta: 2 days, 13:59:03, time: 0.820, data_time: 0.306, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5700, loss_cls: 7.5631, loss: 7.5631 2025-08-16 15:32:36,612 - pyskl - INFO - Epoch [93][200/7492] lr: 1.627e-02, eta: 2 days, 13:58:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3212, top5_acc: 0.5766, loss_cls: 7.5884, loss: 7.5884 2025-08-16 15:33:27,809 - pyskl - INFO - Epoch [93][300/7492] lr: 1.627e-02, eta: 2 days, 13:57:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3250, top5_acc: 0.5672, loss_cls: 7.5827, loss: 7.5827 2025-08-16 15:34:18,929 - pyskl - INFO - Epoch [93][400/7492] lr: 1.626e-02, eta: 2 days, 13:56:29, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5625, loss_cls: 7.6553, loss: 7.6553 2025-08-16 15:35:10,331 - pyskl - INFO - Epoch [93][500/7492] lr: 1.625e-02, eta: 2 days, 13:55:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3159, top5_acc: 0.5741, loss_cls: 7.5897, loss: 7.5897 2025-08-16 15:36:01,798 - pyskl - INFO - Epoch [93][600/7492] lr: 1.625e-02, eta: 2 days, 13:54:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3119, top5_acc: 0.5775, loss_cls: 7.5133, loss: 7.5133 2025-08-16 15:36:53,131 - pyskl - INFO - Epoch [93][700/7492] lr: 1.624e-02, eta: 2 days, 13:53:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3162, top5_acc: 0.5747, loss_cls: 7.6954, loss: 7.6954 2025-08-16 15:37:44,371 - pyskl - INFO - Epoch [93][800/7492] lr: 1.623e-02, eta: 2 days, 13:53:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5803, loss_cls: 7.5573, loss: 7.5573 2025-08-16 15:38:35,868 - pyskl - INFO - Epoch [93][900/7492] lr: 1.623e-02, eta: 2 days, 13:52:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3125, top5_acc: 0.5737, loss_cls: 7.6260, loss: 7.6260 2025-08-16 15:39:27,232 - pyskl - INFO - Epoch [93][1000/7492] lr: 1.622e-02, eta: 2 days, 13:51:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3184, top5_acc: 0.5678, loss_cls: 7.6741, loss: 7.6741 2025-08-16 15:40:18,536 - pyskl - INFO - Epoch [93][1100/7492] lr: 1.621e-02, eta: 2 days, 13:50:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3125, top5_acc: 0.5741, loss_cls: 7.5670, loss: 7.5670 2025-08-16 15:41:09,833 - pyskl - INFO - Epoch [93][1200/7492] lr: 1.621e-02, eta: 2 days, 13:49:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3147, top5_acc: 0.5603, loss_cls: 7.6440, loss: 7.6440 2025-08-16 15:42:01,145 - pyskl - INFO - Epoch [93][1300/7492] lr: 1.620e-02, eta: 2 days, 13:48:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5778, loss_cls: 7.5161, loss: 7.5161 2025-08-16 15:42:52,545 - pyskl - INFO - Epoch [93][1400/7492] lr: 1.619e-02, eta: 2 days, 13:47:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3150, top5_acc: 0.5637, loss_cls: 7.6037, loss: 7.6037 2025-08-16 15:43:43,753 - pyskl - INFO - Epoch [93][1500/7492] lr: 1.619e-02, eta: 2 days, 13:47:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3044, top5_acc: 0.5581, loss_cls: 7.7265, loss: 7.7265 2025-08-16 15:44:35,031 - pyskl - INFO - Epoch [93][1600/7492] lr: 1.618e-02, eta: 2 days, 13:46:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2913, top5_acc: 0.5447, loss_cls: 7.7759, loss: 7.7759 2025-08-16 15:45:26,499 - pyskl - INFO - Epoch [93][1700/7492] lr: 1.617e-02, eta: 2 days, 13:45:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5672, loss_cls: 7.5510, loss: 7.5510 2025-08-16 15:46:17,790 - pyskl - INFO - Epoch [93][1800/7492] lr: 1.617e-02, eta: 2 days, 13:44:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5766, loss_cls: 7.5345, loss: 7.5345 2025-08-16 15:47:09,083 - pyskl - INFO - Epoch [93][1900/7492] lr: 1.616e-02, eta: 2 days, 13:43:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3150, top5_acc: 0.5709, loss_cls: 7.5632, loss: 7.5632 2025-08-16 15:48:00,599 - pyskl - INFO - Epoch [93][2000/7492] lr: 1.615e-02, eta: 2 days, 13:42:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5453, loss_cls: 7.8429, loss: 7.8429 2025-08-16 15:48:51,809 - pyskl - INFO - Epoch [93][2100/7492] lr: 1.615e-02, eta: 2 days, 13:41:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3216, top5_acc: 0.5772, loss_cls: 7.6868, loss: 7.6868 2025-08-16 15:49:43,035 - pyskl - INFO - Epoch [93][2200/7492] lr: 1.614e-02, eta: 2 days, 13:41:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3000, top5_acc: 0.5663, loss_cls: 7.6735, loss: 7.6735 2025-08-16 15:50:34,257 - pyskl - INFO - Epoch [93][2300/7492] lr: 1.614e-02, eta: 2 days, 13:40:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5606, loss_cls: 7.7452, loss: 7.7452 2025-08-16 15:51:25,618 - pyskl - INFO - Epoch [93][2400/7492] lr: 1.613e-02, eta: 2 days, 13:39:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3162, top5_acc: 0.5491, loss_cls: 7.7472, loss: 7.7472 2025-08-16 15:52:16,892 - pyskl - INFO - Epoch [93][2500/7492] lr: 1.612e-02, eta: 2 days, 13:38:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3131, top5_acc: 0.5641, loss_cls: 7.6553, loss: 7.6553 2025-08-16 15:53:08,305 - pyskl - INFO - Epoch [93][2600/7492] lr: 1.612e-02, eta: 2 days, 13:37:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3000, top5_acc: 0.5606, loss_cls: 7.6292, loss: 7.6292 2025-08-16 15:53:59,607 - pyskl - INFO - Epoch [93][2700/7492] lr: 1.611e-02, eta: 2 days, 13:36:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2941, top5_acc: 0.5556, loss_cls: 7.7399, loss: 7.7399 2025-08-16 15:54:51,044 - pyskl - INFO - Epoch [93][2800/7492] lr: 1.610e-02, eta: 2 days, 13:35:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5597, loss_cls: 7.7279, loss: 7.7279 2025-08-16 15:55:42,214 - pyskl - INFO - Epoch [93][2900/7492] lr: 1.610e-02, eta: 2 days, 13:35:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5628, loss_cls: 7.6409, loss: 7.6409 2025-08-16 15:56:33,373 - pyskl - INFO - Epoch [93][3000/7492] lr: 1.609e-02, eta: 2 days, 13:34:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3128, top5_acc: 0.5644, loss_cls: 7.6020, loss: 7.6020 2025-08-16 15:57:24,710 - pyskl - INFO - Epoch [93][3100/7492] lr: 1.608e-02, eta: 2 days, 13:33:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3094, top5_acc: 0.5609, loss_cls: 7.6631, loss: 7.6631 2025-08-16 15:58:15,882 - pyskl - INFO - Epoch [93][3200/7492] lr: 1.608e-02, eta: 2 days, 13:32:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5544, loss_cls: 7.7167, loss: 7.7167 2025-08-16 15:59:07,185 - pyskl - INFO - Epoch [93][3300/7492] lr: 1.607e-02, eta: 2 days, 13:31:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2950, top5_acc: 0.5456, loss_cls: 7.7553, loss: 7.7553 2025-08-16 15:59:58,503 - pyskl - INFO - Epoch [93][3400/7492] lr: 1.606e-02, eta: 2 days, 13:30:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5600, loss_cls: 7.7639, loss: 7.7639 2025-08-16 16:00:49,851 - pyskl - INFO - Epoch [93][3500/7492] lr: 1.606e-02, eta: 2 days, 13:29:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5475, loss_cls: 7.7709, loss: 7.7709 2025-08-16 16:01:41,086 - pyskl - INFO - Epoch [93][3600/7492] lr: 1.605e-02, eta: 2 days, 13:29:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3072, top5_acc: 0.5697, loss_cls: 7.6374, loss: 7.6374 2025-08-16 16:02:32,334 - pyskl - INFO - Epoch [93][3700/7492] lr: 1.604e-02, eta: 2 days, 13:28:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2997, top5_acc: 0.5516, loss_cls: 7.7065, loss: 7.7065 2025-08-16 16:03:23,595 - pyskl - INFO - Epoch [93][3800/7492] lr: 1.604e-02, eta: 2 days, 13:27:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5731, loss_cls: 7.6193, loss: 7.6193 2025-08-16 16:04:15,533 - pyskl - INFO - Epoch [93][3900/7492] lr: 1.603e-02, eta: 2 days, 13:26:30, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5750, loss_cls: 7.5666, loss: 7.5666 2025-08-16 16:05:07,061 - pyskl - INFO - Epoch [93][4000/7492] lr: 1.602e-02, eta: 2 days, 13:25:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2947, top5_acc: 0.5522, loss_cls: 7.7249, loss: 7.7249 2025-08-16 16:05:58,414 - pyskl - INFO - Epoch [93][4100/7492] lr: 1.602e-02, eta: 2 days, 13:24:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3128, top5_acc: 0.5522, loss_cls: 7.7242, loss: 7.7242 2025-08-16 16:06:49,916 - pyskl - INFO - Epoch [93][4200/7492] lr: 1.601e-02, eta: 2 days, 13:23:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2975, top5_acc: 0.5569, loss_cls: 7.6722, loss: 7.6722 2025-08-16 16:07:41,105 - pyskl - INFO - Epoch [93][4300/7492] lr: 1.600e-02, eta: 2 days, 13:23:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2975, top5_acc: 0.5444, loss_cls: 7.6157, loss: 7.6157 2025-08-16 16:08:32,305 - pyskl - INFO - Epoch [93][4400/7492] lr: 1.600e-02, eta: 2 days, 13:22:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2988, top5_acc: 0.5613, loss_cls: 7.6824, loss: 7.6824 2025-08-16 16:09:23,499 - pyskl - INFO - Epoch [93][4500/7492] lr: 1.599e-02, eta: 2 days, 13:21:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3106, top5_acc: 0.5747, loss_cls: 7.6256, loss: 7.6256 2025-08-16 16:10:14,851 - pyskl - INFO - Epoch [93][4600/7492] lr: 1.599e-02, eta: 2 days, 13:20:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3088, top5_acc: 0.5550, loss_cls: 7.6640, loss: 7.6640 2025-08-16 16:11:06,271 - pyskl - INFO - Epoch [93][4700/7492] lr: 1.598e-02, eta: 2 days, 13:19:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5591, loss_cls: 7.6662, loss: 7.6662 2025-08-16 16:11:57,691 - pyskl - INFO - Epoch [93][4800/7492] lr: 1.597e-02, eta: 2 days, 13:18:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2981, top5_acc: 0.5444, loss_cls: 7.7105, loss: 7.7105 2025-08-16 16:12:49,054 - pyskl - INFO - Epoch [93][4900/7492] lr: 1.597e-02, eta: 2 days, 13:17:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3156, top5_acc: 0.5669, loss_cls: 7.6221, loss: 7.6221 2025-08-16 16:13:40,648 - pyskl - INFO - Epoch [93][5000/7492] lr: 1.596e-02, eta: 2 days, 13:17:05, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3047, top5_acc: 0.5659, loss_cls: 7.6989, loss: 7.6989 2025-08-16 16:14:32,098 - pyskl - INFO - Epoch [93][5100/7492] lr: 1.595e-02, eta: 2 days, 13:16:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3081, top5_acc: 0.5597, loss_cls: 7.6997, loss: 7.6997 2025-08-16 16:15:23,395 - pyskl - INFO - Epoch [93][5200/7492] lr: 1.595e-02, eta: 2 days, 13:15:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3069, top5_acc: 0.5575, loss_cls: 7.6937, loss: 7.6937 2025-08-16 16:16:14,876 - pyskl - INFO - Epoch [93][5300/7492] lr: 1.594e-02, eta: 2 days, 13:14:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5503, loss_cls: 7.7567, loss: 7.7567 2025-08-16 16:17:06,132 - pyskl - INFO - Epoch [93][5400/7492] lr: 1.593e-02, eta: 2 days, 13:13:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3131, top5_acc: 0.5647, loss_cls: 7.5823, loss: 7.5823 2025-08-16 16:17:57,330 - pyskl - INFO - Epoch [93][5500/7492] lr: 1.593e-02, eta: 2 days, 13:12:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5484, loss_cls: 7.6467, loss: 7.6467 2025-08-16 16:18:48,645 - pyskl - INFO - Epoch [93][5600/7492] lr: 1.592e-02, eta: 2 days, 13:11:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3222, top5_acc: 0.5837, loss_cls: 7.5333, loss: 7.5333 2025-08-16 16:19:39,905 - pyskl - INFO - Epoch [93][5700/7492] lr: 1.591e-02, eta: 2 days, 13:11:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5753, loss_cls: 7.6879, loss: 7.6879 2025-08-16 16:20:31,484 - pyskl - INFO - Epoch [93][5800/7492] lr: 1.591e-02, eta: 2 days, 13:10:15, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5522, loss_cls: 7.6700, loss: 7.6700 2025-08-16 16:21:22,774 - pyskl - INFO - Epoch [93][5900/7492] lr: 1.590e-02, eta: 2 days, 13:09:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5734, loss_cls: 7.6736, loss: 7.6736 2025-08-16 16:22:14,168 - pyskl - INFO - Epoch [93][6000/7492] lr: 1.589e-02, eta: 2 days, 13:08:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5584, loss_cls: 7.6470, loss: 7.6470 2025-08-16 16:23:05,567 - pyskl - INFO - Epoch [93][6100/7492] lr: 1.589e-02, eta: 2 days, 13:07:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3153, top5_acc: 0.5587, loss_cls: 7.6818, loss: 7.6818 2025-08-16 16:23:56,836 - pyskl - INFO - Epoch [93][6200/7492] lr: 1.588e-02, eta: 2 days, 13:06:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3034, top5_acc: 0.5531, loss_cls: 7.6807, loss: 7.6807 2025-08-16 16:24:48,120 - pyskl - INFO - Epoch [93][6300/7492] lr: 1.587e-02, eta: 2 days, 13:05:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3016, top5_acc: 0.5437, loss_cls: 7.7869, loss: 7.7869 2025-08-16 16:25:39,918 - pyskl - INFO - Epoch [93][6400/7492] lr: 1.587e-02, eta: 2 days, 13:05:06, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3122, top5_acc: 0.5569, loss_cls: 7.6881, loss: 7.6881 2025-08-16 16:26:31,434 - pyskl - INFO - Epoch [93][6500/7492] lr: 1.586e-02, eta: 2 days, 13:04:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3169, top5_acc: 0.5637, loss_cls: 7.6818, loss: 7.6818 2025-08-16 16:27:22,779 - pyskl - INFO - Epoch [93][6600/7492] lr: 1.585e-02, eta: 2 days, 13:03:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3184, top5_acc: 0.5769, loss_cls: 7.5052, loss: 7.5052 2025-08-16 16:28:14,101 - pyskl - INFO - Epoch [93][6700/7492] lr: 1.585e-02, eta: 2 days, 13:02:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5644, loss_cls: 7.6704, loss: 7.6704 2025-08-16 16:29:05,360 - pyskl - INFO - Epoch [93][6800/7492] lr: 1.584e-02, eta: 2 days, 13:01:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5550, loss_cls: 7.6622, loss: 7.6622 2025-08-16 16:29:56,544 - pyskl - INFO - Epoch [93][6900/7492] lr: 1.584e-02, eta: 2 days, 13:00:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2994, top5_acc: 0.5503, loss_cls: 7.7770, loss: 7.7770 2025-08-16 16:30:47,853 - pyskl - INFO - Epoch [93][7000/7492] lr: 1.583e-02, eta: 2 days, 12:59:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5494, loss_cls: 7.6877, loss: 7.6877 2025-08-16 16:31:39,092 - pyskl - INFO - Epoch [93][7100/7492] lr: 1.582e-02, eta: 2 days, 12:59:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3094, top5_acc: 0.5697, loss_cls: 7.6943, loss: 7.6943 2025-08-16 16:32:30,515 - pyskl - INFO - Epoch [93][7200/7492] lr: 1.582e-02, eta: 2 days, 12:58:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2938, top5_acc: 0.5622, loss_cls: 7.7057, loss: 7.7057 2025-08-16 16:33:21,894 - pyskl - INFO - Epoch [93][7300/7492] lr: 1.581e-02, eta: 2 days, 12:57:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5587, loss_cls: 7.5845, loss: 7.5845 2025-08-16 16:34:13,136 - pyskl - INFO - Epoch [93][7400/7492] lr: 1.580e-02, eta: 2 days, 12:56:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5756, loss_cls: 7.5526, loss: 7.5526 2025-08-16 16:35:01,173 - pyskl - INFO - Saving checkpoint at 93 epochs 2025-08-16 16:35:59,117 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 16:35:59,865 - pyskl - INFO - top1_acc 0.2638 top5_acc 0.5116 2025-08-16 16:35:59,865 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 16:35:59,901 - pyskl - INFO - mean_acc 0.2637 2025-08-16 16:35:59,912 - pyskl - INFO - Epoch(val) [93][617] top1_acc: 0.2638, top5_acc: 0.5116, mean_class_accuracy: 0.2637 2025-08-16 16:37:21,000 - pyskl - INFO - Epoch [94][100/7492] lr: 1.579e-02, eta: 2 days, 12:54:43, time: 0.811, data_time: 0.300, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5603, loss_cls: 7.6213, loss: 7.6213 2025-08-16 16:38:12,136 - pyskl - INFO - Epoch [94][200/7492] lr: 1.578e-02, eta: 2 days, 12:53:52, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3266, top5_acc: 0.5791, loss_cls: 7.5568, loss: 7.5568 2025-08-16 16:39:03,325 - pyskl - INFO - Epoch [94][300/7492] lr: 1.578e-02, eta: 2 days, 12:53:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3222, top5_acc: 0.5856, loss_cls: 7.5738, loss: 7.5738 2025-08-16 16:39:54,464 - pyskl - INFO - Epoch [94][400/7492] lr: 1.577e-02, eta: 2 days, 12:52:09, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3222, top5_acc: 0.5744, loss_cls: 7.5961, loss: 7.5961 2025-08-16 16:40:45,796 - pyskl - INFO - Epoch [94][500/7492] lr: 1.576e-02, eta: 2 days, 12:51:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3091, top5_acc: 0.5531, loss_cls: 7.7060, loss: 7.7060 2025-08-16 16:41:37,389 - pyskl - INFO - Epoch [94][600/7492] lr: 1.576e-02, eta: 2 days, 12:50:26, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3266, top5_acc: 0.5719, loss_cls: 7.5400, loss: 7.5400 2025-08-16 16:42:28,630 - pyskl - INFO - Epoch [94][700/7492] lr: 1.575e-02, eta: 2 days, 12:49:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3169, top5_acc: 0.5737, loss_cls: 7.4692, loss: 7.4692 2025-08-16 16:43:19,959 - pyskl - INFO - Epoch [94][800/7492] lr: 1.574e-02, eta: 2 days, 12:48:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3022, top5_acc: 0.5594, loss_cls: 7.7610, loss: 7.7610 2025-08-16 16:44:11,402 - pyskl - INFO - Epoch [94][900/7492] lr: 1.574e-02, eta: 2 days, 12:47:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3203, top5_acc: 0.5641, loss_cls: 7.6056, loss: 7.6056 2025-08-16 16:45:02,857 - pyskl - INFO - Epoch [94][1000/7492] lr: 1.573e-02, eta: 2 days, 12:47:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3166, top5_acc: 0.5750, loss_cls: 7.4645, loss: 7.4645 2025-08-16 16:45:53,965 - pyskl - INFO - Epoch [94][1100/7492] lr: 1.573e-02, eta: 2 days, 12:46:09, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5684, loss_cls: 7.6591, loss: 7.6591 2025-08-16 16:46:45,196 - pyskl - INFO - Epoch [94][1200/7492] lr: 1.572e-02, eta: 2 days, 12:45:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3028, top5_acc: 0.5563, loss_cls: 7.6688, loss: 7.6688 2025-08-16 16:47:36,594 - pyskl - INFO - Epoch [94][1300/7492] lr: 1.571e-02, eta: 2 days, 12:44:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3216, top5_acc: 0.5659, loss_cls: 7.5232, loss: 7.5232 2025-08-16 16:48:27,853 - pyskl - INFO - Epoch [94][1400/7492] lr: 1.571e-02, eta: 2 days, 12:43:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3128, top5_acc: 0.5594, loss_cls: 7.6837, loss: 7.6837 2025-08-16 16:49:19,043 - pyskl - INFO - Epoch [94][1500/7492] lr: 1.570e-02, eta: 2 days, 12:42:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5587, loss_cls: 7.6215, loss: 7.6215 2025-08-16 16:50:10,195 - pyskl - INFO - Epoch [94][1600/7492] lr: 1.569e-02, eta: 2 days, 12:41:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3212, top5_acc: 0.5856, loss_cls: 7.5016, loss: 7.5016 2025-08-16 16:51:01,638 - pyskl - INFO - Epoch [94][1700/7492] lr: 1.569e-02, eta: 2 days, 12:41:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3175, top5_acc: 0.5725, loss_cls: 7.5456, loss: 7.5456 2025-08-16 16:51:53,036 - pyskl - INFO - Epoch [94][1800/7492] lr: 1.568e-02, eta: 2 days, 12:40:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3153, top5_acc: 0.5534, loss_cls: 7.6625, loss: 7.6625 2025-08-16 16:52:44,371 - pyskl - INFO - Epoch [94][1900/7492] lr: 1.567e-02, eta: 2 days, 12:39:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3081, top5_acc: 0.5619, loss_cls: 7.6454, loss: 7.6454 2025-08-16 16:53:35,771 - pyskl - INFO - Epoch [94][2000/7492] lr: 1.567e-02, eta: 2 days, 12:38:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3122, top5_acc: 0.5647, loss_cls: 7.6699, loss: 7.6699 2025-08-16 16:54:27,192 - pyskl - INFO - Epoch [94][2100/7492] lr: 1.566e-02, eta: 2 days, 12:37:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5703, loss_cls: 7.5234, loss: 7.5234 2025-08-16 16:55:18,490 - pyskl - INFO - Epoch [94][2200/7492] lr: 1.565e-02, eta: 2 days, 12:36:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3294, top5_acc: 0.5775, loss_cls: 7.5538, loss: 7.5538 2025-08-16 16:56:09,654 - pyskl - INFO - Epoch [94][2300/7492] lr: 1.565e-02, eta: 2 days, 12:35:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3225, top5_acc: 0.5703, loss_cls: 7.5886, loss: 7.5886 2025-08-16 16:57:00,844 - pyskl - INFO - Epoch [94][2400/7492] lr: 1.564e-02, eta: 2 days, 12:35:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3144, top5_acc: 0.5628, loss_cls: 7.6003, loss: 7.6003 2025-08-16 16:57:52,171 - pyskl - INFO - Epoch [94][2500/7492] lr: 1.563e-02, eta: 2 days, 12:34:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5569, loss_cls: 7.6958, loss: 7.6958 2025-08-16 16:58:43,503 - pyskl - INFO - Epoch [94][2600/7492] lr: 1.563e-02, eta: 2 days, 12:33:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3172, top5_acc: 0.5681, loss_cls: 7.6586, loss: 7.6586 2025-08-16 16:59:34,882 - pyskl - INFO - Epoch [94][2700/7492] lr: 1.562e-02, eta: 2 days, 12:32:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3159, top5_acc: 0.5566, loss_cls: 7.6193, loss: 7.6193 2025-08-16 17:00:26,460 - pyskl - INFO - Epoch [94][2800/7492] lr: 1.562e-02, eta: 2 days, 12:31:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3166, top5_acc: 0.5491, loss_cls: 7.7351, loss: 7.7351 2025-08-16 17:01:17,990 - pyskl - INFO - Epoch [94][2900/7492] lr: 1.561e-02, eta: 2 days, 12:30:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5694, loss_cls: 7.5745, loss: 7.5745 2025-08-16 17:02:09,289 - pyskl - INFO - Epoch [94][3000/7492] lr: 1.560e-02, eta: 2 days, 12:29:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3144, top5_acc: 0.5619, loss_cls: 7.6067, loss: 7.6067 2025-08-16 17:03:00,814 - pyskl - INFO - Epoch [94][3100/7492] lr: 1.560e-02, eta: 2 days, 12:29:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3119, top5_acc: 0.5634, loss_cls: 7.6231, loss: 7.6231 2025-08-16 17:03:52,272 - pyskl - INFO - Epoch [94][3200/7492] lr: 1.559e-02, eta: 2 days, 12:28:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3016, top5_acc: 0.5541, loss_cls: 7.6861, loss: 7.6861 2025-08-16 17:04:43,636 - pyskl - INFO - Epoch [94][3300/7492] lr: 1.558e-02, eta: 2 days, 12:27:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3231, top5_acc: 0.5619, loss_cls: 7.6118, loss: 7.6118 2025-08-16 17:05:35,046 - pyskl - INFO - Epoch [94][3400/7492] lr: 1.558e-02, eta: 2 days, 12:26:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3169, top5_acc: 0.5919, loss_cls: 7.5350, loss: 7.5350 2025-08-16 17:06:26,588 - pyskl - INFO - Epoch [94][3500/7492] lr: 1.557e-02, eta: 2 days, 12:25:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3044, top5_acc: 0.5522, loss_cls: 7.6871, loss: 7.6871 2025-08-16 17:07:18,072 - pyskl - INFO - Epoch [94][3600/7492] lr: 1.556e-02, eta: 2 days, 12:24:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2853, top5_acc: 0.5347, loss_cls: 7.8174, loss: 7.8174 2025-08-16 17:08:09,675 - pyskl - INFO - Epoch [94][3700/7492] lr: 1.556e-02, eta: 2 days, 12:23:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5569, loss_cls: 7.6465, loss: 7.6465 2025-08-16 17:09:00,959 - pyskl - INFO - Epoch [94][3800/7492] lr: 1.555e-02, eta: 2 days, 12:23:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3175, top5_acc: 0.5666, loss_cls: 7.6168, loss: 7.6168 2025-08-16 17:09:52,420 - pyskl - INFO - Epoch [94][3900/7492] lr: 1.554e-02, eta: 2 days, 12:22:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.2997, top5_acc: 0.5522, loss_cls: 7.6753, loss: 7.6753 2025-08-16 17:10:43,803 - pyskl - INFO - Epoch [94][4000/7492] lr: 1.554e-02, eta: 2 days, 12:21:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5650, loss_cls: 7.6759, loss: 7.6759 2025-08-16 17:11:35,237 - pyskl - INFO - Epoch [94][4100/7492] lr: 1.553e-02, eta: 2 days, 12:20:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3219, top5_acc: 0.5706, loss_cls: 7.5900, loss: 7.5900 2025-08-16 17:12:26,494 - pyskl - INFO - Epoch [94][4200/7492] lr: 1.552e-02, eta: 2 days, 12:19:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3128, top5_acc: 0.5581, loss_cls: 7.7015, loss: 7.7015 2025-08-16 17:13:17,908 - pyskl - INFO - Epoch [94][4300/7492] lr: 1.552e-02, eta: 2 days, 12:18:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3253, top5_acc: 0.5813, loss_cls: 7.5495, loss: 7.5495 2025-08-16 17:14:09,234 - pyskl - INFO - Epoch [94][4400/7492] lr: 1.551e-02, eta: 2 days, 12:17:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3166, top5_acc: 0.5644, loss_cls: 7.6010, loss: 7.6010 2025-08-16 17:15:00,490 - pyskl - INFO - Epoch [94][4500/7492] lr: 1.551e-02, eta: 2 days, 12:17:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3172, top5_acc: 0.5522, loss_cls: 7.6897, loss: 7.6897 2025-08-16 17:15:51,937 - pyskl - INFO - Epoch [94][4600/7492] lr: 1.550e-02, eta: 2 days, 12:16:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5622, loss_cls: 7.6487, loss: 7.6487 2025-08-16 17:16:43,275 - pyskl - INFO - Epoch [94][4700/7492] lr: 1.549e-02, eta: 2 days, 12:15:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3081, top5_acc: 0.5672, loss_cls: 7.6154, loss: 7.6154 2025-08-16 17:17:34,568 - pyskl - INFO - Epoch [94][4800/7492] lr: 1.549e-02, eta: 2 days, 12:14:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3053, top5_acc: 0.5528, loss_cls: 7.7075, loss: 7.7075 2025-08-16 17:18:25,827 - pyskl - INFO - Epoch [94][4900/7492] lr: 1.548e-02, eta: 2 days, 12:13:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5628, loss_cls: 7.6370, loss: 7.6370 2025-08-16 17:19:17,255 - pyskl - INFO - Epoch [94][5000/7492] lr: 1.547e-02, eta: 2 days, 12:12:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2916, top5_acc: 0.5419, loss_cls: 7.7924, loss: 7.7924 2025-08-16 17:20:08,471 - pyskl - INFO - Epoch [94][5100/7492] lr: 1.547e-02, eta: 2 days, 12:11:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3175, top5_acc: 0.5581, loss_cls: 7.6445, loss: 7.6445 2025-08-16 17:20:59,637 - pyskl - INFO - Epoch [94][5200/7492] lr: 1.546e-02, eta: 2 days, 12:11:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3122, top5_acc: 0.5656, loss_cls: 7.5841, loss: 7.5841 2025-08-16 17:21:50,785 - pyskl - INFO - Epoch [94][5300/7492] lr: 1.545e-02, eta: 2 days, 12:10:12, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5503, loss_cls: 7.7825, loss: 7.7825 2025-08-16 17:22:42,109 - pyskl - INFO - Epoch [94][5400/7492] lr: 1.545e-02, eta: 2 days, 12:09:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5578, loss_cls: 7.6100, loss: 7.6100 2025-08-16 17:23:33,458 - pyskl - INFO - Epoch [94][5500/7492] lr: 1.544e-02, eta: 2 days, 12:08:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5544, loss_cls: 7.7251, loss: 7.7251 2025-08-16 17:24:24,720 - pyskl - INFO - Epoch [94][5600/7492] lr: 1.543e-02, eta: 2 days, 12:07:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3178, top5_acc: 0.5675, loss_cls: 7.5562, loss: 7.5562 2025-08-16 17:25:15,870 - pyskl - INFO - Epoch [94][5700/7492] lr: 1.543e-02, eta: 2 days, 12:06:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5625, loss_cls: 7.6453, loss: 7.6453 2025-08-16 17:26:07,131 - pyskl - INFO - Epoch [94][5800/7492] lr: 1.542e-02, eta: 2 days, 12:05:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.2978, top5_acc: 0.5716, loss_cls: 7.6452, loss: 7.6452 2025-08-16 17:26:58,276 - pyskl - INFO - Epoch [94][5900/7492] lr: 1.541e-02, eta: 2 days, 12:05:03, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3216, top5_acc: 0.5887, loss_cls: 7.5032, loss: 7.5032 2025-08-16 17:27:49,400 - pyskl - INFO - Epoch [94][6000/7492] lr: 1.541e-02, eta: 2 days, 12:04:12, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3159, top5_acc: 0.5650, loss_cls: 7.6272, loss: 7.6272 2025-08-16 17:28:40,921 - pyskl - INFO - Epoch [94][6100/7492] lr: 1.540e-02, eta: 2 days, 12:03:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3009, top5_acc: 0.5513, loss_cls: 7.7473, loss: 7.7473 2025-08-16 17:29:32,261 - pyskl - INFO - Epoch [94][6200/7492] lr: 1.540e-02, eta: 2 days, 12:02:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3156, top5_acc: 0.5591, loss_cls: 7.6749, loss: 7.6749 2025-08-16 17:30:23,478 - pyskl - INFO - Epoch [94][6300/7492] lr: 1.539e-02, eta: 2 days, 12:01:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3141, top5_acc: 0.5509, loss_cls: 7.7378, loss: 7.7378 2025-08-16 17:31:14,710 - pyskl - INFO - Epoch [94][6400/7492] lr: 1.538e-02, eta: 2 days, 12:00:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3162, top5_acc: 0.5631, loss_cls: 7.5427, loss: 7.5427 2025-08-16 17:32:06,156 - pyskl - INFO - Epoch [94][6500/7492] lr: 1.538e-02, eta: 2 days, 11:59:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5559, loss_cls: 7.6056, loss: 7.6056 2025-08-16 17:32:57,571 - pyskl - INFO - Epoch [94][6600/7492] lr: 1.537e-02, eta: 2 days, 11:59:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3150, top5_acc: 0.5713, loss_cls: 7.5251, loss: 7.5251 2025-08-16 17:33:48,927 - pyskl - INFO - Epoch [94][6700/7492] lr: 1.536e-02, eta: 2 days, 11:58:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5581, loss_cls: 7.6793, loss: 7.6793 2025-08-16 17:34:40,185 - pyskl - INFO - Epoch [94][6800/7492] lr: 1.536e-02, eta: 2 days, 11:57:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5678, loss_cls: 7.5828, loss: 7.5828 2025-08-16 17:35:31,475 - pyskl - INFO - Epoch [94][6900/7492] lr: 1.535e-02, eta: 2 days, 11:56:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3069, top5_acc: 0.5547, loss_cls: 7.7702, loss: 7.7702 2025-08-16 17:36:22,766 - pyskl - INFO - Epoch [94][7000/7492] lr: 1.534e-02, eta: 2 days, 11:55:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3203, top5_acc: 0.5687, loss_cls: 7.6015, loss: 7.6015 2025-08-16 17:37:14,031 - pyskl - INFO - Epoch [94][7100/7492] lr: 1.534e-02, eta: 2 days, 11:54:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3294, top5_acc: 0.5753, loss_cls: 7.5066, loss: 7.5066 2025-08-16 17:38:05,537 - pyskl - INFO - Epoch [94][7200/7492] lr: 1.533e-02, eta: 2 days, 11:53:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3203, top5_acc: 0.5759, loss_cls: 7.5935, loss: 7.5935 2025-08-16 17:38:56,668 - pyskl - INFO - Epoch [94][7300/7492] lr: 1.532e-02, eta: 2 days, 11:53:04, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5819, loss_cls: 7.5579, loss: 7.5579 2025-08-16 17:39:47,850 - pyskl - INFO - Epoch [94][7400/7492] lr: 1.532e-02, eta: 2 days, 11:52:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.2906, top5_acc: 0.5453, loss_cls: 7.6831, loss: 7.6831 2025-08-16 17:40:35,776 - pyskl - INFO - Saving checkpoint at 94 epochs 2025-08-16 17:41:30,143 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 17:41:30,885 - pyskl - INFO - top1_acc 0.2639 top5_acc 0.5000 2025-08-16 17:41:30,885 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 17:41:30,919 - pyskl - INFO - mean_acc 0.2640 2025-08-16 17:41:30,929 - pyskl - INFO - Epoch(val) [94][617] top1_acc: 0.2639, top5_acc: 0.5000, mean_class_accuracy: 0.2640 2025-08-16 17:42:53,262 - pyskl - INFO - Epoch [95][100/7492] lr: 1.531e-02, eta: 2 days, 11:50:24, time: 0.823, data_time: 0.308, memory: 13026, top1_acc: 0.3175, top5_acc: 0.5769, loss_cls: 7.6112, loss: 7.6112 2025-08-16 17:43:44,465 - pyskl - INFO - Epoch [95][200/7492] lr: 1.530e-02, eta: 2 days, 11:49:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5756, loss_cls: 7.5850, loss: 7.5850 2025-08-16 17:44:35,639 - pyskl - INFO - Epoch [95][300/7492] lr: 1.529e-02, eta: 2 days, 11:48:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3294, top5_acc: 0.5759, loss_cls: 7.4934, loss: 7.4934 2025-08-16 17:45:26,777 - pyskl - INFO - Epoch [95][400/7492] lr: 1.529e-02, eta: 2 days, 11:47:50, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3225, top5_acc: 0.5834, loss_cls: 7.4937, loss: 7.4937 2025-08-16 17:46:17,956 - pyskl - INFO - Epoch [95][500/7492] lr: 1.528e-02, eta: 2 days, 11:46:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3144, top5_acc: 0.5728, loss_cls: 7.5102, loss: 7.5102 2025-08-16 17:47:09,458 - pyskl - INFO - Epoch [95][600/7492] lr: 1.527e-02, eta: 2 days, 11:46:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3150, top5_acc: 0.5669, loss_cls: 7.7100, loss: 7.7100 2025-08-16 17:48:00,650 - pyskl - INFO - Epoch [95][700/7492] lr: 1.527e-02, eta: 2 days, 11:45:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3259, top5_acc: 0.5866, loss_cls: 7.4552, loss: 7.4552 2025-08-16 17:48:51,881 - pyskl - INFO - Epoch [95][800/7492] lr: 1.526e-02, eta: 2 days, 11:44:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3200, top5_acc: 0.5609, loss_cls: 7.5631, loss: 7.5631 2025-08-16 17:49:43,196 - pyskl - INFO - Epoch [95][900/7492] lr: 1.525e-02, eta: 2 days, 11:43:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5763, loss_cls: 7.6033, loss: 7.6033 2025-08-16 17:50:34,478 - pyskl - INFO - Epoch [95][1000/7492] lr: 1.525e-02, eta: 2 days, 11:42:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3069, top5_acc: 0.5453, loss_cls: 7.6483, loss: 7.6483 2025-08-16 17:51:25,834 - pyskl - INFO - Epoch [95][1100/7492] lr: 1.524e-02, eta: 2 days, 11:41:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3225, top5_acc: 0.5716, loss_cls: 7.5135, loss: 7.5135 2025-08-16 17:52:17,349 - pyskl - INFO - Epoch [95][1200/7492] lr: 1.523e-02, eta: 2 days, 11:40:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3244, top5_acc: 0.5713, loss_cls: 7.5734, loss: 7.5734 2025-08-16 17:53:09,007 - pyskl - INFO - Epoch [95][1300/7492] lr: 1.523e-02, eta: 2 days, 11:40:07, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.2988, top5_acc: 0.5659, loss_cls: 7.6055, loss: 7.6055 2025-08-16 17:54:00,510 - pyskl - INFO - Epoch [95][1400/7492] lr: 1.522e-02, eta: 2 days, 11:39:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3159, top5_acc: 0.5666, loss_cls: 7.5854, loss: 7.5854 2025-08-16 17:54:51,957 - pyskl - INFO - Epoch [95][1500/7492] lr: 1.522e-02, eta: 2 days, 11:38:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3053, top5_acc: 0.5731, loss_cls: 7.5187, loss: 7.5187 2025-08-16 17:55:43,326 - pyskl - INFO - Epoch [95][1600/7492] lr: 1.521e-02, eta: 2 days, 11:37:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3072, top5_acc: 0.5587, loss_cls: 7.6328, loss: 7.6328 2025-08-16 17:56:34,996 - pyskl - INFO - Epoch [95][1700/7492] lr: 1.520e-02, eta: 2 days, 11:36:42, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3063, top5_acc: 0.5650, loss_cls: 7.5740, loss: 7.5740 2025-08-16 17:57:26,293 - pyskl - INFO - Epoch [95][1800/7492] lr: 1.520e-02, eta: 2 days, 11:35:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5744, loss_cls: 7.6266, loss: 7.6266 2025-08-16 17:58:17,680 - pyskl - INFO - Epoch [95][1900/7492] lr: 1.519e-02, eta: 2 days, 11:35:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3106, top5_acc: 0.5803, loss_cls: 7.5189, loss: 7.5189 2025-08-16 17:59:08,948 - pyskl - INFO - Epoch [95][2000/7492] lr: 1.518e-02, eta: 2 days, 11:34:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3088, top5_acc: 0.5634, loss_cls: 7.6143, loss: 7.6143 2025-08-16 18:00:00,403 - pyskl - INFO - Epoch [95][2100/7492] lr: 1.518e-02, eta: 2 days, 11:33:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3178, top5_acc: 0.5613, loss_cls: 7.6329, loss: 7.6329 2025-08-16 18:00:51,757 - pyskl - INFO - Epoch [95][2200/7492] lr: 1.517e-02, eta: 2 days, 11:32:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5737, loss_cls: 7.5883, loss: 7.5883 2025-08-16 18:01:43,044 - pyskl - INFO - Epoch [95][2300/7492] lr: 1.516e-02, eta: 2 days, 11:31:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5591, loss_cls: 7.7198, loss: 7.7198 2025-08-16 18:02:34,396 - pyskl - INFO - Epoch [95][2400/7492] lr: 1.516e-02, eta: 2 days, 11:30:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3084, top5_acc: 0.5663, loss_cls: 7.6062, loss: 7.6062 2025-08-16 18:03:25,708 - pyskl - INFO - Epoch [95][2500/7492] lr: 1.515e-02, eta: 2 days, 11:29:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3156, top5_acc: 0.5706, loss_cls: 7.6003, loss: 7.6003 2025-08-16 18:04:17,102 - pyskl - INFO - Epoch [95][2600/7492] lr: 1.514e-02, eta: 2 days, 11:29:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3187, top5_acc: 0.5628, loss_cls: 7.6055, loss: 7.6055 2025-08-16 18:05:08,418 - pyskl - INFO - Epoch [95][2700/7492] lr: 1.514e-02, eta: 2 days, 11:28:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3169, top5_acc: 0.5784, loss_cls: 7.5756, loss: 7.5756 2025-08-16 18:05:59,935 - pyskl - INFO - Epoch [95][2800/7492] lr: 1.513e-02, eta: 2 days, 11:27:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3144, top5_acc: 0.5706, loss_cls: 7.5841, loss: 7.5841 2025-08-16 18:06:51,162 - pyskl - INFO - Epoch [95][2900/7492] lr: 1.513e-02, eta: 2 days, 11:26:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3225, top5_acc: 0.5691, loss_cls: 7.6773, loss: 7.6773 2025-08-16 18:07:42,333 - pyskl - INFO - Epoch [95][3000/7492] lr: 1.512e-02, eta: 2 days, 11:25:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3244, top5_acc: 0.5759, loss_cls: 7.5340, loss: 7.5340 2025-08-16 18:08:33,662 - pyskl - INFO - Epoch [95][3100/7492] lr: 1.511e-02, eta: 2 days, 11:24:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5569, loss_cls: 7.5950, loss: 7.5950 2025-08-16 18:09:25,139 - pyskl - INFO - Epoch [95][3200/7492] lr: 1.511e-02, eta: 2 days, 11:23:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3013, top5_acc: 0.5531, loss_cls: 7.7447, loss: 7.7447 2025-08-16 18:10:16,482 - pyskl - INFO - Epoch [95][3300/7492] lr: 1.510e-02, eta: 2 days, 11:23:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3203, top5_acc: 0.5725, loss_cls: 7.5641, loss: 7.5641 2025-08-16 18:11:07,729 - pyskl - INFO - Epoch [95][3400/7492] lr: 1.509e-02, eta: 2 days, 11:22:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3244, top5_acc: 0.5697, loss_cls: 7.5082, loss: 7.5082 2025-08-16 18:11:58,956 - pyskl - INFO - Epoch [95][3500/7492] lr: 1.509e-02, eta: 2 days, 11:21:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3231, top5_acc: 0.5659, loss_cls: 7.6462, loss: 7.6462 2025-08-16 18:12:50,229 - pyskl - INFO - Epoch [95][3600/7492] lr: 1.508e-02, eta: 2 days, 11:20:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5669, loss_cls: 7.5557, loss: 7.5557 2025-08-16 18:13:41,823 - pyskl - INFO - Epoch [95][3700/7492] lr: 1.507e-02, eta: 2 days, 11:19:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3244, top5_acc: 0.5750, loss_cls: 7.5406, loss: 7.5406 2025-08-16 18:14:33,629 - pyskl - INFO - Epoch [95][3800/7492] lr: 1.507e-02, eta: 2 days, 11:18:44, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5616, loss_cls: 7.6572, loss: 7.6572 2025-08-16 18:15:25,151 - pyskl - INFO - Epoch [95][3900/7492] lr: 1.506e-02, eta: 2 days, 11:17:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3006, top5_acc: 0.5684, loss_cls: 7.6638, loss: 7.6638 2025-08-16 18:16:16,727 - pyskl - INFO - Epoch [95][4000/7492] lr: 1.506e-02, eta: 2 days, 11:17:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3056, top5_acc: 0.5637, loss_cls: 7.6054, loss: 7.6054 2025-08-16 18:17:08,157 - pyskl - INFO - Epoch [95][4100/7492] lr: 1.505e-02, eta: 2 days, 11:16:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5587, loss_cls: 7.6802, loss: 7.6802 2025-08-16 18:17:59,400 - pyskl - INFO - Epoch [95][4200/7492] lr: 1.504e-02, eta: 2 days, 11:15:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3125, top5_acc: 0.5669, loss_cls: 7.5807, loss: 7.5807 2025-08-16 18:18:50,736 - pyskl - INFO - Epoch [95][4300/7492] lr: 1.504e-02, eta: 2 days, 11:14:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5728, loss_cls: 7.6318, loss: 7.6318 2025-08-16 18:19:42,137 - pyskl - INFO - Epoch [95][4400/7492] lr: 1.503e-02, eta: 2 days, 11:13:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3234, top5_acc: 0.5591, loss_cls: 7.6460, loss: 7.6460 2025-08-16 18:20:33,690 - pyskl - INFO - Epoch [95][4500/7492] lr: 1.502e-02, eta: 2 days, 11:12:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3106, top5_acc: 0.5672, loss_cls: 7.6126, loss: 7.6126 2025-08-16 18:21:25,144 - pyskl - INFO - Epoch [95][4600/7492] lr: 1.502e-02, eta: 2 days, 11:11:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5719, loss_cls: 7.5257, loss: 7.5257 2025-08-16 18:22:16,337 - pyskl - INFO - Epoch [95][4700/7492] lr: 1.501e-02, eta: 2 days, 11:11:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3072, top5_acc: 0.5659, loss_cls: 7.6039, loss: 7.6039 2025-08-16 18:23:07,888 - pyskl - INFO - Epoch [95][4800/7492] lr: 1.500e-02, eta: 2 days, 11:10:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3228, top5_acc: 0.5778, loss_cls: 7.6175, loss: 7.6175 2025-08-16 18:23:59,281 - pyskl - INFO - Epoch [95][4900/7492] lr: 1.500e-02, eta: 2 days, 11:09:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3028, top5_acc: 0.5575, loss_cls: 7.6537, loss: 7.6537 2025-08-16 18:24:50,953 - pyskl - INFO - Epoch [95][5000/7492] lr: 1.499e-02, eta: 2 days, 11:08:28, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5750, loss_cls: 7.5991, loss: 7.5991 2025-08-16 18:25:42,578 - pyskl - INFO - Epoch [95][5100/7492] lr: 1.498e-02, eta: 2 days, 11:07:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3119, top5_acc: 0.5653, loss_cls: 7.5543, loss: 7.5543 2025-08-16 18:26:33,997 - pyskl - INFO - Epoch [95][5200/7492] lr: 1.498e-02, eta: 2 days, 11:06:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3178, top5_acc: 0.5694, loss_cls: 7.5821, loss: 7.5821 2025-08-16 18:27:25,331 - pyskl - INFO - Epoch [95][5300/7492] lr: 1.497e-02, eta: 2 days, 11:05:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3119, top5_acc: 0.5637, loss_cls: 7.6688, loss: 7.6688 2025-08-16 18:28:16,570 - pyskl - INFO - Epoch [95][5400/7492] lr: 1.497e-02, eta: 2 days, 11:05:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5741, loss_cls: 7.6963, loss: 7.6963 2025-08-16 18:29:07,786 - pyskl - INFO - Epoch [95][5500/7492] lr: 1.496e-02, eta: 2 days, 11:04:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5659, loss_cls: 7.5212, loss: 7.5212 2025-08-16 18:29:59,297 - pyskl - INFO - Epoch [95][5600/7492] lr: 1.495e-02, eta: 2 days, 11:03:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3187, top5_acc: 0.5694, loss_cls: 7.6866, loss: 7.6866 2025-08-16 18:30:50,594 - pyskl - INFO - Epoch [95][5700/7492] lr: 1.495e-02, eta: 2 days, 11:02:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3072, top5_acc: 0.5653, loss_cls: 7.6449, loss: 7.6449 2025-08-16 18:31:41,822 - pyskl - INFO - Epoch [95][5800/7492] lr: 1.494e-02, eta: 2 days, 11:01:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3162, top5_acc: 0.5669, loss_cls: 7.6408, loss: 7.6408 2025-08-16 18:32:33,370 - pyskl - INFO - Epoch [95][5900/7492] lr: 1.493e-02, eta: 2 days, 11:00:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5581, loss_cls: 7.6407, loss: 7.6407 2025-08-16 18:33:25,030 - pyskl - INFO - Epoch [95][6000/7492] lr: 1.493e-02, eta: 2 days, 10:59:55, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3084, top5_acc: 0.5634, loss_cls: 7.5999, loss: 7.5999 2025-08-16 18:34:16,574 - pyskl - INFO - Epoch [95][6100/7492] lr: 1.492e-02, eta: 2 days, 10:59:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3169, top5_acc: 0.5609, loss_cls: 7.5926, loss: 7.5926 2025-08-16 18:35:08,137 - pyskl - INFO - Epoch [95][6200/7492] lr: 1.491e-02, eta: 2 days, 10:58:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3184, top5_acc: 0.5722, loss_cls: 7.6241, loss: 7.6241 2025-08-16 18:35:59,456 - pyskl - INFO - Epoch [95][6300/7492] lr: 1.491e-02, eta: 2 days, 10:57:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3250, top5_acc: 0.5759, loss_cls: 7.5088, loss: 7.5088 2025-08-16 18:36:50,616 - pyskl - INFO - Epoch [95][6400/7492] lr: 1.490e-02, eta: 2 days, 10:56:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3088, top5_acc: 0.5647, loss_cls: 7.6179, loss: 7.6179 2025-08-16 18:37:42,098 - pyskl - INFO - Epoch [95][6500/7492] lr: 1.490e-02, eta: 2 days, 10:55:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5569, loss_cls: 7.6574, loss: 7.6574 2025-08-16 18:38:33,340 - pyskl - INFO - Epoch [95][6600/7492] lr: 1.489e-02, eta: 2 days, 10:54:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3156, top5_acc: 0.5566, loss_cls: 7.6362, loss: 7.6362 2025-08-16 18:39:24,718 - pyskl - INFO - Epoch [95][6700/7492] lr: 1.488e-02, eta: 2 days, 10:53:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3159, top5_acc: 0.5653, loss_cls: 7.6117, loss: 7.6117 2025-08-16 18:40:16,075 - pyskl - INFO - Epoch [95][6800/7492] lr: 1.488e-02, eta: 2 days, 10:53:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3078, top5_acc: 0.5600, loss_cls: 7.7120, loss: 7.7120 2025-08-16 18:41:07,424 - pyskl - INFO - Epoch [95][6900/7492] lr: 1.487e-02, eta: 2 days, 10:52:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3038, top5_acc: 0.5681, loss_cls: 7.6117, loss: 7.6117 2025-08-16 18:41:58,734 - pyskl - INFO - Epoch [95][7000/7492] lr: 1.486e-02, eta: 2 days, 10:51:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5650, loss_cls: 7.6110, loss: 7.6110 2025-08-16 18:42:50,222 - pyskl - INFO - Epoch [95][7100/7492] lr: 1.486e-02, eta: 2 days, 10:50:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3278, top5_acc: 0.5719, loss_cls: 7.5957, loss: 7.5957 2025-08-16 18:43:41,589 - pyskl - INFO - Epoch [95][7200/7492] lr: 1.485e-02, eta: 2 days, 10:49:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3125, top5_acc: 0.5622, loss_cls: 7.5995, loss: 7.5995 2025-08-16 18:44:32,799 - pyskl - INFO - Epoch [95][7300/7492] lr: 1.484e-02, eta: 2 days, 10:48:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3156, top5_acc: 0.5763, loss_cls: 7.6129, loss: 7.6129 2025-08-16 18:45:24,103 - pyskl - INFO - Epoch [95][7400/7492] lr: 1.484e-02, eta: 2 days, 10:47:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3128, top5_acc: 0.5628, loss_cls: 7.5655, loss: 7.5655 2025-08-16 18:46:12,089 - pyskl - INFO - Saving checkpoint at 95 epochs 2025-08-16 18:47:07,407 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 18:47:08,151 - pyskl - INFO - top1_acc 0.2699 top5_acc 0.5139 2025-08-16 18:47:08,151 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 18:47:08,196 - pyskl - INFO - mean_acc 0.2696 2025-08-16 18:47:08,208 - pyskl - INFO - Epoch(val) [95][617] top1_acc: 0.2699, top5_acc: 0.5139, mean_class_accuracy: 0.2696 2025-08-16 18:48:29,743 - pyskl - INFO - Epoch [96][100/7492] lr: 1.483e-02, eta: 2 days, 10:46:07, time: 0.815, data_time: 0.303, memory: 13026, top1_acc: 0.3147, top5_acc: 0.5716, loss_cls: 7.6608, loss: 7.6608 2025-08-16 18:49:20,877 - pyskl - INFO - Epoch [96][200/7492] lr: 1.482e-02, eta: 2 days, 10:45:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3394, top5_acc: 0.5831, loss_cls: 7.4853, loss: 7.4853 2025-08-16 18:50:12,162 - pyskl - INFO - Epoch [96][300/7492] lr: 1.481e-02, eta: 2 days, 10:44:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3072, top5_acc: 0.5656, loss_cls: 7.6229, loss: 7.6229 2025-08-16 18:51:03,369 - pyskl - INFO - Epoch [96][400/7492] lr: 1.481e-02, eta: 2 days, 10:43:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5813, loss_cls: 7.5801, loss: 7.5801 2025-08-16 18:51:54,559 - pyskl - INFO - Epoch [96][500/7492] lr: 1.480e-02, eta: 2 days, 10:42:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3372, top5_acc: 0.5878, loss_cls: 7.4350, loss: 7.4350 2025-08-16 18:52:45,940 - pyskl - INFO - Epoch [96][600/7492] lr: 1.479e-02, eta: 2 days, 10:41:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3269, top5_acc: 0.5737, loss_cls: 7.4301, loss: 7.4301 2025-08-16 18:53:37,098 - pyskl - INFO - Epoch [96][700/7492] lr: 1.479e-02, eta: 2 days, 10:40:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5816, loss_cls: 7.5544, loss: 7.5544 2025-08-16 18:54:28,358 - pyskl - INFO - Epoch [96][800/7492] lr: 1.478e-02, eta: 2 days, 10:40:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3178, top5_acc: 0.5728, loss_cls: 7.6225, loss: 7.6225 2025-08-16 18:55:19,693 - pyskl - INFO - Epoch [96][900/7492] lr: 1.477e-02, eta: 2 days, 10:39:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5756, loss_cls: 7.5462, loss: 7.5462 2025-08-16 18:56:11,216 - pyskl - INFO - Epoch [96][1000/7492] lr: 1.477e-02, eta: 2 days, 10:38:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3169, top5_acc: 0.5791, loss_cls: 7.5651, loss: 7.5651 2025-08-16 18:57:02,453 - pyskl - INFO - Epoch [96][1100/7492] lr: 1.476e-02, eta: 2 days, 10:37:33, time: 0.514, data_time: 0.002, memory: 13026, top1_acc: 0.3187, top5_acc: 0.5737, loss_cls: 7.6025, loss: 7.6025 2025-08-16 18:57:53,624 - pyskl - INFO - Epoch [96][1200/7492] lr: 1.476e-02, eta: 2 days, 10:36:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3269, top5_acc: 0.5647, loss_cls: 7.5255, loss: 7.5255 2025-08-16 18:58:44,963 - pyskl - INFO - Epoch [96][1300/7492] lr: 1.475e-02, eta: 2 days, 10:35:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3228, top5_acc: 0.5903, loss_cls: 7.4694, loss: 7.4694 2025-08-16 18:59:36,206 - pyskl - INFO - Epoch [96][1400/7492] lr: 1.474e-02, eta: 2 days, 10:34:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3125, top5_acc: 0.5728, loss_cls: 7.5451, loss: 7.5451 2025-08-16 19:00:27,402 - pyskl - INFO - Epoch [96][1500/7492] lr: 1.474e-02, eta: 2 days, 10:34:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3212, top5_acc: 0.5766, loss_cls: 7.6615, loss: 7.6615 2025-08-16 19:01:18,609 - pyskl - INFO - Epoch [96][1600/7492] lr: 1.473e-02, eta: 2 days, 10:33:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3147, top5_acc: 0.5772, loss_cls: 7.5868, loss: 7.5868 2025-08-16 19:02:09,964 - pyskl - INFO - Epoch [96][1700/7492] lr: 1.472e-02, eta: 2 days, 10:32:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3159, top5_acc: 0.5663, loss_cls: 7.5598, loss: 7.5598 2025-08-16 19:03:01,047 - pyskl - INFO - Epoch [96][1800/7492] lr: 1.472e-02, eta: 2 days, 10:31:33, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5566, loss_cls: 7.6740, loss: 7.6740 2025-08-16 19:03:52,219 - pyskl - INFO - Epoch [96][1900/7492] lr: 1.471e-02, eta: 2 days, 10:30:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3147, top5_acc: 0.5687, loss_cls: 7.6010, loss: 7.6010 2025-08-16 19:04:43,419 - pyskl - INFO - Epoch [96][2000/7492] lr: 1.470e-02, eta: 2 days, 10:29:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3141, top5_acc: 0.5616, loss_cls: 7.6427, loss: 7.6427 2025-08-16 19:05:34,788 - pyskl - INFO - Epoch [96][2100/7492] lr: 1.470e-02, eta: 2 days, 10:28:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3144, top5_acc: 0.5591, loss_cls: 7.6645, loss: 7.6645 2025-08-16 19:06:26,019 - pyskl - INFO - Epoch [96][2200/7492] lr: 1.469e-02, eta: 2 days, 10:28:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5703, loss_cls: 7.5259, loss: 7.5259 2025-08-16 19:07:17,248 - pyskl - INFO - Epoch [96][2300/7492] lr: 1.469e-02, eta: 2 days, 10:27:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3119, top5_acc: 0.5759, loss_cls: 7.5575, loss: 7.5575 2025-08-16 19:08:08,644 - pyskl - INFO - Epoch [96][2400/7492] lr: 1.468e-02, eta: 2 days, 10:26:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3209, top5_acc: 0.5747, loss_cls: 7.4294, loss: 7.4294 2025-08-16 19:08:59,954 - pyskl - INFO - Epoch [96][2500/7492] lr: 1.467e-02, eta: 2 days, 10:25:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3162, top5_acc: 0.5741, loss_cls: 7.6018, loss: 7.6018 2025-08-16 19:09:51,192 - pyskl - INFO - Epoch [96][2600/7492] lr: 1.467e-02, eta: 2 days, 10:24:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3381, top5_acc: 0.5809, loss_cls: 7.4839, loss: 7.4839 2025-08-16 19:10:42,499 - pyskl - INFO - Epoch [96][2700/7492] lr: 1.466e-02, eta: 2 days, 10:23:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5700, loss_cls: 7.6293, loss: 7.6293 2025-08-16 19:11:33,853 - pyskl - INFO - Epoch [96][2800/7492] lr: 1.465e-02, eta: 2 days, 10:22:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5687, loss_cls: 7.6173, loss: 7.6173 2025-08-16 19:12:25,090 - pyskl - INFO - Epoch [96][2900/7492] lr: 1.465e-02, eta: 2 days, 10:22:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3162, top5_acc: 0.5778, loss_cls: 7.5395, loss: 7.5395 2025-08-16 19:13:16,170 - pyskl - INFO - Epoch [96][3000/7492] lr: 1.464e-02, eta: 2 days, 10:21:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5644, loss_cls: 7.6429, loss: 7.6429 2025-08-16 19:14:07,471 - pyskl - INFO - Epoch [96][3100/7492] lr: 1.463e-02, eta: 2 days, 10:20:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5581, loss_cls: 7.6284, loss: 7.6284 2025-08-16 19:14:59,285 - pyskl - INFO - Epoch [96][3200/7492] lr: 1.463e-02, eta: 2 days, 10:19:34, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3187, top5_acc: 0.5747, loss_cls: 7.5711, loss: 7.5711 2025-08-16 19:15:50,366 - pyskl - INFO - Epoch [96][3300/7492] lr: 1.462e-02, eta: 2 days, 10:18:42, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5731, loss_cls: 7.5120, loss: 7.5120 2025-08-16 19:16:41,583 - pyskl - INFO - Epoch [96][3400/7492] lr: 1.462e-02, eta: 2 days, 10:17:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3081, top5_acc: 0.5656, loss_cls: 7.6813, loss: 7.6813 2025-08-16 19:17:32,899 - pyskl - INFO - Epoch [96][3500/7492] lr: 1.461e-02, eta: 2 days, 10:16:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5709, loss_cls: 7.5891, loss: 7.5891 2025-08-16 19:18:24,230 - pyskl - INFO - Epoch [96][3600/7492] lr: 1.460e-02, eta: 2 days, 10:16:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3162, top5_acc: 0.5684, loss_cls: 7.5336, loss: 7.5336 2025-08-16 19:19:15,513 - pyskl - INFO - Epoch [96][3700/7492] lr: 1.460e-02, eta: 2 days, 10:15:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5644, loss_cls: 7.6320, loss: 7.6320 2025-08-16 19:20:06,742 - pyskl - INFO - Epoch [96][3800/7492] lr: 1.459e-02, eta: 2 days, 10:14:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5678, loss_cls: 7.6413, loss: 7.6413 2025-08-16 19:20:58,101 - pyskl - INFO - Epoch [96][3900/7492] lr: 1.458e-02, eta: 2 days, 10:13:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5544, loss_cls: 7.5927, loss: 7.5927 2025-08-16 19:21:49,250 - pyskl - INFO - Epoch [96][4000/7492] lr: 1.458e-02, eta: 2 days, 10:12:42, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3294, top5_acc: 0.5734, loss_cls: 7.5459, loss: 7.5459 2025-08-16 19:22:40,532 - pyskl - INFO - Epoch [96][4100/7492] lr: 1.457e-02, eta: 2 days, 10:11:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3219, top5_acc: 0.5750, loss_cls: 7.4794, loss: 7.4794 2025-08-16 19:23:32,194 - pyskl - INFO - Epoch [96][4200/7492] lr: 1.456e-02, eta: 2 days, 10:11:00, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3175, top5_acc: 0.5531, loss_cls: 7.5565, loss: 7.5565 2025-08-16 19:24:23,711 - pyskl - INFO - Epoch [96][4300/7492] lr: 1.456e-02, eta: 2 days, 10:10:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3075, top5_acc: 0.5609, loss_cls: 7.6673, loss: 7.6673 2025-08-16 19:25:15,270 - pyskl - INFO - Epoch [96][4400/7492] lr: 1.455e-02, eta: 2 days, 10:09:17, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3412, top5_acc: 0.5734, loss_cls: 7.5116, loss: 7.5116 2025-08-16 19:26:06,615 - pyskl - INFO - Epoch [96][4500/7492] lr: 1.455e-02, eta: 2 days, 10:08:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5525, loss_cls: 7.6816, loss: 7.6816 2025-08-16 19:26:58,051 - pyskl - INFO - Epoch [96][4600/7492] lr: 1.454e-02, eta: 2 days, 10:07:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3356, top5_acc: 0.5844, loss_cls: 7.3941, loss: 7.3941 2025-08-16 19:27:49,530 - pyskl - INFO - Epoch [96][4700/7492] lr: 1.453e-02, eta: 2 days, 10:06:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3216, top5_acc: 0.5747, loss_cls: 7.5621, loss: 7.5621 2025-08-16 19:28:41,118 - pyskl - INFO - Epoch [96][4800/7492] lr: 1.453e-02, eta: 2 days, 10:05:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5703, loss_cls: 7.6188, loss: 7.6188 2025-08-16 19:29:32,622 - pyskl - INFO - Epoch [96][4900/7492] lr: 1.452e-02, eta: 2 days, 10:05:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3222, top5_acc: 0.5737, loss_cls: 7.6286, loss: 7.6286 2025-08-16 19:30:24,064 - pyskl - INFO - Epoch [96][5000/7492] lr: 1.451e-02, eta: 2 days, 10:04:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5563, loss_cls: 7.6478, loss: 7.6478 2025-08-16 19:31:15,294 - pyskl - INFO - Epoch [96][5100/7492] lr: 1.451e-02, eta: 2 days, 10:03:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3278, top5_acc: 0.5850, loss_cls: 7.5203, loss: 7.5203 2025-08-16 19:32:06,589 - pyskl - INFO - Epoch [96][5200/7492] lr: 1.450e-02, eta: 2 days, 10:02:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3209, top5_acc: 0.5594, loss_cls: 7.6347, loss: 7.6347 2025-08-16 19:32:57,868 - pyskl - INFO - Epoch [96][5300/7492] lr: 1.449e-02, eta: 2 days, 10:01:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3081, top5_acc: 0.5619, loss_cls: 7.6487, loss: 7.6487 2025-08-16 19:33:49,472 - pyskl - INFO - Epoch [96][5400/7492] lr: 1.449e-02, eta: 2 days, 10:00:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3247, top5_acc: 0.5678, loss_cls: 7.6424, loss: 7.6424 2025-08-16 19:34:40,758 - pyskl - INFO - Epoch [96][5500/7492] lr: 1.448e-02, eta: 2 days, 9:59:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3262, top5_acc: 0.5603, loss_cls: 7.5984, loss: 7.5984 2025-08-16 19:35:32,158 - pyskl - INFO - Epoch [96][5600/7492] lr: 1.448e-02, eta: 2 days, 9:59:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3284, top5_acc: 0.5787, loss_cls: 7.4990, loss: 7.4990 2025-08-16 19:36:23,445 - pyskl - INFO - Epoch [96][5700/7492] lr: 1.447e-02, eta: 2 days, 9:58:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3003, top5_acc: 0.5581, loss_cls: 7.7200, loss: 7.7200 2025-08-16 19:37:14,719 - pyskl - INFO - Epoch [96][5800/7492] lr: 1.446e-02, eta: 2 days, 9:57:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5494, loss_cls: 7.6950, loss: 7.6950 2025-08-16 19:38:06,181 - pyskl - INFO - Epoch [96][5900/7492] lr: 1.446e-02, eta: 2 days, 9:56:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3337, top5_acc: 0.5722, loss_cls: 7.5766, loss: 7.5766 2025-08-16 19:38:57,474 - pyskl - INFO - Epoch [96][6000/7492] lr: 1.445e-02, eta: 2 days, 9:55:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3241, top5_acc: 0.5872, loss_cls: 7.4926, loss: 7.4926 2025-08-16 19:39:48,988 - pyskl - INFO - Epoch [96][6100/7492] lr: 1.444e-02, eta: 2 days, 9:54:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5653, loss_cls: 7.6631, loss: 7.6631 2025-08-16 19:40:40,210 - pyskl - INFO - Epoch [96][6200/7492] lr: 1.444e-02, eta: 2 days, 9:53:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3131, top5_acc: 0.5616, loss_cls: 7.5403, loss: 7.5403 2025-08-16 19:41:31,418 - pyskl - INFO - Epoch [96][6300/7492] lr: 1.443e-02, eta: 2 days, 9:53:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3231, top5_acc: 0.5741, loss_cls: 7.6022, loss: 7.6022 2025-08-16 19:42:22,483 - pyskl - INFO - Epoch [96][6400/7492] lr: 1.442e-02, eta: 2 days, 9:52:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5637, loss_cls: 7.6422, loss: 7.6422 2025-08-16 19:43:13,723 - pyskl - INFO - Epoch [96][6500/7492] lr: 1.442e-02, eta: 2 days, 9:51:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3228, top5_acc: 0.5709, loss_cls: 7.5037, loss: 7.5037 2025-08-16 19:44:04,848 - pyskl - INFO - Epoch [96][6600/7492] lr: 1.441e-02, eta: 2 days, 9:50:27, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3147, top5_acc: 0.5584, loss_cls: 7.6941, loss: 7.6941 2025-08-16 19:44:55,937 - pyskl - INFO - Epoch [96][6700/7492] lr: 1.441e-02, eta: 2 days, 9:49:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5597, loss_cls: 7.6567, loss: 7.6567 2025-08-16 19:45:47,037 - pyskl - INFO - Epoch [96][6800/7492] lr: 1.440e-02, eta: 2 days, 9:48:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3178, top5_acc: 0.5684, loss_cls: 7.6303, loss: 7.6303 2025-08-16 19:46:38,089 - pyskl - INFO - Epoch [96][6900/7492] lr: 1.439e-02, eta: 2 days, 9:47:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5778, loss_cls: 7.6059, loss: 7.6059 2025-08-16 19:47:29,407 - pyskl - INFO - Epoch [96][7000/7492] lr: 1.439e-02, eta: 2 days, 9:47:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3166, top5_acc: 0.5675, loss_cls: 7.5357, loss: 7.5357 2025-08-16 19:48:20,429 - pyskl - INFO - Epoch [96][7100/7492] lr: 1.438e-02, eta: 2 days, 9:46:10, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3219, top5_acc: 0.5687, loss_cls: 7.6041, loss: 7.6041 2025-08-16 19:49:11,745 - pyskl - INFO - Epoch [96][7200/7492] lr: 1.437e-02, eta: 2 days, 9:45:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3172, top5_acc: 0.5619, loss_cls: 7.5722, loss: 7.5722 2025-08-16 19:50:02,725 - pyskl - INFO - Epoch [96][7300/7492] lr: 1.437e-02, eta: 2 days, 9:44:27, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5825, loss_cls: 7.5200, loss: 7.5200 2025-08-16 19:50:53,751 - pyskl - INFO - Epoch [96][7400/7492] lr: 1.436e-02, eta: 2 days, 9:43:35, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5737, loss_cls: 7.5493, loss: 7.5493 2025-08-16 19:51:41,555 - pyskl - INFO - Saving checkpoint at 96 epochs 2025-08-16 19:52:31,548 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 19:52:32,290 - pyskl - INFO - top1_acc 0.2652 top5_acc 0.5045 2025-08-16 19:52:32,290 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 19:52:32,324 - pyskl - INFO - mean_acc 0.2651 2025-08-16 19:52:32,335 - pyskl - INFO - Epoch(val) [96][617] top1_acc: 0.2652, top5_acc: 0.5045, mean_class_accuracy: 0.2651 2025-08-16 19:53:54,241 - pyskl - INFO - Epoch [97][100/7492] lr: 1.435e-02, eta: 2 days, 9:41:47, time: 0.819, data_time: 0.305, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5725, loss_cls: 7.5726, loss: 7.5726 2025-08-16 19:54:45,476 - pyskl - INFO - Epoch [97][200/7492] lr: 1.434e-02, eta: 2 days, 9:40:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3334, top5_acc: 0.5891, loss_cls: 7.4082, loss: 7.4082 2025-08-16 19:55:36,935 - pyskl - INFO - Epoch [97][300/7492] lr: 1.434e-02, eta: 2 days, 9:40:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3416, top5_acc: 0.5894, loss_cls: 7.4386, loss: 7.4386 2025-08-16 19:56:28,317 - pyskl - INFO - Epoch [97][400/7492] lr: 1.433e-02, eta: 2 days, 9:39:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3209, top5_acc: 0.5831, loss_cls: 7.5270, loss: 7.5270 2025-08-16 19:57:19,806 - pyskl - INFO - Epoch [97][500/7492] lr: 1.432e-02, eta: 2 days, 9:38:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3228, top5_acc: 0.5803, loss_cls: 7.5316, loss: 7.5316 2025-08-16 19:58:11,399 - pyskl - INFO - Epoch [97][600/7492] lr: 1.432e-02, eta: 2 days, 9:37:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3328, top5_acc: 0.5859, loss_cls: 7.4984, loss: 7.4984 2025-08-16 19:59:02,699 - pyskl - INFO - Epoch [97][700/7492] lr: 1.431e-02, eta: 2 days, 9:36:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3128, top5_acc: 0.5613, loss_cls: 7.5912, loss: 7.5912 2025-08-16 19:59:53,922 - pyskl - INFO - Epoch [97][800/7492] lr: 1.431e-02, eta: 2 days, 9:35:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5841, loss_cls: 7.5270, loss: 7.5270 2025-08-16 20:00:44,990 - pyskl - INFO - Epoch [97][900/7492] lr: 1.430e-02, eta: 2 days, 9:34:57, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3222, top5_acc: 0.5675, loss_cls: 7.5991, loss: 7.5991 2025-08-16 20:01:36,212 - pyskl - INFO - Epoch [97][1000/7492] lr: 1.429e-02, eta: 2 days, 9:34:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3262, top5_acc: 0.5797, loss_cls: 7.4753, loss: 7.4753 2025-08-16 20:02:27,481 - pyskl - INFO - Epoch [97][1100/7492] lr: 1.429e-02, eta: 2 days, 9:33:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5766, loss_cls: 7.5691, loss: 7.5691 2025-08-16 20:03:18,577 - pyskl - INFO - Epoch [97][1200/7492] lr: 1.428e-02, eta: 2 days, 9:32:22, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3078, top5_acc: 0.5594, loss_cls: 7.6770, loss: 7.6770 2025-08-16 20:04:09,882 - pyskl - INFO - Epoch [97][1300/7492] lr: 1.427e-02, eta: 2 days, 9:31:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3000, top5_acc: 0.5787, loss_cls: 7.5535, loss: 7.5535 2025-08-16 20:05:01,085 - pyskl - INFO - Epoch [97][1400/7492] lr: 1.427e-02, eta: 2 days, 9:30:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3156, top5_acc: 0.5850, loss_cls: 7.5612, loss: 7.5612 2025-08-16 20:05:52,355 - pyskl - INFO - Epoch [97][1500/7492] lr: 1.426e-02, eta: 2 days, 9:29:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3184, top5_acc: 0.5744, loss_cls: 7.5342, loss: 7.5342 2025-08-16 20:06:43,601 - pyskl - INFO - Epoch [97][1600/7492] lr: 1.425e-02, eta: 2 days, 9:28:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3059, top5_acc: 0.5694, loss_cls: 7.6454, loss: 7.6454 2025-08-16 20:07:35,142 - pyskl - INFO - Epoch [97][1700/7492] lr: 1.425e-02, eta: 2 days, 9:28:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3178, top5_acc: 0.5881, loss_cls: 7.5271, loss: 7.5271 2025-08-16 20:08:26,485 - pyskl - INFO - Epoch [97][1800/7492] lr: 1.424e-02, eta: 2 days, 9:27:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3106, top5_acc: 0.5641, loss_cls: 7.6677, loss: 7.6677 2025-08-16 20:09:17,828 - pyskl - INFO - Epoch [97][1900/7492] lr: 1.424e-02, eta: 2 days, 9:26:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3050, top5_acc: 0.5494, loss_cls: 7.6712, loss: 7.6712 2025-08-16 20:10:09,057 - pyskl - INFO - Epoch [97][2000/7492] lr: 1.423e-02, eta: 2 days, 9:25:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5803, loss_cls: 7.4634, loss: 7.4634 2025-08-16 20:11:00,098 - pyskl - INFO - Epoch [97][2100/7492] lr: 1.422e-02, eta: 2 days, 9:24:40, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3091, top5_acc: 0.5800, loss_cls: 7.5372, loss: 7.5372 2025-08-16 20:11:51,585 - pyskl - INFO - Epoch [97][2200/7492] lr: 1.422e-02, eta: 2 days, 9:23:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3200, top5_acc: 0.5744, loss_cls: 7.5498, loss: 7.5498 2025-08-16 20:12:43,252 - pyskl - INFO - Epoch [97][2300/7492] lr: 1.421e-02, eta: 2 days, 9:22:57, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5769, loss_cls: 7.5051, loss: 7.5051 2025-08-16 20:13:34,624 - pyskl - INFO - Epoch [97][2400/7492] lr: 1.420e-02, eta: 2 days, 9:22:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5694, loss_cls: 7.5558, loss: 7.5558 2025-08-16 20:14:25,866 - pyskl - INFO - Epoch [97][2500/7492] lr: 1.420e-02, eta: 2 days, 9:21:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3141, top5_acc: 0.5819, loss_cls: 7.5639, loss: 7.5639 2025-08-16 20:15:17,230 - pyskl - INFO - Epoch [97][2600/7492] lr: 1.419e-02, eta: 2 days, 9:20:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3228, top5_acc: 0.5766, loss_cls: 7.6343, loss: 7.6343 2025-08-16 20:16:08,617 - pyskl - INFO - Epoch [97][2700/7492] lr: 1.419e-02, eta: 2 days, 9:19:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3259, top5_acc: 0.5641, loss_cls: 7.4945, loss: 7.4945 2025-08-16 20:17:00,167 - pyskl - INFO - Epoch [97][2800/7492] lr: 1.418e-02, eta: 2 days, 9:18:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5722, loss_cls: 7.4949, loss: 7.4949 2025-08-16 20:17:51,770 - pyskl - INFO - Epoch [97][2900/7492] lr: 1.417e-02, eta: 2 days, 9:17:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3100, top5_acc: 0.5672, loss_cls: 7.6238, loss: 7.6238 2025-08-16 20:18:42,999 - pyskl - INFO - Epoch [97][3000/7492] lr: 1.417e-02, eta: 2 days, 9:16:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3262, top5_acc: 0.5872, loss_cls: 7.4592, loss: 7.4592 2025-08-16 20:19:34,379 - pyskl - INFO - Epoch [97][3100/7492] lr: 1.416e-02, eta: 2 days, 9:16:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5609, loss_cls: 7.5418, loss: 7.5418 2025-08-16 20:20:25,683 - pyskl - INFO - Epoch [97][3200/7492] lr: 1.415e-02, eta: 2 days, 9:15:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5584, loss_cls: 7.6966, loss: 7.6966 2025-08-16 20:21:17,185 - pyskl - INFO - Epoch [97][3300/7492] lr: 1.415e-02, eta: 2 days, 9:14:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3234, top5_acc: 0.5837, loss_cls: 7.5128, loss: 7.5128 2025-08-16 20:22:08,605 - pyskl - INFO - Epoch [97][3400/7492] lr: 1.414e-02, eta: 2 days, 9:13:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5550, loss_cls: 7.5719, loss: 7.5719 2025-08-16 20:22:59,749 - pyskl - INFO - Epoch [97][3500/7492] lr: 1.413e-02, eta: 2 days, 9:12:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3269, top5_acc: 0.5894, loss_cls: 7.5539, loss: 7.5539 2025-08-16 20:23:51,222 - pyskl - INFO - Epoch [97][3600/7492] lr: 1.413e-02, eta: 2 days, 9:11:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3031, top5_acc: 0.5625, loss_cls: 7.5481, loss: 7.5481 2025-08-16 20:24:42,536 - pyskl - INFO - Epoch [97][3700/7492] lr: 1.412e-02, eta: 2 days, 9:10:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5819, loss_cls: 7.5203, loss: 7.5203 2025-08-16 20:25:34,093 - pyskl - INFO - Epoch [97][3800/7492] lr: 1.412e-02, eta: 2 days, 9:10:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5800, loss_cls: 7.5437, loss: 7.5437 2025-08-16 20:26:25,494 - pyskl - INFO - Epoch [97][3900/7492] lr: 1.411e-02, eta: 2 days, 9:09:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3144, top5_acc: 0.5681, loss_cls: 7.5834, loss: 7.5834 2025-08-16 20:27:16,968 - pyskl - INFO - Epoch [97][4000/7492] lr: 1.410e-02, eta: 2 days, 9:08:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3287, top5_acc: 0.5900, loss_cls: 7.4368, loss: 7.4368 2025-08-16 20:28:09,023 - pyskl - INFO - Epoch [97][4100/7492] lr: 1.410e-02, eta: 2 days, 9:07:34, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.3247, top5_acc: 0.5875, loss_cls: 7.4752, loss: 7.4752 2025-08-16 20:29:00,457 - pyskl - INFO - Epoch [97][4200/7492] lr: 1.409e-02, eta: 2 days, 9:06:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3122, top5_acc: 0.5744, loss_cls: 7.6205, loss: 7.6205 2025-08-16 20:29:51,891 - pyskl - INFO - Epoch [97][4300/7492] lr: 1.408e-02, eta: 2 days, 9:05:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3262, top5_acc: 0.5706, loss_cls: 7.4519, loss: 7.4519 2025-08-16 20:30:43,477 - pyskl - INFO - Epoch [97][4400/7492] lr: 1.408e-02, eta: 2 days, 9:05:00, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5813, loss_cls: 7.5807, loss: 7.5807 2025-08-16 20:31:34,978 - pyskl - INFO - Epoch [97][4500/7492] lr: 1.407e-02, eta: 2 days, 9:04:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5844, loss_cls: 7.5328, loss: 7.5328 2025-08-16 20:32:26,537 - pyskl - INFO - Epoch [97][4600/7492] lr: 1.407e-02, eta: 2 days, 9:03:17, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5666, loss_cls: 7.5904, loss: 7.5904 2025-08-16 20:33:18,229 - pyskl - INFO - Epoch [97][4700/7492] lr: 1.406e-02, eta: 2 days, 9:02:26, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5641, loss_cls: 7.6571, loss: 7.6571 2025-08-16 20:34:09,483 - pyskl - INFO - Epoch [97][4800/7492] lr: 1.405e-02, eta: 2 days, 9:01:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5669, loss_cls: 7.5418, loss: 7.5418 2025-08-16 20:35:00,400 - pyskl - INFO - Epoch [97][4900/7492] lr: 1.405e-02, eta: 2 days, 9:00:43, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3084, top5_acc: 0.5550, loss_cls: 7.6722, loss: 7.6722 2025-08-16 20:35:51,872 - pyskl - INFO - Epoch [97][5000/7492] lr: 1.404e-02, eta: 2 days, 8:59:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3394, top5_acc: 0.5900, loss_cls: 7.4558, loss: 7.4558 2025-08-16 20:36:42,951 - pyskl - INFO - Epoch [97][5100/7492] lr: 1.403e-02, eta: 2 days, 8:59:00, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3278, top5_acc: 0.5756, loss_cls: 7.5723, loss: 7.5723 2025-08-16 20:37:34,092 - pyskl - INFO - Epoch [97][5200/7492] lr: 1.403e-02, eta: 2 days, 8:58:09, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5734, loss_cls: 7.4899, loss: 7.4899 2025-08-16 20:38:25,409 - pyskl - INFO - Epoch [97][5300/7492] lr: 1.402e-02, eta: 2 days, 8:57:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3144, top5_acc: 0.5634, loss_cls: 7.6599, loss: 7.6599 2025-08-16 20:39:16,667 - pyskl - INFO - Epoch [97][5400/7492] lr: 1.402e-02, eta: 2 days, 8:56:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3063, top5_acc: 0.5734, loss_cls: 7.6051, loss: 7.6051 2025-08-16 20:40:08,150 - pyskl - INFO - Epoch [97][5500/7492] lr: 1.401e-02, eta: 2 days, 8:55:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3109, top5_acc: 0.5675, loss_cls: 7.5314, loss: 7.5314 2025-08-16 20:40:59,545 - pyskl - INFO - Epoch [97][5600/7492] lr: 1.400e-02, eta: 2 days, 8:54:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3350, top5_acc: 0.5669, loss_cls: 7.5516, loss: 7.5516 2025-08-16 20:41:50,987 - pyskl - INFO - Epoch [97][5700/7492] lr: 1.400e-02, eta: 2 days, 8:53:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3309, top5_acc: 0.5822, loss_cls: 7.5831, loss: 7.5831 2025-08-16 20:42:42,377 - pyskl - INFO - Epoch [97][5800/7492] lr: 1.399e-02, eta: 2 days, 8:53:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5787, loss_cls: 7.5792, loss: 7.5792 2025-08-16 20:43:33,737 - pyskl - INFO - Epoch [97][5900/7492] lr: 1.398e-02, eta: 2 days, 8:52:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3225, top5_acc: 0.5806, loss_cls: 7.4616, loss: 7.4616 2025-08-16 20:44:24,941 - pyskl - INFO - Epoch [97][6000/7492] lr: 1.398e-02, eta: 2 days, 8:51:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5784, loss_cls: 7.5484, loss: 7.5484 2025-08-16 20:45:16,722 - pyskl - INFO - Epoch [97][6100/7492] lr: 1.397e-02, eta: 2 days, 8:50:27, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3212, top5_acc: 0.5613, loss_cls: 7.5640, loss: 7.5640 2025-08-16 20:46:08,049 - pyskl - INFO - Epoch [97][6200/7492] lr: 1.397e-02, eta: 2 days, 8:49:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3334, top5_acc: 0.5866, loss_cls: 7.4897, loss: 7.4897 2025-08-16 20:46:59,354 - pyskl - INFO - Epoch [97][6300/7492] lr: 1.396e-02, eta: 2 days, 8:48:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5747, loss_cls: 7.6348, loss: 7.6348 2025-08-16 20:47:50,871 - pyskl - INFO - Epoch [97][6400/7492] lr: 1.395e-02, eta: 2 days, 8:47:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5572, loss_cls: 7.6758, loss: 7.6758 2025-08-16 20:48:42,234 - pyskl - INFO - Epoch [97][6500/7492] lr: 1.395e-02, eta: 2 days, 8:47:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5656, loss_cls: 7.5975, loss: 7.5975 2025-08-16 20:49:33,773 - pyskl - INFO - Epoch [97][6600/7492] lr: 1.394e-02, eta: 2 days, 8:46:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3203, top5_acc: 0.5725, loss_cls: 7.5624, loss: 7.5624 2025-08-16 20:50:25,322 - pyskl - INFO - Epoch [97][6700/7492] lr: 1.393e-02, eta: 2 days, 8:45:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3266, top5_acc: 0.5725, loss_cls: 7.5966, loss: 7.5966 2025-08-16 20:51:16,697 - pyskl - INFO - Epoch [97][6800/7492] lr: 1.393e-02, eta: 2 days, 8:44:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5691, loss_cls: 7.5455, loss: 7.5455 2025-08-16 20:52:08,046 - pyskl - INFO - Epoch [97][6900/7492] lr: 1.392e-02, eta: 2 days, 8:43:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3200, top5_acc: 0.5666, loss_cls: 7.5515, loss: 7.5515 2025-08-16 20:52:59,478 - pyskl - INFO - Epoch [97][7000/7492] lr: 1.391e-02, eta: 2 days, 8:42:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3250, top5_acc: 0.5716, loss_cls: 7.4917, loss: 7.4917 2025-08-16 20:53:50,855 - pyskl - INFO - Epoch [97][7100/7492] lr: 1.391e-02, eta: 2 days, 8:41:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5791, loss_cls: 7.5567, loss: 7.5567 2025-08-16 20:54:42,553 - pyskl - INFO - Epoch [97][7200/7492] lr: 1.390e-02, eta: 2 days, 8:41:03, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5719, loss_cls: 7.5698, loss: 7.5698 2025-08-16 20:55:33,795 - pyskl - INFO - Epoch [97][7300/7492] lr: 1.390e-02, eta: 2 days, 8:40:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3287, top5_acc: 0.5728, loss_cls: 7.5197, loss: 7.5197 2025-08-16 20:56:25,194 - pyskl - INFO - Epoch [97][7400/7492] lr: 1.389e-02, eta: 2 days, 8:39:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.2991, top5_acc: 0.5622, loss_cls: 7.6232, loss: 7.6232 2025-08-16 20:57:13,100 - pyskl - INFO - Saving checkpoint at 97 epochs 2025-08-16 20:58:09,343 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 20:58:10,074 - pyskl - INFO - top1_acc 0.2764 top5_acc 0.5177 2025-08-16 20:58:10,074 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 20:58:10,141 - pyskl - INFO - mean_acc 0.2761 2025-08-16 20:58:10,196 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_92.pth was removed 2025-08-16 20:58:11,289 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. 2025-08-16 20:58:11,290 - pyskl - INFO - Best top1_acc is 0.2764 at 97 epoch. 2025-08-16 20:58:11,301 - pyskl - INFO - Epoch(val) [97][617] top1_acc: 0.2764, top5_acc: 0.5177, mean_class_accuracy: 0.2761 2025-08-16 20:59:33,524 - pyskl - INFO - Epoch [98][100/7492] lr: 1.388e-02, eta: 2 days, 8:37:32, time: 0.822, data_time: 0.306, memory: 13026, top1_acc: 0.3353, top5_acc: 0.5794, loss_cls: 7.4919, loss: 7.4919 2025-08-16 21:00:24,774 - pyskl - INFO - Epoch [98][200/7492] lr: 1.387e-02, eta: 2 days, 8:36:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3234, top5_acc: 0.5797, loss_cls: 7.5516, loss: 7.5516 2025-08-16 21:01:16,139 - pyskl - INFO - Epoch [98][300/7492] lr: 1.387e-02, eta: 2 days, 8:35:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5709, loss_cls: 7.4628, loss: 7.4628 2025-08-16 21:02:07,746 - pyskl - INFO - Epoch [98][400/7492] lr: 1.386e-02, eta: 2 days, 8:34:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3262, top5_acc: 0.5709, loss_cls: 7.4412, loss: 7.4412 2025-08-16 21:02:59,282 - pyskl - INFO - Epoch [98][500/7492] lr: 1.385e-02, eta: 2 days, 8:34:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3353, top5_acc: 0.5909, loss_cls: 7.4396, loss: 7.4396 2025-08-16 21:03:50,491 - pyskl - INFO - Epoch [98][600/7492] lr: 1.385e-02, eta: 2 days, 8:33:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5819, loss_cls: 7.5113, loss: 7.5113 2025-08-16 21:04:41,555 - pyskl - INFO - Epoch [98][700/7492] lr: 1.384e-02, eta: 2 days, 8:32:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5647, loss_cls: 7.6508, loss: 7.6508 2025-08-16 21:05:32,782 - pyskl - INFO - Epoch [98][800/7492] lr: 1.383e-02, eta: 2 days, 8:31:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3312, top5_acc: 0.5853, loss_cls: 7.4900, loss: 7.4900 2025-08-16 21:06:24,117 - pyskl - INFO - Epoch [98][900/7492] lr: 1.383e-02, eta: 2 days, 8:30:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5991, loss_cls: 7.4636, loss: 7.4636 2025-08-16 21:07:15,400 - pyskl - INFO - Epoch [98][1000/7492] lr: 1.382e-02, eta: 2 days, 8:29:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5834, loss_cls: 7.4266, loss: 7.4266 2025-08-16 21:08:06,838 - pyskl - INFO - Epoch [98][1100/7492] lr: 1.382e-02, eta: 2 days, 8:28:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3453, top5_acc: 0.5956, loss_cls: 7.3048, loss: 7.3048 2025-08-16 21:08:58,017 - pyskl - INFO - Epoch [98][1200/7492] lr: 1.381e-02, eta: 2 days, 8:28:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3247, top5_acc: 0.5787, loss_cls: 7.4688, loss: 7.4688 2025-08-16 21:09:49,226 - pyskl - INFO - Epoch [98][1300/7492] lr: 1.380e-02, eta: 2 days, 8:27:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3162, top5_acc: 0.5728, loss_cls: 7.5640, loss: 7.5640 2025-08-16 21:10:40,320 - pyskl - INFO - Epoch [98][1400/7492] lr: 1.380e-02, eta: 2 days, 8:26:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3153, top5_acc: 0.5763, loss_cls: 7.5973, loss: 7.5973 2025-08-16 21:11:31,789 - pyskl - INFO - Epoch [98][1500/7492] lr: 1.379e-02, eta: 2 days, 8:25:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3091, top5_acc: 0.5556, loss_cls: 7.6856, loss: 7.6856 2025-08-16 21:12:23,519 - pyskl - INFO - Epoch [98][1600/7492] lr: 1.378e-02, eta: 2 days, 8:24:42, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5750, loss_cls: 7.4887, loss: 7.4887 2025-08-16 21:13:14,989 - pyskl - INFO - Epoch [98][1700/7492] lr: 1.378e-02, eta: 2 days, 8:23:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5728, loss_cls: 7.5459, loss: 7.5459 2025-08-16 21:14:06,461 - pyskl - INFO - Epoch [98][1800/7492] lr: 1.377e-02, eta: 2 days, 8:22:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5847, loss_cls: 7.5725, loss: 7.5725 2025-08-16 21:14:57,880 - pyskl - INFO - Epoch [98][1900/7492] lr: 1.377e-02, eta: 2 days, 8:22:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3231, top5_acc: 0.5713, loss_cls: 7.5758, loss: 7.5758 2025-08-16 21:15:49,209 - pyskl - INFO - Epoch [98][2000/7492] lr: 1.376e-02, eta: 2 days, 8:21:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3359, top5_acc: 0.5784, loss_cls: 7.5151, loss: 7.5151 2025-08-16 21:16:40,485 - pyskl - INFO - Epoch [98][2100/7492] lr: 1.375e-02, eta: 2 days, 8:20:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5769, loss_cls: 7.4724, loss: 7.4724 2025-08-16 21:17:31,899 - pyskl - INFO - Epoch [98][2200/7492] lr: 1.375e-02, eta: 2 days, 8:19:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5853, loss_cls: 7.4971, loss: 7.4971 2025-08-16 21:18:23,317 - pyskl - INFO - Epoch [98][2300/7492] lr: 1.374e-02, eta: 2 days, 8:18:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3262, top5_acc: 0.5763, loss_cls: 7.5345, loss: 7.5345 2025-08-16 21:19:14,666 - pyskl - INFO - Epoch [98][2400/7492] lr: 1.373e-02, eta: 2 days, 8:17:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3225, top5_acc: 0.5866, loss_cls: 7.5549, loss: 7.5549 2025-08-16 21:20:06,100 - pyskl - INFO - Epoch [98][2500/7492] lr: 1.373e-02, eta: 2 days, 8:17:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3134, top5_acc: 0.5775, loss_cls: 7.5967, loss: 7.5967 2025-08-16 21:20:57,550 - pyskl - INFO - Epoch [98][2600/7492] lr: 1.372e-02, eta: 2 days, 8:16:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5816, loss_cls: 7.5018, loss: 7.5018 2025-08-16 21:21:49,133 - pyskl - INFO - Epoch [98][2700/7492] lr: 1.372e-02, eta: 2 days, 8:15:17, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3228, top5_acc: 0.5878, loss_cls: 7.4754, loss: 7.4754 2025-08-16 21:22:40,514 - pyskl - INFO - Epoch [98][2800/7492] lr: 1.371e-02, eta: 2 days, 8:14:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5750, loss_cls: 7.5973, loss: 7.5973 2025-08-16 21:23:31,871 - pyskl - INFO - Epoch [98][2900/7492] lr: 1.370e-02, eta: 2 days, 8:13:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3250, top5_acc: 0.5778, loss_cls: 7.5796, loss: 7.5796 2025-08-16 21:24:23,302 - pyskl - INFO - Epoch [98][3000/7492] lr: 1.370e-02, eta: 2 days, 8:12:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3212, top5_acc: 0.5709, loss_cls: 7.4542, loss: 7.4542 2025-08-16 21:25:14,627 - pyskl - INFO - Epoch [98][3100/7492] lr: 1.369e-02, eta: 2 days, 8:11:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5828, loss_cls: 7.4744, loss: 7.4744 2025-08-16 21:26:05,906 - pyskl - INFO - Epoch [98][3200/7492] lr: 1.368e-02, eta: 2 days, 8:11:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3344, top5_acc: 0.5791, loss_cls: 7.4829, loss: 7.4829 2025-08-16 21:26:57,395 - pyskl - INFO - Epoch [98][3300/7492] lr: 1.368e-02, eta: 2 days, 8:10:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3200, top5_acc: 0.5684, loss_cls: 7.5406, loss: 7.5406 2025-08-16 21:27:48,650 - pyskl - INFO - Epoch [98][3400/7492] lr: 1.367e-02, eta: 2 days, 8:09:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5622, loss_cls: 7.5638, loss: 7.5638 2025-08-16 21:28:40,102 - pyskl - INFO - Epoch [98][3500/7492] lr: 1.367e-02, eta: 2 days, 8:08:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3216, top5_acc: 0.5709, loss_cls: 7.5297, loss: 7.5297 2025-08-16 21:29:31,742 - pyskl - INFO - Epoch [98][3600/7492] lr: 1.366e-02, eta: 2 days, 8:07:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3300, top5_acc: 0.5781, loss_cls: 7.5087, loss: 7.5087 2025-08-16 21:30:23,238 - pyskl - INFO - Epoch [98][3700/7492] lr: 1.365e-02, eta: 2 days, 8:06:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3222, top5_acc: 0.5763, loss_cls: 7.5283, loss: 7.5283 2025-08-16 21:31:14,745 - pyskl - INFO - Epoch [98][3800/7492] lr: 1.365e-02, eta: 2 days, 8:05:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5816, loss_cls: 7.5314, loss: 7.5314 2025-08-16 21:32:06,029 - pyskl - INFO - Epoch [98][3900/7492] lr: 1.364e-02, eta: 2 days, 8:05:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3266, top5_acc: 0.5725, loss_cls: 7.5327, loss: 7.5327 2025-08-16 21:32:57,483 - pyskl - INFO - Epoch [98][4000/7492] lr: 1.363e-02, eta: 2 days, 8:04:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3250, top5_acc: 0.5697, loss_cls: 7.5799, loss: 7.5799 2025-08-16 21:33:48,976 - pyskl - INFO - Epoch [98][4100/7492] lr: 1.363e-02, eta: 2 days, 8:03:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3409, top5_acc: 0.5950, loss_cls: 7.4124, loss: 7.4124 2025-08-16 21:34:40,211 - pyskl - INFO - Epoch [98][4200/7492] lr: 1.362e-02, eta: 2 days, 8:02:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3219, top5_acc: 0.5775, loss_cls: 7.4972, loss: 7.4972 2025-08-16 21:35:31,648 - pyskl - INFO - Epoch [98][4300/7492] lr: 1.362e-02, eta: 2 days, 8:01:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3284, top5_acc: 0.5681, loss_cls: 7.6031, loss: 7.6031 2025-08-16 21:36:23,582 - pyskl - INFO - Epoch [98][4400/7492] lr: 1.361e-02, eta: 2 days, 8:00:45, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.3325, top5_acc: 0.5938, loss_cls: 7.4799, loss: 7.4799 2025-08-16 21:37:15,106 - pyskl - INFO - Epoch [98][4500/7492] lr: 1.360e-02, eta: 2 days, 7:59:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3219, top5_acc: 0.5694, loss_cls: 7.5408, loss: 7.5408 2025-08-16 21:38:06,466 - pyskl - INFO - Epoch [98][4600/7492] lr: 1.360e-02, eta: 2 days, 7:59:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3309, top5_acc: 0.5891, loss_cls: 7.4635, loss: 7.4635 2025-08-16 21:38:57,786 - pyskl - INFO - Epoch [98][4700/7492] lr: 1.359e-02, eta: 2 days, 7:58:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3341, top5_acc: 0.5994, loss_cls: 7.3817, loss: 7.3817 2025-08-16 21:39:49,429 - pyskl - INFO - Epoch [98][4800/7492] lr: 1.358e-02, eta: 2 days, 7:57:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3088, top5_acc: 0.5731, loss_cls: 7.6018, loss: 7.6018 2025-08-16 21:40:41,102 - pyskl - INFO - Epoch [98][4900/7492] lr: 1.358e-02, eta: 2 days, 7:56:29, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3366, top5_acc: 0.5922, loss_cls: 7.4598, loss: 7.4598 2025-08-16 21:41:32,541 - pyskl - INFO - Epoch [98][5000/7492] lr: 1.357e-02, eta: 2 days, 7:55:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3250, top5_acc: 0.5653, loss_cls: 7.5865, loss: 7.5865 2025-08-16 21:42:24,150 - pyskl - INFO - Epoch [98][5100/7492] lr: 1.357e-02, eta: 2 days, 7:54:46, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3156, top5_acc: 0.5659, loss_cls: 7.5427, loss: 7.5427 2025-08-16 21:43:15,503 - pyskl - INFO - Epoch [98][5200/7492] lr: 1.356e-02, eta: 2 days, 7:53:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3181, top5_acc: 0.5881, loss_cls: 7.5329, loss: 7.5329 2025-08-16 21:44:07,077 - pyskl - INFO - Epoch [98][5300/7492] lr: 1.355e-02, eta: 2 days, 7:53:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5766, loss_cls: 7.6015, loss: 7.6015 2025-08-16 21:44:58,458 - pyskl - INFO - Epoch [98][5400/7492] lr: 1.355e-02, eta: 2 days, 7:52:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5556, loss_cls: 7.6485, loss: 7.6485 2025-08-16 21:45:50,029 - pyskl - INFO - Epoch [98][5500/7492] lr: 1.354e-02, eta: 2 days, 7:51:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5722, loss_cls: 7.4711, loss: 7.4711 2025-08-16 21:46:41,441 - pyskl - INFO - Epoch [98][5600/7492] lr: 1.354e-02, eta: 2 days, 7:50:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3125, top5_acc: 0.5600, loss_cls: 7.5725, loss: 7.5725 2025-08-16 21:47:32,730 - pyskl - INFO - Epoch [98][5700/7492] lr: 1.353e-02, eta: 2 days, 7:49:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3150, top5_acc: 0.5666, loss_cls: 7.6688, loss: 7.6688 2025-08-16 21:48:24,043 - pyskl - INFO - Epoch [98][5800/7492] lr: 1.352e-02, eta: 2 days, 7:48:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5769, loss_cls: 7.5973, loss: 7.5973 2025-08-16 21:49:15,407 - pyskl - INFO - Epoch [98][5900/7492] lr: 1.352e-02, eta: 2 days, 7:47:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3187, top5_acc: 0.5794, loss_cls: 7.4542, loss: 7.4542 2025-08-16 21:50:06,922 - pyskl - INFO - Epoch [98][6000/7492] lr: 1.351e-02, eta: 2 days, 7:47:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3131, top5_acc: 0.5734, loss_cls: 7.6139, loss: 7.6139 2025-08-16 21:50:58,435 - pyskl - INFO - Epoch [98][6100/7492] lr: 1.350e-02, eta: 2 days, 7:46:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3262, top5_acc: 0.5694, loss_cls: 7.5002, loss: 7.5002 2025-08-16 21:51:49,823 - pyskl - INFO - Epoch [98][6200/7492] lr: 1.350e-02, eta: 2 days, 7:45:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3266, top5_acc: 0.5750, loss_cls: 7.5100, loss: 7.5100 2025-08-16 21:52:41,216 - pyskl - INFO - Epoch [98][6300/7492] lr: 1.349e-02, eta: 2 days, 7:44:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3172, top5_acc: 0.5650, loss_cls: 7.5256, loss: 7.5256 2025-08-16 21:53:32,691 - pyskl - INFO - Epoch [98][6400/7492] lr: 1.349e-02, eta: 2 days, 7:43:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3250, top5_acc: 0.5716, loss_cls: 7.5517, loss: 7.5517 2025-08-16 21:54:24,238 - pyskl - INFO - Epoch [98][6500/7492] lr: 1.348e-02, eta: 2 days, 7:42:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3303, top5_acc: 0.5572, loss_cls: 7.6263, loss: 7.6263 2025-08-16 21:55:15,699 - pyskl - INFO - Epoch [98][6600/7492] lr: 1.347e-02, eta: 2 days, 7:41:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5728, loss_cls: 7.5350, loss: 7.5350 2025-08-16 21:56:06,770 - pyskl - INFO - Epoch [98][6700/7492] lr: 1.347e-02, eta: 2 days, 7:41:05, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5600, loss_cls: 7.6817, loss: 7.6817 2025-08-16 21:56:58,246 - pyskl - INFO - Epoch [98][6800/7492] lr: 1.346e-02, eta: 2 days, 7:40:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5997, loss_cls: 7.4228, loss: 7.4228 2025-08-16 21:57:49,666 - pyskl - INFO - Epoch [98][6900/7492] lr: 1.345e-02, eta: 2 days, 7:39:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3166, top5_acc: 0.5734, loss_cls: 7.5571, loss: 7.5571 2025-08-16 21:58:40,954 - pyskl - INFO - Epoch [98][7000/7492] lr: 1.345e-02, eta: 2 days, 7:38:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5719, loss_cls: 7.5649, loss: 7.5649 2025-08-16 21:59:32,398 - pyskl - INFO - Epoch [98][7100/7492] lr: 1.344e-02, eta: 2 days, 7:37:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3309, top5_acc: 0.5906, loss_cls: 7.4482, loss: 7.4482 2025-08-16 22:00:23,635 - pyskl - INFO - Epoch [98][7200/7492] lr: 1.344e-02, eta: 2 days, 7:36:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5650, loss_cls: 7.5492, loss: 7.5492 2025-08-16 22:01:15,086 - pyskl - INFO - Epoch [98][7300/7492] lr: 1.343e-02, eta: 2 days, 7:35:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3119, top5_acc: 0.5753, loss_cls: 7.5820, loss: 7.5820 2025-08-16 22:02:06,600 - pyskl - INFO - Epoch [98][7400/7492] lr: 1.342e-02, eta: 2 days, 7:35:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3153, top5_acc: 0.5681, loss_cls: 7.5184, loss: 7.5184 2025-08-16 22:02:54,762 - pyskl - INFO - Saving checkpoint at 98 epochs 2025-08-16 22:03:51,675 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 22:03:52,412 - pyskl - INFO - top1_acc 0.2655 top5_acc 0.5116 2025-08-16 22:03:52,413 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 22:03:52,447 - pyskl - INFO - mean_acc 0.2652 2025-08-16 22:03:52,458 - pyskl - INFO - Epoch(val) [98][617] top1_acc: 0.2655, top5_acc: 0.5116, mean_class_accuracy: 0.2652 2025-08-16 22:05:13,750 - pyskl - INFO - Epoch [99][100/7492] lr: 1.341e-02, eta: 2 days, 7:33:18, time: 0.813, data_time: 0.297, memory: 13026, top1_acc: 0.3322, top5_acc: 0.5947, loss_cls: 7.4971, loss: 7.4971 2025-08-16 22:06:05,009 - pyskl - INFO - Epoch [99][200/7492] lr: 1.341e-02, eta: 2 days, 7:32:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3400, top5_acc: 0.5828, loss_cls: 7.4316, loss: 7.4316 2025-08-16 22:06:56,268 - pyskl - INFO - Epoch [99][300/7492] lr: 1.340e-02, eta: 2 days, 7:31:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3294, top5_acc: 0.5775, loss_cls: 7.5047, loss: 7.5047 2025-08-16 22:07:47,590 - pyskl - INFO - Epoch [99][400/7492] lr: 1.339e-02, eta: 2 days, 7:30:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3312, top5_acc: 0.5938, loss_cls: 7.3422, loss: 7.3422 2025-08-16 22:08:38,949 - pyskl - INFO - Epoch [99][500/7492] lr: 1.339e-02, eta: 2 days, 7:29:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3369, top5_acc: 0.5869, loss_cls: 7.3968, loss: 7.3968 2025-08-16 22:09:30,333 - pyskl - INFO - Epoch [99][600/7492] lr: 1.338e-02, eta: 2 days, 7:29:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3394, top5_acc: 0.5938, loss_cls: 7.4127, loss: 7.4127 2025-08-16 22:10:21,775 - pyskl - INFO - Epoch [99][700/7492] lr: 1.337e-02, eta: 2 days, 7:28:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3337, top5_acc: 0.5841, loss_cls: 7.4408, loss: 7.4408 2025-08-16 22:11:13,084 - pyskl - INFO - Epoch [99][800/7492] lr: 1.337e-02, eta: 2 days, 7:27:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3359, top5_acc: 0.5903, loss_cls: 7.4013, loss: 7.4013 2025-08-16 22:12:04,342 - pyskl - INFO - Epoch [99][900/7492] lr: 1.336e-02, eta: 2 days, 7:26:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5837, loss_cls: 7.4879, loss: 7.4879 2025-08-16 22:12:55,642 - pyskl - INFO - Epoch [99][1000/7492] lr: 1.336e-02, eta: 2 days, 7:25:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3328, top5_acc: 0.5863, loss_cls: 7.3994, loss: 7.3994 2025-08-16 22:13:46,861 - pyskl - INFO - Epoch [99][1100/7492] lr: 1.335e-02, eta: 2 days, 7:24:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3366, top5_acc: 0.5922, loss_cls: 7.4121, loss: 7.4121 2025-08-16 22:14:38,414 - pyskl - INFO - Epoch [99][1200/7492] lr: 1.334e-02, eta: 2 days, 7:23:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3231, top5_acc: 0.5763, loss_cls: 7.5120, loss: 7.5120 2025-08-16 22:15:29,464 - pyskl - INFO - Epoch [99][1300/7492] lr: 1.334e-02, eta: 2 days, 7:23:02, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3409, top5_acc: 0.5900, loss_cls: 7.5085, loss: 7.5085 2025-08-16 22:16:20,836 - pyskl - INFO - Epoch [99][1400/7492] lr: 1.333e-02, eta: 2 days, 7:22:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5709, loss_cls: 7.5632, loss: 7.5632 2025-08-16 22:17:12,341 - pyskl - INFO - Epoch [99][1500/7492] lr: 1.332e-02, eta: 2 days, 7:21:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5728, loss_cls: 7.4715, loss: 7.4715 2025-08-16 22:18:03,825 - pyskl - INFO - Epoch [99][1600/7492] lr: 1.332e-02, eta: 2 days, 7:20:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3234, top5_acc: 0.5822, loss_cls: 7.5110, loss: 7.5110 2025-08-16 22:18:55,231 - pyskl - INFO - Epoch [99][1700/7492] lr: 1.331e-02, eta: 2 days, 7:19:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3303, top5_acc: 0.5928, loss_cls: 7.4557, loss: 7.4557 2025-08-16 22:19:46,512 - pyskl - INFO - Epoch [99][1800/7492] lr: 1.331e-02, eta: 2 days, 7:18:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3281, top5_acc: 0.5656, loss_cls: 7.5535, loss: 7.5535 2025-08-16 22:20:37,910 - pyskl - INFO - Epoch [99][1900/7492] lr: 1.330e-02, eta: 2 days, 7:17:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5828, loss_cls: 7.4638, loss: 7.4638 2025-08-16 22:21:29,138 - pyskl - INFO - Epoch [99][2000/7492] lr: 1.329e-02, eta: 2 days, 7:17:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3259, top5_acc: 0.5672, loss_cls: 7.5072, loss: 7.5072 2025-08-16 22:22:20,474 - pyskl - INFO - Epoch [99][2100/7492] lr: 1.329e-02, eta: 2 days, 7:16:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3309, top5_acc: 0.5841, loss_cls: 7.3999, loss: 7.3999 2025-08-16 22:23:11,578 - pyskl - INFO - Epoch [99][2200/7492] lr: 1.328e-02, eta: 2 days, 7:15:20, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3131, top5_acc: 0.5756, loss_cls: 7.4855, loss: 7.4855 2025-08-16 22:24:02,929 - pyskl - INFO - Epoch [99][2300/7492] lr: 1.328e-02, eta: 2 days, 7:14:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3234, top5_acc: 0.5663, loss_cls: 7.6012, loss: 7.6012 2025-08-16 22:24:54,297 - pyskl - INFO - Epoch [99][2400/7492] lr: 1.327e-02, eta: 2 days, 7:13:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3337, top5_acc: 0.5956, loss_cls: 7.4753, loss: 7.4753 2025-08-16 22:25:45,595 - pyskl - INFO - Epoch [99][2500/7492] lr: 1.326e-02, eta: 2 days, 7:12:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5791, loss_cls: 7.4785, loss: 7.4785 2025-08-16 22:26:37,028 - pyskl - INFO - Epoch [99][2600/7492] lr: 1.326e-02, eta: 2 days, 7:11:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3278, top5_acc: 0.5841, loss_cls: 7.4850, loss: 7.4850 2025-08-16 22:27:28,336 - pyskl - INFO - Epoch [99][2700/7492] lr: 1.325e-02, eta: 2 days, 7:11:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3231, top5_acc: 0.5744, loss_cls: 7.5915, loss: 7.5915 2025-08-16 22:28:19,546 - pyskl - INFO - Epoch [99][2800/7492] lr: 1.324e-02, eta: 2 days, 7:10:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3166, top5_acc: 0.5841, loss_cls: 7.4530, loss: 7.4530 2025-08-16 22:29:10,756 - pyskl - INFO - Epoch [99][2900/7492] lr: 1.324e-02, eta: 2 days, 7:09:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3266, top5_acc: 0.5813, loss_cls: 7.4701, loss: 7.4701 2025-08-16 22:30:01,994 - pyskl - INFO - Epoch [99][3000/7492] lr: 1.323e-02, eta: 2 days, 7:08:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3375, top5_acc: 0.5881, loss_cls: 7.4150, loss: 7.4150 2025-08-16 22:30:53,272 - pyskl - INFO - Epoch [99][3100/7492] lr: 1.323e-02, eta: 2 days, 7:07:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3350, top5_acc: 0.5869, loss_cls: 7.4131, loss: 7.4131 2025-08-16 22:31:44,497 - pyskl - INFO - Epoch [99][3200/7492] lr: 1.322e-02, eta: 2 days, 7:06:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3284, top5_acc: 0.5803, loss_cls: 7.4782, loss: 7.4782 2025-08-16 22:32:35,809 - pyskl - INFO - Epoch [99][3300/7492] lr: 1.321e-02, eta: 2 days, 7:05:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3325, top5_acc: 0.5813, loss_cls: 7.5071, loss: 7.5071 2025-08-16 22:33:27,278 - pyskl - INFO - Epoch [99][3400/7492] lr: 1.321e-02, eta: 2 days, 7:05:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5741, loss_cls: 7.5607, loss: 7.5607 2025-08-16 22:34:18,494 - pyskl - INFO - Epoch [99][3500/7492] lr: 1.320e-02, eta: 2 days, 7:04:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3231, top5_acc: 0.5734, loss_cls: 7.5218, loss: 7.5218 2025-08-16 22:35:09,880 - pyskl - INFO - Epoch [99][3600/7492] lr: 1.320e-02, eta: 2 days, 7:03:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3231, top5_acc: 0.5753, loss_cls: 7.5192, loss: 7.5192 2025-08-16 22:36:01,456 - pyskl - INFO - Epoch [99][3700/7492] lr: 1.319e-02, eta: 2 days, 7:02:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5900, loss_cls: 7.5200, loss: 7.5200 2025-08-16 22:36:53,044 - pyskl - INFO - Epoch [99][3800/7492] lr: 1.318e-02, eta: 2 days, 7:01:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3266, top5_acc: 0.5753, loss_cls: 7.5107, loss: 7.5107 2025-08-16 22:37:44,275 - pyskl - INFO - Epoch [99][3900/7492] lr: 1.318e-02, eta: 2 days, 7:00:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3097, top5_acc: 0.5741, loss_cls: 7.5535, loss: 7.5535 2025-08-16 22:38:35,425 - pyskl - INFO - Epoch [99][4000/7492] lr: 1.317e-02, eta: 2 days, 6:59:55, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3178, top5_acc: 0.5637, loss_cls: 7.6811, loss: 7.6811 2025-08-16 22:39:26,750 - pyskl - INFO - Epoch [99][4100/7492] lr: 1.316e-02, eta: 2 days, 6:59:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3397, top5_acc: 0.5884, loss_cls: 7.4542, loss: 7.4542 2025-08-16 22:40:18,059 - pyskl - INFO - Epoch [99][4200/7492] lr: 1.316e-02, eta: 2 days, 6:58:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3091, top5_acc: 0.5719, loss_cls: 7.5962, loss: 7.5962 2025-08-16 22:41:09,324 - pyskl - INFO - Epoch [99][4300/7492] lr: 1.315e-02, eta: 2 days, 6:57:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5819, loss_cls: 7.5040, loss: 7.5040 2025-08-16 22:42:00,624 - pyskl - INFO - Epoch [99][4400/7492] lr: 1.315e-02, eta: 2 days, 6:56:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3259, top5_acc: 0.5806, loss_cls: 7.4749, loss: 7.4749 2025-08-16 22:42:52,158 - pyskl - INFO - Epoch [99][4500/7492] lr: 1.314e-02, eta: 2 days, 6:55:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3381, top5_acc: 0.5891, loss_cls: 7.4440, loss: 7.4440 2025-08-16 22:43:43,333 - pyskl - INFO - Epoch [99][4600/7492] lr: 1.313e-02, eta: 2 days, 6:54:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3150, top5_acc: 0.5637, loss_cls: 7.5912, loss: 7.5912 2025-08-16 22:44:34,595 - pyskl - INFO - Epoch [99][4700/7492] lr: 1.313e-02, eta: 2 days, 6:53:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3269, top5_acc: 0.5909, loss_cls: 7.4803, loss: 7.4803 2025-08-16 22:45:26,309 - pyskl - INFO - Epoch [99][4800/7492] lr: 1.312e-02, eta: 2 days, 6:53:04, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3281, top5_acc: 0.6038, loss_cls: 7.3656, loss: 7.3656 2025-08-16 22:46:17,637 - pyskl - INFO - Epoch [99][4900/7492] lr: 1.312e-02, eta: 2 days, 6:52:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3000, top5_acc: 0.5544, loss_cls: 7.6245, loss: 7.6245 2025-08-16 22:47:09,073 - pyskl - INFO - Epoch [99][5000/7492] lr: 1.311e-02, eta: 2 days, 6:51:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3137, top5_acc: 0.5484, loss_cls: 7.6278, loss: 7.6278 2025-08-16 22:48:00,551 - pyskl - INFO - Epoch [99][5100/7492] lr: 1.310e-02, eta: 2 days, 6:50:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3244, top5_acc: 0.5694, loss_cls: 7.5031, loss: 7.5031 2025-08-16 22:48:51,898 - pyskl - INFO - Epoch [99][5200/7492] lr: 1.310e-02, eta: 2 days, 6:49:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3241, top5_acc: 0.5744, loss_cls: 7.4710, loss: 7.4710 2025-08-16 22:49:43,273 - pyskl - INFO - Epoch [99][5300/7492] lr: 1.309e-02, eta: 2 days, 6:48:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3178, top5_acc: 0.5831, loss_cls: 7.5216, loss: 7.5216 2025-08-16 22:50:34,413 - pyskl - INFO - Epoch [99][5400/7492] lr: 1.308e-02, eta: 2 days, 6:47:56, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5744, loss_cls: 7.4399, loss: 7.4399 2025-08-16 22:51:25,641 - pyskl - INFO - Epoch [99][5500/7492] lr: 1.308e-02, eta: 2 days, 6:47:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3184, top5_acc: 0.5650, loss_cls: 7.6152, loss: 7.6152 2025-08-16 22:52:17,095 - pyskl - INFO - Epoch [99][5600/7492] lr: 1.307e-02, eta: 2 days, 6:46:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5791, loss_cls: 7.4785, loss: 7.4785 2025-08-16 22:53:08,488 - pyskl - INFO - Epoch [99][5700/7492] lr: 1.307e-02, eta: 2 days, 6:45:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3241, top5_acc: 0.5644, loss_cls: 7.5261, loss: 7.5261 2025-08-16 22:54:00,037 - pyskl - INFO - Epoch [99][5800/7492] lr: 1.306e-02, eta: 2 days, 6:44:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3287, top5_acc: 0.5731, loss_cls: 7.5333, loss: 7.5333 2025-08-16 22:54:51,499 - pyskl - INFO - Epoch [99][5900/7492] lr: 1.305e-02, eta: 2 days, 6:43:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3319, top5_acc: 0.5725, loss_cls: 7.5316, loss: 7.5316 2025-08-16 22:55:42,767 - pyskl - INFO - Epoch [99][6000/7492] lr: 1.305e-02, eta: 2 days, 6:42:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3156, top5_acc: 0.5747, loss_cls: 7.4698, loss: 7.4698 2025-08-16 22:56:33,965 - pyskl - INFO - Epoch [99][6100/7492] lr: 1.304e-02, eta: 2 days, 6:41:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5834, loss_cls: 7.5131, loss: 7.5131 2025-08-16 22:57:25,246 - pyskl - INFO - Epoch [99][6200/7492] lr: 1.304e-02, eta: 2 days, 6:41:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3300, top5_acc: 0.5728, loss_cls: 7.5400, loss: 7.5400 2025-08-16 22:58:16,569 - pyskl - INFO - Epoch [99][6300/7492] lr: 1.303e-02, eta: 2 days, 6:40:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5659, loss_cls: 7.5727, loss: 7.5727 2025-08-16 22:59:07,787 - pyskl - INFO - Epoch [99][6400/7492] lr: 1.302e-02, eta: 2 days, 6:39:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3103, top5_acc: 0.5769, loss_cls: 7.6560, loss: 7.6560 2025-08-16 22:59:59,139 - pyskl - INFO - Epoch [99][6500/7492] lr: 1.302e-02, eta: 2 days, 6:38:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3166, top5_acc: 0.5713, loss_cls: 7.5195, loss: 7.5195 2025-08-16 23:00:50,565 - pyskl - INFO - Epoch [99][6600/7492] lr: 1.301e-02, eta: 2 days, 6:37:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5725, loss_cls: 7.5853, loss: 7.5853 2025-08-16 23:01:41,800 - pyskl - INFO - Epoch [99][6700/7492] lr: 1.300e-02, eta: 2 days, 6:36:49, time: 0.514, data_time: 0.002, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5691, loss_cls: 7.6056, loss: 7.6056 2025-08-16 23:02:32,990 - pyskl - INFO - Epoch [99][6800/7492] lr: 1.300e-02, eta: 2 days, 6:35:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3169, top5_acc: 0.5728, loss_cls: 7.5247, loss: 7.5247 2025-08-16 23:03:24,481 - pyskl - INFO - Epoch [99][6900/7492] lr: 1.299e-02, eta: 2 days, 6:35:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5800, loss_cls: 7.5251, loss: 7.5251 2025-08-16 23:04:16,245 - pyskl - INFO - Epoch [99][7000/7492] lr: 1.299e-02, eta: 2 days, 6:34:15, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3153, top5_acc: 0.5775, loss_cls: 7.4348, loss: 7.4348 2025-08-16 23:05:07,659 - pyskl - INFO - Epoch [99][7100/7492] lr: 1.298e-02, eta: 2 days, 6:33:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3228, top5_acc: 0.5694, loss_cls: 7.6312, loss: 7.6312 2025-08-16 23:05:59,034 - pyskl - INFO - Epoch [99][7200/7492] lr: 1.297e-02, eta: 2 days, 6:32:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3325, top5_acc: 0.5734, loss_cls: 7.6115, loss: 7.6115 2025-08-16 23:06:50,267 - pyskl - INFO - Epoch [99][7300/7492] lr: 1.297e-02, eta: 2 days, 6:31:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3178, top5_acc: 0.5691, loss_cls: 7.5927, loss: 7.5927 2025-08-16 23:07:41,794 - pyskl - INFO - Epoch [99][7400/7492] lr: 1.296e-02, eta: 2 days, 6:30:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3209, top5_acc: 0.5706, loss_cls: 7.5443, loss: 7.5443 2025-08-16 23:08:29,706 - pyskl - INFO - Saving checkpoint at 99 epochs 2025-08-16 23:09:26,333 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-16 23:09:27,065 - pyskl - INFO - top1_acc 0.2871 top5_acc 0.5312 2025-08-16 23:09:27,066 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-16 23:09:27,100 - pyskl - INFO - mean_acc 0.2870 2025-08-16 23:09:27,157 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_97.pth was removed 2025-08-16 23:09:28,258 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. 2025-08-16 23:09:28,259 - pyskl - INFO - Best top1_acc is 0.2871 at 99 epoch. 2025-08-16 23:09:28,271 - pyskl - INFO - Epoch(val) [99][617] top1_acc: 0.2871, top5_acc: 0.5312, mean_class_accuracy: 0.2870 2025-08-16 23:10:50,065 - pyskl - INFO - Epoch [100][100/7492] lr: 1.295e-02, eta: 2 days, 6:29:02, time: 0.818, data_time: 0.304, memory: 13026, top1_acc: 0.3381, top5_acc: 0.5884, loss_cls: 7.3900, loss: 7.3900 2025-08-16 23:11:41,277 - pyskl - INFO - Epoch [100][200/7492] lr: 1.294e-02, eta: 2 days, 6:28:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3431, top5_acc: 0.5950, loss_cls: 7.4580, loss: 7.4580 2025-08-16 23:12:32,726 - pyskl - INFO - Epoch [100][300/7492] lr: 1.294e-02, eta: 2 days, 6:27:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3356, top5_acc: 0.5972, loss_cls: 7.4443, loss: 7.4443 2025-08-16 23:13:24,008 - pyskl - INFO - Epoch [100][400/7492] lr: 1.293e-02, eta: 2 days, 6:26:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3312, top5_acc: 0.5819, loss_cls: 7.4135, loss: 7.4135 2025-08-16 23:14:15,195 - pyskl - INFO - Epoch [100][500/7492] lr: 1.293e-02, eta: 2 days, 6:25:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.5784, loss_cls: 7.3740, loss: 7.3740 2025-08-16 23:15:06,330 - pyskl - INFO - Epoch [100][600/7492] lr: 1.292e-02, eta: 2 days, 6:24:45, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3375, top5_acc: 0.5869, loss_cls: 7.3676, loss: 7.3676 2025-08-16 23:15:57,266 - pyskl - INFO - Epoch [100][700/7492] lr: 1.291e-02, eta: 2 days, 6:23:54, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3375, top5_acc: 0.6009, loss_cls: 7.3556, loss: 7.3556 2025-08-16 23:16:48,414 - pyskl - INFO - Epoch [100][800/7492] lr: 1.291e-02, eta: 2 days, 6:23:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3378, top5_acc: 0.5988, loss_cls: 7.3765, loss: 7.3765 2025-08-16 23:17:39,461 - pyskl - INFO - Epoch [100][900/7492] lr: 1.290e-02, eta: 2 days, 6:22:11, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3219, top5_acc: 0.5803, loss_cls: 7.3997, loss: 7.3997 2025-08-16 23:18:30,413 - pyskl - INFO - Epoch [100][1000/7492] lr: 1.290e-02, eta: 2 days, 6:21:19, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3378, top5_acc: 0.5791, loss_cls: 7.4285, loss: 7.4285 2025-08-16 23:19:21,440 - pyskl - INFO - Epoch [100][1100/7492] lr: 1.289e-02, eta: 2 days, 6:20:28, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5681, loss_cls: 7.6243, loss: 7.6243 2025-08-16 23:20:12,905 - pyskl - INFO - Epoch [100][1200/7492] lr: 1.288e-02, eta: 2 days, 6:19:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3331, top5_acc: 0.5966, loss_cls: 7.4498, loss: 7.4498 2025-08-16 23:21:04,186 - pyskl - INFO - Epoch [100][1300/7492] lr: 1.288e-02, eta: 2 days, 6:18:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5759, loss_cls: 7.5373, loss: 7.5373 2025-08-16 23:21:55,233 - pyskl - INFO - Epoch [100][1400/7492] lr: 1.287e-02, eta: 2 days, 6:17:53, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3234, top5_acc: 0.5659, loss_cls: 7.5324, loss: 7.5324 2025-08-16 23:22:46,428 - pyskl - INFO - Epoch [100][1500/7492] lr: 1.286e-02, eta: 2 days, 6:17:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3359, top5_acc: 0.5753, loss_cls: 7.5115, loss: 7.5115 2025-08-16 23:23:37,607 - pyskl - INFO - Epoch [100][1600/7492] lr: 1.286e-02, eta: 2 days, 6:16:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5863, loss_cls: 7.4123, loss: 7.4123 2025-08-16 23:24:28,662 - pyskl - INFO - Epoch [100][1700/7492] lr: 1.285e-02, eta: 2 days, 6:15:19, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3331, top5_acc: 0.5819, loss_cls: 7.5420, loss: 7.5420 2025-08-16 23:25:19,790 - pyskl - INFO - Epoch [100][1800/7492] lr: 1.285e-02, eta: 2 days, 6:14:28, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3284, top5_acc: 0.5772, loss_cls: 7.5406, loss: 7.5406 2025-08-16 23:26:10,995 - pyskl - INFO - Epoch [100][1900/7492] lr: 1.284e-02, eta: 2 days, 6:13:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3375, top5_acc: 0.5837, loss_cls: 7.4062, loss: 7.4062 2025-08-16 23:27:02,153 - pyskl - INFO - Epoch [100][2000/7492] lr: 1.283e-02, eta: 2 days, 6:12:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3394, top5_acc: 0.5928, loss_cls: 7.3860, loss: 7.3860 2025-08-16 23:27:53,213 - pyskl - INFO - Epoch [100][2100/7492] lr: 1.283e-02, eta: 2 days, 6:11:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3403, top5_acc: 0.5934, loss_cls: 7.4833, loss: 7.4833 2025-08-16 23:28:44,273 - pyskl - INFO - Epoch [100][2200/7492] lr: 1.282e-02, eta: 2 days, 6:11:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5916, loss_cls: 7.4451, loss: 7.4451 2025-08-16 23:29:35,464 - pyskl - INFO - Epoch [100][2300/7492] lr: 1.282e-02, eta: 2 days, 6:10:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3175, top5_acc: 0.5719, loss_cls: 7.5322, loss: 7.5322 2025-08-16 23:30:26,801 - pyskl - INFO - Epoch [100][2400/7492] lr: 1.281e-02, eta: 2 days, 6:09:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5847, loss_cls: 7.5220, loss: 7.5220 2025-08-16 23:31:18,324 - pyskl - INFO - Epoch [100][2500/7492] lr: 1.280e-02, eta: 2 days, 6:08:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3209, top5_acc: 0.5813, loss_cls: 7.4562, loss: 7.4562 2025-08-16 23:32:09,621 - pyskl - INFO - Epoch [100][2600/7492] lr: 1.280e-02, eta: 2 days, 6:07:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3278, top5_acc: 0.5866, loss_cls: 7.5364, loss: 7.5364 2025-08-16 23:33:00,717 - pyskl - INFO - Epoch [100][2700/7492] lr: 1.279e-02, eta: 2 days, 6:06:45, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3322, top5_acc: 0.5916, loss_cls: 7.3716, loss: 7.3716 2025-08-16 23:33:51,996 - pyskl - INFO - Epoch [100][2800/7492] lr: 1.279e-02, eta: 2 days, 6:05:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3353, top5_acc: 0.5950, loss_cls: 7.4036, loss: 7.4036 2025-08-16 23:34:43,145 - pyskl - INFO - Epoch [100][2900/7492] lr: 1.278e-02, eta: 2 days, 6:05:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3122, top5_acc: 0.5806, loss_cls: 7.4606, loss: 7.4606 2025-08-16 23:35:34,292 - pyskl - INFO - Epoch [100][3000/7492] lr: 1.277e-02, eta: 2 days, 6:04:11, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3409, top5_acc: 0.5922, loss_cls: 7.3135, loss: 7.3135 2025-08-16 23:36:25,516 - pyskl - INFO - Epoch [100][3100/7492] lr: 1.277e-02, eta: 2 days, 6:03:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3328, top5_acc: 0.5794, loss_cls: 7.5310, loss: 7.5310 2025-08-16 23:37:16,826 - pyskl - INFO - Epoch [100][3200/7492] lr: 1.276e-02, eta: 2 days, 6:02:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3241, top5_acc: 0.5800, loss_cls: 7.4561, loss: 7.4561 2025-08-16 23:38:08,131 - pyskl - INFO - Epoch [100][3300/7492] lr: 1.275e-02, eta: 2 days, 6:01:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3269, top5_acc: 0.5878, loss_cls: 7.3828, loss: 7.3828 2025-08-16 23:38:59,549 - pyskl - INFO - Epoch [100][3400/7492] lr: 1.275e-02, eta: 2 days, 6:00:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3438, top5_acc: 0.5878, loss_cls: 7.4433, loss: 7.4433 2025-08-16 23:39:50,757 - pyskl - INFO - Epoch [100][3500/7492] lr: 1.274e-02, eta: 2 days, 5:59:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3241, top5_acc: 0.5791, loss_cls: 7.5141, loss: 7.5141 2025-08-16 23:40:41,718 - pyskl - INFO - Epoch [100][3600/7492] lr: 1.274e-02, eta: 2 days, 5:59:02, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5766, loss_cls: 7.5027, loss: 7.5027 2025-08-16 23:41:33,018 - pyskl - INFO - Epoch [100][3700/7492] lr: 1.273e-02, eta: 2 days, 5:58:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3419, top5_acc: 0.5913, loss_cls: 7.3670, loss: 7.3670 2025-08-16 23:42:24,326 - pyskl - INFO - Epoch [100][3800/7492] lr: 1.272e-02, eta: 2 days, 5:57:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3416, top5_acc: 0.5969, loss_cls: 7.3886, loss: 7.3886 2025-08-16 23:43:15,740 - pyskl - INFO - Epoch [100][3900/7492] lr: 1.272e-02, eta: 2 days, 5:56:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5778, loss_cls: 7.5440, loss: 7.5440 2025-08-16 23:44:07,067 - pyskl - INFO - Epoch [100][4000/7492] lr: 1.271e-02, eta: 2 days, 5:55:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3294, top5_acc: 0.5859, loss_cls: 7.5395, loss: 7.5395 2025-08-16 23:44:58,235 - pyskl - INFO - Epoch [100][4100/7492] lr: 1.271e-02, eta: 2 days, 5:54:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3294, top5_acc: 0.5869, loss_cls: 7.4189, loss: 7.4189 2025-08-16 23:45:49,536 - pyskl - INFO - Epoch [100][4200/7492] lr: 1.270e-02, eta: 2 days, 5:53:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3284, top5_acc: 0.5831, loss_cls: 7.4878, loss: 7.4878 2025-08-16 23:46:40,734 - pyskl - INFO - Epoch [100][4300/7492] lr: 1.269e-02, eta: 2 days, 5:53:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3203, top5_acc: 0.5613, loss_cls: 7.5800, loss: 7.5800 2025-08-16 23:47:31,979 - pyskl - INFO - Epoch [100][4400/7492] lr: 1.269e-02, eta: 2 days, 5:52:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5837, loss_cls: 7.5114, loss: 7.5114 2025-08-16 23:48:23,453 - pyskl - INFO - Epoch [100][4500/7492] lr: 1.268e-02, eta: 2 days, 5:51:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3344, top5_acc: 0.5756, loss_cls: 7.4256, loss: 7.4256 2025-08-16 23:49:15,122 - pyskl - INFO - Epoch [100][4600/7492] lr: 1.268e-02, eta: 2 days, 5:50:29, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3212, top5_acc: 0.5725, loss_cls: 7.4353, loss: 7.4353 2025-08-16 23:50:06,873 - pyskl - INFO - Epoch [100][4700/7492] lr: 1.267e-02, eta: 2 days, 5:49:37, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3203, top5_acc: 0.5744, loss_cls: 7.4999, loss: 7.4999 2025-08-16 23:50:58,620 - pyskl - INFO - Epoch [100][4800/7492] lr: 1.266e-02, eta: 2 days, 5:48:46, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5847, loss_cls: 7.4489, loss: 7.4489 2025-08-16 23:51:50,389 - pyskl - INFO - Epoch [100][4900/7492] lr: 1.266e-02, eta: 2 days, 5:47:55, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3312, top5_acc: 0.5853, loss_cls: 7.4549, loss: 7.4549 2025-08-16 23:52:41,943 - pyskl - INFO - Epoch [100][5000/7492] lr: 1.265e-02, eta: 2 days, 5:47:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5700, loss_cls: 7.5903, loss: 7.5903 2025-08-16 23:53:33,512 - pyskl - INFO - Epoch [100][5100/7492] lr: 1.265e-02, eta: 2 days, 5:46:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5716, loss_cls: 7.5543, loss: 7.5543 2025-08-16 23:54:25,145 - pyskl - INFO - Epoch [100][5200/7492] lr: 1.264e-02, eta: 2 days, 5:45:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3272, top5_acc: 0.5697, loss_cls: 7.4966, loss: 7.4966 2025-08-16 23:55:16,800 - pyskl - INFO - Epoch [100][5300/7492] lr: 1.263e-02, eta: 2 days, 5:44:30, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5722, loss_cls: 7.5066, loss: 7.5066 2025-08-16 23:56:08,402 - pyskl - INFO - Epoch [100][5400/7492] lr: 1.263e-02, eta: 2 days, 5:43:39, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3337, top5_acc: 0.5887, loss_cls: 7.3644, loss: 7.3644 2025-08-16 23:56:59,861 - pyskl - INFO - Epoch [100][5500/7492] lr: 1.262e-02, eta: 2 days, 5:42:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3053, top5_acc: 0.5666, loss_cls: 7.5165, loss: 7.5165 2025-08-16 23:57:51,589 - pyskl - INFO - Epoch [100][5600/7492] lr: 1.261e-02, eta: 2 days, 5:41:57, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3412, top5_acc: 0.5894, loss_cls: 7.3979, loss: 7.3979 2025-08-16 23:58:43,143 - pyskl - INFO - Epoch [100][5700/7492] lr: 1.261e-02, eta: 2 days, 5:41:05, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3287, top5_acc: 0.5775, loss_cls: 7.4650, loss: 7.4650 2025-08-16 23:59:34,778 - pyskl - INFO - Epoch [100][5800/7492] lr: 1.260e-02, eta: 2 days, 5:40:14, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5772, loss_cls: 7.5600, loss: 7.5600 2025-08-17 00:00:26,482 - pyskl - INFO - Epoch [100][5900/7492] lr: 1.260e-02, eta: 2 days, 5:39:23, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5844, loss_cls: 7.3460, loss: 7.3460 2025-08-17 00:01:18,177 - pyskl - INFO - Epoch [100][6000/7492] lr: 1.259e-02, eta: 2 days, 5:38:32, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3066, top5_acc: 0.5650, loss_cls: 7.5438, loss: 7.5438 2025-08-17 00:02:09,506 - pyskl - INFO - Epoch [100][6100/7492] lr: 1.258e-02, eta: 2 days, 5:37:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5878, loss_cls: 7.4214, loss: 7.4214 2025-08-17 00:03:00,841 - pyskl - INFO - Epoch [100][6200/7492] lr: 1.258e-02, eta: 2 days, 5:36:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5675, loss_cls: 7.5182, loss: 7.5182 2025-08-17 00:03:52,130 - pyskl - INFO - Epoch [100][6300/7492] lr: 1.257e-02, eta: 2 days, 5:35:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5750, loss_cls: 7.4515, loss: 7.4515 2025-08-17 00:04:43,397 - pyskl - INFO - Epoch [100][6400/7492] lr: 1.257e-02, eta: 2 days, 5:35:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5669, loss_cls: 7.5273, loss: 7.5273 2025-08-17 00:05:34,625 - pyskl - INFO - Epoch [100][6500/7492] lr: 1.256e-02, eta: 2 days, 5:34:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3372, top5_acc: 0.5759, loss_cls: 7.4924, loss: 7.4924 2025-08-17 00:06:26,129 - pyskl - INFO - Epoch [100][6600/7492] lr: 1.255e-02, eta: 2 days, 5:33:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3166, top5_acc: 0.5578, loss_cls: 7.6860, loss: 7.6860 2025-08-17 00:07:17,668 - pyskl - INFO - Epoch [100][6700/7492] lr: 1.255e-02, eta: 2 days, 5:32:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3219, top5_acc: 0.5647, loss_cls: 7.5064, loss: 7.5064 2025-08-17 00:08:08,868 - pyskl - INFO - Epoch [100][6800/7492] lr: 1.254e-02, eta: 2 days, 5:31:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3262, top5_acc: 0.5647, loss_cls: 7.6802, loss: 7.6802 2025-08-17 00:09:00,117 - pyskl - INFO - Epoch [100][6900/7492] lr: 1.254e-02, eta: 2 days, 5:30:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5794, loss_cls: 7.5059, loss: 7.5059 2025-08-17 00:09:51,397 - pyskl - INFO - Epoch [100][7000/7492] lr: 1.253e-02, eta: 2 days, 5:29:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3359, top5_acc: 0.5872, loss_cls: 7.4556, loss: 7.4556 2025-08-17 00:10:42,545 - pyskl - INFO - Epoch [100][7100/7492] lr: 1.252e-02, eta: 2 days, 5:29:07, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5991, loss_cls: 7.4183, loss: 7.4183 2025-08-17 00:11:33,781 - pyskl - INFO - Epoch [100][7200/7492] lr: 1.252e-02, eta: 2 days, 5:28:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3312, top5_acc: 0.5900, loss_cls: 7.5400, loss: 7.5400 2025-08-17 00:12:25,161 - pyskl - INFO - Epoch [100][7300/7492] lr: 1.251e-02, eta: 2 days, 5:27:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3184, top5_acc: 0.5744, loss_cls: 7.5431, loss: 7.5431 2025-08-17 00:13:16,232 - pyskl - INFO - Epoch [100][7400/7492] lr: 1.251e-02, eta: 2 days, 5:26:33, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3231, top5_acc: 0.5744, loss_cls: 7.5207, loss: 7.5207 2025-08-17 00:14:04,168 - pyskl - INFO - Saving checkpoint at 100 epochs 2025-08-17 00:40:22,502 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 00:40:23,234 - pyskl - INFO - top1_acc 0.2767 top5_acc 0.5267 2025-08-17 00:40:23,234 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 00:40:23,270 - pyskl - INFO - mean_acc 0.2764 2025-08-17 00:40:23,292 - pyskl - INFO - Epoch(val) [100][617] top1_acc: 0.2767, top5_acc: 0.5267, mean_class_accuracy: 0.2764 2025-08-17 00:41:45,794 - pyskl - INFO - Epoch [101][100/7492] lr: 1.249e-02, eta: 2 days, 5:24:46, time: 0.825, data_time: 0.310, memory: 13026, top1_acc: 0.3425, top5_acc: 0.6012, loss_cls: 7.4012, loss: 7.4012 2025-08-17 00:42:37,456 - pyskl - INFO - Epoch [101][200/7492] lr: 1.249e-02, eta: 2 days, 5:23:55, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3391, top5_acc: 0.6025, loss_cls: 7.4578, loss: 7.4578 2025-08-17 00:43:28,965 - pyskl - INFO - Epoch [101][300/7492] lr: 1.248e-02, eta: 2 days, 5:23:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3269, top5_acc: 0.5859, loss_cls: 7.4676, loss: 7.4676 2025-08-17 00:44:20,410 - pyskl - INFO - Epoch [101][400/7492] lr: 1.248e-02, eta: 2 days, 5:22:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3331, top5_acc: 0.5969, loss_cls: 7.3440, loss: 7.3440 2025-08-17 00:45:11,766 - pyskl - INFO - Epoch [101][500/7492] lr: 1.247e-02, eta: 2 days, 5:21:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5922, loss_cls: 7.3839, loss: 7.3839 2025-08-17 00:46:03,146 - pyskl - INFO - Epoch [101][600/7492] lr: 1.246e-02, eta: 2 days, 5:20:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3416, top5_acc: 0.5991, loss_cls: 7.3421, loss: 7.3421 2025-08-17 00:46:54,550 - pyskl - INFO - Epoch [101][700/7492] lr: 1.246e-02, eta: 2 days, 5:19:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3325, top5_acc: 0.5944, loss_cls: 7.3864, loss: 7.3864 2025-08-17 00:47:45,816 - pyskl - INFO - Epoch [101][800/7492] lr: 1.245e-02, eta: 2 days, 5:18:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3325, top5_acc: 0.5894, loss_cls: 7.4912, loss: 7.4912 2025-08-17 00:48:37,125 - pyskl - INFO - Epoch [101][900/7492] lr: 1.245e-02, eta: 2 days, 5:17:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5859, loss_cls: 7.4592, loss: 7.4592 2025-08-17 00:49:28,363 - pyskl - INFO - Epoch [101][1000/7492] lr: 1.244e-02, eta: 2 days, 5:17:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5816, loss_cls: 7.5075, loss: 7.5075 2025-08-17 00:50:20,026 - pyskl - INFO - Epoch [101][1100/7492] lr: 1.243e-02, eta: 2 days, 5:16:13, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5878, loss_cls: 7.4674, loss: 7.4674 2025-08-17 00:51:11,677 - pyskl - INFO - Epoch [101][1200/7492] lr: 1.243e-02, eta: 2 days, 5:15:22, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3412, top5_acc: 0.5856, loss_cls: 7.3774, loss: 7.3774 2025-08-17 00:52:03,132 - pyskl - INFO - Epoch [101][1300/7492] lr: 1.242e-02, eta: 2 days, 5:14:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5925, loss_cls: 7.4297, loss: 7.4297 2025-08-17 00:52:54,439 - pyskl - INFO - Epoch [101][1400/7492] lr: 1.242e-02, eta: 2 days, 5:13:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3381, top5_acc: 0.5794, loss_cls: 7.4489, loss: 7.4489 2025-08-17 00:53:45,915 - pyskl - INFO - Epoch [101][1500/7492] lr: 1.241e-02, eta: 2 days, 5:12:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3334, top5_acc: 0.5881, loss_cls: 7.4876, loss: 7.4876 2025-08-17 00:54:37,018 - pyskl - INFO - Epoch [101][1600/7492] lr: 1.240e-02, eta: 2 days, 5:11:56, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3259, top5_acc: 0.5819, loss_cls: 7.4538, loss: 7.4538 2025-08-17 00:55:27,836 - pyskl - INFO - Epoch [101][1700/7492] lr: 1.240e-02, eta: 2 days, 5:11:05, time: 0.508, data_time: 0.000, memory: 13026, top1_acc: 0.3228, top5_acc: 0.5856, loss_cls: 7.4525, loss: 7.4525 2025-08-17 00:56:19,401 - pyskl - INFO - Epoch [101][1800/7492] lr: 1.239e-02, eta: 2 days, 5:10:13, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3337, top5_acc: 0.5988, loss_cls: 7.4555, loss: 7.4555 2025-08-17 00:57:10,496 - pyskl - INFO - Epoch [101][1900/7492] lr: 1.239e-02, eta: 2 days, 5:09:22, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3381, top5_acc: 0.5881, loss_cls: 7.4073, loss: 7.4073 2025-08-17 00:58:01,310 - pyskl - INFO - Epoch [101][2000/7492] lr: 1.238e-02, eta: 2 days, 5:08:30, time: 0.508, data_time: 0.000, memory: 13026, top1_acc: 0.3216, top5_acc: 0.5778, loss_cls: 7.5480, loss: 7.5480 2025-08-17 00:58:52,156 - pyskl - INFO - Epoch [101][2100/7492] lr: 1.237e-02, eta: 2 days, 5:07:39, time: 0.508, data_time: 0.000, memory: 13026, top1_acc: 0.3303, top5_acc: 0.5797, loss_cls: 7.4771, loss: 7.4771 2025-08-17 00:59:43,160 - pyskl - INFO - Epoch [101][2200/7492] lr: 1.237e-02, eta: 2 days, 5:06:47, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3156, top5_acc: 0.5822, loss_cls: 7.5294, loss: 7.5294 2025-08-17 01:00:34,448 - pyskl - INFO - Epoch [101][2300/7492] lr: 1.236e-02, eta: 2 days, 5:05:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3444, top5_acc: 0.5931, loss_cls: 7.4281, loss: 7.4281 2025-08-17 01:01:25,521 - pyskl - INFO - Epoch [101][2400/7492] lr: 1.236e-02, eta: 2 days, 5:05:04, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3394, top5_acc: 0.5991, loss_cls: 7.4140, loss: 7.4140 2025-08-17 01:02:16,415 - pyskl - INFO - Epoch [101][2500/7492] lr: 1.235e-02, eta: 2 days, 5:04:13, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3219, top5_acc: 0.5681, loss_cls: 7.6019, loss: 7.6019 2025-08-17 01:03:07,568 - pyskl - INFO - Epoch [101][2600/7492] lr: 1.234e-02, eta: 2 days, 5:03:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3391, top5_acc: 0.6019, loss_cls: 7.2657, loss: 7.2657 2025-08-17 01:03:58,419 - pyskl - INFO - Epoch [101][2700/7492] lr: 1.234e-02, eta: 2 days, 5:02:30, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.5916, loss_cls: 7.3839, loss: 7.3839 2025-08-17 01:04:49,454 - pyskl - INFO - Epoch [101][2800/7492] lr: 1.233e-02, eta: 2 days, 5:01:38, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.5994, loss_cls: 7.3832, loss: 7.3832 2025-08-17 01:05:40,760 - pyskl - INFO - Epoch [101][2900/7492] lr: 1.232e-02, eta: 2 days, 5:00:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3184, top5_acc: 0.5778, loss_cls: 7.4631, loss: 7.4631 2025-08-17 01:06:32,196 - pyskl - INFO - Epoch [101][3000/7492] lr: 1.232e-02, eta: 2 days, 4:59:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3116, top5_acc: 0.5700, loss_cls: 7.5591, loss: 7.5591 2025-08-17 01:07:23,379 - pyskl - INFO - Epoch [101][3100/7492] lr: 1.231e-02, eta: 2 days, 4:59:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5844, loss_cls: 7.4928, loss: 7.4928 2025-08-17 01:08:14,485 - pyskl - INFO - Epoch [101][3200/7492] lr: 1.231e-02, eta: 2 days, 4:58:13, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3356, top5_acc: 0.5928, loss_cls: 7.4533, loss: 7.4533 2025-08-17 01:09:05,379 - pyskl - INFO - Epoch [101][3300/7492] lr: 1.230e-02, eta: 2 days, 4:57:21, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3209, top5_acc: 0.5647, loss_cls: 7.5320, loss: 7.5320 2025-08-17 01:09:56,277 - pyskl - INFO - Epoch [101][3400/7492] lr: 1.229e-02, eta: 2 days, 4:56:30, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3244, top5_acc: 0.5631, loss_cls: 7.5219, loss: 7.5219 2025-08-17 01:10:47,379 - pyskl - INFO - Epoch [101][3500/7492] lr: 1.229e-02, eta: 2 days, 4:55:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3319, top5_acc: 0.5787, loss_cls: 7.5166, loss: 7.5166 2025-08-17 01:11:38,226 - pyskl - INFO - Epoch [101][3600/7492] lr: 1.228e-02, eta: 2 days, 4:54:47, time: 0.508, data_time: 0.000, memory: 13026, top1_acc: 0.3247, top5_acc: 0.5784, loss_cls: 7.4556, loss: 7.4556 2025-08-17 01:12:29,236 - pyskl - INFO - Epoch [101][3700/7492] lr: 1.228e-02, eta: 2 days, 4:53:55, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3209, top5_acc: 0.5819, loss_cls: 7.5114, loss: 7.5114 2025-08-17 01:13:19,825 - pyskl - INFO - Epoch [101][3800/7492] lr: 1.227e-02, eta: 2 days, 4:53:03, time: 0.506, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5769, loss_cls: 7.4597, loss: 7.4597 2025-08-17 01:14:10,739 - pyskl - INFO - Epoch [101][3900/7492] lr: 1.226e-02, eta: 2 days, 4:52:12, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3284, top5_acc: 0.5813, loss_cls: 7.4021, loss: 7.4021 2025-08-17 01:15:01,696 - pyskl - INFO - Epoch [101][4000/7492] lr: 1.226e-02, eta: 2 days, 4:51:20, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5778, loss_cls: 7.4836, loss: 7.4836 2025-08-17 01:15:52,488 - pyskl - INFO - Epoch [101][4100/7492] lr: 1.225e-02, eta: 2 days, 4:50:29, time: 0.508, data_time: 0.000, memory: 13026, top1_acc: 0.3300, top5_acc: 0.5819, loss_cls: 7.5724, loss: 7.5724 2025-08-17 01:16:43,427 - pyskl - INFO - Epoch [101][4200/7492] lr: 1.225e-02, eta: 2 days, 4:49:37, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5906, loss_cls: 7.3396, loss: 7.3396 2025-08-17 01:17:34,296 - pyskl - INFO - Epoch [101][4300/7492] lr: 1.224e-02, eta: 2 days, 4:48:46, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3438, top5_acc: 0.5938, loss_cls: 7.4031, loss: 7.4031 2025-08-17 01:18:25,158 - pyskl - INFO - Epoch [101][4400/7492] lr: 1.223e-02, eta: 2 days, 4:47:54, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3434, top5_acc: 0.5816, loss_cls: 7.3879, loss: 7.3879 2025-08-17 01:19:16,258 - pyskl - INFO - Epoch [101][4500/7492] lr: 1.223e-02, eta: 2 days, 4:47:03, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3372, top5_acc: 0.5756, loss_cls: 7.4455, loss: 7.4455 2025-08-17 01:20:07,569 - pyskl - INFO - Epoch [101][4600/7492] lr: 1.222e-02, eta: 2 days, 4:46:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3412, top5_acc: 0.5994, loss_cls: 7.4105, loss: 7.4105 2025-08-17 01:20:58,915 - pyskl - INFO - Epoch [101][4700/7492] lr: 1.222e-02, eta: 2 days, 4:45:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3356, top5_acc: 0.5922, loss_cls: 7.3852, loss: 7.3852 2025-08-17 01:21:50,406 - pyskl - INFO - Epoch [101][4800/7492] lr: 1.221e-02, eta: 2 days, 4:44:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3375, top5_acc: 0.5966, loss_cls: 7.3505, loss: 7.3505 2025-08-17 01:22:41,692 - pyskl - INFO - Epoch [101][4900/7492] lr: 1.220e-02, eta: 2 days, 4:43:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3262, top5_acc: 0.5794, loss_cls: 7.4441, loss: 7.4441 2025-08-17 01:23:33,066 - pyskl - INFO - Epoch [101][5000/7492] lr: 1.220e-02, eta: 2 days, 4:42:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3416, top5_acc: 0.5831, loss_cls: 7.4625, loss: 7.4625 2025-08-17 01:24:24,434 - pyskl - INFO - Epoch [101][5100/7492] lr: 1.219e-02, eta: 2 days, 4:41:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3331, top5_acc: 0.5872, loss_cls: 7.4116, loss: 7.4116 2025-08-17 01:25:15,747 - pyskl - INFO - Epoch [101][5200/7492] lr: 1.219e-02, eta: 2 days, 4:41:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5872, loss_cls: 7.4624, loss: 7.4624 2025-08-17 01:26:06,878 - pyskl - INFO - Epoch [101][5300/7492] lr: 1.218e-02, eta: 2 days, 4:40:12, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3344, top5_acc: 0.5763, loss_cls: 7.4110, loss: 7.4110 2025-08-17 01:26:58,005 - pyskl - INFO - Epoch [101][5400/7492] lr: 1.217e-02, eta: 2 days, 4:39:20, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3222, top5_acc: 0.5734, loss_cls: 7.5211, loss: 7.5211 2025-08-17 01:27:49,249 - pyskl - INFO - Epoch [101][5500/7492] lr: 1.217e-02, eta: 2 days, 4:38:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3406, top5_acc: 0.5991, loss_cls: 7.2731, loss: 7.2731 2025-08-17 01:28:40,571 - pyskl - INFO - Epoch [101][5600/7492] lr: 1.216e-02, eta: 2 days, 4:37:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5734, loss_cls: 7.5058, loss: 7.5058 2025-08-17 01:29:32,338 - pyskl - INFO - Epoch [101][5700/7492] lr: 1.216e-02, eta: 2 days, 4:36:46, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3425, top5_acc: 0.5891, loss_cls: 7.4282, loss: 7.4282 2025-08-17 01:30:23,735 - pyskl - INFO - Epoch [101][5800/7492] lr: 1.215e-02, eta: 2 days, 4:35:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3175, top5_acc: 0.5775, loss_cls: 7.5404, loss: 7.5404 2025-08-17 01:31:15,262 - pyskl - INFO - Epoch [101][5900/7492] lr: 1.214e-02, eta: 2 days, 4:35:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3450, top5_acc: 0.5947, loss_cls: 7.3339, loss: 7.3339 2025-08-17 01:32:06,681 - pyskl - INFO - Epoch [101][6000/7492] lr: 1.214e-02, eta: 2 days, 4:34:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5828, loss_cls: 7.4589, loss: 7.4589 2025-08-17 01:32:57,910 - pyskl - INFO - Epoch [101][6100/7492] lr: 1.213e-02, eta: 2 days, 4:33:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3166, top5_acc: 0.5741, loss_cls: 7.5311, loss: 7.5311 2025-08-17 01:33:49,313 - pyskl - INFO - Epoch [101][6200/7492] lr: 1.213e-02, eta: 2 days, 4:32:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5850, loss_cls: 7.4582, loss: 7.4582 2025-08-17 01:34:40,696 - pyskl - INFO - Epoch [101][6300/7492] lr: 1.212e-02, eta: 2 days, 4:31:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3366, top5_acc: 0.5903, loss_cls: 7.4375, loss: 7.4375 2025-08-17 01:35:31,779 - pyskl - INFO - Epoch [101][6400/7492] lr: 1.211e-02, eta: 2 days, 4:30:47, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3166, top5_acc: 0.5750, loss_cls: 7.5070, loss: 7.5070 2025-08-17 01:36:22,904 - pyskl - INFO - Epoch [101][6500/7492] lr: 1.211e-02, eta: 2 days, 4:29:56, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3259, top5_acc: 0.5791, loss_cls: 7.5155, loss: 7.5155 2025-08-17 01:37:13,962 - pyskl - INFO - Epoch [101][6600/7492] lr: 1.210e-02, eta: 2 days, 4:29:04, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5753, loss_cls: 7.4571, loss: 7.4571 2025-08-17 01:38:05,206 - pyskl - INFO - Epoch [101][6700/7492] lr: 1.210e-02, eta: 2 days, 4:28:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3156, top5_acc: 0.5713, loss_cls: 7.5089, loss: 7.5089 2025-08-17 01:38:56,598 - pyskl - INFO - Epoch [101][6800/7492] lr: 1.209e-02, eta: 2 days, 4:27:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5856, loss_cls: 7.4845, loss: 7.4845 2025-08-17 01:39:47,838 - pyskl - INFO - Epoch [101][6900/7492] lr: 1.208e-02, eta: 2 days, 4:26:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5931, loss_cls: 7.5272, loss: 7.5272 2025-08-17 01:40:39,191 - pyskl - INFO - Epoch [101][7000/7492] lr: 1.208e-02, eta: 2 days, 4:25:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5787, loss_cls: 7.5181, loss: 7.5181 2025-08-17 01:41:30,803 - pyskl - INFO - Epoch [101][7100/7492] lr: 1.207e-02, eta: 2 days, 4:24:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3278, top5_acc: 0.6000, loss_cls: 7.3985, loss: 7.3985 2025-08-17 01:42:22,129 - pyskl - INFO - Epoch [101][7200/7492] lr: 1.207e-02, eta: 2 days, 4:23:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5959, loss_cls: 7.5300, loss: 7.5300 2025-08-17 01:43:13,170 - pyskl - INFO - Epoch [101][7300/7492] lr: 1.206e-02, eta: 2 days, 4:23:05, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5891, loss_cls: 7.5009, loss: 7.5009 2025-08-17 01:44:04,537 - pyskl - INFO - Epoch [101][7400/7492] lr: 1.205e-02, eta: 2 days, 4:22:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5766, loss_cls: 7.4150, loss: 7.4150 2025-08-17 01:44:52,776 - pyskl - INFO - Saving checkpoint at 101 epochs 2025-08-17 01:45:49,936 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 01:45:50,675 - pyskl - INFO - top1_acc 0.2764 top5_acc 0.5147 2025-08-17 01:45:50,676 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 01:45:50,728 - pyskl - INFO - mean_acc 0.2761 2025-08-17 01:45:50,739 - pyskl - INFO - Epoch(val) [101][617] top1_acc: 0.2764, top5_acc: 0.5147, mean_class_accuracy: 0.2761 2025-08-17 01:47:12,562 - pyskl - INFO - Epoch [102][100/7492] lr: 1.204e-02, eta: 2 days, 4:20:27, time: 0.818, data_time: 0.307, memory: 13026, top1_acc: 0.3350, top5_acc: 0.5831, loss_cls: 7.4020, loss: 7.4020 2025-08-17 01:48:03,925 - pyskl - INFO - Epoch [102][200/7492] lr: 1.204e-02, eta: 2 days, 4:19:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3541, top5_acc: 0.6003, loss_cls: 7.3083, loss: 7.3083 2025-08-17 01:48:55,124 - pyskl - INFO - Epoch [102][300/7492] lr: 1.203e-02, eta: 2 days, 4:18:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3434, top5_acc: 0.6066, loss_cls: 7.2916, loss: 7.2916 2025-08-17 01:49:46,818 - pyskl - INFO - Epoch [102][400/7492] lr: 1.203e-02, eta: 2 days, 4:17:53, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3350, top5_acc: 0.5991, loss_cls: 7.3132, loss: 7.3132 2025-08-17 01:50:37,993 - pyskl - INFO - Epoch [102][500/7492] lr: 1.202e-02, eta: 2 days, 4:17:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3488, top5_acc: 0.5875, loss_cls: 7.3355, loss: 7.3355 2025-08-17 01:51:29,169 - pyskl - INFO - Epoch [102][600/7492] lr: 1.201e-02, eta: 2 days, 4:16:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5928, loss_cls: 7.5248, loss: 7.5248 2025-08-17 01:52:20,479 - pyskl - INFO - Epoch [102][700/7492] lr: 1.201e-02, eta: 2 days, 4:15:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3322, top5_acc: 0.5853, loss_cls: 7.4048, loss: 7.4048 2025-08-17 01:53:11,779 - pyskl - INFO - Epoch [102][800/7492] lr: 1.200e-02, eta: 2 days, 4:14:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3387, top5_acc: 0.6006, loss_cls: 7.4015, loss: 7.4015 2025-08-17 01:54:02,870 - pyskl - INFO - Epoch [102][900/7492] lr: 1.200e-02, eta: 2 days, 4:13:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3312, top5_acc: 0.5837, loss_cls: 7.4489, loss: 7.4489 2025-08-17 01:54:54,188 - pyskl - INFO - Epoch [102][1000/7492] lr: 1.199e-02, eta: 2 days, 4:12:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3488, top5_acc: 0.5859, loss_cls: 7.4497, loss: 7.4497 2025-08-17 01:55:45,411 - pyskl - INFO - Epoch [102][1100/7492] lr: 1.198e-02, eta: 2 days, 4:11:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3281, top5_acc: 0.5869, loss_cls: 7.4939, loss: 7.4939 2025-08-17 01:56:36,633 - pyskl - INFO - Epoch [102][1200/7492] lr: 1.198e-02, eta: 2 days, 4:11:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3450, top5_acc: 0.5866, loss_cls: 7.4105, loss: 7.4105 2025-08-17 01:57:27,827 - pyskl - INFO - Epoch [102][1300/7492] lr: 1.197e-02, eta: 2 days, 4:10:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3431, top5_acc: 0.5947, loss_cls: 7.3591, loss: 7.3591 2025-08-17 01:58:19,139 - pyskl - INFO - Epoch [102][1400/7492] lr: 1.197e-02, eta: 2 days, 4:09:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.5906, loss_cls: 7.3232, loss: 7.3232 2025-08-17 01:59:10,492 - pyskl - INFO - Epoch [102][1500/7492] lr: 1.196e-02, eta: 2 days, 4:08:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3284, top5_acc: 0.5934, loss_cls: 7.4217, loss: 7.4217 2025-08-17 02:00:01,749 - pyskl - INFO - Epoch [102][1600/7492] lr: 1.195e-02, eta: 2 days, 4:07:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3334, top5_acc: 0.5800, loss_cls: 7.5451, loss: 7.5451 2025-08-17 02:00:53,099 - pyskl - INFO - Epoch [102][1700/7492] lr: 1.195e-02, eta: 2 days, 4:06:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3312, top5_acc: 0.5847, loss_cls: 7.4296, loss: 7.4296 2025-08-17 02:01:44,304 - pyskl - INFO - Epoch [102][1800/7492] lr: 1.194e-02, eta: 2 days, 4:05:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3159, top5_acc: 0.5719, loss_cls: 7.4821, loss: 7.4821 2025-08-17 02:02:35,513 - pyskl - INFO - Epoch [102][1900/7492] lr: 1.194e-02, eta: 2 days, 4:05:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3456, top5_acc: 0.6041, loss_cls: 7.3662, loss: 7.3662 2025-08-17 02:03:26,832 - pyskl - INFO - Epoch [102][2000/7492] lr: 1.193e-02, eta: 2 days, 4:04:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5775, loss_cls: 7.3964, loss: 7.3964 2025-08-17 02:04:18,168 - pyskl - INFO - Epoch [102][2100/7492] lr: 1.192e-02, eta: 2 days, 4:03:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3488, top5_acc: 0.6047, loss_cls: 7.3029, loss: 7.3029 2025-08-17 02:05:09,635 - pyskl - INFO - Epoch [102][2200/7492] lr: 1.192e-02, eta: 2 days, 4:02:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5831, loss_cls: 7.5498, loss: 7.5498 2025-08-17 02:06:00,957 - pyskl - INFO - Epoch [102][2300/7492] lr: 1.191e-02, eta: 2 days, 4:01:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3219, top5_acc: 0.5750, loss_cls: 7.5278, loss: 7.5278 2025-08-17 02:06:52,320 - pyskl - INFO - Epoch [102][2400/7492] lr: 1.191e-02, eta: 2 days, 4:00:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3431, top5_acc: 0.5891, loss_cls: 7.3731, loss: 7.3731 2025-08-17 02:07:43,622 - pyskl - INFO - Epoch [102][2500/7492] lr: 1.190e-02, eta: 2 days, 3:59:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5891, loss_cls: 7.5087, loss: 7.5087 2025-08-17 02:08:35,013 - pyskl - INFO - Epoch [102][2600/7492] lr: 1.189e-02, eta: 2 days, 3:59:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3356, top5_acc: 0.5825, loss_cls: 7.4276, loss: 7.4276 2025-08-17 02:09:26,132 - pyskl - INFO - Epoch [102][2700/7492] lr: 1.189e-02, eta: 2 days, 3:58:11, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3253, top5_acc: 0.5744, loss_cls: 7.5101, loss: 7.5101 2025-08-17 02:10:17,399 - pyskl - INFO - Epoch [102][2800/7492] lr: 1.188e-02, eta: 2 days, 3:57:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3250, top5_acc: 0.5769, loss_cls: 7.5101, loss: 7.5101 2025-08-17 02:11:08,754 - pyskl - INFO - Epoch [102][2900/7492] lr: 1.188e-02, eta: 2 days, 3:56:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3334, top5_acc: 0.5875, loss_cls: 7.4440, loss: 7.4440 2025-08-17 02:12:00,047 - pyskl - INFO - Epoch [102][3000/7492] lr: 1.187e-02, eta: 2 days, 3:55:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3294, top5_acc: 0.5981, loss_cls: 7.4202, loss: 7.4202 2025-08-17 02:12:51,351 - pyskl - INFO - Epoch [102][3100/7492] lr: 1.186e-02, eta: 2 days, 3:54:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3322, top5_acc: 0.5831, loss_cls: 7.4206, loss: 7.4206 2025-08-17 02:13:42,749 - pyskl - INFO - Epoch [102][3200/7492] lr: 1.186e-02, eta: 2 days, 3:53:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3287, top5_acc: 0.5878, loss_cls: 7.3964, loss: 7.3964 2025-08-17 02:14:34,096 - pyskl - INFO - Epoch [102][3300/7492] lr: 1.185e-02, eta: 2 days, 3:53:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5913, loss_cls: 7.3719, loss: 7.3719 2025-08-17 02:15:25,152 - pyskl - INFO - Epoch [102][3400/7492] lr: 1.185e-02, eta: 2 days, 3:52:11, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5891, loss_cls: 7.5207, loss: 7.5207 2025-08-17 02:16:16,587 - pyskl - INFO - Epoch [102][3500/7492] lr: 1.184e-02, eta: 2 days, 3:51:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3381, top5_acc: 0.6034, loss_cls: 7.3355, loss: 7.3355 2025-08-17 02:17:07,765 - pyskl - INFO - Epoch [102][3600/7492] lr: 1.183e-02, eta: 2 days, 3:50:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3325, top5_acc: 0.5909, loss_cls: 7.4218, loss: 7.4218 2025-08-17 02:17:58,959 - pyskl - INFO - Epoch [102][3700/7492] lr: 1.183e-02, eta: 2 days, 3:49:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3425, top5_acc: 0.5881, loss_cls: 7.4165, loss: 7.4165 2025-08-17 02:18:49,926 - pyskl - INFO - Epoch [102][3800/7492] lr: 1.182e-02, eta: 2 days, 3:48:46, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3262, top5_acc: 0.5847, loss_cls: 7.5305, loss: 7.5305 2025-08-17 02:19:40,951 - pyskl - INFO - Epoch [102][3900/7492] lr: 1.182e-02, eta: 2 days, 3:47:54, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3406, top5_acc: 0.5916, loss_cls: 7.4201, loss: 7.4201 2025-08-17 02:20:32,116 - pyskl - INFO - Epoch [102][4000/7492] lr: 1.181e-02, eta: 2 days, 3:47:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3331, top5_acc: 0.5878, loss_cls: 7.4484, loss: 7.4484 2025-08-17 02:21:23,137 - pyskl - INFO - Epoch [102][4100/7492] lr: 1.181e-02, eta: 2 days, 3:46:11, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3328, top5_acc: 0.5787, loss_cls: 7.4009, loss: 7.4009 2025-08-17 02:22:14,139 - pyskl - INFO - Epoch [102][4200/7492] lr: 1.180e-02, eta: 2 days, 3:45:20, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5809, loss_cls: 7.5084, loss: 7.5084 2025-08-17 02:23:05,338 - pyskl - INFO - Epoch [102][4300/7492] lr: 1.179e-02, eta: 2 days, 3:44:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5887, loss_cls: 7.4437, loss: 7.4437 2025-08-17 02:23:56,753 - pyskl - INFO - Epoch [102][4400/7492] lr: 1.179e-02, eta: 2 days, 3:43:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3334, top5_acc: 0.5953, loss_cls: 7.4668, loss: 7.4668 2025-08-17 02:24:47,783 - pyskl - INFO - Epoch [102][4500/7492] lr: 1.178e-02, eta: 2 days, 3:42:46, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3341, top5_acc: 0.5872, loss_cls: 7.4643, loss: 7.4643 2025-08-17 02:25:38,967 - pyskl - INFO - Epoch [102][4600/7492] lr: 1.178e-02, eta: 2 days, 3:41:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3281, top5_acc: 0.5925, loss_cls: 7.5148, loss: 7.5148 2025-08-17 02:26:30,097 - pyskl - INFO - Epoch [102][4700/7492] lr: 1.177e-02, eta: 2 days, 3:41:03, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3403, top5_acc: 0.5944, loss_cls: 7.3337, loss: 7.3337 2025-08-17 02:27:21,181 - pyskl - INFO - Epoch [102][4800/7492] lr: 1.176e-02, eta: 2 days, 3:40:11, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3269, top5_acc: 0.5844, loss_cls: 7.4511, loss: 7.4511 2025-08-17 02:28:12,120 - pyskl - INFO - Epoch [102][4900/7492] lr: 1.176e-02, eta: 2 days, 3:39:20, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3384, top5_acc: 0.5878, loss_cls: 7.4168, loss: 7.4168 2025-08-17 02:29:03,148 - pyskl - INFO - Epoch [102][5000/7492] lr: 1.175e-02, eta: 2 days, 3:38:28, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3353, top5_acc: 0.5934, loss_cls: 7.4243, loss: 7.4243 2025-08-17 02:29:54,179 - pyskl - INFO - Epoch [102][5100/7492] lr: 1.175e-02, eta: 2 days, 3:37:37, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3322, top5_acc: 0.5881, loss_cls: 7.4318, loss: 7.4318 2025-08-17 02:30:45,378 - pyskl - INFO - Epoch [102][5200/7492] lr: 1.174e-02, eta: 2 days, 3:36:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.5991, loss_cls: 7.4100, loss: 7.4100 2025-08-17 02:31:36,371 - pyskl - INFO - Epoch [102][5300/7492] lr: 1.173e-02, eta: 2 days, 3:35:54, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3344, top5_acc: 0.5884, loss_cls: 7.4115, loss: 7.4115 2025-08-17 02:32:27,273 - pyskl - INFO - Epoch [102][5400/7492] lr: 1.173e-02, eta: 2 days, 3:35:02, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3391, top5_acc: 0.5950, loss_cls: 7.4045, loss: 7.4045 2025-08-17 02:33:18,203 - pyskl - INFO - Epoch [102][5500/7492] lr: 1.172e-02, eta: 2 days, 3:34:11, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3350, top5_acc: 0.5856, loss_cls: 7.4187, loss: 7.4187 2025-08-17 02:34:09,088 - pyskl - INFO - Epoch [102][5600/7492] lr: 1.172e-02, eta: 2 days, 3:33:19, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3397, top5_acc: 0.5903, loss_cls: 7.4810, loss: 7.4810 2025-08-17 02:35:00,112 - pyskl - INFO - Epoch [102][5700/7492] lr: 1.171e-02, eta: 2 days, 3:32:28, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3303, top5_acc: 0.5834, loss_cls: 7.4104, loss: 7.4104 2025-08-17 02:35:51,030 - pyskl - INFO - Epoch [102][5800/7492] lr: 1.170e-02, eta: 2 days, 3:31:36, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3113, top5_acc: 0.5744, loss_cls: 7.6306, loss: 7.6306 2025-08-17 02:36:42,208 - pyskl - INFO - Epoch [102][5900/7492] lr: 1.170e-02, eta: 2 days, 3:30:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.5994, loss_cls: 7.3612, loss: 7.3612 2025-08-17 02:37:33,283 - pyskl - INFO - Epoch [102][6000/7492] lr: 1.169e-02, eta: 2 days, 3:29:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3391, top5_acc: 0.5906, loss_cls: 7.3837, loss: 7.3837 2025-08-17 02:38:24,733 - pyskl - INFO - Epoch [102][6100/7492] lr: 1.169e-02, eta: 2 days, 3:29:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3369, top5_acc: 0.5900, loss_cls: 7.3406, loss: 7.3406 2025-08-17 02:39:16,052 - pyskl - INFO - Epoch [102][6200/7492] lr: 1.168e-02, eta: 2 days, 3:28:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3384, top5_acc: 0.5900, loss_cls: 7.3715, loss: 7.3715 2025-08-17 02:40:07,340 - pyskl - INFO - Epoch [102][6300/7492] lr: 1.167e-02, eta: 2 days, 3:27:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3444, top5_acc: 0.5853, loss_cls: 7.3703, loss: 7.3703 2025-08-17 02:40:58,572 - pyskl - INFO - Epoch [102][6400/7492] lr: 1.167e-02, eta: 2 days, 3:26:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5956, loss_cls: 7.4118, loss: 7.4118 2025-08-17 02:41:49,812 - pyskl - INFO - Epoch [102][6500/7492] lr: 1.166e-02, eta: 2 days, 3:25:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5672, loss_cls: 7.5668, loss: 7.5668 2025-08-17 02:42:40,945 - pyskl - INFO - Epoch [102][6600/7492] lr: 1.166e-02, eta: 2 days, 3:24:45, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5887, loss_cls: 7.3446, loss: 7.3446 2025-08-17 02:43:32,195 - pyskl - INFO - Epoch [102][6700/7492] lr: 1.165e-02, eta: 2 days, 3:23:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5822, loss_cls: 7.5790, loss: 7.5790 2025-08-17 02:44:23,514 - pyskl - INFO - Epoch [102][6800/7492] lr: 1.165e-02, eta: 2 days, 3:23:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3312, top5_acc: 0.5828, loss_cls: 7.4614, loss: 7.4614 2025-08-17 02:45:14,754 - pyskl - INFO - Epoch [102][6900/7492] lr: 1.164e-02, eta: 2 days, 3:22:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3350, top5_acc: 0.5800, loss_cls: 7.5005, loss: 7.5005 2025-08-17 02:46:06,045 - pyskl - INFO - Epoch [102][7000/7492] lr: 1.163e-02, eta: 2 days, 3:21:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3500, top5_acc: 0.6100, loss_cls: 7.3829, loss: 7.3829 2025-08-17 02:46:57,325 - pyskl - INFO - Epoch [102][7100/7492] lr: 1.163e-02, eta: 2 days, 3:20:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3531, top5_acc: 0.5981, loss_cls: 7.3679, loss: 7.3679 2025-08-17 02:47:48,547 - pyskl - INFO - Epoch [102][7200/7492] lr: 1.162e-02, eta: 2 days, 3:19:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3409, top5_acc: 0.5978, loss_cls: 7.3704, loss: 7.3704 2025-08-17 02:48:39,937 - pyskl - INFO - Epoch [102][7300/7492] lr: 1.162e-02, eta: 2 days, 3:18:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3250, top5_acc: 0.5781, loss_cls: 7.4101, loss: 7.4101 2025-08-17 02:49:31,144 - pyskl - INFO - Epoch [102][7400/7492] lr: 1.161e-02, eta: 2 days, 3:17:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3194, top5_acc: 0.5709, loss_cls: 7.5099, loss: 7.5099 2025-08-17 02:50:19,060 - pyskl - INFO - Saving checkpoint at 102 epochs 2025-08-17 02:51:14,391 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 02:51:15,128 - pyskl - INFO - top1_acc 0.2868 top5_acc 0.5309 2025-08-17 02:51:15,129 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 02:51:15,166 - pyskl - INFO - mean_acc 0.2865 2025-08-17 02:51:15,178 - pyskl - INFO - Epoch(val) [102][617] top1_acc: 0.2868, top5_acc: 0.5309, mean_class_accuracy: 0.2865 2025-08-17 02:52:36,473 - pyskl - INFO - Epoch [103][100/7492] lr: 1.160e-02, eta: 2 days, 3:16:07, time: 0.813, data_time: 0.300, memory: 13026, top1_acc: 0.3466, top5_acc: 0.6069, loss_cls: 7.3349, loss: 7.3349 2025-08-17 02:53:27,945 - pyskl - INFO - Epoch [103][200/7492] lr: 1.159e-02, eta: 2 days, 3:15:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3463, top5_acc: 0.6028, loss_cls: 7.2502, loss: 7.2502 2025-08-17 02:54:19,332 - pyskl - INFO - Epoch [103][300/7492] lr: 1.159e-02, eta: 2 days, 3:14:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3469, top5_acc: 0.5962, loss_cls: 7.3173, loss: 7.3173 2025-08-17 02:55:10,815 - pyskl - INFO - Epoch [103][400/7492] lr: 1.158e-02, eta: 2 days, 3:13:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3366, top5_acc: 0.6003, loss_cls: 7.3478, loss: 7.3478 2025-08-17 02:56:01,988 - pyskl - INFO - Epoch [103][500/7492] lr: 1.157e-02, eta: 2 days, 3:12:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3266, top5_acc: 0.5844, loss_cls: 7.3790, loss: 7.3790 2025-08-17 02:56:53,342 - pyskl - INFO - Epoch [103][600/7492] lr: 1.157e-02, eta: 2 days, 3:11:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3444, top5_acc: 0.6006, loss_cls: 7.3134, loss: 7.3134 2025-08-17 02:57:44,592 - pyskl - INFO - Epoch [103][700/7492] lr: 1.156e-02, eta: 2 days, 3:10:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3378, top5_acc: 0.5841, loss_cls: 7.4613, loss: 7.4613 2025-08-17 02:58:35,840 - pyskl - INFO - Epoch [103][800/7492] lr: 1.156e-02, eta: 2 days, 3:10:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3359, top5_acc: 0.6000, loss_cls: 7.3732, loss: 7.3732 2025-08-17 02:59:26,962 - pyskl - INFO - Epoch [103][900/7492] lr: 1.155e-02, eta: 2 days, 3:09:17, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5897, loss_cls: 7.4624, loss: 7.4624 2025-08-17 03:00:18,168 - pyskl - INFO - Epoch [103][1000/7492] lr: 1.155e-02, eta: 2 days, 3:08:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3419, top5_acc: 0.5994, loss_cls: 7.3861, loss: 7.3861 2025-08-17 03:01:09,320 - pyskl - INFO - Epoch [103][1100/7492] lr: 1.154e-02, eta: 2 days, 3:07:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5887, loss_cls: 7.3880, loss: 7.3880 2025-08-17 03:02:00,492 - pyskl - INFO - Epoch [103][1200/7492] lr: 1.153e-02, eta: 2 days, 3:06:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3328, top5_acc: 0.5947, loss_cls: 7.3491, loss: 7.3491 2025-08-17 03:02:51,997 - pyskl - INFO - Epoch [103][1300/7492] lr: 1.153e-02, eta: 2 days, 3:05:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3309, top5_acc: 0.5856, loss_cls: 7.3737, loss: 7.3737 2025-08-17 03:03:43,233 - pyskl - INFO - Epoch [103][1400/7492] lr: 1.152e-02, eta: 2 days, 3:05:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3284, top5_acc: 0.5863, loss_cls: 7.4858, loss: 7.4858 2025-08-17 03:04:34,663 - pyskl - INFO - Epoch [103][1500/7492] lr: 1.152e-02, eta: 2 days, 3:04:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3387, top5_acc: 0.5922, loss_cls: 7.3847, loss: 7.3847 2025-08-17 03:05:25,810 - pyskl - INFO - Epoch [103][1600/7492] lr: 1.151e-02, eta: 2 days, 3:03:17, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3522, top5_acc: 0.6128, loss_cls: 7.2559, loss: 7.2559 2025-08-17 03:06:16,882 - pyskl - INFO - Epoch [103][1700/7492] lr: 1.150e-02, eta: 2 days, 3:02:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3303, top5_acc: 0.5856, loss_cls: 7.4335, loss: 7.4335 2025-08-17 03:07:08,153 - pyskl - INFO - Epoch [103][1800/7492] lr: 1.150e-02, eta: 2 days, 3:01:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3353, top5_acc: 0.5919, loss_cls: 7.4765, loss: 7.4765 2025-08-17 03:07:59,230 - pyskl - INFO - Epoch [103][1900/7492] lr: 1.149e-02, eta: 2 days, 3:00:43, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3259, top5_acc: 0.5778, loss_cls: 7.4515, loss: 7.4515 2025-08-17 03:08:50,906 - pyskl - INFO - Epoch [103][2000/7492] lr: 1.149e-02, eta: 2 days, 2:59:52, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3341, top5_acc: 0.5984, loss_cls: 7.4220, loss: 7.4220 2025-08-17 03:09:42,250 - pyskl - INFO - Epoch [103][2100/7492] lr: 1.148e-02, eta: 2 days, 2:59:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5981, loss_cls: 7.3730, loss: 7.3730 2025-08-17 03:10:33,484 - pyskl - INFO - Epoch [103][2200/7492] lr: 1.147e-02, eta: 2 days, 2:58:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3337, top5_acc: 0.5975, loss_cls: 7.4089, loss: 7.4089 2025-08-17 03:11:24,736 - pyskl - INFO - Epoch [103][2300/7492] lr: 1.147e-02, eta: 2 days, 2:57:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.5978, loss_cls: 7.3853, loss: 7.3853 2025-08-17 03:12:16,229 - pyskl - INFO - Epoch [103][2400/7492] lr: 1.146e-02, eta: 2 days, 2:56:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3469, top5_acc: 0.6044, loss_cls: 7.3330, loss: 7.3330 2025-08-17 03:13:07,488 - pyskl - INFO - Epoch [103][2500/7492] lr: 1.146e-02, eta: 2 days, 2:55:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3400, top5_acc: 0.5919, loss_cls: 7.4363, loss: 7.4363 2025-08-17 03:13:58,956 - pyskl - INFO - Epoch [103][2600/7492] lr: 1.145e-02, eta: 2 days, 2:54:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3500, top5_acc: 0.6028, loss_cls: 7.2791, loss: 7.2791 2025-08-17 03:14:50,090 - pyskl - INFO - Epoch [103][2700/7492] lr: 1.145e-02, eta: 2 days, 2:53:52, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3369, top5_acc: 0.5869, loss_cls: 7.4224, loss: 7.4224 2025-08-17 03:15:41,328 - pyskl - INFO - Epoch [103][2800/7492] lr: 1.144e-02, eta: 2 days, 2:53:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3497, top5_acc: 0.5959, loss_cls: 7.3149, loss: 7.3149 2025-08-17 03:16:32,610 - pyskl - INFO - Epoch [103][2900/7492] lr: 1.143e-02, eta: 2 days, 2:52:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3322, top5_acc: 0.5841, loss_cls: 7.4659, loss: 7.4659 2025-08-17 03:17:24,042 - pyskl - INFO - Epoch [103][3000/7492] lr: 1.143e-02, eta: 2 days, 2:51:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3463, top5_acc: 0.5884, loss_cls: 7.3670, loss: 7.3670 2025-08-17 03:18:15,534 - pyskl - INFO - Epoch [103][3100/7492] lr: 1.142e-02, eta: 2 days, 2:50:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3325, top5_acc: 0.5803, loss_cls: 7.4438, loss: 7.4438 2025-08-17 03:19:06,823 - pyskl - INFO - Epoch [103][3200/7492] lr: 1.142e-02, eta: 2 days, 2:49:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3387, top5_acc: 0.5897, loss_cls: 7.3975, loss: 7.3975 2025-08-17 03:19:58,133 - pyskl - INFO - Epoch [103][3300/7492] lr: 1.141e-02, eta: 2 days, 2:48:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3284, top5_acc: 0.5853, loss_cls: 7.4438, loss: 7.4438 2025-08-17 03:20:49,390 - pyskl - INFO - Epoch [103][3400/7492] lr: 1.140e-02, eta: 2 days, 2:47:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3350, top5_acc: 0.5747, loss_cls: 7.4424, loss: 7.4424 2025-08-17 03:21:41,095 - pyskl - INFO - Epoch [103][3500/7492] lr: 1.140e-02, eta: 2 days, 2:47:02, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3191, top5_acc: 0.5769, loss_cls: 7.5373, loss: 7.5373 2025-08-17 03:22:32,561 - pyskl - INFO - Epoch [103][3600/7492] lr: 1.139e-02, eta: 2 days, 2:46:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3350, top5_acc: 0.5903, loss_cls: 7.3889, loss: 7.3889 2025-08-17 03:23:23,959 - pyskl - INFO - Epoch [103][3700/7492] lr: 1.139e-02, eta: 2 days, 2:45:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3381, top5_acc: 0.5931, loss_cls: 7.4700, loss: 7.4700 2025-08-17 03:24:15,007 - pyskl - INFO - Epoch [103][3800/7492] lr: 1.138e-02, eta: 2 days, 2:44:28, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3412, top5_acc: 0.5934, loss_cls: 7.4960, loss: 7.4960 2025-08-17 03:25:06,081 - pyskl - INFO - Epoch [103][3900/7492] lr: 1.138e-02, eta: 2 days, 2:43:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3328, top5_acc: 0.5869, loss_cls: 7.5329, loss: 7.5329 2025-08-17 03:25:57,273 - pyskl - INFO - Epoch [103][4000/7492] lr: 1.137e-02, eta: 2 days, 2:42:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3403, top5_acc: 0.5897, loss_cls: 7.4465, loss: 7.4465 2025-08-17 03:26:48,398 - pyskl - INFO - Epoch [103][4100/7492] lr: 1.136e-02, eta: 2 days, 2:41:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3397, top5_acc: 0.5984, loss_cls: 7.3694, loss: 7.3694 2025-08-17 03:27:39,657 - pyskl - INFO - Epoch [103][4200/7492] lr: 1.136e-02, eta: 2 days, 2:41:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3459, top5_acc: 0.5981, loss_cls: 7.3459, loss: 7.3459 2025-08-17 03:28:30,910 - pyskl - INFO - Epoch [103][4300/7492] lr: 1.135e-02, eta: 2 days, 2:40:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3222, top5_acc: 0.5856, loss_cls: 7.4317, loss: 7.4317 2025-08-17 03:29:22,037 - pyskl - INFO - Epoch [103][4400/7492] lr: 1.135e-02, eta: 2 days, 2:39:19, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3278, top5_acc: 0.5969, loss_cls: 7.3467, loss: 7.3467 2025-08-17 03:30:13,192 - pyskl - INFO - Epoch [103][4500/7492] lr: 1.134e-02, eta: 2 days, 2:38:28, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3281, top5_acc: 0.5844, loss_cls: 7.4668, loss: 7.4668 2025-08-17 03:31:04,353 - pyskl - INFO - Epoch [103][4600/7492] lr: 1.133e-02, eta: 2 days, 2:37:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.5984, loss_cls: 7.3182, loss: 7.3182 2025-08-17 03:31:55,635 - pyskl - INFO - Epoch [103][4700/7492] lr: 1.133e-02, eta: 2 days, 2:36:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3522, top5_acc: 0.6028, loss_cls: 7.2965, loss: 7.2965 2025-08-17 03:32:47,328 - pyskl - INFO - Epoch [103][4800/7492] lr: 1.132e-02, eta: 2 days, 2:35:54, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5837, loss_cls: 7.4271, loss: 7.4271 2025-08-17 03:33:38,502 - pyskl - INFO - Epoch [103][4900/7492] lr: 1.132e-02, eta: 2 days, 2:35:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3384, top5_acc: 0.5734, loss_cls: 7.4067, loss: 7.4067 2025-08-17 03:34:29,701 - pyskl - INFO - Epoch [103][5000/7492] lr: 1.131e-02, eta: 2 days, 2:34:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3150, top5_acc: 0.5675, loss_cls: 7.5474, loss: 7.5474 2025-08-17 03:35:20,970 - pyskl - INFO - Epoch [103][5100/7492] lr: 1.130e-02, eta: 2 days, 2:33:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3447, top5_acc: 0.5934, loss_cls: 7.3028, loss: 7.3028 2025-08-17 03:36:12,205 - pyskl - INFO - Epoch [103][5200/7492] lr: 1.130e-02, eta: 2 days, 2:32:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3337, top5_acc: 0.5944, loss_cls: 7.4849, loss: 7.4849 2025-08-17 03:37:03,627 - pyskl - INFO - Epoch [103][5300/7492] lr: 1.129e-02, eta: 2 days, 2:31:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3509, top5_acc: 0.5941, loss_cls: 7.3327, loss: 7.3327 2025-08-17 03:37:54,963 - pyskl - INFO - Epoch [103][5400/7492] lr: 1.129e-02, eta: 2 days, 2:30:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3353, top5_acc: 0.5956, loss_cls: 7.3620, loss: 7.3620 2025-08-17 03:38:46,314 - pyskl - INFO - Epoch [103][5500/7492] lr: 1.128e-02, eta: 2 days, 2:29:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3312, top5_acc: 0.5925, loss_cls: 7.3800, loss: 7.3800 2025-08-17 03:39:37,494 - pyskl - INFO - Epoch [103][5600/7492] lr: 1.128e-02, eta: 2 days, 2:29:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3259, top5_acc: 0.5809, loss_cls: 7.3855, loss: 7.3855 2025-08-17 03:40:28,985 - pyskl - INFO - Epoch [103][5700/7492] lr: 1.127e-02, eta: 2 days, 2:28:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3550, top5_acc: 0.6094, loss_cls: 7.2583, loss: 7.2583 2025-08-17 03:41:20,361 - pyskl - INFO - Epoch [103][5800/7492] lr: 1.126e-02, eta: 2 days, 2:27:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3397, top5_acc: 0.5903, loss_cls: 7.3898, loss: 7.3898 2025-08-17 03:42:11,628 - pyskl - INFO - Epoch [103][5900/7492] lr: 1.126e-02, eta: 2 days, 2:26:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3241, top5_acc: 0.5737, loss_cls: 7.5626, loss: 7.5626 2025-08-17 03:43:02,858 - pyskl - INFO - Epoch [103][6000/7492] lr: 1.125e-02, eta: 2 days, 2:25:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3278, top5_acc: 0.5828, loss_cls: 7.4225, loss: 7.4225 2025-08-17 03:43:54,482 - pyskl - INFO - Epoch [103][6100/7492] lr: 1.125e-02, eta: 2 days, 2:24:46, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3406, top5_acc: 0.5800, loss_cls: 7.4152, loss: 7.4152 2025-08-17 03:44:45,921 - pyskl - INFO - Epoch [103][6200/7492] lr: 1.124e-02, eta: 2 days, 2:23:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5903, loss_cls: 7.4218, loss: 7.4218 2025-08-17 03:45:37,443 - pyskl - INFO - Epoch [103][6300/7492] lr: 1.123e-02, eta: 2 days, 2:23:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3366, top5_acc: 0.6006, loss_cls: 7.3443, loss: 7.3443 2025-08-17 03:46:29,051 - pyskl - INFO - Epoch [103][6400/7492] lr: 1.123e-02, eta: 2 days, 2:22:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3322, top5_acc: 0.5875, loss_cls: 7.3471, loss: 7.3471 2025-08-17 03:47:20,359 - pyskl - INFO - Epoch [103][6500/7492] lr: 1.122e-02, eta: 2 days, 2:21:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3375, top5_acc: 0.5934, loss_cls: 7.4026, loss: 7.4026 2025-08-17 03:48:11,735 - pyskl - INFO - Epoch [103][6600/7492] lr: 1.122e-02, eta: 2 days, 2:20:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3241, top5_acc: 0.5737, loss_cls: 7.4765, loss: 7.4765 2025-08-17 03:49:03,026 - pyskl - INFO - Epoch [103][6700/7492] lr: 1.121e-02, eta: 2 days, 2:19:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3444, top5_acc: 0.6072, loss_cls: 7.3228, loss: 7.3228 2025-08-17 03:49:54,650 - pyskl - INFO - Epoch [103][6800/7492] lr: 1.121e-02, eta: 2 days, 2:18:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3300, top5_acc: 0.5750, loss_cls: 7.5140, loss: 7.5140 2025-08-17 03:50:45,977 - pyskl - INFO - Epoch [103][6900/7492] lr: 1.120e-02, eta: 2 days, 2:17:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3403, top5_acc: 0.6003, loss_cls: 7.3142, loss: 7.3142 2025-08-17 03:51:37,646 - pyskl - INFO - Epoch [103][7000/7492] lr: 1.119e-02, eta: 2 days, 2:17:05, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3294, top5_acc: 0.5781, loss_cls: 7.4835, loss: 7.4835 2025-08-17 03:52:29,070 - pyskl - INFO - Epoch [103][7100/7492] lr: 1.119e-02, eta: 2 days, 2:16:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3419, top5_acc: 0.5847, loss_cls: 7.4985, loss: 7.4985 2025-08-17 03:53:20,636 - pyskl - INFO - Epoch [103][7200/7492] lr: 1.118e-02, eta: 2 days, 2:15:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3325, top5_acc: 0.5825, loss_cls: 7.3885, loss: 7.3885 2025-08-17 03:54:12,063 - pyskl - INFO - Epoch [103][7300/7492] lr: 1.118e-02, eta: 2 days, 2:14:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3397, top5_acc: 0.5922, loss_cls: 7.3237, loss: 7.3237 2025-08-17 03:55:03,389 - pyskl - INFO - Epoch [103][7400/7492] lr: 1.117e-02, eta: 2 days, 2:13:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3450, top5_acc: 0.5916, loss_cls: 7.3343, loss: 7.3343 2025-08-17 03:55:51,245 - pyskl - INFO - Saving checkpoint at 103 epochs 2025-08-17 03:56:48,615 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 03:56:49,361 - pyskl - INFO - top1_acc 0.2905 top5_acc 0.5429 2025-08-17 03:56:49,361 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 03:56:49,397 - pyskl - INFO - mean_acc 0.2901 2025-08-17 03:56:49,470 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_99.pth was removed 2025-08-17 03:56:50,583 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. 2025-08-17 03:56:50,584 - pyskl - INFO - Best top1_acc is 0.2905 at 103 epoch. 2025-08-17 03:56:50,596 - pyskl - INFO - Epoch(val) [103][617] top1_acc: 0.2905, top5_acc: 0.5429, mean_class_accuracy: 0.2901 2025-08-17 03:58:12,183 - pyskl - INFO - Epoch [104][100/7492] lr: 1.116e-02, eta: 2 days, 2:11:53, time: 0.816, data_time: 0.300, memory: 13026, top1_acc: 0.3309, top5_acc: 0.6050, loss_cls: 7.3608, loss: 7.3608 2025-08-17 03:59:03,373 - pyskl - INFO - Epoch [104][200/7492] lr: 1.115e-02, eta: 2 days, 2:11:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.6097, loss_cls: 7.2982, loss: 7.2982 2025-08-17 03:59:54,853 - pyskl - INFO - Epoch [104][300/7492] lr: 1.115e-02, eta: 2 days, 2:10:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.6062, loss_cls: 7.2961, loss: 7.2961 2025-08-17 04:00:46,021 - pyskl - INFO - Epoch [104][400/7492] lr: 1.114e-02, eta: 2 days, 2:09:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6203, loss_cls: 7.2237, loss: 7.2237 2025-08-17 04:01:37,321 - pyskl - INFO - Epoch [104][500/7492] lr: 1.114e-02, eta: 2 days, 2:08:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3381, top5_acc: 0.5934, loss_cls: 7.3417, loss: 7.3417 2025-08-17 04:02:28,364 - pyskl - INFO - Epoch [104][600/7492] lr: 1.113e-02, eta: 2 days, 2:07:36, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3356, top5_acc: 0.5922, loss_cls: 7.3718, loss: 7.3718 2025-08-17 04:03:19,592 - pyskl - INFO - Epoch [104][700/7492] lr: 1.112e-02, eta: 2 days, 2:06:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3384, top5_acc: 0.5875, loss_cls: 7.3928, loss: 7.3928 2025-08-17 04:04:10,857 - pyskl - INFO - Epoch [104][800/7492] lr: 1.112e-02, eta: 2 days, 2:05:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5919, loss_cls: 7.3501, loss: 7.3501 2025-08-17 04:05:02,119 - pyskl - INFO - Epoch [104][900/7492] lr: 1.111e-02, eta: 2 days, 2:05:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3400, top5_acc: 0.5859, loss_cls: 7.3912, loss: 7.3912 2025-08-17 04:05:53,521 - pyskl - INFO - Epoch [104][1000/7492] lr: 1.111e-02, eta: 2 days, 2:04:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3447, top5_acc: 0.6000, loss_cls: 7.3585, loss: 7.3585 2025-08-17 04:06:44,894 - pyskl - INFO - Epoch [104][1100/7492] lr: 1.110e-02, eta: 2 days, 2:03:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3628, top5_acc: 0.6106, loss_cls: 7.2520, loss: 7.2520 2025-08-17 04:07:36,233 - pyskl - INFO - Epoch [104][1200/7492] lr: 1.110e-02, eta: 2 days, 2:02:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3425, top5_acc: 0.5928, loss_cls: 7.3905, loss: 7.3905 2025-08-17 04:08:27,343 - pyskl - INFO - Epoch [104][1300/7492] lr: 1.109e-02, eta: 2 days, 2:01:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3384, top5_acc: 0.6012, loss_cls: 7.3201, loss: 7.3201 2025-08-17 04:09:19,031 - pyskl - INFO - Epoch [104][1400/7492] lr: 1.108e-02, eta: 2 days, 2:00:46, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.5975, loss_cls: 7.3425, loss: 7.3425 2025-08-17 04:10:10,188 - pyskl - INFO - Epoch [104][1500/7492] lr: 1.108e-02, eta: 2 days, 1:59:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3219, top5_acc: 0.5819, loss_cls: 7.4997, loss: 7.4997 2025-08-17 04:11:01,378 - pyskl - INFO - Epoch [104][1600/7492] lr: 1.107e-02, eta: 2 days, 1:59:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3250, top5_acc: 0.5856, loss_cls: 7.4626, loss: 7.4626 2025-08-17 04:11:52,765 - pyskl - INFO - Epoch [104][1700/7492] lr: 1.107e-02, eta: 2 days, 1:58:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3384, top5_acc: 0.5922, loss_cls: 7.4329, loss: 7.4329 2025-08-17 04:12:44,224 - pyskl - INFO - Epoch [104][1800/7492] lr: 1.106e-02, eta: 2 days, 1:57:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3384, top5_acc: 0.5944, loss_cls: 7.3244, loss: 7.3244 2025-08-17 04:13:35,484 - pyskl - INFO - Epoch [104][1900/7492] lr: 1.105e-02, eta: 2 days, 1:56:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3519, top5_acc: 0.6000, loss_cls: 7.3703, loss: 7.3703 2025-08-17 04:14:26,663 - pyskl - INFO - Epoch [104][2000/7492] lr: 1.105e-02, eta: 2 days, 1:55:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3341, top5_acc: 0.5809, loss_cls: 7.5099, loss: 7.5099 2025-08-17 04:15:18,172 - pyskl - INFO - Epoch [104][2100/7492] lr: 1.104e-02, eta: 2 days, 1:54:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3438, top5_acc: 0.5959, loss_cls: 7.2629, loss: 7.2629 2025-08-17 04:16:09,435 - pyskl - INFO - Epoch [104][2200/7492] lr: 1.104e-02, eta: 2 days, 1:53:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3409, top5_acc: 0.5875, loss_cls: 7.4021, loss: 7.4021 2025-08-17 04:17:00,632 - pyskl - INFO - Epoch [104][2300/7492] lr: 1.103e-02, eta: 2 days, 1:53:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3459, top5_acc: 0.6000, loss_cls: 7.4075, loss: 7.4075 2025-08-17 04:17:51,860 - pyskl - INFO - Epoch [104][2400/7492] lr: 1.103e-02, eta: 2 days, 1:52:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3438, top5_acc: 0.6000, loss_cls: 7.3700, loss: 7.3700 2025-08-17 04:18:43,577 - pyskl - INFO - Epoch [104][2500/7492] lr: 1.102e-02, eta: 2 days, 1:51:21, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5853, loss_cls: 7.3930, loss: 7.3930 2025-08-17 04:19:34,736 - pyskl - INFO - Epoch [104][2600/7492] lr: 1.101e-02, eta: 2 days, 1:50:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3472, top5_acc: 0.6050, loss_cls: 7.3202, loss: 7.3202 2025-08-17 04:20:26,008 - pyskl - INFO - Epoch [104][2700/7492] lr: 1.101e-02, eta: 2 days, 1:49:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3391, top5_acc: 0.6006, loss_cls: 7.3097, loss: 7.3097 2025-08-17 04:21:17,204 - pyskl - INFO - Epoch [104][2800/7492] lr: 1.100e-02, eta: 2 days, 1:48:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5887, loss_cls: 7.4729, loss: 7.4729 2025-08-17 04:22:08,575 - pyskl - INFO - Epoch [104][2900/7492] lr: 1.100e-02, eta: 2 days, 1:47:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5897, loss_cls: 7.4015, loss: 7.4015 2025-08-17 04:22:59,721 - pyskl - INFO - Epoch [104][3000/7492] lr: 1.099e-02, eta: 2 days, 1:47:04, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3403, top5_acc: 0.5900, loss_cls: 7.3466, loss: 7.3466 2025-08-17 04:23:51,262 - pyskl - INFO - Epoch [104][3100/7492] lr: 1.099e-02, eta: 2 days, 1:46:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.6078, loss_cls: 7.2568, loss: 7.2568 2025-08-17 04:24:42,511 - pyskl - INFO - Epoch [104][3200/7492] lr: 1.098e-02, eta: 2 days, 1:45:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3325, top5_acc: 0.5934, loss_cls: 7.3831, loss: 7.3831 2025-08-17 04:25:33,744 - pyskl - INFO - Epoch [104][3300/7492] lr: 1.097e-02, eta: 2 days, 1:44:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3378, top5_acc: 0.6006, loss_cls: 7.3486, loss: 7.3486 2025-08-17 04:26:25,009 - pyskl - INFO - Epoch [104][3400/7492] lr: 1.097e-02, eta: 2 days, 1:43:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5925, loss_cls: 7.4538, loss: 7.4538 2025-08-17 04:27:16,323 - pyskl - INFO - Epoch [104][3500/7492] lr: 1.096e-02, eta: 2 days, 1:42:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3387, top5_acc: 0.5837, loss_cls: 7.3874, loss: 7.3874 2025-08-17 04:28:07,994 - pyskl - INFO - Epoch [104][3600/7492] lr: 1.096e-02, eta: 2 days, 1:41:56, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.6025, loss_cls: 7.3479, loss: 7.3479 2025-08-17 04:28:59,405 - pyskl - INFO - Epoch [104][3700/7492] lr: 1.095e-02, eta: 2 days, 1:41:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3547, top5_acc: 0.6125, loss_cls: 7.2621, loss: 7.2621 2025-08-17 04:29:50,580 - pyskl - INFO - Epoch [104][3800/7492] lr: 1.094e-02, eta: 2 days, 1:40:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3459, top5_acc: 0.6009, loss_cls: 7.3279, loss: 7.3279 2025-08-17 04:30:41,760 - pyskl - INFO - Epoch [104][3900/7492] lr: 1.094e-02, eta: 2 days, 1:39:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.5903, loss_cls: 7.3136, loss: 7.3136 2025-08-17 04:31:32,990 - pyskl - INFO - Epoch [104][4000/7492] lr: 1.093e-02, eta: 2 days, 1:38:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3481, top5_acc: 0.5994, loss_cls: 7.4110, loss: 7.4110 2025-08-17 04:32:24,114 - pyskl - INFO - Epoch [104][4100/7492] lr: 1.093e-02, eta: 2 days, 1:37:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3275, top5_acc: 0.5900, loss_cls: 7.3753, loss: 7.3753 2025-08-17 04:33:15,390 - pyskl - INFO - Epoch [104][4200/7492] lr: 1.092e-02, eta: 2 days, 1:36:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5878, loss_cls: 7.4232, loss: 7.4232 2025-08-17 04:34:06,623 - pyskl - INFO - Epoch [104][4300/7492] lr: 1.092e-02, eta: 2 days, 1:35:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3381, top5_acc: 0.5931, loss_cls: 7.3681, loss: 7.3681 2025-08-17 04:34:57,858 - pyskl - INFO - Epoch [104][4400/7492] lr: 1.091e-02, eta: 2 days, 1:35:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3403, top5_acc: 0.5991, loss_cls: 7.4376, loss: 7.4376 2025-08-17 04:35:49,136 - pyskl - INFO - Epoch [104][4500/7492] lr: 1.090e-02, eta: 2 days, 1:34:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3431, top5_acc: 0.5906, loss_cls: 7.3937, loss: 7.3937 2025-08-17 04:36:40,422 - pyskl - INFO - Epoch [104][4600/7492] lr: 1.090e-02, eta: 2 days, 1:33:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3416, top5_acc: 0.5950, loss_cls: 7.4050, loss: 7.4050 2025-08-17 04:37:31,909 - pyskl - INFO - Epoch [104][4700/7492] lr: 1.089e-02, eta: 2 days, 1:32:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5928, loss_cls: 7.2609, loss: 7.2609 2025-08-17 04:38:23,321 - pyskl - INFO - Epoch [104][4800/7492] lr: 1.089e-02, eta: 2 days, 1:31:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3453, top5_acc: 0.5875, loss_cls: 7.3544, loss: 7.3544 2025-08-17 04:39:14,804 - pyskl - INFO - Epoch [104][4900/7492] lr: 1.088e-02, eta: 2 days, 1:30:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3366, top5_acc: 0.5969, loss_cls: 7.3609, loss: 7.3609 2025-08-17 04:40:05,979 - pyskl - INFO - Epoch [104][5000/7492] lr: 1.088e-02, eta: 2 days, 1:29:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3419, top5_acc: 0.6025, loss_cls: 7.3136, loss: 7.3136 2025-08-17 04:40:57,231 - pyskl - INFO - Epoch [104][5100/7492] lr: 1.087e-02, eta: 2 days, 1:29:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5953, loss_cls: 7.4668, loss: 7.4668 2025-08-17 04:41:48,539 - pyskl - INFO - Epoch [104][5200/7492] lr: 1.086e-02, eta: 2 days, 1:28:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3375, top5_acc: 0.5928, loss_cls: 7.3405, loss: 7.3405 2025-08-17 04:42:39,744 - pyskl - INFO - Epoch [104][5300/7492] lr: 1.086e-02, eta: 2 days, 1:27:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3325, top5_acc: 0.5913, loss_cls: 7.3648, loss: 7.3648 2025-08-17 04:43:30,889 - pyskl - INFO - Epoch [104][5400/7492] lr: 1.085e-02, eta: 2 days, 1:26:31, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3391, top5_acc: 0.5869, loss_cls: 7.3348, loss: 7.3348 2025-08-17 04:44:21,997 - pyskl - INFO - Epoch [104][5500/7492] lr: 1.085e-02, eta: 2 days, 1:25:40, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3438, top5_acc: 0.6000, loss_cls: 7.3249, loss: 7.3249 2025-08-17 04:45:13,161 - pyskl - INFO - Epoch [104][5600/7492] lr: 1.084e-02, eta: 2 days, 1:24:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3369, top5_acc: 0.5909, loss_cls: 7.3809, loss: 7.3809 2025-08-17 04:46:04,397 - pyskl - INFO - Epoch [104][5700/7492] lr: 1.084e-02, eta: 2 days, 1:23:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3206, top5_acc: 0.5694, loss_cls: 7.4579, loss: 7.4579 2025-08-17 04:46:55,824 - pyskl - INFO - Epoch [104][5800/7492] lr: 1.083e-02, eta: 2 days, 1:23:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3291, top5_acc: 0.5887, loss_cls: 7.4018, loss: 7.4018 2025-08-17 04:47:47,064 - pyskl - INFO - Epoch [104][5900/7492] lr: 1.082e-02, eta: 2 days, 1:22:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3419, top5_acc: 0.5941, loss_cls: 7.3309, loss: 7.3309 2025-08-17 04:48:38,433 - pyskl - INFO - Epoch [104][6000/7492] lr: 1.082e-02, eta: 2 days, 1:21:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3334, top5_acc: 0.6034, loss_cls: 7.4143, loss: 7.4143 2025-08-17 04:49:29,663 - pyskl - INFO - Epoch [104][6100/7492] lr: 1.081e-02, eta: 2 days, 1:20:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.5966, loss_cls: 7.3314, loss: 7.3314 2025-08-17 04:50:20,821 - pyskl - INFO - Epoch [104][6200/7492] lr: 1.081e-02, eta: 2 days, 1:19:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3356, top5_acc: 0.5866, loss_cls: 7.4492, loss: 7.4492 2025-08-17 04:51:12,068 - pyskl - INFO - Epoch [104][6300/7492] lr: 1.080e-02, eta: 2 days, 1:18:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3356, top5_acc: 0.5834, loss_cls: 7.4151, loss: 7.4151 2025-08-17 04:52:03,347 - pyskl - INFO - Epoch [104][6400/7492] lr: 1.079e-02, eta: 2 days, 1:17:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3328, top5_acc: 0.5916, loss_cls: 7.3996, loss: 7.3996 2025-08-17 04:52:54,555 - pyskl - INFO - Epoch [104][6500/7492] lr: 1.079e-02, eta: 2 days, 1:17:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3431, top5_acc: 0.6056, loss_cls: 7.3427, loss: 7.3427 2025-08-17 04:53:45,798 - pyskl - INFO - Epoch [104][6600/7492] lr: 1.078e-02, eta: 2 days, 1:16:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3406, top5_acc: 0.5847, loss_cls: 7.3914, loss: 7.3914 2025-08-17 04:54:36,987 - pyskl - INFO - Epoch [104][6700/7492] lr: 1.078e-02, eta: 2 days, 1:15:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3428, top5_acc: 0.6056, loss_cls: 7.2930, loss: 7.2930 2025-08-17 04:55:28,283 - pyskl - INFO - Epoch [104][6800/7492] lr: 1.077e-02, eta: 2 days, 1:14:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3409, top5_acc: 0.5887, loss_cls: 7.3694, loss: 7.3694 2025-08-17 04:56:19,904 - pyskl - INFO - Epoch [104][6900/7492] lr: 1.077e-02, eta: 2 days, 1:13:41, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3319, top5_acc: 0.5863, loss_cls: 7.3914, loss: 7.3914 2025-08-17 04:57:11,110 - pyskl - INFO - Epoch [104][7000/7492] lr: 1.076e-02, eta: 2 days, 1:12:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3469, top5_acc: 0.5919, loss_cls: 7.3900, loss: 7.3900 2025-08-17 04:58:02,416 - pyskl - INFO - Epoch [104][7100/7492] lr: 1.075e-02, eta: 2 days, 1:11:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3459, top5_acc: 0.6075, loss_cls: 7.3300, loss: 7.3300 2025-08-17 04:58:53,640 - pyskl - INFO - Epoch [104][7200/7492] lr: 1.075e-02, eta: 2 days, 1:11:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3284, top5_acc: 0.5950, loss_cls: 7.3085, loss: 7.3085 2025-08-17 04:59:44,956 - pyskl - INFO - Epoch [104][7300/7492] lr: 1.074e-02, eta: 2 days, 1:10:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3438, top5_acc: 0.5925, loss_cls: 7.3121, loss: 7.3121 2025-08-17 05:00:36,221 - pyskl - INFO - Epoch [104][7400/7492] lr: 1.074e-02, eta: 2 days, 1:09:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3447, top5_acc: 0.5950, loss_cls: 7.3732, loss: 7.3732 2025-08-17 05:01:24,077 - pyskl - INFO - Saving checkpoint at 104 epochs 2025-08-17 05:02:22,710 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 05:02:23,445 - pyskl - INFO - top1_acc 0.2888 top5_acc 0.5385 2025-08-17 05:02:23,445 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 05:02:23,487 - pyskl - INFO - mean_acc 0.2886 2025-08-17 05:02:23,498 - pyskl - INFO - Epoch(val) [104][617] top1_acc: 0.2888, top5_acc: 0.5385, mean_class_accuracy: 0.2886 2025-08-17 05:03:45,409 - pyskl - INFO - Epoch [105][100/7492] lr: 1.073e-02, eta: 2 days, 1:07:38, time: 0.819, data_time: 0.305, memory: 13026, top1_acc: 0.3481, top5_acc: 0.5959, loss_cls: 7.3021, loss: 7.3021 2025-08-17 05:04:36,592 - pyskl - INFO - Epoch [105][200/7492] lr: 1.072e-02, eta: 2 days, 1:06:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3472, top5_acc: 0.5878, loss_cls: 7.3705, loss: 7.3705 2025-08-17 05:05:27,865 - pyskl - INFO - Epoch [105][300/7492] lr: 1.072e-02, eta: 2 days, 1:05:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.6028, loss_cls: 7.3475, loss: 7.3475 2025-08-17 05:06:19,237 - pyskl - INFO - Epoch [105][400/7492] lr: 1.071e-02, eta: 2 days, 1:05:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3419, top5_acc: 0.6072, loss_cls: 7.2785, loss: 7.2785 2025-08-17 05:07:10,174 - pyskl - INFO - Epoch [105][500/7492] lr: 1.070e-02, eta: 2 days, 1:04:13, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3397, top5_acc: 0.5994, loss_cls: 7.3035, loss: 7.3035 2025-08-17 05:08:01,374 - pyskl - INFO - Epoch [105][600/7492] lr: 1.070e-02, eta: 2 days, 1:03:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3300, top5_acc: 0.5941, loss_cls: 7.4049, loss: 7.4049 2025-08-17 05:08:52,626 - pyskl - INFO - Epoch [105][700/7492] lr: 1.069e-02, eta: 2 days, 1:02:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.6103, loss_cls: 7.2485, loss: 7.2485 2025-08-17 05:09:43,969 - pyskl - INFO - Epoch [105][800/7492] lr: 1.069e-02, eta: 2 days, 1:01:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3466, top5_acc: 0.5975, loss_cls: 7.2532, loss: 7.2532 2025-08-17 05:10:35,214 - pyskl - INFO - Epoch [105][900/7492] lr: 1.068e-02, eta: 2 days, 1:00:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3569, top5_acc: 0.6141, loss_cls: 7.2405, loss: 7.2405 2025-08-17 05:11:26,404 - pyskl - INFO - Epoch [105][1000/7492] lr: 1.067e-02, eta: 2 days, 0:59:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3450, top5_acc: 0.6084, loss_cls: 7.2673, loss: 7.2673 2025-08-17 05:12:17,755 - pyskl - INFO - Epoch [105][1100/7492] lr: 1.067e-02, eta: 2 days, 0:59:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3550, top5_acc: 0.6091, loss_cls: 7.2670, loss: 7.2670 2025-08-17 05:13:09,090 - pyskl - INFO - Epoch [105][1200/7492] lr: 1.066e-02, eta: 2 days, 0:58:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3331, top5_acc: 0.5959, loss_cls: 7.4011, loss: 7.4011 2025-08-17 05:14:00,395 - pyskl - INFO - Epoch [105][1300/7492] lr: 1.066e-02, eta: 2 days, 0:57:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3519, top5_acc: 0.6103, loss_cls: 7.2801, loss: 7.2801 2025-08-17 05:14:51,666 - pyskl - INFO - Epoch [105][1400/7492] lr: 1.065e-02, eta: 2 days, 0:56:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3337, top5_acc: 0.5900, loss_cls: 7.4636, loss: 7.4636 2025-08-17 05:15:43,218 - pyskl - INFO - Epoch [105][1500/7492] lr: 1.065e-02, eta: 2 days, 0:55:39, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3491, top5_acc: 0.6222, loss_cls: 7.2187, loss: 7.2187 2025-08-17 05:16:34,477 - pyskl - INFO - Epoch [105][1600/7492] lr: 1.064e-02, eta: 2 days, 0:54:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3556, top5_acc: 0.6088, loss_cls: 7.2892, loss: 7.2892 2025-08-17 05:17:25,732 - pyskl - INFO - Epoch [105][1700/7492] lr: 1.063e-02, eta: 2 days, 0:53:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3328, top5_acc: 0.6028, loss_cls: 7.2866, loss: 7.2866 2025-08-17 05:18:16,992 - pyskl - INFO - Epoch [105][1800/7492] lr: 1.063e-02, eta: 2 days, 0:53:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3359, top5_acc: 0.5859, loss_cls: 7.3456, loss: 7.3456 2025-08-17 05:19:08,333 - pyskl - INFO - Epoch [105][1900/7492] lr: 1.062e-02, eta: 2 days, 0:52:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3359, top5_acc: 0.5853, loss_cls: 7.3759, loss: 7.3759 2025-08-17 05:19:59,784 - pyskl - INFO - Epoch [105][2000/7492] lr: 1.062e-02, eta: 2 days, 0:51:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3475, top5_acc: 0.6150, loss_cls: 7.2417, loss: 7.2417 2025-08-17 05:20:51,166 - pyskl - INFO - Epoch [105][2100/7492] lr: 1.061e-02, eta: 2 days, 0:50:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3469, top5_acc: 0.6053, loss_cls: 7.2291, loss: 7.2291 2025-08-17 05:21:42,588 - pyskl - INFO - Epoch [105][2200/7492] lr: 1.061e-02, eta: 2 days, 0:49:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.6038, loss_cls: 7.3638, loss: 7.3638 2025-08-17 05:22:33,945 - pyskl - INFO - Epoch [105][2300/7492] lr: 1.060e-02, eta: 2 days, 0:48:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3391, top5_acc: 0.5984, loss_cls: 7.3795, loss: 7.3795 2025-08-17 05:23:25,255 - pyskl - INFO - Epoch [105][2400/7492] lr: 1.059e-02, eta: 2 days, 0:47:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3478, top5_acc: 0.6097, loss_cls: 7.2293, loss: 7.2293 2025-08-17 05:24:16,775 - pyskl - INFO - Epoch [105][2500/7492] lr: 1.059e-02, eta: 2 days, 0:47:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5934, loss_cls: 7.3794, loss: 7.3794 2025-08-17 05:25:08,161 - pyskl - INFO - Epoch [105][2600/7492] lr: 1.058e-02, eta: 2 days, 0:46:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3366, top5_acc: 0.5875, loss_cls: 7.4465, loss: 7.4465 2025-08-17 05:25:59,338 - pyskl - INFO - Epoch [105][2700/7492] lr: 1.058e-02, eta: 2 days, 0:45:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3509, top5_acc: 0.5947, loss_cls: 7.3005, loss: 7.3005 2025-08-17 05:26:50,440 - pyskl - INFO - Epoch [105][2800/7492] lr: 1.057e-02, eta: 2 days, 0:44:32, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3438, top5_acc: 0.6081, loss_cls: 7.2808, loss: 7.2808 2025-08-17 05:27:41,620 - pyskl - INFO - Epoch [105][2900/7492] lr: 1.057e-02, eta: 2 days, 0:43:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3463, top5_acc: 0.6119, loss_cls: 7.2536, loss: 7.2536 2025-08-17 05:28:32,763 - pyskl - INFO - Epoch [105][3000/7492] lr: 1.056e-02, eta: 2 days, 0:42:49, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3581, top5_acc: 0.5959, loss_cls: 7.2483, loss: 7.2483 2025-08-17 05:29:23,909 - pyskl - INFO - Epoch [105][3100/7492] lr: 1.055e-02, eta: 2 days, 0:41:57, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3456, top5_acc: 0.6031, loss_cls: 7.2831, loss: 7.2831 2025-08-17 05:30:15,098 - pyskl - INFO - Epoch [105][3200/7492] lr: 1.055e-02, eta: 2 days, 0:41:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3450, top5_acc: 0.6047, loss_cls: 7.3747, loss: 7.3747 2025-08-17 05:31:06,396 - pyskl - INFO - Epoch [105][3300/7492] lr: 1.054e-02, eta: 2 days, 0:40:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3428, top5_acc: 0.6003, loss_cls: 7.3163, loss: 7.3163 2025-08-17 05:31:57,507 - pyskl - INFO - Epoch [105][3400/7492] lr: 1.054e-02, eta: 2 days, 0:39:23, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3456, top5_acc: 0.5938, loss_cls: 7.3299, loss: 7.3299 2025-08-17 05:32:48,646 - pyskl - INFO - Epoch [105][3500/7492] lr: 1.053e-02, eta: 2 days, 0:38:32, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3456, top5_acc: 0.5822, loss_cls: 7.3709, loss: 7.3709 2025-08-17 05:33:40,215 - pyskl - INFO - Epoch [105][3600/7492] lr: 1.053e-02, eta: 2 days, 0:37:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3409, top5_acc: 0.5944, loss_cls: 7.3661, loss: 7.3661 2025-08-17 05:34:31,412 - pyskl - INFO - Epoch [105][3700/7492] lr: 1.052e-02, eta: 2 days, 0:36:49, time: 0.513, data_time: 0.002, memory: 13026, top1_acc: 0.3488, top5_acc: 0.6056, loss_cls: 7.2310, loss: 7.2310 2025-08-17 05:35:22,555 - pyskl - INFO - Epoch [105][3800/7492] lr: 1.051e-02, eta: 2 days, 0:35:58, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3409, top5_acc: 0.5947, loss_cls: 7.3289, loss: 7.3289 2025-08-17 05:36:13,765 - pyskl - INFO - Epoch [105][3900/7492] lr: 1.051e-02, eta: 2 days, 0:35:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3300, top5_acc: 0.5916, loss_cls: 7.4284, loss: 7.4284 2025-08-17 05:37:05,092 - pyskl - INFO - Epoch [105][4000/7492] lr: 1.050e-02, eta: 2 days, 0:34:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5988, loss_cls: 7.3811, loss: 7.3811 2025-08-17 05:37:56,214 - pyskl - INFO - Epoch [105][4100/7492] lr: 1.050e-02, eta: 2 days, 0:33:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3431, top5_acc: 0.5819, loss_cls: 7.3399, loss: 7.3399 2025-08-17 05:38:47,557 - pyskl - INFO - Epoch [105][4200/7492] lr: 1.049e-02, eta: 2 days, 0:32:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3400, top5_acc: 0.5900, loss_cls: 7.3537, loss: 7.3537 2025-08-17 05:39:38,758 - pyskl - INFO - Epoch [105][4300/7492] lr: 1.049e-02, eta: 2 days, 0:31:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3491, top5_acc: 0.5969, loss_cls: 7.3200, loss: 7.3200 2025-08-17 05:40:29,987 - pyskl - INFO - Epoch [105][4400/7492] lr: 1.048e-02, eta: 2 days, 0:30:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3256, top5_acc: 0.5909, loss_cls: 7.4336, loss: 7.4336 2025-08-17 05:41:21,189 - pyskl - INFO - Epoch [105][4500/7492] lr: 1.048e-02, eta: 2 days, 0:29:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3272, top5_acc: 0.5887, loss_cls: 7.2825, loss: 7.2825 2025-08-17 05:42:12,444 - pyskl - INFO - Epoch [105][4600/7492] lr: 1.047e-02, eta: 2 days, 0:29:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.5834, loss_cls: 7.3783, loss: 7.3783 2025-08-17 05:43:04,192 - pyskl - INFO - Epoch [105][4700/7492] lr: 1.046e-02, eta: 2 days, 0:28:16, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3478, top5_acc: 0.5919, loss_cls: 7.3250, loss: 7.3250 2025-08-17 05:43:55,718 - pyskl - INFO - Epoch [105][4800/7492] lr: 1.046e-02, eta: 2 days, 0:27:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3403, top5_acc: 0.5994, loss_cls: 7.2900, loss: 7.2900 2025-08-17 05:44:46,981 - pyskl - INFO - Epoch [105][4900/7492] lr: 1.045e-02, eta: 2 days, 0:26:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3478, top5_acc: 0.5969, loss_cls: 7.2720, loss: 7.2720 2025-08-17 05:45:38,290 - pyskl - INFO - Epoch [105][5000/7492] lr: 1.045e-02, eta: 2 days, 0:25:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.5931, loss_cls: 7.2806, loss: 7.2806 2025-08-17 05:46:29,546 - pyskl - INFO - Epoch [105][5100/7492] lr: 1.044e-02, eta: 2 days, 0:24:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.5869, loss_cls: 7.3503, loss: 7.3503 2025-08-17 05:47:20,697 - pyskl - INFO - Epoch [105][5200/7492] lr: 1.044e-02, eta: 2 days, 0:23:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3384, top5_acc: 0.6012, loss_cls: 7.3216, loss: 7.3216 2025-08-17 05:48:11,983 - pyskl - INFO - Epoch [105][5300/7492] lr: 1.043e-02, eta: 2 days, 0:23:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3453, top5_acc: 0.5944, loss_cls: 7.3939, loss: 7.3939 2025-08-17 05:49:03,186 - pyskl - INFO - Epoch [105][5400/7492] lr: 1.042e-02, eta: 2 days, 0:22:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3463, top5_acc: 0.5959, loss_cls: 7.2656, loss: 7.2656 2025-08-17 05:49:54,421 - pyskl - INFO - Epoch [105][5500/7492] lr: 1.042e-02, eta: 2 days, 0:21:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3316, top5_acc: 0.5981, loss_cls: 7.3301, loss: 7.3301 2025-08-17 05:50:45,834 - pyskl - INFO - Epoch [105][5600/7492] lr: 1.041e-02, eta: 2 days, 0:20:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3184, top5_acc: 0.5819, loss_cls: 7.4161, loss: 7.4161 2025-08-17 05:51:37,070 - pyskl - INFO - Epoch [105][5700/7492] lr: 1.041e-02, eta: 2 days, 0:19:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3434, top5_acc: 0.5950, loss_cls: 7.3539, loss: 7.3539 2025-08-17 05:52:28,560 - pyskl - INFO - Epoch [105][5800/7492] lr: 1.040e-02, eta: 2 days, 0:18:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3197, top5_acc: 0.5653, loss_cls: 7.5238, loss: 7.5238 2025-08-17 05:53:20,043 - pyskl - INFO - Epoch [105][5900/7492] lr: 1.040e-02, eta: 2 days, 0:18:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3481, top5_acc: 0.5978, loss_cls: 7.3212, loss: 7.3212 2025-08-17 05:54:11,418 - pyskl - INFO - Epoch [105][6000/7492] lr: 1.039e-02, eta: 2 days, 0:17:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3334, top5_acc: 0.5900, loss_cls: 7.4676, loss: 7.4676 2025-08-17 05:55:02,827 - pyskl - INFO - Epoch [105][6100/7492] lr: 1.038e-02, eta: 2 days, 0:16:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3450, top5_acc: 0.5934, loss_cls: 7.3414, loss: 7.3414 2025-08-17 05:55:53,954 - pyskl - INFO - Epoch [105][6200/7492] lr: 1.038e-02, eta: 2 days, 0:15:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3534, top5_acc: 0.6131, loss_cls: 7.2205, loss: 7.2205 2025-08-17 05:56:45,137 - pyskl - INFO - Epoch [105][6300/7492] lr: 1.037e-02, eta: 2 days, 0:14:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3387, top5_acc: 0.5859, loss_cls: 7.4922, loss: 7.4922 2025-08-17 05:57:36,513 - pyskl - INFO - Epoch [105][6400/7492] lr: 1.037e-02, eta: 2 days, 0:13:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3544, top5_acc: 0.6156, loss_cls: 7.2499, loss: 7.2499 2025-08-17 05:58:27,911 - pyskl - INFO - Epoch [105][6500/7492] lr: 1.036e-02, eta: 2 days, 0:12:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.6009, loss_cls: 7.3636, loss: 7.3636 2025-08-17 05:59:19,570 - pyskl - INFO - Epoch [105][6600/7492] lr: 1.036e-02, eta: 2 days, 0:12:00, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.5913, loss_cls: 7.3096, loss: 7.3096 2025-08-17 06:00:11,052 - pyskl - INFO - Epoch [105][6700/7492] lr: 1.035e-02, eta: 2 days, 0:11:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3472, top5_acc: 0.5997, loss_cls: 7.3186, loss: 7.3186 2025-08-17 06:01:02,436 - pyskl - INFO - Epoch [105][6800/7492] lr: 1.034e-02, eta: 2 days, 0:10:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3466, top5_acc: 0.5984, loss_cls: 7.3076, loss: 7.3076 2025-08-17 06:01:54,104 - pyskl - INFO - Epoch [105][6900/7492] lr: 1.034e-02, eta: 2 days, 0:09:27, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3403, top5_acc: 0.5981, loss_cls: 7.2932, loss: 7.2932 2025-08-17 06:02:45,518 - pyskl - INFO - Epoch [105][7000/7492] lr: 1.033e-02, eta: 2 days, 0:08:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3631, top5_acc: 0.5947, loss_cls: 7.3320, loss: 7.3320 2025-08-17 06:03:36,822 - pyskl - INFO - Epoch [105][7100/7492] lr: 1.033e-02, eta: 2 days, 0:07:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3513, top5_acc: 0.5834, loss_cls: 7.3401, loss: 7.3401 2025-08-17 06:04:28,239 - pyskl - INFO - Epoch [105][7200/7492] lr: 1.032e-02, eta: 2 days, 0:06:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3237, top5_acc: 0.5884, loss_cls: 7.4118, loss: 7.4118 2025-08-17 06:05:19,611 - pyskl - INFO - Epoch [105][7300/7492] lr: 1.032e-02, eta: 2 days, 0:06:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3444, top5_acc: 0.6031, loss_cls: 7.2565, loss: 7.2565 2025-08-17 06:06:10,934 - pyskl - INFO - Epoch [105][7400/7492] lr: 1.031e-02, eta: 2 days, 0:05:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5716, loss_cls: 7.4800, loss: 7.4800 2025-08-17 06:06:59,024 - pyskl - INFO - Saving checkpoint at 105 epochs 2025-08-17 06:07:56,201 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 06:07:56,944 - pyskl - INFO - top1_acc 0.3036 top5_acc 0.5582 2025-08-17 06:07:56,945 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 06:07:56,982 - pyskl - INFO - mean_acc 0.3032 2025-08-17 06:07:57,056 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_103.pth was removed 2025-08-17 06:07:58,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. 2025-08-17 06:07:58,204 - pyskl - INFO - Best top1_acc is 0.3036 at 105 epoch. 2025-08-17 06:07:58,214 - pyskl - INFO - Epoch(val) [105][617] top1_acc: 0.3036, top5_acc: 0.5582, mean_class_accuracy: 0.3032 2025-08-17 06:09:19,524 - pyskl - INFO - Epoch [106][100/7492] lr: 1.030e-02, eta: 2 days, 0:03:24, time: 0.813, data_time: 0.301, memory: 13026, top1_acc: 0.3403, top5_acc: 0.5938, loss_cls: 7.3282, loss: 7.3282 2025-08-17 06:10:11,001 - pyskl - INFO - Epoch [106][200/7492] lr: 1.029e-02, eta: 2 days, 0:02:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3553, top5_acc: 0.6147, loss_cls: 7.1873, loss: 7.1873 2025-08-17 06:11:02,358 - pyskl - INFO - Epoch [106][300/7492] lr: 1.029e-02, eta: 2 days, 0:01:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6191, loss_cls: 7.2751, loss: 7.2751 2025-08-17 06:11:53,796 - pyskl - INFO - Epoch [106][400/7492] lr: 1.028e-02, eta: 2 days, 0:00:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3366, top5_acc: 0.6053, loss_cls: 7.3026, loss: 7.3026 2025-08-17 06:12:45,002 - pyskl - INFO - Epoch [106][500/7492] lr: 1.028e-02, eta: 1 day, 23:59:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3625, top5_acc: 0.6159, loss_cls: 7.1016, loss: 7.1016 2025-08-17 06:13:36,349 - pyskl - INFO - Epoch [106][600/7492] lr: 1.027e-02, eta: 1 day, 23:59:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3472, top5_acc: 0.6103, loss_cls: 7.2369, loss: 7.2369 2025-08-17 06:14:27,569 - pyskl - INFO - Epoch [106][700/7492] lr: 1.027e-02, eta: 1 day, 23:58:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3603, top5_acc: 0.6053, loss_cls: 7.2359, loss: 7.2359 2025-08-17 06:15:18,961 - pyskl - INFO - Epoch [106][800/7492] lr: 1.026e-02, eta: 1 day, 23:57:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3472, top5_acc: 0.6062, loss_cls: 7.3015, loss: 7.3015 2025-08-17 06:16:10,323 - pyskl - INFO - Epoch [106][900/7492] lr: 1.025e-02, eta: 1 day, 23:56:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3475, top5_acc: 0.6025, loss_cls: 7.2500, loss: 7.2500 2025-08-17 06:17:01,583 - pyskl - INFO - Epoch [106][1000/7492] lr: 1.025e-02, eta: 1 day, 23:55:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3575, top5_acc: 0.6000, loss_cls: 7.3358, loss: 7.3358 2025-08-17 06:17:53,025 - pyskl - INFO - Epoch [106][1100/7492] lr: 1.024e-02, eta: 1 day, 23:54:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6116, loss_cls: 7.2603, loss: 7.2603 2025-08-17 06:18:44,349 - pyskl - INFO - Epoch [106][1200/7492] lr: 1.024e-02, eta: 1 day, 23:54:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3403, top5_acc: 0.5919, loss_cls: 7.3123, loss: 7.3123 2025-08-17 06:19:36,037 - pyskl - INFO - Epoch [106][1300/7492] lr: 1.023e-02, eta: 1 day, 23:53:08, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3547, top5_acc: 0.6162, loss_cls: 7.1343, loss: 7.1343 2025-08-17 06:20:27,289 - pyskl - INFO - Epoch [106][1400/7492] lr: 1.023e-02, eta: 1 day, 23:52:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.5953, loss_cls: 7.4123, loss: 7.4123 2025-08-17 06:21:18,798 - pyskl - INFO - Epoch [106][1500/7492] lr: 1.022e-02, eta: 1 day, 23:51:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3553, top5_acc: 0.6041, loss_cls: 7.2495, loss: 7.2495 2025-08-17 06:22:10,333 - pyskl - INFO - Epoch [106][1600/7492] lr: 1.022e-02, eta: 1 day, 23:50:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3344, top5_acc: 0.5872, loss_cls: 7.3911, loss: 7.3911 2025-08-17 06:23:01,731 - pyskl - INFO - Epoch [106][1700/7492] lr: 1.021e-02, eta: 1 day, 23:49:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3463, top5_acc: 0.6000, loss_cls: 7.2651, loss: 7.2651 2025-08-17 06:23:53,185 - pyskl - INFO - Epoch [106][1800/7492] lr: 1.020e-02, eta: 1 day, 23:48:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3528, top5_acc: 0.6056, loss_cls: 7.2403, loss: 7.2403 2025-08-17 06:24:44,556 - pyskl - INFO - Epoch [106][1900/7492] lr: 1.020e-02, eta: 1 day, 23:48:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3438, top5_acc: 0.6000, loss_cls: 7.3496, loss: 7.3496 2025-08-17 06:25:35,855 - pyskl - INFO - Epoch [106][2000/7492] lr: 1.019e-02, eta: 1 day, 23:47:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3578, top5_acc: 0.6197, loss_cls: 7.0845, loss: 7.0845 2025-08-17 06:26:27,353 - pyskl - INFO - Epoch [106][2100/7492] lr: 1.019e-02, eta: 1 day, 23:46:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3456, top5_acc: 0.5919, loss_cls: 7.3164, loss: 7.3164 2025-08-17 06:27:18,624 - pyskl - INFO - Epoch [106][2200/7492] lr: 1.018e-02, eta: 1 day, 23:45:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3500, top5_acc: 0.6059, loss_cls: 7.3761, loss: 7.3761 2025-08-17 06:28:09,989 - pyskl - INFO - Epoch [106][2300/7492] lr: 1.018e-02, eta: 1 day, 23:44:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.6072, loss_cls: 7.2959, loss: 7.2959 2025-08-17 06:29:01,482 - pyskl - INFO - Epoch [106][2400/7492] lr: 1.017e-02, eta: 1 day, 23:43:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3459, top5_acc: 0.6006, loss_cls: 7.3137, loss: 7.3137 2025-08-17 06:29:52,751 - pyskl - INFO - Epoch [106][2500/7492] lr: 1.016e-02, eta: 1 day, 23:42:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3491, top5_acc: 0.5997, loss_cls: 7.4061, loss: 7.4061 2025-08-17 06:30:44,149 - pyskl - INFO - Epoch [106][2600/7492] lr: 1.016e-02, eta: 1 day, 23:42:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3431, top5_acc: 0.6019, loss_cls: 7.3445, loss: 7.3445 2025-08-17 06:31:35,547 - pyskl - INFO - Epoch [106][2700/7492] lr: 1.015e-02, eta: 1 day, 23:41:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3553, top5_acc: 0.6178, loss_cls: 7.2301, loss: 7.2301 2025-08-17 06:32:26,927 - pyskl - INFO - Epoch [106][2800/7492] lr: 1.015e-02, eta: 1 day, 23:40:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3600, top5_acc: 0.6184, loss_cls: 7.1943, loss: 7.1943 2025-08-17 06:33:18,287 - pyskl - INFO - Epoch [106][2900/7492] lr: 1.014e-02, eta: 1 day, 23:39:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.5900, loss_cls: 7.3075, loss: 7.3075 2025-08-17 06:34:09,769 - pyskl - INFO - Epoch [106][3000/7492] lr: 1.014e-02, eta: 1 day, 23:38:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3387, top5_acc: 0.6000, loss_cls: 7.3997, loss: 7.3997 2025-08-17 06:35:01,125 - pyskl - INFO - Epoch [106][3100/7492] lr: 1.013e-02, eta: 1 day, 23:37:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.5931, loss_cls: 7.2726, loss: 7.2726 2025-08-17 06:35:52,495 - pyskl - INFO - Epoch [106][3200/7492] lr: 1.013e-02, eta: 1 day, 23:36:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3416, top5_acc: 0.6019, loss_cls: 7.3729, loss: 7.3729 2025-08-17 06:36:43,749 - pyskl - INFO - Epoch [106][3300/7492] lr: 1.012e-02, eta: 1 day, 23:36:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3503, top5_acc: 0.6009, loss_cls: 7.2033, loss: 7.2033 2025-08-17 06:37:35,034 - pyskl - INFO - Epoch [106][3400/7492] lr: 1.011e-02, eta: 1 day, 23:35:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3572, top5_acc: 0.6078, loss_cls: 7.2725, loss: 7.2725 2025-08-17 06:38:26,538 - pyskl - INFO - Epoch [106][3500/7492] lr: 1.011e-02, eta: 1 day, 23:34:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3375, top5_acc: 0.6125, loss_cls: 7.3318, loss: 7.3318 2025-08-17 06:39:17,818 - pyskl - INFO - Epoch [106][3600/7492] lr: 1.010e-02, eta: 1 day, 23:33:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3544, top5_acc: 0.6100, loss_cls: 7.2892, loss: 7.2892 2025-08-17 06:40:09,189 - pyskl - INFO - Epoch [106][3700/7492] lr: 1.010e-02, eta: 1 day, 23:32:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5919, loss_cls: 7.3675, loss: 7.3675 2025-08-17 06:41:00,507 - pyskl - INFO - Epoch [106][3800/7492] lr: 1.009e-02, eta: 1 day, 23:31:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3337, top5_acc: 0.5909, loss_cls: 7.3420, loss: 7.3420 2025-08-17 06:41:51,671 - pyskl - INFO - Epoch [106][3900/7492] lr: 1.009e-02, eta: 1 day, 23:30:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3391, top5_acc: 0.5984, loss_cls: 7.2593, loss: 7.2593 2025-08-17 06:42:43,012 - pyskl - INFO - Epoch [106][4000/7492] lr: 1.008e-02, eta: 1 day, 23:30:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3488, top5_acc: 0.6066, loss_cls: 7.3393, loss: 7.3393 2025-08-17 06:43:34,320 - pyskl - INFO - Epoch [106][4100/7492] lr: 1.007e-02, eta: 1 day, 23:29:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3575, top5_acc: 0.5969, loss_cls: 7.3119, loss: 7.3119 2025-08-17 06:44:25,687 - pyskl - INFO - Epoch [106][4200/7492] lr: 1.007e-02, eta: 1 day, 23:28:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3534, top5_acc: 0.6091, loss_cls: 7.2182, loss: 7.2182 2025-08-17 06:45:17,051 - pyskl - INFO - Epoch [106][4300/7492] lr: 1.006e-02, eta: 1 day, 23:27:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3353, top5_acc: 0.5938, loss_cls: 7.3307, loss: 7.3307 2025-08-17 06:46:08,327 - pyskl - INFO - Epoch [106][4400/7492] lr: 1.006e-02, eta: 1 day, 23:26:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3478, top5_acc: 0.6038, loss_cls: 7.3323, loss: 7.3323 2025-08-17 06:46:59,465 - pyskl - INFO - Epoch [106][4500/7492] lr: 1.005e-02, eta: 1 day, 23:25:46, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.5978, loss_cls: 7.3258, loss: 7.3258 2025-08-17 06:47:50,591 - pyskl - INFO - Epoch [106][4600/7492] lr: 1.005e-02, eta: 1 day, 23:24:55, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5969, loss_cls: 7.3653, loss: 7.3653 2025-08-17 06:48:41,773 - pyskl - INFO - Epoch [106][4700/7492] lr: 1.004e-02, eta: 1 day, 23:24:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3397, top5_acc: 0.6069, loss_cls: 7.3298, loss: 7.3298 2025-08-17 06:49:33,115 - pyskl - INFO - Epoch [106][4800/7492] lr: 1.004e-02, eta: 1 day, 23:23:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3412, top5_acc: 0.5934, loss_cls: 7.3419, loss: 7.3419 2025-08-17 06:50:24,370 - pyskl - INFO - Epoch [106][4900/7492] lr: 1.003e-02, eta: 1 day, 23:22:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3453, top5_acc: 0.5884, loss_cls: 7.3206, loss: 7.3206 2025-08-17 06:51:15,737 - pyskl - INFO - Epoch [106][5000/7492] lr: 1.002e-02, eta: 1 day, 23:21:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3566, top5_acc: 0.6194, loss_cls: 7.2267, loss: 7.2267 2025-08-17 06:52:07,292 - pyskl - INFO - Epoch [106][5100/7492] lr: 1.002e-02, eta: 1 day, 23:20:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3584, top5_acc: 0.5847, loss_cls: 7.4041, loss: 7.4041 2025-08-17 06:52:58,679 - pyskl - INFO - Epoch [106][5200/7492] lr: 1.001e-02, eta: 1 day, 23:19:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3550, top5_acc: 0.6144, loss_cls: 7.2540, loss: 7.2540 2025-08-17 06:53:50,194 - pyskl - INFO - Epoch [106][5300/7492] lr: 1.001e-02, eta: 1 day, 23:18:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5941, loss_cls: 7.4195, loss: 7.4195 2025-08-17 06:54:41,570 - pyskl - INFO - Epoch [106][5400/7492] lr: 1.000e-02, eta: 1 day, 23:18:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3556, top5_acc: 0.5978, loss_cls: 7.2823, loss: 7.2823 2025-08-17 06:55:32,782 - pyskl - INFO - Epoch [106][5500/7492] lr: 9.996e-03, eta: 1 day, 23:17:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3584, top5_acc: 0.6138, loss_cls: 7.1691, loss: 7.1691 2025-08-17 06:56:23,923 - pyskl - INFO - Epoch [106][5600/7492] lr: 9.991e-03, eta: 1 day, 23:16:21, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3278, top5_acc: 0.5837, loss_cls: 7.4400, loss: 7.4400 2025-08-17 06:57:15,302 - pyskl - INFO - Epoch [106][5700/7492] lr: 9.985e-03, eta: 1 day, 23:15:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3384, top5_acc: 0.5900, loss_cls: 7.3019, loss: 7.3019 2025-08-17 06:58:06,503 - pyskl - INFO - Epoch [106][5800/7492] lr: 9.979e-03, eta: 1 day, 23:14:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5859, loss_cls: 7.3165, loss: 7.3165 2025-08-17 06:58:57,942 - pyskl - INFO - Epoch [106][5900/7492] lr: 9.974e-03, eta: 1 day, 23:13:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3378, top5_acc: 0.5981, loss_cls: 7.3389, loss: 7.3389 2025-08-17 06:59:49,387 - pyskl - INFO - Epoch [106][6000/7492] lr: 9.968e-03, eta: 1 day, 23:12:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.6012, loss_cls: 7.3094, loss: 7.3094 2025-08-17 07:00:40,800 - pyskl - INFO - Epoch [106][6100/7492] lr: 9.963e-03, eta: 1 day, 23:12:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3322, top5_acc: 0.5878, loss_cls: 7.4322, loss: 7.4322 2025-08-17 07:01:32,249 - pyskl - INFO - Epoch [106][6200/7492] lr: 9.957e-03, eta: 1 day, 23:11:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3394, top5_acc: 0.6044, loss_cls: 7.3020, loss: 7.3020 2025-08-17 07:02:23,894 - pyskl - INFO - Epoch [106][6300/7492] lr: 9.952e-03, eta: 1 day, 23:10:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3366, top5_acc: 0.5787, loss_cls: 7.3657, loss: 7.3657 2025-08-17 07:03:15,454 - pyskl - INFO - Epoch [106][6400/7492] lr: 9.946e-03, eta: 1 day, 23:09:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.6028, loss_cls: 7.3453, loss: 7.3453 2025-08-17 07:04:06,786 - pyskl - INFO - Epoch [106][6500/7492] lr: 9.940e-03, eta: 1 day, 23:08:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3397, top5_acc: 0.5962, loss_cls: 7.3807, loss: 7.3807 2025-08-17 07:04:58,174 - pyskl - INFO - Epoch [106][6600/7492] lr: 9.935e-03, eta: 1 day, 23:07:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3359, top5_acc: 0.5903, loss_cls: 7.3550, loss: 7.3550 2025-08-17 07:05:49,434 - pyskl - INFO - Epoch [106][6700/7492] lr: 9.929e-03, eta: 1 day, 23:06:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3375, top5_acc: 0.5809, loss_cls: 7.3497, loss: 7.3497 2025-08-17 07:06:41,240 - pyskl - INFO - Epoch [106][6800/7492] lr: 9.924e-03, eta: 1 day, 23:06:06, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3406, top5_acc: 0.5969, loss_cls: 7.4251, loss: 7.4251 2025-08-17 07:07:32,828 - pyskl - INFO - Epoch [106][6900/7492] lr: 9.918e-03, eta: 1 day, 23:05:15, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3444, top5_acc: 0.5822, loss_cls: 7.3433, loss: 7.3433 2025-08-17 07:08:24,460 - pyskl - INFO - Epoch [106][7000/7492] lr: 9.912e-03, eta: 1 day, 23:04:24, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3425, top5_acc: 0.5853, loss_cls: 7.4357, loss: 7.4357 2025-08-17 07:09:15,863 - pyskl - INFO - Epoch [106][7100/7492] lr: 9.907e-03, eta: 1 day, 23:03:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3381, top5_acc: 0.5962, loss_cls: 7.2940, loss: 7.2940 2025-08-17 07:10:07,112 - pyskl - INFO - Epoch [106][7200/7492] lr: 9.901e-03, eta: 1 day, 23:02:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3497, top5_acc: 0.6116, loss_cls: 7.2995, loss: 7.2995 2025-08-17 07:10:58,537 - pyskl - INFO - Epoch [106][7300/7492] lr: 9.896e-03, eta: 1 day, 23:01:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3528, top5_acc: 0.6006, loss_cls: 7.3371, loss: 7.3371 2025-08-17 07:11:49,802 - pyskl - INFO - Epoch [106][7400/7492] lr: 9.890e-03, eta: 1 day, 23:00:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3397, top5_acc: 0.5831, loss_cls: 7.4401, loss: 7.4401 2025-08-17 07:12:37,942 - pyskl - INFO - Saving checkpoint at 106 epochs 2025-08-17 07:13:32,260 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 07:13:32,994 - pyskl - INFO - top1_acc 0.3058 top5_acc 0.5542 2025-08-17 07:13:32,995 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 07:13:33,032 - pyskl - INFO - mean_acc 0.3055 2025-08-17 07:13:33,087 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_105.pth was removed 2025-08-17 07:13:34,185 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. 2025-08-17 07:13:34,185 - pyskl - INFO - Best top1_acc is 0.3058 at 106 epoch. 2025-08-17 07:13:34,196 - pyskl - INFO - Epoch(val) [106][617] top1_acc: 0.3058, top5_acc: 0.5542, mean_class_accuracy: 0.3055 2025-08-17 07:14:55,366 - pyskl - INFO - Epoch [107][100/7492] lr: 9.880e-03, eta: 1 day, 22:59:12, time: 0.812, data_time: 0.299, memory: 13026, top1_acc: 0.3525, top5_acc: 0.6038, loss_cls: 7.2413, loss: 7.2413 2025-08-17 07:15:46,795 - pyskl - INFO - Epoch [107][200/7492] lr: 9.874e-03, eta: 1 day, 22:58:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3456, top5_acc: 0.6012, loss_cls: 7.3953, loss: 7.3953 2025-08-17 07:16:38,128 - pyskl - INFO - Epoch [107][300/7492] lr: 9.868e-03, eta: 1 day, 22:57:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3638, top5_acc: 0.6172, loss_cls: 7.0904, loss: 7.0904 2025-08-17 07:17:29,494 - pyskl - INFO - Epoch [107][400/7492] lr: 9.863e-03, eta: 1 day, 22:56:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.6056, loss_cls: 7.3037, loss: 7.3037 2025-08-17 07:18:20,623 - pyskl - INFO - Epoch [107][500/7492] lr: 9.857e-03, eta: 1 day, 22:55:47, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3647, top5_acc: 0.6084, loss_cls: 7.2471, loss: 7.2471 2025-08-17 07:19:11,915 - pyskl - INFO - Epoch [107][600/7492] lr: 9.852e-03, eta: 1 day, 22:54:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3553, top5_acc: 0.6150, loss_cls: 7.1646, loss: 7.1646 2025-08-17 07:20:02,957 - pyskl - INFO - Epoch [107][700/7492] lr: 9.846e-03, eta: 1 day, 22:54:04, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3341, top5_acc: 0.5988, loss_cls: 7.3014, loss: 7.3014 2025-08-17 07:20:53,979 - pyskl - INFO - Epoch [107][800/7492] lr: 9.841e-03, eta: 1 day, 22:53:13, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3647, top5_acc: 0.6184, loss_cls: 7.1727, loss: 7.1727 2025-08-17 07:21:45,183 - pyskl - INFO - Epoch [107][900/7492] lr: 9.835e-03, eta: 1 day, 22:52:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3613, top5_acc: 0.6094, loss_cls: 7.2512, loss: 7.2512 2025-08-17 07:22:36,307 - pyskl - INFO - Epoch [107][1000/7492] lr: 9.829e-03, eta: 1 day, 22:51:30, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3575, top5_acc: 0.6106, loss_cls: 7.1902, loss: 7.1902 2025-08-17 07:23:27,518 - pyskl - INFO - Epoch [107][1100/7492] lr: 9.824e-03, eta: 1 day, 22:50:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3356, top5_acc: 0.5928, loss_cls: 7.2763, loss: 7.2763 2025-08-17 07:24:18,713 - pyskl - INFO - Epoch [107][1200/7492] lr: 9.818e-03, eta: 1 day, 22:49:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3563, top5_acc: 0.6088, loss_cls: 7.2072, loss: 7.2072 2025-08-17 07:25:10,080 - pyskl - INFO - Epoch [107][1300/7492] lr: 9.813e-03, eta: 1 day, 22:48:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6069, loss_cls: 7.2300, loss: 7.2300 2025-08-17 07:26:01,316 - pyskl - INFO - Epoch [107][1400/7492] lr: 9.807e-03, eta: 1 day, 22:48:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3584, top5_acc: 0.6109, loss_cls: 7.2389, loss: 7.2389 2025-08-17 07:26:52,817 - pyskl - INFO - Epoch [107][1500/7492] lr: 9.802e-03, eta: 1 day, 22:47:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3463, top5_acc: 0.6009, loss_cls: 7.3189, loss: 7.3189 2025-08-17 07:27:44,393 - pyskl - INFO - Epoch [107][1600/7492] lr: 9.796e-03, eta: 1 day, 22:46:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3531, top5_acc: 0.6097, loss_cls: 7.2200, loss: 7.2200 2025-08-17 07:28:36,288 - pyskl - INFO - Epoch [107][1700/7492] lr: 9.791e-03, eta: 1 day, 22:45:31, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.3488, top5_acc: 0.6081, loss_cls: 7.2684, loss: 7.2684 2025-08-17 07:29:27,509 - pyskl - INFO - Epoch [107][1800/7492] lr: 9.785e-03, eta: 1 day, 22:44:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3575, top5_acc: 0.6134, loss_cls: 7.3031, loss: 7.3031 2025-08-17 07:30:18,751 - pyskl - INFO - Epoch [107][1900/7492] lr: 9.780e-03, eta: 1 day, 22:43:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3491, top5_acc: 0.6122, loss_cls: 7.1842, loss: 7.1842 2025-08-17 07:31:10,029 - pyskl - INFO - Epoch [107][2000/7492] lr: 9.774e-03, eta: 1 day, 22:42:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3544, top5_acc: 0.6016, loss_cls: 7.2278, loss: 7.2278 2025-08-17 07:32:01,333 - pyskl - INFO - Epoch [107][2100/7492] lr: 9.768e-03, eta: 1 day, 22:42:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3525, top5_acc: 0.5950, loss_cls: 7.2593, loss: 7.2593 2025-08-17 07:32:52,397 - pyskl - INFO - Epoch [107][2200/7492] lr: 9.763e-03, eta: 1 day, 22:41:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3531, top5_acc: 0.6044, loss_cls: 7.2297, loss: 7.2297 2025-08-17 07:33:43,871 - pyskl - INFO - Epoch [107][2300/7492] lr: 9.757e-03, eta: 1 day, 22:40:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3563, top5_acc: 0.6125, loss_cls: 7.1482, loss: 7.1482 2025-08-17 07:34:35,290 - pyskl - INFO - Epoch [107][2400/7492] lr: 9.752e-03, eta: 1 day, 22:39:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3559, top5_acc: 0.6141, loss_cls: 7.1885, loss: 7.1885 2025-08-17 07:35:26,488 - pyskl - INFO - Epoch [107][2500/7492] lr: 9.746e-03, eta: 1 day, 22:38:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3453, top5_acc: 0.5991, loss_cls: 7.3855, loss: 7.3855 2025-08-17 07:36:18,001 - pyskl - INFO - Epoch [107][2600/7492] lr: 9.741e-03, eta: 1 day, 22:37:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3425, top5_acc: 0.5947, loss_cls: 7.3916, loss: 7.3916 2025-08-17 07:37:09,317 - pyskl - INFO - Epoch [107][2700/7492] lr: 9.735e-03, eta: 1 day, 22:36:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3369, top5_acc: 0.5950, loss_cls: 7.4003, loss: 7.4003 2025-08-17 07:38:00,523 - pyskl - INFO - Epoch [107][2800/7492] lr: 9.730e-03, eta: 1 day, 22:36:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3481, top5_acc: 0.6034, loss_cls: 7.2158, loss: 7.2158 2025-08-17 07:38:52,000 - pyskl - INFO - Epoch [107][2900/7492] lr: 9.724e-03, eta: 1 day, 22:35:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3641, top5_acc: 0.6100, loss_cls: 7.2409, loss: 7.2409 2025-08-17 07:39:43,182 - pyskl - INFO - Epoch [107][3000/7492] lr: 9.719e-03, eta: 1 day, 22:34:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3469, top5_acc: 0.6084, loss_cls: 7.3185, loss: 7.3185 2025-08-17 07:40:34,217 - pyskl - INFO - Epoch [107][3100/7492] lr: 9.713e-03, eta: 1 day, 22:33:32, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6122, loss_cls: 7.1909, loss: 7.1909 2025-08-17 07:41:25,407 - pyskl - INFO - Epoch [107][3200/7492] lr: 9.708e-03, eta: 1 day, 22:32:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3563, top5_acc: 0.6066, loss_cls: 7.1989, loss: 7.1989 2025-08-17 07:42:16,546 - pyskl - INFO - Epoch [107][3300/7492] lr: 9.702e-03, eta: 1 day, 22:31:49, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3544, top5_acc: 0.6028, loss_cls: 7.1743, loss: 7.1743 2025-08-17 07:43:07,882 - pyskl - INFO - Epoch [107][3400/7492] lr: 9.696e-03, eta: 1 day, 22:30:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3456, top5_acc: 0.5953, loss_cls: 7.2636, loss: 7.2636 2025-08-17 07:43:59,213 - pyskl - INFO - Epoch [107][3500/7492] lr: 9.691e-03, eta: 1 day, 22:30:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3431, top5_acc: 0.5884, loss_cls: 7.4074, loss: 7.4074 2025-08-17 07:44:50,232 - pyskl - INFO - Epoch [107][3600/7492] lr: 9.685e-03, eta: 1 day, 22:29:15, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.5900, loss_cls: 7.3915, loss: 7.3915 2025-08-17 07:45:41,512 - pyskl - INFO - Epoch [107][3700/7492] lr: 9.680e-03, eta: 1 day, 22:28:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3378, top5_acc: 0.5984, loss_cls: 7.3686, loss: 7.3686 2025-08-17 07:46:32,848 - pyskl - INFO - Epoch [107][3800/7492] lr: 9.674e-03, eta: 1 day, 22:27:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3403, top5_acc: 0.6047, loss_cls: 7.2554, loss: 7.2554 2025-08-17 07:47:24,142 - pyskl - INFO - Epoch [107][3900/7492] lr: 9.669e-03, eta: 1 day, 22:26:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3547, top5_acc: 0.6062, loss_cls: 7.2328, loss: 7.2328 2025-08-17 07:48:15,475 - pyskl - INFO - Epoch [107][4000/7492] lr: 9.663e-03, eta: 1 day, 22:25:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3538, top5_acc: 0.6041, loss_cls: 7.2054, loss: 7.2054 2025-08-17 07:49:06,697 - pyskl - INFO - Epoch [107][4100/7492] lr: 9.658e-03, eta: 1 day, 22:24:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3475, top5_acc: 0.6166, loss_cls: 7.2766, loss: 7.2766 2025-08-17 07:49:57,921 - pyskl - INFO - Epoch [107][4200/7492] lr: 9.652e-03, eta: 1 day, 22:24:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3513, top5_acc: 0.5984, loss_cls: 7.3175, loss: 7.3175 2025-08-17 07:50:49,206 - pyskl - INFO - Epoch [107][4300/7492] lr: 9.647e-03, eta: 1 day, 22:23:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3391, top5_acc: 0.5975, loss_cls: 7.3041, loss: 7.3041 2025-08-17 07:51:40,557 - pyskl - INFO - Epoch [107][4400/7492] lr: 9.641e-03, eta: 1 day, 22:22:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3531, top5_acc: 0.6050, loss_cls: 7.2501, loss: 7.2501 2025-08-17 07:52:31,769 - pyskl - INFO - Epoch [107][4500/7492] lr: 9.636e-03, eta: 1 day, 22:21:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3369, top5_acc: 0.6034, loss_cls: 7.2913, loss: 7.2913 2025-08-17 07:53:23,285 - pyskl - INFO - Epoch [107][4600/7492] lr: 9.630e-03, eta: 1 day, 22:20:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3400, top5_acc: 0.5975, loss_cls: 7.3352, loss: 7.3352 2025-08-17 07:54:14,726 - pyskl - INFO - Epoch [107][4700/7492] lr: 9.625e-03, eta: 1 day, 22:19:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3341, top5_acc: 0.5962, loss_cls: 7.3740, loss: 7.3740 2025-08-17 07:55:06,386 - pyskl - INFO - Epoch [107][4800/7492] lr: 9.619e-03, eta: 1 day, 22:18:59, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3563, top5_acc: 0.6012, loss_cls: 7.2478, loss: 7.2478 2025-08-17 07:55:57,578 - pyskl - INFO - Epoch [107][4900/7492] lr: 9.614e-03, eta: 1 day, 22:18:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3322, top5_acc: 0.5919, loss_cls: 7.3386, loss: 7.3386 2025-08-17 07:56:48,959 - pyskl - INFO - Epoch [107][5000/7492] lr: 9.608e-03, eta: 1 day, 22:17:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3434, top5_acc: 0.6000, loss_cls: 7.2243, loss: 7.2243 2025-08-17 07:57:40,241 - pyskl - INFO - Epoch [107][5100/7492] lr: 9.603e-03, eta: 1 day, 22:16:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3472, top5_acc: 0.6069, loss_cls: 7.3372, loss: 7.3372 2025-08-17 07:58:31,438 - pyskl - INFO - Epoch [107][5200/7492] lr: 9.597e-03, eta: 1 day, 22:15:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3503, top5_acc: 0.6069, loss_cls: 7.2843, loss: 7.2843 2025-08-17 07:59:22,617 - pyskl - INFO - Epoch [107][5300/7492] lr: 9.592e-03, eta: 1 day, 22:14:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6225, loss_cls: 7.1585, loss: 7.1585 2025-08-17 08:00:14,079 - pyskl - INFO - Epoch [107][5400/7492] lr: 9.586e-03, eta: 1 day, 22:13:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.5988, loss_cls: 7.3053, loss: 7.3053 2025-08-17 08:01:05,487 - pyskl - INFO - Epoch [107][5500/7492] lr: 9.581e-03, eta: 1 day, 22:13:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.5887, loss_cls: 7.3599, loss: 7.3599 2025-08-17 08:01:56,654 - pyskl - INFO - Epoch [107][5600/7492] lr: 9.575e-03, eta: 1 day, 22:12:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3591, top5_acc: 0.6078, loss_cls: 7.3124, loss: 7.3124 2025-08-17 08:02:48,067 - pyskl - INFO - Epoch [107][5700/7492] lr: 9.570e-03, eta: 1 day, 22:11:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3394, top5_acc: 0.5947, loss_cls: 7.3284, loss: 7.3284 2025-08-17 08:03:39,342 - pyskl - INFO - Epoch [107][5800/7492] lr: 9.564e-03, eta: 1 day, 22:10:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3547, top5_acc: 0.6006, loss_cls: 7.2677, loss: 7.2677 2025-08-17 08:04:30,619 - pyskl - INFO - Epoch [107][5900/7492] lr: 9.559e-03, eta: 1 day, 22:09:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3306, top5_acc: 0.5863, loss_cls: 7.3554, loss: 7.3554 2025-08-17 08:05:22,057 - pyskl - INFO - Epoch [107][6000/7492] lr: 9.553e-03, eta: 1 day, 22:08:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3666, top5_acc: 0.6094, loss_cls: 7.2346, loss: 7.2346 2025-08-17 08:06:13,311 - pyskl - INFO - Epoch [107][6100/7492] lr: 9.548e-03, eta: 1 day, 22:07:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3297, top5_acc: 0.5791, loss_cls: 7.3966, loss: 7.3966 2025-08-17 08:07:04,639 - pyskl - INFO - Epoch [107][6200/7492] lr: 9.542e-03, eta: 1 day, 22:07:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3438, top5_acc: 0.5975, loss_cls: 7.3402, loss: 7.3402 2025-08-17 08:07:55,687 - pyskl - INFO - Epoch [107][6300/7492] lr: 9.537e-03, eta: 1 day, 22:06:09, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3434, top5_acc: 0.6025, loss_cls: 7.2844, loss: 7.2844 2025-08-17 08:08:46,960 - pyskl - INFO - Epoch [107][6400/7492] lr: 9.531e-03, eta: 1 day, 22:05:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3475, top5_acc: 0.5900, loss_cls: 7.3376, loss: 7.3376 2025-08-17 08:09:38,392 - pyskl - INFO - Epoch [107][6500/7492] lr: 9.526e-03, eta: 1 day, 22:04:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3625, top5_acc: 0.5962, loss_cls: 7.2971, loss: 7.2971 2025-08-17 08:10:29,563 - pyskl - INFO - Epoch [107][6600/7492] lr: 9.520e-03, eta: 1 day, 22:03:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3497, top5_acc: 0.6006, loss_cls: 7.2040, loss: 7.2040 2025-08-17 08:11:20,635 - pyskl - INFO - Epoch [107][6700/7492] lr: 9.515e-03, eta: 1 day, 22:02:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6238, loss_cls: 7.1710, loss: 7.1710 2025-08-17 08:12:11,940 - pyskl - INFO - Epoch [107][6800/7492] lr: 9.509e-03, eta: 1 day, 22:01:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3497, top5_acc: 0.6028, loss_cls: 7.2823, loss: 7.2823 2025-08-17 08:13:03,452 - pyskl - INFO - Epoch [107][6900/7492] lr: 9.504e-03, eta: 1 day, 22:01:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3425, top5_acc: 0.6041, loss_cls: 7.3050, loss: 7.3050 2025-08-17 08:13:55,249 - pyskl - INFO - Epoch [107][7000/7492] lr: 9.498e-03, eta: 1 day, 22:00:10, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.6038, loss_cls: 7.2303, loss: 7.2303 2025-08-17 08:14:46,807 - pyskl - INFO - Epoch [107][7100/7492] lr: 9.493e-03, eta: 1 day, 21:59:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3494, top5_acc: 0.5919, loss_cls: 7.3252, loss: 7.3252 2025-08-17 08:15:38,370 - pyskl - INFO - Epoch [107][7200/7492] lr: 9.487e-03, eta: 1 day, 21:58:28, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.6091, loss_cls: 7.2007, loss: 7.2007 2025-08-17 08:16:29,973 - pyskl - INFO - Epoch [107][7300/7492] lr: 9.482e-03, eta: 1 day, 21:57:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3300, top5_acc: 0.5900, loss_cls: 7.3970, loss: 7.3970 2025-08-17 08:17:21,443 - pyskl - INFO - Epoch [107][7400/7492] lr: 9.476e-03, eta: 1 day, 21:56:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3447, top5_acc: 0.6019, loss_cls: 7.3115, loss: 7.3115 2025-08-17 08:18:09,637 - pyskl - INFO - Saving checkpoint at 107 epochs 2025-08-17 08:19:06,750 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 08:19:07,487 - pyskl - INFO - top1_acc 0.2897 top5_acc 0.5435 2025-08-17 08:19:07,487 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 08:19:07,521 - pyskl - INFO - mean_acc 0.2894 2025-08-17 08:19:07,532 - pyskl - INFO - Epoch(val) [107][617] top1_acc: 0.2897, top5_acc: 0.5435, mean_class_accuracy: 0.2894 2025-08-17 08:20:28,888 - pyskl - INFO - Epoch [108][100/7492] lr: 9.466e-03, eta: 1 day, 21:55:00, time: 0.813, data_time: 0.298, memory: 13026, top1_acc: 0.3556, top5_acc: 0.6094, loss_cls: 7.1333, loss: 7.1333 2025-08-17 08:21:20,462 - pyskl - INFO - Epoch [108][200/7492] lr: 9.460e-03, eta: 1 day, 21:54:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3497, top5_acc: 0.6188, loss_cls: 7.1898, loss: 7.1898 2025-08-17 08:22:12,019 - pyskl - INFO - Epoch [108][300/7492] lr: 9.455e-03, eta: 1 day, 21:53:17, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3553, top5_acc: 0.6191, loss_cls: 7.2300, loss: 7.2300 2025-08-17 08:23:03,481 - pyskl - INFO - Epoch [108][400/7492] lr: 9.449e-03, eta: 1 day, 21:52:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3622, top5_acc: 0.6294, loss_cls: 7.1131, loss: 7.1131 2025-08-17 08:23:55,050 - pyskl - INFO - Epoch [108][500/7492] lr: 9.444e-03, eta: 1 day, 21:51:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3534, top5_acc: 0.5981, loss_cls: 7.2872, loss: 7.2872 2025-08-17 08:24:46,384 - pyskl - INFO - Epoch [108][600/7492] lr: 9.439e-03, eta: 1 day, 21:50:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6100, loss_cls: 7.3049, loss: 7.3049 2025-08-17 08:25:37,705 - pyskl - INFO - Epoch [108][700/7492] lr: 9.433e-03, eta: 1 day, 21:49:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6153, loss_cls: 7.1743, loss: 7.1743 2025-08-17 08:26:29,073 - pyskl - INFO - Epoch [108][800/7492] lr: 9.428e-03, eta: 1 day, 21:49:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3581, top5_acc: 0.6088, loss_cls: 7.2299, loss: 7.2299 2025-08-17 08:27:20,529 - pyskl - INFO - Epoch [108][900/7492] lr: 9.422e-03, eta: 1 day, 21:48:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3575, top5_acc: 0.6159, loss_cls: 7.1794, loss: 7.1794 2025-08-17 08:28:11,951 - pyskl - INFO - Epoch [108][1000/7492] lr: 9.417e-03, eta: 1 day, 21:47:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3588, top5_acc: 0.6066, loss_cls: 7.2540, loss: 7.2540 2025-08-17 08:29:03,385 - pyskl - INFO - Epoch [108][1100/7492] lr: 9.411e-03, eta: 1 day, 21:46:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3559, top5_acc: 0.6178, loss_cls: 7.2035, loss: 7.2035 2025-08-17 08:29:54,600 - pyskl - INFO - Epoch [108][1200/7492] lr: 9.406e-03, eta: 1 day, 21:45:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3706, top5_acc: 0.6241, loss_cls: 7.1268, loss: 7.1268 2025-08-17 08:30:45,938 - pyskl - INFO - Epoch [108][1300/7492] lr: 9.400e-03, eta: 1 day, 21:44:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3613, top5_acc: 0.6141, loss_cls: 7.0930, loss: 7.0930 2025-08-17 08:31:37,012 - pyskl - INFO - Epoch [108][1400/7492] lr: 9.395e-03, eta: 1 day, 21:43:53, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6275, loss_cls: 7.1107, loss: 7.1107 2025-08-17 08:32:28,149 - pyskl - INFO - Epoch [108][1500/7492] lr: 9.389e-03, eta: 1 day, 21:43:01, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.5925, loss_cls: 7.3399, loss: 7.3399 2025-08-17 08:33:19,292 - pyskl - INFO - Epoch [108][1600/7492] lr: 9.384e-03, eta: 1 day, 21:42:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3463, top5_acc: 0.6062, loss_cls: 7.2748, loss: 7.2748 2025-08-17 08:34:10,368 - pyskl - INFO - Epoch [108][1700/7492] lr: 9.378e-03, eta: 1 day, 21:41:19, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3603, top5_acc: 0.6150, loss_cls: 7.2780, loss: 7.2780 2025-08-17 08:35:01,755 - pyskl - INFO - Epoch [108][1800/7492] lr: 9.373e-03, eta: 1 day, 21:40:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3412, top5_acc: 0.5975, loss_cls: 7.3009, loss: 7.3009 2025-08-17 08:35:53,061 - pyskl - INFO - Epoch [108][1900/7492] lr: 9.368e-03, eta: 1 day, 21:39:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3519, top5_acc: 0.6125, loss_cls: 7.1240, loss: 7.1240 2025-08-17 08:36:44,249 - pyskl - INFO - Epoch [108][2000/7492] lr: 9.362e-03, eta: 1 day, 21:38:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.6081, loss_cls: 7.2953, loss: 7.2953 2025-08-17 08:37:35,435 - pyskl - INFO - Epoch [108][2100/7492] lr: 9.357e-03, eta: 1 day, 21:37:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3419, top5_acc: 0.6075, loss_cls: 7.2389, loss: 7.2389 2025-08-17 08:38:26,562 - pyskl - INFO - Epoch [108][2200/7492] lr: 9.351e-03, eta: 1 day, 21:37:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3303, top5_acc: 0.5763, loss_cls: 7.3921, loss: 7.3921 2025-08-17 08:39:17,921 - pyskl - INFO - Epoch [108][2300/7492] lr: 9.346e-03, eta: 1 day, 21:36:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3522, top5_acc: 0.6128, loss_cls: 7.1853, loss: 7.1853 2025-08-17 08:40:09,494 - pyskl - INFO - Epoch [108][2400/7492] lr: 9.340e-03, eta: 1 day, 21:35:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3488, top5_acc: 0.5913, loss_cls: 7.3619, loss: 7.3619 2025-08-17 08:41:00,792 - pyskl - INFO - Epoch [108][2500/7492] lr: 9.335e-03, eta: 1 day, 21:34:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3503, top5_acc: 0.6075, loss_cls: 7.2193, loss: 7.2193 2025-08-17 08:41:52,104 - pyskl - INFO - Epoch [108][2600/7492] lr: 9.329e-03, eta: 1 day, 21:33:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3459, top5_acc: 0.6053, loss_cls: 7.2469, loss: 7.2469 2025-08-17 08:42:43,720 - pyskl - INFO - Epoch [108][2700/7492] lr: 9.324e-03, eta: 1 day, 21:32:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3497, top5_acc: 0.6072, loss_cls: 7.2745, loss: 7.2745 2025-08-17 08:43:35,077 - pyskl - INFO - Epoch [108][2800/7492] lr: 9.318e-03, eta: 1 day, 21:31:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.6119, loss_cls: 7.1909, loss: 7.1909 2025-08-17 08:44:26,372 - pyskl - INFO - Epoch [108][2900/7492] lr: 9.313e-03, eta: 1 day, 21:31:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.6072, loss_cls: 7.3154, loss: 7.3154 2025-08-17 08:45:17,801 - pyskl - INFO - Epoch [108][3000/7492] lr: 9.308e-03, eta: 1 day, 21:30:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3547, top5_acc: 0.6031, loss_cls: 7.2788, loss: 7.2788 2025-08-17 08:46:09,046 - pyskl - INFO - Epoch [108][3100/7492] lr: 9.302e-03, eta: 1 day, 21:29:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3534, top5_acc: 0.6103, loss_cls: 7.2049, loss: 7.2049 2025-08-17 08:47:00,229 - pyskl - INFO - Epoch [108][3200/7492] lr: 9.297e-03, eta: 1 day, 21:28:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3528, top5_acc: 0.5894, loss_cls: 7.2798, loss: 7.2798 2025-08-17 08:47:51,330 - pyskl - INFO - Epoch [108][3300/7492] lr: 9.291e-03, eta: 1 day, 21:27:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3541, top5_acc: 0.6078, loss_cls: 7.2997, loss: 7.2997 2025-08-17 08:48:42,628 - pyskl - INFO - Epoch [108][3400/7492] lr: 9.286e-03, eta: 1 day, 21:26:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3475, top5_acc: 0.6012, loss_cls: 7.2865, loss: 7.2865 2025-08-17 08:49:33,943 - pyskl - INFO - Epoch [108][3500/7492] lr: 9.280e-03, eta: 1 day, 21:25:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3591, top5_acc: 0.6056, loss_cls: 7.2089, loss: 7.2089 2025-08-17 08:50:25,730 - pyskl - INFO - Epoch [108][3600/7492] lr: 9.275e-03, eta: 1 day, 21:25:03, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3744, top5_acc: 0.6147, loss_cls: 7.1845, loss: 7.1845 2025-08-17 08:51:17,348 - pyskl - INFO - Epoch [108][3700/7492] lr: 9.270e-03, eta: 1 day, 21:24:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3469, top5_acc: 0.6091, loss_cls: 7.2369, loss: 7.2369 2025-08-17 08:52:08,860 - pyskl - INFO - Epoch [108][3800/7492] lr: 9.264e-03, eta: 1 day, 21:23:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3472, top5_acc: 0.5981, loss_cls: 7.2719, loss: 7.2719 2025-08-17 08:53:00,132 - pyskl - INFO - Epoch [108][3900/7492] lr: 9.259e-03, eta: 1 day, 21:22:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3703, top5_acc: 0.6294, loss_cls: 7.1252, loss: 7.1252 2025-08-17 08:53:51,331 - pyskl - INFO - Epoch [108][4000/7492] lr: 9.253e-03, eta: 1 day, 21:21:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3559, top5_acc: 0.6106, loss_cls: 7.1846, loss: 7.1846 2025-08-17 08:54:42,583 - pyskl - INFO - Epoch [108][4100/7492] lr: 9.248e-03, eta: 1 day, 21:20:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3444, top5_acc: 0.6025, loss_cls: 7.2825, loss: 7.2825 2025-08-17 08:55:34,090 - pyskl - INFO - Epoch [108][4200/7492] lr: 9.242e-03, eta: 1 day, 21:19:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3525, top5_acc: 0.6122, loss_cls: 7.1865, loss: 7.1865 2025-08-17 08:56:25,485 - pyskl - INFO - Epoch [108][4300/7492] lr: 9.237e-03, eta: 1 day, 21:19:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3491, top5_acc: 0.6069, loss_cls: 7.2644, loss: 7.2644 2025-08-17 08:57:16,955 - pyskl - INFO - Epoch [108][4400/7492] lr: 9.232e-03, eta: 1 day, 21:18:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3509, top5_acc: 0.6006, loss_cls: 7.2124, loss: 7.2124 2025-08-17 08:58:08,139 - pyskl - INFO - Epoch [108][4500/7492] lr: 9.226e-03, eta: 1 day, 21:17:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3569, top5_acc: 0.6075, loss_cls: 7.2565, loss: 7.2565 2025-08-17 08:58:59,506 - pyskl - INFO - Epoch [108][4600/7492] lr: 9.221e-03, eta: 1 day, 21:16:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6125, loss_cls: 7.2057, loss: 7.2057 2025-08-17 08:59:50,730 - pyskl - INFO - Epoch [108][4700/7492] lr: 9.215e-03, eta: 1 day, 21:15:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6072, loss_cls: 7.2030, loss: 7.2030 2025-08-17 09:00:42,196 - pyskl - INFO - Epoch [108][4800/7492] lr: 9.210e-03, eta: 1 day, 21:14:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3350, top5_acc: 0.5925, loss_cls: 7.3235, loss: 7.3235 2025-08-17 09:01:33,649 - pyskl - INFO - Epoch [108][4900/7492] lr: 9.204e-03, eta: 1 day, 21:13:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3366, top5_acc: 0.5947, loss_cls: 7.3207, loss: 7.3207 2025-08-17 09:02:25,004 - pyskl - INFO - Epoch [108][5000/7492] lr: 9.199e-03, eta: 1 day, 21:13:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.6047, loss_cls: 7.2809, loss: 7.2809 2025-08-17 09:03:16,265 - pyskl - INFO - Epoch [108][5100/7492] lr: 9.194e-03, eta: 1 day, 21:12:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6156, loss_cls: 7.1165, loss: 7.1165 2025-08-17 09:04:07,626 - pyskl - INFO - Epoch [108][5200/7492] lr: 9.188e-03, eta: 1 day, 21:11:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3472, top5_acc: 0.6112, loss_cls: 7.2418, loss: 7.2418 2025-08-17 09:04:59,113 - pyskl - INFO - Epoch [108][5300/7492] lr: 9.183e-03, eta: 1 day, 21:10:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3450, top5_acc: 0.6034, loss_cls: 7.2227, loss: 7.2227 2025-08-17 09:05:50,403 - pyskl - INFO - Epoch [108][5400/7492] lr: 9.177e-03, eta: 1 day, 21:09:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6156, loss_cls: 7.2445, loss: 7.2445 2025-08-17 09:06:41,757 - pyskl - INFO - Epoch [108][5500/7492] lr: 9.172e-03, eta: 1 day, 21:08:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3522, top5_acc: 0.6041, loss_cls: 7.2927, loss: 7.2927 2025-08-17 09:07:33,064 - pyskl - INFO - Epoch [108][5600/7492] lr: 9.167e-03, eta: 1 day, 21:07:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3416, top5_acc: 0.5966, loss_cls: 7.3335, loss: 7.3335 2025-08-17 09:08:24,529 - pyskl - INFO - Epoch [108][5700/7492] lr: 9.161e-03, eta: 1 day, 21:07:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3491, top5_acc: 0.6050, loss_cls: 7.1665, loss: 7.1665 2025-08-17 09:09:15,880 - pyskl - INFO - Epoch [108][5800/7492] lr: 9.156e-03, eta: 1 day, 21:06:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3450, top5_acc: 0.5941, loss_cls: 7.3206, loss: 7.3206 2025-08-17 09:10:07,280 - pyskl - INFO - Epoch [108][5900/7492] lr: 9.150e-03, eta: 1 day, 21:05:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3453, top5_acc: 0.6044, loss_cls: 7.2674, loss: 7.2674 2025-08-17 09:10:58,749 - pyskl - INFO - Epoch [108][6000/7492] lr: 9.145e-03, eta: 1 day, 21:04:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3453, top5_acc: 0.5834, loss_cls: 7.3575, loss: 7.3575 2025-08-17 09:11:50,119 - pyskl - INFO - Epoch [108][6100/7492] lr: 9.140e-03, eta: 1 day, 21:03:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3522, top5_acc: 0.6072, loss_cls: 7.2940, loss: 7.2940 2025-08-17 09:12:41,454 - pyskl - INFO - Epoch [108][6200/7492] lr: 9.134e-03, eta: 1 day, 21:02:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3419, top5_acc: 0.6081, loss_cls: 7.2347, loss: 7.2347 2025-08-17 09:13:32,940 - pyskl - INFO - Epoch [108][6300/7492] lr: 9.129e-03, eta: 1 day, 21:01:58, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3513, top5_acc: 0.5962, loss_cls: 7.2954, loss: 7.2954 2025-08-17 09:14:24,278 - pyskl - INFO - Epoch [108][6400/7492] lr: 9.123e-03, eta: 1 day, 21:01:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3669, top5_acc: 0.6244, loss_cls: 7.0787, loss: 7.0787 2025-08-17 09:15:15,601 - pyskl - INFO - Epoch [108][6500/7492] lr: 9.118e-03, eta: 1 day, 21:00:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6147, loss_cls: 7.2251, loss: 7.2251 2025-08-17 09:16:06,973 - pyskl - INFO - Epoch [108][6600/7492] lr: 9.113e-03, eta: 1 day, 20:59:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3525, top5_acc: 0.6059, loss_cls: 7.1950, loss: 7.1950 2025-08-17 09:16:58,154 - pyskl - INFO - Epoch [108][6700/7492] lr: 9.107e-03, eta: 1 day, 20:58:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3459, top5_acc: 0.6016, loss_cls: 7.3066, loss: 7.3066 2025-08-17 09:17:49,591 - pyskl - INFO - Epoch [108][6800/7492] lr: 9.102e-03, eta: 1 day, 20:57:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3416, top5_acc: 0.6050, loss_cls: 7.3681, loss: 7.3681 2025-08-17 09:18:40,734 - pyskl - INFO - Epoch [108][6900/7492] lr: 9.096e-03, eta: 1 day, 20:56:50, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3553, top5_acc: 0.6191, loss_cls: 7.2060, loss: 7.2060 2025-08-17 09:19:32,056 - pyskl - INFO - Epoch [108][7000/7492] lr: 9.091e-03, eta: 1 day, 20:55:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3444, top5_acc: 0.5953, loss_cls: 7.3032, loss: 7.3032 2025-08-17 09:20:23,504 - pyskl - INFO - Epoch [108][7100/7492] lr: 9.086e-03, eta: 1 day, 20:55:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3444, top5_acc: 0.5953, loss_cls: 7.2494, loss: 7.2494 2025-08-17 09:21:14,748 - pyskl - INFO - Epoch [108][7200/7492] lr: 9.080e-03, eta: 1 day, 20:54:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3422, top5_acc: 0.5941, loss_cls: 7.3630, loss: 7.3630 2025-08-17 09:22:06,018 - pyskl - INFO - Epoch [108][7300/7492] lr: 9.075e-03, eta: 1 day, 20:53:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3466, top5_acc: 0.6088, loss_cls: 7.2533, loss: 7.2533 2025-08-17 09:22:57,303 - pyskl - INFO - Epoch [108][7400/7492] lr: 9.069e-03, eta: 1 day, 20:52:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3538, top5_acc: 0.6088, loss_cls: 7.2203, loss: 7.2203 2025-08-17 09:23:45,217 - pyskl - INFO - Saving checkpoint at 108 epochs 2025-08-17 09:24:42,996 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 09:24:43,740 - pyskl - INFO - top1_acc 0.3057 top5_acc 0.5539 2025-08-17 09:24:43,741 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 09:24:43,774 - pyskl - INFO - mean_acc 0.3055 2025-08-17 09:24:43,785 - pyskl - INFO - Epoch(val) [108][617] top1_acc: 0.3057, top5_acc: 0.5539, mean_class_accuracy: 0.3055 2025-08-17 09:26:05,302 - pyskl - INFO - Epoch [109][100/7492] lr: 9.059e-03, eta: 1 day, 20:50:48, time: 0.815, data_time: 0.302, memory: 13026, top1_acc: 0.3656, top5_acc: 0.6172, loss_cls: 7.1133, loss: 7.1133 2025-08-17 09:26:56,561 - pyskl - INFO - Epoch [109][200/7492] lr: 9.054e-03, eta: 1 day, 20:49:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3550, top5_acc: 0.5994, loss_cls: 7.2521, loss: 7.2521 2025-08-17 09:27:47,697 - pyskl - INFO - Epoch [109][300/7492] lr: 9.048e-03, eta: 1 day, 20:49:05, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3550, top5_acc: 0.6081, loss_cls: 7.2209, loss: 7.2209 2025-08-17 09:28:38,707 - pyskl - INFO - Epoch [109][400/7492] lr: 9.043e-03, eta: 1 day, 20:48:14, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3628, top5_acc: 0.6169, loss_cls: 7.0474, loss: 7.0474 2025-08-17 09:29:30,133 - pyskl - INFO - Epoch [109][500/7492] lr: 9.038e-03, eta: 1 day, 20:47:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3703, top5_acc: 0.6256, loss_cls: 7.1008, loss: 7.1008 2025-08-17 09:30:21,346 - pyskl - INFO - Epoch [109][600/7492] lr: 9.032e-03, eta: 1 day, 20:46:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3566, top5_acc: 0.6162, loss_cls: 7.1917, loss: 7.1917 2025-08-17 09:31:12,509 - pyskl - INFO - Epoch [109][700/7492] lr: 9.027e-03, eta: 1 day, 20:45:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3588, top5_acc: 0.6162, loss_cls: 7.1510, loss: 7.1510 2025-08-17 09:32:03,968 - pyskl - INFO - Epoch [109][800/7492] lr: 9.021e-03, eta: 1 day, 20:44:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3644, top5_acc: 0.6328, loss_cls: 7.1615, loss: 7.1615 2025-08-17 09:32:55,185 - pyskl - INFO - Epoch [109][900/7492] lr: 9.016e-03, eta: 1 day, 20:43:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3794, top5_acc: 0.6384, loss_cls: 7.0480, loss: 7.0480 2025-08-17 09:33:46,521 - pyskl - INFO - Epoch [109][1000/7492] lr: 9.011e-03, eta: 1 day, 20:43:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3622, top5_acc: 0.6106, loss_cls: 7.2138, loss: 7.2138 2025-08-17 09:34:37,943 - pyskl - INFO - Epoch [109][1100/7492] lr: 9.005e-03, eta: 1 day, 20:42:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3519, top5_acc: 0.6075, loss_cls: 7.2659, loss: 7.2659 2025-08-17 09:35:29,082 - pyskl - INFO - Epoch [109][1200/7492] lr: 9.000e-03, eta: 1 day, 20:41:23, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3625, top5_acc: 0.6200, loss_cls: 7.1848, loss: 7.1848 2025-08-17 09:36:20,614 - pyskl - INFO - Epoch [109][1300/7492] lr: 8.995e-03, eta: 1 day, 20:40:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6212, loss_cls: 7.1364, loss: 7.1364 2025-08-17 09:37:12,015 - pyskl - INFO - Epoch [109][1400/7492] lr: 8.989e-03, eta: 1 day, 20:39:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3459, top5_acc: 0.6178, loss_cls: 7.1858, loss: 7.1858 2025-08-17 09:38:03,269 - pyskl - INFO - Epoch [109][1500/7492] lr: 8.984e-03, eta: 1 day, 20:38:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3400, top5_acc: 0.5975, loss_cls: 7.3468, loss: 7.3468 2025-08-17 09:38:54,700 - pyskl - INFO - Epoch [109][1600/7492] lr: 8.978e-03, eta: 1 day, 20:37:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3597, top5_acc: 0.6209, loss_cls: 7.1094, loss: 7.1094 2025-08-17 09:39:46,023 - pyskl - INFO - Epoch [109][1700/7492] lr: 8.973e-03, eta: 1 day, 20:37:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3594, top5_acc: 0.6088, loss_cls: 7.2720, loss: 7.2720 2025-08-17 09:40:37,402 - pyskl - INFO - Epoch [109][1800/7492] lr: 8.968e-03, eta: 1 day, 20:36:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3447, top5_acc: 0.6028, loss_cls: 7.2846, loss: 7.2846 2025-08-17 09:41:28,851 - pyskl - INFO - Epoch [109][1900/7492] lr: 8.962e-03, eta: 1 day, 20:35:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3578, top5_acc: 0.6144, loss_cls: 7.2338, loss: 7.2338 2025-08-17 09:42:20,177 - pyskl - INFO - Epoch [109][2000/7492] lr: 8.957e-03, eta: 1 day, 20:34:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3444, top5_acc: 0.5969, loss_cls: 7.3533, loss: 7.3533 2025-08-17 09:43:11,396 - pyskl - INFO - Epoch [109][2100/7492] lr: 8.952e-03, eta: 1 day, 20:33:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3491, top5_acc: 0.6206, loss_cls: 7.2236, loss: 7.2236 2025-08-17 09:44:02,556 - pyskl - INFO - Epoch [109][2200/7492] lr: 8.946e-03, eta: 1 day, 20:32:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3566, top5_acc: 0.6306, loss_cls: 7.2193, loss: 7.2193 2025-08-17 09:44:53,710 - pyskl - INFO - Epoch [109][2300/7492] lr: 8.941e-03, eta: 1 day, 20:31:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3591, top5_acc: 0.6144, loss_cls: 7.1548, loss: 7.1548 2025-08-17 09:45:45,156 - pyskl - INFO - Epoch [109][2400/7492] lr: 8.936e-03, eta: 1 day, 20:31:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3550, top5_acc: 0.6166, loss_cls: 7.1779, loss: 7.1779 2025-08-17 09:46:36,639 - pyskl - INFO - Epoch [109][2500/7492] lr: 8.930e-03, eta: 1 day, 20:30:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3681, top5_acc: 0.6153, loss_cls: 7.1436, loss: 7.1436 2025-08-17 09:47:27,917 - pyskl - INFO - Epoch [109][2600/7492] lr: 8.925e-03, eta: 1 day, 20:29:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3466, top5_acc: 0.6000, loss_cls: 7.2879, loss: 7.2879 2025-08-17 09:48:19,577 - pyskl - INFO - Epoch [109][2700/7492] lr: 8.920e-03, eta: 1 day, 20:28:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3641, top5_acc: 0.6188, loss_cls: 7.1619, loss: 7.1619 2025-08-17 09:49:10,993 - pyskl - INFO - Epoch [109][2800/7492] lr: 8.914e-03, eta: 1 day, 20:27:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3491, top5_acc: 0.6000, loss_cls: 7.2733, loss: 7.2733 2025-08-17 09:50:02,865 - pyskl - INFO - Epoch [109][2900/7492] lr: 8.909e-03, eta: 1 day, 20:26:51, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.3459, top5_acc: 0.5975, loss_cls: 7.3042, loss: 7.3042 2025-08-17 09:50:54,409 - pyskl - INFO - Epoch [109][3000/7492] lr: 8.903e-03, eta: 1 day, 20:26:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3597, top5_acc: 0.5975, loss_cls: 7.2707, loss: 7.2707 2025-08-17 09:51:45,478 - pyskl - INFO - Epoch [109][3100/7492] lr: 8.898e-03, eta: 1 day, 20:25:09, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3591, top5_acc: 0.6159, loss_cls: 7.1515, loss: 7.1515 2025-08-17 09:52:36,846 - pyskl - INFO - Epoch [109][3200/7492] lr: 8.893e-03, eta: 1 day, 20:24:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3559, top5_acc: 0.6181, loss_cls: 7.1214, loss: 7.1214 2025-08-17 09:53:27,962 - pyskl - INFO - Epoch [109][3300/7492] lr: 8.887e-03, eta: 1 day, 20:23:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3563, top5_acc: 0.6088, loss_cls: 7.2106, loss: 7.2106 2025-08-17 09:54:19,313 - pyskl - INFO - Epoch [109][3400/7492] lr: 8.882e-03, eta: 1 day, 20:22:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.6125, loss_cls: 7.2818, loss: 7.2818 2025-08-17 09:55:10,599 - pyskl - INFO - Epoch [109][3500/7492] lr: 8.877e-03, eta: 1 day, 20:21:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3762, top5_acc: 0.6194, loss_cls: 7.1109, loss: 7.1109 2025-08-17 09:56:01,806 - pyskl - INFO - Epoch [109][3600/7492] lr: 8.871e-03, eta: 1 day, 20:20:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3475, top5_acc: 0.6072, loss_cls: 7.1154, loss: 7.1154 2025-08-17 09:56:52,860 - pyskl - INFO - Epoch [109][3700/7492] lr: 8.866e-03, eta: 1 day, 20:20:00, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3669, top5_acc: 0.6050, loss_cls: 7.1271, loss: 7.1271 2025-08-17 09:57:44,101 - pyskl - INFO - Epoch [109][3800/7492] lr: 8.861e-03, eta: 1 day, 20:19:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6156, loss_cls: 7.2207, loss: 7.2207 2025-08-17 09:58:34,979 - pyskl - INFO - Epoch [109][3900/7492] lr: 8.855e-03, eta: 1 day, 20:18:18, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.3634, top5_acc: 0.6131, loss_cls: 7.1618, loss: 7.1618 2025-08-17 09:59:26,097 - pyskl - INFO - Epoch [109][4000/7492] lr: 8.850e-03, eta: 1 day, 20:17:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3406, top5_acc: 0.5994, loss_cls: 7.2830, loss: 7.2830 2025-08-17 10:00:17,294 - pyskl - INFO - Epoch [109][4100/7492] lr: 8.845e-03, eta: 1 day, 20:16:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.6034, loss_cls: 7.2143, loss: 7.2143 2025-08-17 10:01:08,411 - pyskl - INFO - Epoch [109][4200/7492] lr: 8.839e-03, eta: 1 day, 20:15:43, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3666, top5_acc: 0.6153, loss_cls: 7.1372, loss: 7.1372 2025-08-17 10:01:59,515 - pyskl - INFO - Epoch [109][4300/7492] lr: 8.834e-03, eta: 1 day, 20:14:52, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3547, top5_acc: 0.6041, loss_cls: 7.2387, loss: 7.2387 2025-08-17 10:02:51,028 - pyskl - INFO - Epoch [109][4400/7492] lr: 8.829e-03, eta: 1 day, 20:14:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3469, top5_acc: 0.5975, loss_cls: 7.3871, loss: 7.3871 2025-08-17 10:03:42,710 - pyskl - INFO - Epoch [109][4500/7492] lr: 8.823e-03, eta: 1 day, 20:13:10, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6178, loss_cls: 7.1480, loss: 7.1480 2025-08-17 10:04:34,025 - pyskl - INFO - Epoch [109][4600/7492] lr: 8.818e-03, eta: 1 day, 20:12:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3541, top5_acc: 0.6066, loss_cls: 7.2140, loss: 7.2140 2025-08-17 10:05:25,070 - pyskl - INFO - Epoch [109][4700/7492] lr: 8.813e-03, eta: 1 day, 20:11:27, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3556, top5_acc: 0.6203, loss_cls: 7.1165, loss: 7.1165 2025-08-17 10:06:16,222 - pyskl - INFO - Epoch [109][4800/7492] lr: 8.807e-03, eta: 1 day, 20:10:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3497, top5_acc: 0.6169, loss_cls: 7.1136, loss: 7.1136 2025-08-17 10:07:07,687 - pyskl - INFO - Epoch [109][4900/7492] lr: 8.802e-03, eta: 1 day, 20:09:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3622, top5_acc: 0.6169, loss_cls: 7.1892, loss: 7.1892 2025-08-17 10:07:58,854 - pyskl - INFO - Epoch [109][5000/7492] lr: 8.797e-03, eta: 1 day, 20:08:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3419, top5_acc: 0.5972, loss_cls: 7.3613, loss: 7.3613 2025-08-17 10:08:50,183 - pyskl - INFO - Epoch [109][5100/7492] lr: 8.791e-03, eta: 1 day, 20:08:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3525, top5_acc: 0.6138, loss_cls: 7.1989, loss: 7.1989 2025-08-17 10:09:41,218 - pyskl - INFO - Epoch [109][5200/7492] lr: 8.786e-03, eta: 1 day, 20:07:10, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3706, top5_acc: 0.6147, loss_cls: 7.1180, loss: 7.1180 2025-08-17 10:10:32,463 - pyskl - INFO - Epoch [109][5300/7492] lr: 8.781e-03, eta: 1 day, 20:06:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3550, top5_acc: 0.6153, loss_cls: 7.2229, loss: 7.2229 2025-08-17 10:11:23,790 - pyskl - INFO - Epoch [109][5400/7492] lr: 8.775e-03, eta: 1 day, 20:05:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3416, top5_acc: 0.6162, loss_cls: 7.2051, loss: 7.2051 2025-08-17 10:12:14,965 - pyskl - INFO - Epoch [109][5500/7492] lr: 8.770e-03, eta: 1 day, 20:04:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3409, top5_acc: 0.6028, loss_cls: 7.2827, loss: 7.2827 2025-08-17 10:13:06,504 - pyskl - INFO - Epoch [109][5600/7492] lr: 8.765e-03, eta: 1 day, 20:03:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3544, top5_acc: 0.6125, loss_cls: 7.1907, loss: 7.1907 2025-08-17 10:13:58,028 - pyskl - INFO - Epoch [109][5700/7492] lr: 8.760e-03, eta: 1 day, 20:02:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3656, top5_acc: 0.6134, loss_cls: 7.1751, loss: 7.1751 2025-08-17 10:14:49,290 - pyskl - INFO - Epoch [109][5800/7492] lr: 8.754e-03, eta: 1 day, 20:02:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3553, top5_acc: 0.6131, loss_cls: 7.2122, loss: 7.2122 2025-08-17 10:15:40,727 - pyskl - INFO - Epoch [109][5900/7492] lr: 8.749e-03, eta: 1 day, 20:01:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6169, loss_cls: 7.1616, loss: 7.1616 2025-08-17 10:16:32,299 - pyskl - INFO - Epoch [109][6000/7492] lr: 8.744e-03, eta: 1 day, 20:00:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6006, loss_cls: 7.2009, loss: 7.2009 2025-08-17 10:17:23,553 - pyskl - INFO - Epoch [109][6100/7492] lr: 8.738e-03, eta: 1 day, 19:59:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3663, top5_acc: 0.6097, loss_cls: 7.1875, loss: 7.1875 2025-08-17 10:18:14,794 - pyskl - INFO - Epoch [109][6200/7492] lr: 8.733e-03, eta: 1 day, 19:58:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3494, top5_acc: 0.6075, loss_cls: 7.2796, loss: 7.2796 2025-08-17 10:19:06,150 - pyskl - INFO - Epoch [109][6300/7492] lr: 8.728e-03, eta: 1 day, 19:57:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3400, top5_acc: 0.6062, loss_cls: 7.2899, loss: 7.2899 2025-08-17 10:19:57,346 - pyskl - INFO - Epoch [109][6400/7492] lr: 8.722e-03, eta: 1 day, 19:56:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6034, loss_cls: 7.3297, loss: 7.3297 2025-08-17 10:20:48,623 - pyskl - INFO - Epoch [109][6500/7492] lr: 8.717e-03, eta: 1 day, 19:56:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3581, top5_acc: 0.6191, loss_cls: 7.1825, loss: 7.1825 2025-08-17 10:21:39,983 - pyskl - INFO - Epoch [109][6600/7492] lr: 8.712e-03, eta: 1 day, 19:55:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3362, top5_acc: 0.5897, loss_cls: 7.3473, loss: 7.3473 2025-08-17 10:22:31,380 - pyskl - INFO - Epoch [109][6700/7492] lr: 8.706e-03, eta: 1 day, 19:54:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3513, top5_acc: 0.6097, loss_cls: 7.3465, loss: 7.3465 2025-08-17 10:23:23,112 - pyskl - INFO - Epoch [109][6800/7492] lr: 8.701e-03, eta: 1 day, 19:53:29, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3466, top5_acc: 0.5925, loss_cls: 7.3002, loss: 7.3002 2025-08-17 10:24:14,598 - pyskl - INFO - Epoch [109][6900/7492] lr: 8.696e-03, eta: 1 day, 19:52:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3556, top5_acc: 0.6141, loss_cls: 7.1955, loss: 7.1955 2025-08-17 10:25:05,929 - pyskl - INFO - Epoch [109][7000/7492] lr: 8.691e-03, eta: 1 day, 19:51:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3466, top5_acc: 0.5953, loss_cls: 7.2356, loss: 7.2356 2025-08-17 10:25:57,260 - pyskl - INFO - Epoch [109][7100/7492] lr: 8.685e-03, eta: 1 day, 19:50:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3472, top5_acc: 0.6109, loss_cls: 7.2427, loss: 7.2427 2025-08-17 10:26:48,693 - pyskl - INFO - Epoch [109][7200/7492] lr: 8.680e-03, eta: 1 day, 19:50:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3603, top5_acc: 0.6078, loss_cls: 7.1597, loss: 7.1597 2025-08-17 10:27:40,214 - pyskl - INFO - Epoch [109][7300/7492] lr: 8.675e-03, eta: 1 day, 19:49:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3569, top5_acc: 0.6122, loss_cls: 7.2873, loss: 7.2873 2025-08-17 10:28:31,614 - pyskl - INFO - Epoch [109][7400/7492] lr: 8.669e-03, eta: 1 day, 19:48:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3522, top5_acc: 0.6062, loss_cls: 7.1729, loss: 7.1729 2025-08-17 10:29:19,661 - pyskl - INFO - Saving checkpoint at 109 epochs 2025-08-17 10:30:15,671 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 10:30:16,403 - pyskl - INFO - top1_acc 0.3091 top5_acc 0.5614 2025-08-17 10:30:16,404 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 10:30:16,436 - pyskl - INFO - mean_acc 0.3089 2025-08-17 10:30:16,490 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_106.pth was removed 2025-08-17 10:30:17,555 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2025-08-17 10:30:17,556 - pyskl - INFO - Best top1_acc is 0.3091 at 109 epoch. 2025-08-17 10:30:17,566 - pyskl - INFO - Epoch(val) [109][617] top1_acc: 0.3091, top5_acc: 0.5614, mean_class_accuracy: 0.3089 2025-08-17 10:31:38,781 - pyskl - INFO - Epoch [110][100/7492] lr: 8.659e-03, eta: 1 day, 19:46:36, time: 0.812, data_time: 0.302, memory: 13026, top1_acc: 0.3847, top5_acc: 0.6306, loss_cls: 7.0834, loss: 7.0834 2025-08-17 10:32:30,094 - pyskl - INFO - Epoch [110][200/7492] lr: 8.654e-03, eta: 1 day, 19:45:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3722, top5_acc: 0.6291, loss_cls: 6.9805, loss: 6.9805 2025-08-17 10:33:21,346 - pyskl - INFO - Epoch [110][300/7492] lr: 8.649e-03, eta: 1 day, 19:44:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3675, top5_acc: 0.6197, loss_cls: 7.1436, loss: 7.1436 2025-08-17 10:34:12,546 - pyskl - INFO - Epoch [110][400/7492] lr: 8.643e-03, eta: 1 day, 19:44:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3666, top5_acc: 0.6112, loss_cls: 7.1244, loss: 7.1244 2025-08-17 10:35:03,833 - pyskl - INFO - Epoch [110][500/7492] lr: 8.638e-03, eta: 1 day, 19:43:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6303, loss_cls: 7.0998, loss: 7.0998 2025-08-17 10:35:55,190 - pyskl - INFO - Epoch [110][600/7492] lr: 8.633e-03, eta: 1 day, 19:42:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6234, loss_cls: 7.1340, loss: 7.1340 2025-08-17 10:36:46,525 - pyskl - INFO - Epoch [110][700/7492] lr: 8.628e-03, eta: 1 day, 19:41:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3441, top5_acc: 0.6122, loss_cls: 7.1860, loss: 7.1860 2025-08-17 10:37:37,829 - pyskl - INFO - Epoch [110][800/7492] lr: 8.622e-03, eta: 1 day, 19:40:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3709, top5_acc: 0.6259, loss_cls: 7.1151, loss: 7.1151 2025-08-17 10:38:29,123 - pyskl - INFO - Epoch [110][900/7492] lr: 8.617e-03, eta: 1 day, 19:39:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3453, top5_acc: 0.6050, loss_cls: 7.2458, loss: 7.2458 2025-08-17 10:39:20,525 - pyskl - INFO - Epoch [110][1000/7492] lr: 8.612e-03, eta: 1 day, 19:38:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3669, top5_acc: 0.6238, loss_cls: 7.0807, loss: 7.0807 2025-08-17 10:40:11,684 - pyskl - INFO - Epoch [110][1100/7492] lr: 8.606e-03, eta: 1 day, 19:38:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3613, top5_acc: 0.6278, loss_cls: 7.1453, loss: 7.1453 2025-08-17 10:41:02,864 - pyskl - INFO - Epoch [110][1200/7492] lr: 8.601e-03, eta: 1 day, 19:37:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3475, top5_acc: 0.6084, loss_cls: 7.2221, loss: 7.2221 2025-08-17 10:41:54,089 - pyskl - INFO - Epoch [110][1300/7492] lr: 8.596e-03, eta: 1 day, 19:36:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6169, loss_cls: 7.1407, loss: 7.1407 2025-08-17 10:42:45,746 - pyskl - INFO - Epoch [110][1400/7492] lr: 8.591e-03, eta: 1 day, 19:35:29, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3616, top5_acc: 0.6194, loss_cls: 7.1485, loss: 7.1485 2025-08-17 10:43:37,065 - pyskl - INFO - Epoch [110][1500/7492] lr: 8.585e-03, eta: 1 day, 19:34:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3728, top5_acc: 0.6278, loss_cls: 7.0775, loss: 7.0775 2025-08-17 10:44:28,173 - pyskl - INFO - Epoch [110][1600/7492] lr: 8.580e-03, eta: 1 day, 19:33:46, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3425, top5_acc: 0.6022, loss_cls: 7.3169, loss: 7.3169 2025-08-17 10:45:19,419 - pyskl - INFO - Epoch [110][1700/7492] lr: 8.575e-03, eta: 1 day, 19:32:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3544, top5_acc: 0.6194, loss_cls: 7.2104, loss: 7.2104 2025-08-17 10:46:10,716 - pyskl - INFO - Epoch [110][1800/7492] lr: 8.570e-03, eta: 1 day, 19:32:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3647, top5_acc: 0.6197, loss_cls: 7.1127, loss: 7.1127 2025-08-17 10:47:01,964 - pyskl - INFO - Epoch [110][1900/7492] lr: 8.564e-03, eta: 1 day, 19:31:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3769, top5_acc: 0.6244, loss_cls: 7.0721, loss: 7.0721 2025-08-17 10:47:53,562 - pyskl - INFO - Epoch [110][2000/7492] lr: 8.559e-03, eta: 1 day, 19:30:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3513, top5_acc: 0.6075, loss_cls: 7.2691, loss: 7.2691 2025-08-17 10:48:44,807 - pyskl - INFO - Epoch [110][2100/7492] lr: 8.554e-03, eta: 1 day, 19:29:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3497, top5_acc: 0.6122, loss_cls: 7.2266, loss: 7.2266 2025-08-17 10:49:36,176 - pyskl - INFO - Epoch [110][2200/7492] lr: 8.548e-03, eta: 1 day, 19:28:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3756, top5_acc: 0.6362, loss_cls: 7.0265, loss: 7.0265 2025-08-17 10:50:27,440 - pyskl - INFO - Epoch [110][2300/7492] lr: 8.543e-03, eta: 1 day, 19:27:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3663, top5_acc: 0.6191, loss_cls: 7.0719, loss: 7.0719 2025-08-17 10:51:19,111 - pyskl - INFO - Epoch [110][2400/7492] lr: 8.538e-03, eta: 1 day, 19:26:56, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3550, top5_acc: 0.6131, loss_cls: 7.2107, loss: 7.2107 2025-08-17 10:52:10,389 - pyskl - INFO - Epoch [110][2500/7492] lr: 8.533e-03, eta: 1 day, 19:26:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3597, top5_acc: 0.6172, loss_cls: 7.2180, loss: 7.2180 2025-08-17 10:53:01,795 - pyskl - INFO - Epoch [110][2600/7492] lr: 8.527e-03, eta: 1 day, 19:25:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3578, top5_acc: 0.6119, loss_cls: 7.0972, loss: 7.0972 2025-08-17 10:53:53,463 - pyskl - INFO - Epoch [110][2700/7492] lr: 8.522e-03, eta: 1 day, 19:24:22, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3525, top5_acc: 0.6078, loss_cls: 7.2360, loss: 7.2360 2025-08-17 10:54:44,656 - pyskl - INFO - Epoch [110][2800/7492] lr: 8.517e-03, eta: 1 day, 19:23:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3406, top5_acc: 0.6012, loss_cls: 7.2194, loss: 7.2194 2025-08-17 10:55:35,810 - pyskl - INFO - Epoch [110][2900/7492] lr: 8.512e-03, eta: 1 day, 19:22:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3534, top5_acc: 0.6097, loss_cls: 7.1504, loss: 7.1504 2025-08-17 10:56:27,289 - pyskl - INFO - Epoch [110][3000/7492] lr: 8.506e-03, eta: 1 day, 19:21:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3525, top5_acc: 0.6069, loss_cls: 7.2033, loss: 7.2033 2025-08-17 10:57:18,525 - pyskl - INFO - Epoch [110][3100/7492] lr: 8.501e-03, eta: 1 day, 19:20:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.6025, loss_cls: 7.2370, loss: 7.2370 2025-08-17 10:58:09,767 - pyskl - INFO - Epoch [110][3200/7492] lr: 8.496e-03, eta: 1 day, 19:20:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3553, top5_acc: 0.6116, loss_cls: 7.1301, loss: 7.1301 2025-08-17 10:59:00,985 - pyskl - INFO - Epoch [110][3300/7492] lr: 8.491e-03, eta: 1 day, 19:19:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3547, top5_acc: 0.6022, loss_cls: 7.1763, loss: 7.1763 2025-08-17 10:59:52,387 - pyskl - INFO - Epoch [110][3400/7492] lr: 8.485e-03, eta: 1 day, 19:18:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6247, loss_cls: 7.0785, loss: 7.0785 2025-08-17 11:00:43,738 - pyskl - INFO - Epoch [110][3500/7492] lr: 8.480e-03, eta: 1 day, 19:17:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3456, top5_acc: 0.6088, loss_cls: 7.2649, loss: 7.2649 2025-08-17 11:01:35,081 - pyskl - INFO - Epoch [110][3600/7492] lr: 8.475e-03, eta: 1 day, 19:16:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3541, top5_acc: 0.6044, loss_cls: 7.3529, loss: 7.3529 2025-08-17 11:02:26,361 - pyskl - INFO - Epoch [110][3700/7492] lr: 8.470e-03, eta: 1 day, 19:15:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3528, top5_acc: 0.6053, loss_cls: 7.1529, loss: 7.1529 2025-08-17 11:03:17,613 - pyskl - INFO - Epoch [110][3800/7492] lr: 8.464e-03, eta: 1 day, 19:14:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3669, top5_acc: 0.6109, loss_cls: 7.1781, loss: 7.1781 2025-08-17 11:04:09,157 - pyskl - INFO - Epoch [110][3900/7492] lr: 8.459e-03, eta: 1 day, 19:14:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3694, top5_acc: 0.6269, loss_cls: 7.1265, loss: 7.1265 2025-08-17 11:05:01,004 - pyskl - INFO - Epoch [110][4000/7492] lr: 8.454e-03, eta: 1 day, 19:13:15, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3531, top5_acc: 0.6078, loss_cls: 7.2480, loss: 7.2480 2025-08-17 11:05:52,073 - pyskl - INFO - Epoch [110][4100/7492] lr: 8.449e-03, eta: 1 day, 19:12:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3603, top5_acc: 0.6228, loss_cls: 7.1788, loss: 7.1788 2025-08-17 11:06:43,425 - pyskl - INFO - Epoch [110][4200/7492] lr: 8.443e-03, eta: 1 day, 19:11:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3488, top5_acc: 0.6125, loss_cls: 7.1802, loss: 7.1802 2025-08-17 11:07:34,855 - pyskl - INFO - Epoch [110][4300/7492] lr: 8.438e-03, eta: 1 day, 19:10:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3469, top5_acc: 0.6097, loss_cls: 7.1993, loss: 7.1993 2025-08-17 11:08:26,128 - pyskl - INFO - Epoch [110][4400/7492] lr: 8.433e-03, eta: 1 day, 19:09:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3600, top5_acc: 0.6091, loss_cls: 7.2144, loss: 7.2144 2025-08-17 11:09:17,707 - pyskl - INFO - Epoch [110][4500/7492] lr: 8.428e-03, eta: 1 day, 19:08:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3722, top5_acc: 0.6134, loss_cls: 7.0948, loss: 7.0948 2025-08-17 11:10:09,106 - pyskl - INFO - Epoch [110][4600/7492] lr: 8.423e-03, eta: 1 day, 19:08:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3597, top5_acc: 0.6234, loss_cls: 7.1812, loss: 7.1812 2025-08-17 11:11:00,183 - pyskl - INFO - Epoch [110][4700/7492] lr: 8.417e-03, eta: 1 day, 19:07:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3672, top5_acc: 0.6231, loss_cls: 7.1139, loss: 7.1139 2025-08-17 11:11:51,580 - pyskl - INFO - Epoch [110][4800/7492] lr: 8.412e-03, eta: 1 day, 19:06:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3475, top5_acc: 0.6091, loss_cls: 7.2251, loss: 7.2251 2025-08-17 11:12:43,132 - pyskl - INFO - Epoch [110][4900/7492] lr: 8.407e-03, eta: 1 day, 19:05:33, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3344, top5_acc: 0.6003, loss_cls: 7.3553, loss: 7.3553 2025-08-17 11:13:34,463 - pyskl - INFO - Epoch [110][5000/7492] lr: 8.402e-03, eta: 1 day, 19:04:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3616, top5_acc: 0.6197, loss_cls: 7.2229, loss: 7.2229 2025-08-17 11:14:25,678 - pyskl - INFO - Epoch [110][5100/7492] lr: 8.396e-03, eta: 1 day, 19:03:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3584, top5_acc: 0.6138, loss_cls: 7.2381, loss: 7.2381 2025-08-17 11:15:16,899 - pyskl - INFO - Epoch [110][5200/7492] lr: 8.391e-03, eta: 1 day, 19:02:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3481, top5_acc: 0.6134, loss_cls: 7.2319, loss: 7.2319 2025-08-17 11:16:08,127 - pyskl - INFO - Epoch [110][5300/7492] lr: 8.386e-03, eta: 1 day, 19:02:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3553, top5_acc: 0.6131, loss_cls: 7.0867, loss: 7.0867 2025-08-17 11:16:59,609 - pyskl - INFO - Epoch [110][5400/7492] lr: 8.381e-03, eta: 1 day, 19:01:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3538, top5_acc: 0.6169, loss_cls: 7.1742, loss: 7.1742 2025-08-17 11:17:51,226 - pyskl - INFO - Epoch [110][5500/7492] lr: 8.376e-03, eta: 1 day, 19:00:25, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3713, top5_acc: 0.6200, loss_cls: 7.1160, loss: 7.1160 2025-08-17 11:18:42,878 - pyskl - INFO - Epoch [110][5600/7492] lr: 8.370e-03, eta: 1 day, 18:59:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3634, top5_acc: 0.6044, loss_cls: 7.2216, loss: 7.2216 2025-08-17 11:19:34,296 - pyskl - INFO - Epoch [110][5700/7492] lr: 8.365e-03, eta: 1 day, 18:58:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3647, top5_acc: 0.6297, loss_cls: 7.1357, loss: 7.1357 2025-08-17 11:20:25,564 - pyskl - INFO - Epoch [110][5800/7492] lr: 8.360e-03, eta: 1 day, 18:57:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3616, top5_acc: 0.6153, loss_cls: 7.1880, loss: 7.1880 2025-08-17 11:21:16,853 - pyskl - INFO - Epoch [110][5900/7492] lr: 8.355e-03, eta: 1 day, 18:57:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3569, top5_acc: 0.6156, loss_cls: 7.0997, loss: 7.0997 2025-08-17 11:22:08,209 - pyskl - INFO - Epoch [110][6000/7492] lr: 8.349e-03, eta: 1 day, 18:56:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3531, top5_acc: 0.6094, loss_cls: 7.1608, loss: 7.1608 2025-08-17 11:22:59,637 - pyskl - INFO - Epoch [110][6100/7492] lr: 8.344e-03, eta: 1 day, 18:55:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3597, top5_acc: 0.6131, loss_cls: 7.0754, loss: 7.0754 2025-08-17 11:23:50,933 - pyskl - INFO - Epoch [110][6200/7492] lr: 8.339e-03, eta: 1 day, 18:54:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3547, top5_acc: 0.6066, loss_cls: 7.2111, loss: 7.2111 2025-08-17 11:24:42,422 - pyskl - INFO - Epoch [110][6300/7492] lr: 8.334e-03, eta: 1 day, 18:53:35, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3478, top5_acc: 0.6044, loss_cls: 7.2455, loss: 7.2455 2025-08-17 11:25:33,731 - pyskl - INFO - Epoch [110][6400/7492] lr: 8.329e-03, eta: 1 day, 18:52:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3581, top5_acc: 0.6069, loss_cls: 7.2054, loss: 7.2054 2025-08-17 11:26:25,152 - pyskl - INFO - Epoch [110][6500/7492] lr: 8.323e-03, eta: 1 day, 18:51:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3638, top5_acc: 0.6212, loss_cls: 7.1336, loss: 7.1336 2025-08-17 11:27:16,526 - pyskl - INFO - Epoch [110][6600/7492] lr: 8.318e-03, eta: 1 day, 18:51:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3650, top5_acc: 0.6175, loss_cls: 7.1161, loss: 7.1161 2025-08-17 11:28:08,618 - pyskl - INFO - Epoch [110][6700/7492] lr: 8.313e-03, eta: 1 day, 18:50:10, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.3491, top5_acc: 0.5941, loss_cls: 7.3276, loss: 7.3276 2025-08-17 11:29:00,071 - pyskl - INFO - Epoch [110][6800/7492] lr: 8.308e-03, eta: 1 day, 18:49:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3691, top5_acc: 0.6275, loss_cls: 7.1339, loss: 7.1339 2025-08-17 11:29:51,364 - pyskl - INFO - Epoch [110][6900/7492] lr: 8.303e-03, eta: 1 day, 18:48:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3478, top5_acc: 0.6012, loss_cls: 7.3352, loss: 7.3352 2025-08-17 11:30:42,485 - pyskl - INFO - Epoch [110][7000/7492] lr: 8.297e-03, eta: 1 day, 18:47:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3513, top5_acc: 0.5997, loss_cls: 7.3108, loss: 7.3108 2025-08-17 11:31:33,634 - pyskl - INFO - Epoch [110][7100/7492] lr: 8.292e-03, eta: 1 day, 18:46:45, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3647, top5_acc: 0.6181, loss_cls: 7.1666, loss: 7.1666 2025-08-17 11:32:24,900 - pyskl - INFO - Epoch [110][7200/7492] lr: 8.287e-03, eta: 1 day, 18:45:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3631, top5_acc: 0.6159, loss_cls: 7.1537, loss: 7.1537 2025-08-17 11:33:16,102 - pyskl - INFO - Epoch [110][7300/7492] lr: 8.282e-03, eta: 1 day, 18:45:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3484, top5_acc: 0.6031, loss_cls: 7.2240, loss: 7.2240 2025-08-17 11:34:07,435 - pyskl - INFO - Epoch [110][7400/7492] lr: 8.277e-03, eta: 1 day, 18:44:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3638, top5_acc: 0.6244, loss_cls: 7.1582, loss: 7.1582 2025-08-17 11:34:55,935 - pyskl - INFO - Saving checkpoint at 110 epochs 2025-08-17 11:35:53,503 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 11:35:54,257 - pyskl - INFO - top1_acc 0.3014 top5_acc 0.5492 2025-08-17 11:35:54,257 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 11:35:54,291 - pyskl - INFO - mean_acc 0.3012 2025-08-17 11:35:54,301 - pyskl - INFO - Epoch(val) [110][617] top1_acc: 0.3014, top5_acc: 0.5492, mean_class_accuracy: 0.3012 2025-08-17 11:37:15,752 - pyskl - INFO - Epoch [111][100/7492] lr: 8.267e-03, eta: 1 day, 18:42:26, time: 0.814, data_time: 0.297, memory: 13026, top1_acc: 0.3713, top5_acc: 0.6278, loss_cls: 7.0809, loss: 7.0809 2025-08-17 11:38:06,867 - pyskl - INFO - Epoch [111][200/7492] lr: 8.261e-03, eta: 1 day, 18:41:34, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6128, loss_cls: 7.1864, loss: 7.1864 2025-08-17 11:38:58,217 - pyskl - INFO - Epoch [111][300/7492] lr: 8.256e-03, eta: 1 day, 18:40:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3581, top5_acc: 0.6312, loss_cls: 7.0785, loss: 7.0785 2025-08-17 11:39:49,394 - pyskl - INFO - Epoch [111][400/7492] lr: 8.251e-03, eta: 1 day, 18:39:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3775, top5_acc: 0.6281, loss_cls: 7.0833, loss: 7.0833 2025-08-17 11:40:40,543 - pyskl - INFO - Epoch [111][500/7492] lr: 8.246e-03, eta: 1 day, 18:39:00, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3681, top5_acc: 0.6272, loss_cls: 7.0146, loss: 7.0146 2025-08-17 11:41:31,853 - pyskl - INFO - Epoch [111][600/7492] lr: 8.241e-03, eta: 1 day, 18:38:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3644, top5_acc: 0.6159, loss_cls: 7.1023, loss: 7.1023 2025-08-17 11:42:23,083 - pyskl - INFO - Epoch [111][700/7492] lr: 8.235e-03, eta: 1 day, 18:37:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3688, top5_acc: 0.6234, loss_cls: 7.1359, loss: 7.1359 2025-08-17 11:43:14,435 - pyskl - INFO - Epoch [111][800/7492] lr: 8.230e-03, eta: 1 day, 18:36:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3584, top5_acc: 0.6169, loss_cls: 7.1253, loss: 7.1253 2025-08-17 11:44:05,568 - pyskl - INFO - Epoch [111][900/7492] lr: 8.225e-03, eta: 1 day, 18:35:35, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3594, top5_acc: 0.6159, loss_cls: 7.1781, loss: 7.1781 2025-08-17 11:44:57,076 - pyskl - INFO - Epoch [111][1000/7492] lr: 8.220e-03, eta: 1 day, 18:34:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3734, top5_acc: 0.6322, loss_cls: 6.9661, loss: 6.9661 2025-08-17 11:45:48,415 - pyskl - INFO - Epoch [111][1100/7492] lr: 8.215e-03, eta: 1 day, 18:33:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3734, top5_acc: 0.6153, loss_cls: 7.0816, loss: 7.0816 2025-08-17 11:46:39,805 - pyskl - INFO - Epoch [111][1200/7492] lr: 8.210e-03, eta: 1 day, 18:33:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3747, top5_acc: 0.6184, loss_cls: 7.1269, loss: 7.1269 2025-08-17 11:47:31,190 - pyskl - INFO - Epoch [111][1300/7492] lr: 8.204e-03, eta: 1 day, 18:32:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3659, top5_acc: 0.6112, loss_cls: 7.1366, loss: 7.1366 2025-08-17 11:48:22,357 - pyskl - INFO - Epoch [111][1400/7492] lr: 8.199e-03, eta: 1 day, 18:31:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3766, top5_acc: 0.6388, loss_cls: 6.9521, loss: 6.9521 2025-08-17 11:49:13,823 - pyskl - INFO - Epoch [111][1500/7492] lr: 8.194e-03, eta: 1 day, 18:30:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3584, top5_acc: 0.6209, loss_cls: 7.1344, loss: 7.1344 2025-08-17 11:50:05,058 - pyskl - INFO - Epoch [111][1600/7492] lr: 8.189e-03, eta: 1 day, 18:29:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6175, loss_cls: 7.1171, loss: 7.1171 2025-08-17 11:50:56,735 - pyskl - INFO - Epoch [111][1700/7492] lr: 8.184e-03, eta: 1 day, 18:28:45, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3509, top5_acc: 0.6056, loss_cls: 7.2101, loss: 7.2101 2025-08-17 11:51:48,325 - pyskl - INFO - Epoch [111][1800/7492] lr: 8.179e-03, eta: 1 day, 18:27:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3613, top5_acc: 0.6131, loss_cls: 7.1649, loss: 7.1649 2025-08-17 11:52:39,622 - pyskl - INFO - Epoch [111][1900/7492] lr: 8.173e-03, eta: 1 day, 18:27:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6238, loss_cls: 7.0753, loss: 7.0753 2025-08-17 11:53:30,848 - pyskl - INFO - Epoch [111][2000/7492] lr: 8.168e-03, eta: 1 day, 18:26:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3466, top5_acc: 0.6066, loss_cls: 7.2406, loss: 7.2406 2025-08-17 11:54:22,038 - pyskl - INFO - Epoch [111][2100/7492] lr: 8.163e-03, eta: 1 day, 18:25:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3534, top5_acc: 0.6238, loss_cls: 7.0937, loss: 7.0937 2025-08-17 11:55:13,276 - pyskl - INFO - Epoch [111][2200/7492] lr: 8.158e-03, eta: 1 day, 18:24:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3703, top5_acc: 0.6281, loss_cls: 7.1084, loss: 7.1084 2025-08-17 11:56:04,721 - pyskl - INFO - Epoch [111][2300/7492] lr: 8.153e-03, eta: 1 day, 18:23:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3744, top5_acc: 0.6328, loss_cls: 7.1272, loss: 7.1272 2025-08-17 11:56:56,121 - pyskl - INFO - Epoch [111][2400/7492] lr: 8.148e-03, eta: 1 day, 18:22:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3531, top5_acc: 0.6150, loss_cls: 7.2361, loss: 7.2361 2025-08-17 11:57:47,426 - pyskl - INFO - Epoch [111][2500/7492] lr: 8.142e-03, eta: 1 day, 18:21:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3594, top5_acc: 0.6206, loss_cls: 7.0840, loss: 7.0840 2025-08-17 11:58:38,607 - pyskl - INFO - Epoch [111][2600/7492] lr: 8.137e-03, eta: 1 day, 18:21:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3625, top5_acc: 0.6169, loss_cls: 7.1866, loss: 7.1866 2025-08-17 11:59:29,807 - pyskl - INFO - Epoch [111][2700/7492] lr: 8.132e-03, eta: 1 day, 18:20:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3744, top5_acc: 0.6103, loss_cls: 7.1289, loss: 7.1289 2025-08-17 12:00:21,132 - pyskl - INFO - Epoch [111][2800/7492] lr: 8.127e-03, eta: 1 day, 18:19:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3588, top5_acc: 0.6178, loss_cls: 7.1470, loss: 7.1470 2025-08-17 12:01:12,485 - pyskl - INFO - Epoch [111][2900/7492] lr: 8.122e-03, eta: 1 day, 18:18:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3703, top5_acc: 0.6388, loss_cls: 7.0014, loss: 7.0014 2025-08-17 12:02:03,717 - pyskl - INFO - Epoch [111][3000/7492] lr: 8.117e-03, eta: 1 day, 18:17:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3722, top5_acc: 0.6253, loss_cls: 7.1470, loss: 7.1470 2025-08-17 12:02:54,901 - pyskl - INFO - Epoch [111][3100/7492] lr: 8.111e-03, eta: 1 day, 18:16:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3528, top5_acc: 0.6041, loss_cls: 7.2144, loss: 7.2144 2025-08-17 12:03:46,244 - pyskl - INFO - Epoch [111][3200/7492] lr: 8.106e-03, eta: 1 day, 18:15:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6031, loss_cls: 7.2002, loss: 7.2002 2025-08-17 12:04:37,962 - pyskl - INFO - Epoch [111][3300/7492] lr: 8.101e-03, eta: 1 day, 18:15:03, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3675, top5_acc: 0.6116, loss_cls: 7.1538, loss: 7.1538 2025-08-17 12:05:29,632 - pyskl - INFO - Epoch [111][3400/7492] lr: 8.096e-03, eta: 1 day, 18:14:12, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3603, top5_acc: 0.6175, loss_cls: 7.1517, loss: 7.1517 2025-08-17 12:06:21,083 - pyskl - INFO - Epoch [111][3500/7492] lr: 8.091e-03, eta: 1 day, 18:13:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3641, top5_acc: 0.6138, loss_cls: 7.2147, loss: 7.2147 2025-08-17 12:07:12,329 - pyskl - INFO - Epoch [111][3600/7492] lr: 8.086e-03, eta: 1 day, 18:12:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6197, loss_cls: 7.1976, loss: 7.1976 2025-08-17 12:08:03,846 - pyskl - INFO - Epoch [111][3700/7492] lr: 8.081e-03, eta: 1 day, 18:11:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3669, top5_acc: 0.6256, loss_cls: 7.1186, loss: 7.1186 2025-08-17 12:08:55,183 - pyskl - INFO - Epoch [111][3800/7492] lr: 8.075e-03, eta: 1 day, 18:10:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3678, top5_acc: 0.6288, loss_cls: 7.0972, loss: 7.0972 2025-08-17 12:09:47,062 - pyskl - INFO - Epoch [111][3900/7492] lr: 8.070e-03, eta: 1 day, 18:09:56, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.3519, top5_acc: 0.6097, loss_cls: 7.2257, loss: 7.2257 2025-08-17 12:10:38,976 - pyskl - INFO - Epoch [111][4000/7492] lr: 8.065e-03, eta: 1 day, 18:09:05, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.3778, top5_acc: 0.6100, loss_cls: 7.1506, loss: 7.1506 2025-08-17 12:11:30,446 - pyskl - INFO - Epoch [111][4100/7492] lr: 8.060e-03, eta: 1 day, 18:08:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3513, top5_acc: 0.6006, loss_cls: 7.2445, loss: 7.2445 2025-08-17 12:12:22,177 - pyskl - INFO - Epoch [111][4200/7492] lr: 8.055e-03, eta: 1 day, 18:07:22, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3578, top5_acc: 0.6097, loss_cls: 7.2141, loss: 7.2141 2025-08-17 12:13:13,565 - pyskl - INFO - Epoch [111][4300/7492] lr: 8.050e-03, eta: 1 day, 18:06:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3741, top5_acc: 0.6281, loss_cls: 7.0504, loss: 7.0504 2025-08-17 12:14:05,082 - pyskl - INFO - Epoch [111][4400/7492] lr: 8.045e-03, eta: 1 day, 18:05:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3647, top5_acc: 0.6241, loss_cls: 7.0760, loss: 7.0760 2025-08-17 12:14:56,514 - pyskl - INFO - Epoch [111][4500/7492] lr: 8.039e-03, eta: 1 day, 18:04:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3519, top5_acc: 0.6062, loss_cls: 7.2625, loss: 7.2625 2025-08-17 12:15:47,705 - pyskl - INFO - Epoch [111][4600/7492] lr: 8.034e-03, eta: 1 day, 18:03:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3616, top5_acc: 0.6216, loss_cls: 7.0639, loss: 7.0639 2025-08-17 12:16:39,213 - pyskl - INFO - Epoch [111][4700/7492] lr: 8.029e-03, eta: 1 day, 18:03:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3578, top5_acc: 0.6012, loss_cls: 7.2397, loss: 7.2397 2025-08-17 12:17:30,333 - pyskl - INFO - Epoch [111][4800/7492] lr: 8.024e-03, eta: 1 day, 18:02:15, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3663, top5_acc: 0.6159, loss_cls: 7.2040, loss: 7.2040 2025-08-17 12:18:21,686 - pyskl - INFO - Epoch [111][4900/7492] lr: 8.019e-03, eta: 1 day, 18:01:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3669, top5_acc: 0.6112, loss_cls: 7.1526, loss: 7.1526 2025-08-17 12:19:13,151 - pyskl - INFO - Epoch [111][5000/7492] lr: 8.014e-03, eta: 1 day, 18:00:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3566, top5_acc: 0.6222, loss_cls: 7.1161, loss: 7.1161 2025-08-17 12:20:04,589 - pyskl - INFO - Epoch [111][5100/7492] lr: 8.009e-03, eta: 1 day, 17:59:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3463, top5_acc: 0.6234, loss_cls: 7.1652, loss: 7.1652 2025-08-17 12:20:56,179 - pyskl - INFO - Epoch [111][5200/7492] lr: 8.003e-03, eta: 1 day, 17:58:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3603, top5_acc: 0.6075, loss_cls: 7.2441, loss: 7.2441 2025-08-17 12:21:47,688 - pyskl - INFO - Epoch [111][5300/7492] lr: 7.998e-03, eta: 1 day, 17:57:58, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3428, top5_acc: 0.6053, loss_cls: 7.2732, loss: 7.2732 2025-08-17 12:22:39,223 - pyskl - INFO - Epoch [111][5400/7492] lr: 7.993e-03, eta: 1 day, 17:57:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3809, top5_acc: 0.6275, loss_cls: 7.0328, loss: 7.0328 2025-08-17 12:23:30,767 - pyskl - INFO - Epoch [111][5500/7492] lr: 7.988e-03, eta: 1 day, 17:56:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3775, top5_acc: 0.6303, loss_cls: 7.1316, loss: 7.1316 2025-08-17 12:24:22,142 - pyskl - INFO - Epoch [111][5600/7492] lr: 7.983e-03, eta: 1 day, 17:55:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6066, loss_cls: 7.1294, loss: 7.1294 2025-08-17 12:25:13,369 - pyskl - INFO - Epoch [111][5700/7492] lr: 7.978e-03, eta: 1 day, 17:54:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3488, top5_acc: 0.6028, loss_cls: 7.2537, loss: 7.2537 2025-08-17 12:26:04,702 - pyskl - INFO - Epoch [111][5800/7492] lr: 7.973e-03, eta: 1 day, 17:53:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3588, top5_acc: 0.6100, loss_cls: 7.1544, loss: 7.1544 2025-08-17 12:26:55,997 - pyskl - INFO - Epoch [111][5900/7492] lr: 7.968e-03, eta: 1 day, 17:52:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3431, top5_acc: 0.6166, loss_cls: 7.2370, loss: 7.2370 2025-08-17 12:27:47,223 - pyskl - INFO - Epoch [111][6000/7492] lr: 7.963e-03, eta: 1 day, 17:51:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6231, loss_cls: 7.0706, loss: 7.0706 2025-08-17 12:28:38,715 - pyskl - INFO - Epoch [111][6100/7492] lr: 7.957e-03, eta: 1 day, 17:51:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3594, top5_acc: 0.6038, loss_cls: 7.2080, loss: 7.2080 2025-08-17 12:29:30,013 - pyskl - INFO - Epoch [111][6200/7492] lr: 7.952e-03, eta: 1 day, 17:50:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3538, top5_acc: 0.6172, loss_cls: 7.1983, loss: 7.1983 2025-08-17 12:30:21,345 - pyskl - INFO - Epoch [111][6300/7492] lr: 7.947e-03, eta: 1 day, 17:49:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3519, top5_acc: 0.6088, loss_cls: 7.2437, loss: 7.2437 2025-08-17 12:31:12,736 - pyskl - INFO - Epoch [111][6400/7492] lr: 7.942e-03, eta: 1 day, 17:48:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3663, top5_acc: 0.6181, loss_cls: 7.1432, loss: 7.1432 2025-08-17 12:32:03,998 - pyskl - INFO - Epoch [111][6500/7492] lr: 7.937e-03, eta: 1 day, 17:47:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3506, top5_acc: 0.6178, loss_cls: 7.1656, loss: 7.1656 2025-08-17 12:32:55,282 - pyskl - INFO - Epoch [111][6600/7492] lr: 7.932e-03, eta: 1 day, 17:46:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3659, top5_acc: 0.6088, loss_cls: 7.2392, loss: 7.2392 2025-08-17 12:33:46,682 - pyskl - INFO - Epoch [111][6700/7492] lr: 7.927e-03, eta: 1 day, 17:46:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3628, top5_acc: 0.6116, loss_cls: 7.1519, loss: 7.1519 2025-08-17 12:34:37,812 - pyskl - INFO - Epoch [111][6800/7492] lr: 7.922e-03, eta: 1 day, 17:45:09, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3347, top5_acc: 0.5850, loss_cls: 7.3333, loss: 7.3333 2025-08-17 12:35:29,098 - pyskl - INFO - Epoch [111][6900/7492] lr: 7.917e-03, eta: 1 day, 17:44:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6181, loss_cls: 7.1425, loss: 7.1425 2025-08-17 12:36:20,248 - pyskl - INFO - Epoch [111][7000/7492] lr: 7.911e-03, eta: 1 day, 17:43:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3588, top5_acc: 0.6141, loss_cls: 7.1292, loss: 7.1292 2025-08-17 12:37:11,397 - pyskl - INFO - Epoch [111][7100/7492] lr: 7.906e-03, eta: 1 day, 17:42:34, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3547, top5_acc: 0.6075, loss_cls: 7.2043, loss: 7.2043 2025-08-17 12:38:02,769 - pyskl - INFO - Epoch [111][7200/7492] lr: 7.901e-03, eta: 1 day, 17:41:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3519, top5_acc: 0.6072, loss_cls: 7.1675, loss: 7.1675 2025-08-17 12:38:54,057 - pyskl - INFO - Epoch [111][7300/7492] lr: 7.896e-03, eta: 1 day, 17:40:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3641, top5_acc: 0.6181, loss_cls: 7.1480, loss: 7.1480 2025-08-17 12:39:45,357 - pyskl - INFO - Epoch [111][7400/7492] lr: 7.891e-03, eta: 1 day, 17:40:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3622, top5_acc: 0.6219, loss_cls: 7.0968, loss: 7.0968 2025-08-17 12:40:33,322 - pyskl - INFO - Saving checkpoint at 111 epochs 2025-08-17 12:41:26,985 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 12:41:27,714 - pyskl - INFO - top1_acc 0.3190 top5_acc 0.5733 2025-08-17 12:41:27,714 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 12:41:27,747 - pyskl - INFO - mean_acc 0.3189 2025-08-17 12:41:27,809 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_109.pth was removed 2025-08-17 12:41:28,866 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. 2025-08-17 12:41:28,866 - pyskl - INFO - Best top1_acc is 0.3190 at 111 epoch. 2025-08-17 12:41:28,876 - pyskl - INFO - Epoch(val) [111][617] top1_acc: 0.3190, top5_acc: 0.5733, mean_class_accuracy: 0.3189 2025-08-17 12:42:49,187 - pyskl - INFO - Epoch [112][100/7492] lr: 7.881e-03, eta: 1 day, 17:38:16, time: 0.803, data_time: 0.291, memory: 13026, top1_acc: 0.3691, top5_acc: 0.6131, loss_cls: 7.1151, loss: 7.1151 2025-08-17 12:43:40,350 - pyskl - INFO - Epoch [112][200/7492] lr: 7.876e-03, eta: 1 day, 17:37:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3844, top5_acc: 0.6453, loss_cls: 7.0111, loss: 7.0111 2025-08-17 12:44:31,525 - pyskl - INFO - Epoch [112][300/7492] lr: 7.871e-03, eta: 1 day, 17:36:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3759, top5_acc: 0.6219, loss_cls: 7.1503, loss: 7.1503 2025-08-17 12:45:22,714 - pyskl - INFO - Epoch [112][400/7492] lr: 7.866e-03, eta: 1 day, 17:35:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3647, top5_acc: 0.6238, loss_cls: 7.1594, loss: 7.1594 2025-08-17 12:46:13,841 - pyskl - INFO - Epoch [112][500/7492] lr: 7.861e-03, eta: 1 day, 17:34:50, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3797, top5_acc: 0.6159, loss_cls: 7.1324, loss: 7.1324 2025-08-17 12:47:04,989 - pyskl - INFO - Epoch [112][600/7492] lr: 7.856e-03, eta: 1 day, 17:33:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3750, top5_acc: 0.6259, loss_cls: 7.0490, loss: 7.0490 2025-08-17 12:47:56,312 - pyskl - INFO - Epoch [112][700/7492] lr: 7.851e-03, eta: 1 day, 17:33:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3812, top5_acc: 0.6350, loss_cls: 6.9800, loss: 6.9800 2025-08-17 12:48:47,569 - pyskl - INFO - Epoch [112][800/7492] lr: 7.846e-03, eta: 1 day, 17:32:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3853, top5_acc: 0.6359, loss_cls: 6.9716, loss: 6.9716 2025-08-17 12:49:38,841 - pyskl - INFO - Epoch [112][900/7492] lr: 7.841e-03, eta: 1 day, 17:31:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6250, loss_cls: 7.1340, loss: 7.1340 2025-08-17 12:50:30,225 - pyskl - INFO - Epoch [112][1000/7492] lr: 7.835e-03, eta: 1 day, 17:30:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3769, top5_acc: 0.6231, loss_cls: 7.1086, loss: 7.1086 2025-08-17 12:51:21,566 - pyskl - INFO - Epoch [112][1100/7492] lr: 7.830e-03, eta: 1 day, 17:29:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3638, top5_acc: 0.6247, loss_cls: 7.1233, loss: 7.1233 2025-08-17 12:52:12,823 - pyskl - INFO - Epoch [112][1200/7492] lr: 7.825e-03, eta: 1 day, 17:28:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3622, top5_acc: 0.6234, loss_cls: 7.1530, loss: 7.1530 2025-08-17 12:53:04,197 - pyskl - INFO - Epoch [112][1300/7492] lr: 7.820e-03, eta: 1 day, 17:27:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3569, top5_acc: 0.6141, loss_cls: 7.1818, loss: 7.1818 2025-08-17 12:53:55,459 - pyskl - INFO - Epoch [112][1400/7492] lr: 7.815e-03, eta: 1 day, 17:27:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3750, top5_acc: 0.6250, loss_cls: 7.0170, loss: 7.0170 2025-08-17 12:54:46,921 - pyskl - INFO - Epoch [112][1500/7492] lr: 7.810e-03, eta: 1 day, 17:26:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3616, top5_acc: 0.6234, loss_cls: 7.2054, loss: 7.2054 2025-08-17 12:55:38,109 - pyskl - INFO - Epoch [112][1600/7492] lr: 7.805e-03, eta: 1 day, 17:25:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6191, loss_cls: 7.1377, loss: 7.1377 2025-08-17 12:56:29,262 - pyskl - INFO - Epoch [112][1700/7492] lr: 7.800e-03, eta: 1 day, 17:24:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3603, top5_acc: 0.6206, loss_cls: 7.1401, loss: 7.1401 2025-08-17 12:57:20,587 - pyskl - INFO - Epoch [112][1800/7492] lr: 7.795e-03, eta: 1 day, 17:23:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3616, top5_acc: 0.6275, loss_cls: 7.1143, loss: 7.1143 2025-08-17 12:58:11,858 - pyskl - INFO - Epoch [112][1900/7492] lr: 7.790e-03, eta: 1 day, 17:22:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3525, top5_acc: 0.6203, loss_cls: 7.1751, loss: 7.1751 2025-08-17 12:59:03,187 - pyskl - INFO - Epoch [112][2000/7492] lr: 7.785e-03, eta: 1 day, 17:22:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3697, top5_acc: 0.6419, loss_cls: 7.0284, loss: 7.0284 2025-08-17 12:59:54,413 - pyskl - INFO - Epoch [112][2100/7492] lr: 7.780e-03, eta: 1 day, 17:21:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3528, top5_acc: 0.6081, loss_cls: 7.2501, loss: 7.2501 2025-08-17 13:00:45,789 - pyskl - INFO - Epoch [112][2200/7492] lr: 7.775e-03, eta: 1 day, 17:20:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3731, top5_acc: 0.6219, loss_cls: 7.0500, loss: 7.0500 2025-08-17 13:01:37,366 - pyskl - INFO - Epoch [112][2300/7492] lr: 7.770e-03, eta: 1 day, 17:19:26, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3694, top5_acc: 0.6300, loss_cls: 7.1164, loss: 7.1164 2025-08-17 13:02:28,639 - pyskl - INFO - Epoch [112][2400/7492] lr: 7.764e-03, eta: 1 day, 17:18:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3594, top5_acc: 0.6134, loss_cls: 7.2154, loss: 7.2154 2025-08-17 13:03:19,771 - pyskl - INFO - Epoch [112][2500/7492] lr: 7.759e-03, eta: 1 day, 17:17:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3706, top5_acc: 0.6153, loss_cls: 7.1761, loss: 7.1761 2025-08-17 13:04:11,014 - pyskl - INFO - Epoch [112][2600/7492] lr: 7.754e-03, eta: 1 day, 17:16:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3591, top5_acc: 0.6234, loss_cls: 7.1212, loss: 7.1212 2025-08-17 13:05:02,111 - pyskl - INFO - Epoch [112][2700/7492] lr: 7.749e-03, eta: 1 day, 17:16:01, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3744, top5_acc: 0.6353, loss_cls: 7.0453, loss: 7.0453 2025-08-17 13:05:53,186 - pyskl - INFO - Epoch [112][2800/7492] lr: 7.744e-03, eta: 1 day, 17:15:09, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3778, top5_acc: 0.6275, loss_cls: 7.0871, loss: 7.0871 2025-08-17 13:06:44,516 - pyskl - INFO - Epoch [112][2900/7492] lr: 7.739e-03, eta: 1 day, 17:14:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6216, loss_cls: 7.2118, loss: 7.2118 2025-08-17 13:07:35,774 - pyskl - INFO - Epoch [112][3000/7492] lr: 7.734e-03, eta: 1 day, 17:13:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3653, top5_acc: 0.6159, loss_cls: 7.0327, loss: 7.0327 2025-08-17 13:08:26,830 - pyskl - INFO - Epoch [112][3100/7492] lr: 7.729e-03, eta: 1 day, 17:12:35, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6075, loss_cls: 7.2208, loss: 7.2208 2025-08-17 13:09:18,069 - pyskl - INFO - Epoch [112][3200/7492] lr: 7.724e-03, eta: 1 day, 17:11:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3666, top5_acc: 0.6234, loss_cls: 7.0683, loss: 7.0683 2025-08-17 13:10:09,497 - pyskl - INFO - Epoch [112][3300/7492] lr: 7.719e-03, eta: 1 day, 17:10:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6169, loss_cls: 7.1981, loss: 7.1981 2025-08-17 13:11:00,661 - pyskl - INFO - Epoch [112][3400/7492] lr: 7.714e-03, eta: 1 day, 17:10:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6216, loss_cls: 7.1280, loss: 7.1280 2025-08-17 13:11:51,745 - pyskl - INFO - Epoch [112][3500/7492] lr: 7.709e-03, eta: 1 day, 17:09:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3647, top5_acc: 0.6103, loss_cls: 7.1295, loss: 7.1295 2025-08-17 13:12:42,923 - pyskl - INFO - Epoch [112][3600/7492] lr: 7.704e-03, eta: 1 day, 17:08:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3572, top5_acc: 0.6066, loss_cls: 7.2600, loss: 7.2600 2025-08-17 13:13:34,119 - pyskl - INFO - Epoch [112][3700/7492] lr: 7.699e-03, eta: 1 day, 17:07:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6194, loss_cls: 7.1555, loss: 7.1555 2025-08-17 13:14:25,338 - pyskl - INFO - Epoch [112][3800/7492] lr: 7.694e-03, eta: 1 day, 17:06:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3784, top5_acc: 0.6175, loss_cls: 7.1650, loss: 7.1650 2025-08-17 13:15:16,454 - pyskl - INFO - Epoch [112][3900/7492] lr: 7.689e-03, eta: 1 day, 17:05:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3569, top5_acc: 0.6247, loss_cls: 7.1454, loss: 7.1454 2025-08-17 13:16:07,776 - pyskl - INFO - Epoch [112][4000/7492] lr: 7.684e-03, eta: 1 day, 17:04:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3544, top5_acc: 0.6303, loss_cls: 7.0693, loss: 7.0693 2025-08-17 13:16:58,815 - pyskl - INFO - Epoch [112][4100/7492] lr: 7.679e-03, eta: 1 day, 17:04:02, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3719, top5_acc: 0.6244, loss_cls: 7.1128, loss: 7.1128 2025-08-17 13:17:49,978 - pyskl - INFO - Epoch [112][4200/7492] lr: 7.674e-03, eta: 1 day, 17:03:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3597, top5_acc: 0.6112, loss_cls: 7.2666, loss: 7.2666 2025-08-17 13:18:41,286 - pyskl - INFO - Epoch [112][4300/7492] lr: 7.669e-03, eta: 1 day, 17:02:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6178, loss_cls: 7.1160, loss: 7.1160 2025-08-17 13:19:32,724 - pyskl - INFO - Epoch [112][4400/7492] lr: 7.664e-03, eta: 1 day, 17:01:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6216, loss_cls: 7.0965, loss: 7.0965 2025-08-17 13:20:23,876 - pyskl - INFO - Epoch [112][4500/7492] lr: 7.658e-03, eta: 1 day, 17:00:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3713, top5_acc: 0.6291, loss_cls: 7.1311, loss: 7.1311 2025-08-17 13:21:15,175 - pyskl - INFO - Epoch [112][4600/7492] lr: 7.653e-03, eta: 1 day, 16:59:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3650, top5_acc: 0.6334, loss_cls: 7.0593, loss: 7.0593 2025-08-17 13:22:06,359 - pyskl - INFO - Epoch [112][4700/7492] lr: 7.648e-03, eta: 1 day, 16:58:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3659, top5_acc: 0.6269, loss_cls: 7.0690, loss: 7.0690 2025-08-17 13:22:57,581 - pyskl - INFO - Epoch [112][4800/7492] lr: 7.643e-03, eta: 1 day, 16:58:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3534, top5_acc: 0.6322, loss_cls: 7.0702, loss: 7.0702 2025-08-17 13:23:48,818 - pyskl - INFO - Epoch [112][4900/7492] lr: 7.638e-03, eta: 1 day, 16:57:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3616, top5_acc: 0.6262, loss_cls: 7.0677, loss: 7.0677 2025-08-17 13:24:40,193 - pyskl - INFO - Epoch [112][5000/7492] lr: 7.633e-03, eta: 1 day, 16:56:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3691, top5_acc: 0.6228, loss_cls: 7.0374, loss: 7.0374 2025-08-17 13:25:31,665 - pyskl - INFO - Epoch [112][5100/7492] lr: 7.628e-03, eta: 1 day, 16:55:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3638, top5_acc: 0.6225, loss_cls: 7.1606, loss: 7.1606 2025-08-17 13:26:22,882 - pyskl - INFO - Epoch [112][5200/7492] lr: 7.623e-03, eta: 1 day, 16:54:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3594, top5_acc: 0.6266, loss_cls: 7.1710, loss: 7.1710 2025-08-17 13:27:14,040 - pyskl - INFO - Epoch [112][5300/7492] lr: 7.618e-03, eta: 1 day, 16:53:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3638, top5_acc: 0.6300, loss_cls: 7.1071, loss: 7.1071 2025-08-17 13:28:05,446 - pyskl - INFO - Epoch [112][5400/7492] lr: 7.613e-03, eta: 1 day, 16:52:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3575, top5_acc: 0.6175, loss_cls: 7.1445, loss: 7.1445 2025-08-17 13:28:57,013 - pyskl - INFO - Epoch [112][5500/7492] lr: 7.608e-03, eta: 1 day, 16:52:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6209, loss_cls: 7.1392, loss: 7.1392 2025-08-17 13:29:48,280 - pyskl - INFO - Epoch [112][5600/7492] lr: 7.603e-03, eta: 1 day, 16:51:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3644, top5_acc: 0.6156, loss_cls: 7.1360, loss: 7.1360 2025-08-17 13:30:39,504 - pyskl - INFO - Epoch [112][5700/7492] lr: 7.598e-03, eta: 1 day, 16:50:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3731, top5_acc: 0.6131, loss_cls: 7.2496, loss: 7.2496 2025-08-17 13:31:30,791 - pyskl - INFO - Epoch [112][5800/7492] lr: 7.593e-03, eta: 1 day, 16:49:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3631, top5_acc: 0.6209, loss_cls: 7.1105, loss: 7.1105 2025-08-17 13:32:22,039 - pyskl - INFO - Epoch [112][5900/7492] lr: 7.588e-03, eta: 1 day, 16:48:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3653, top5_acc: 0.6309, loss_cls: 7.0571, loss: 7.0571 2025-08-17 13:33:13,419 - pyskl - INFO - Epoch [112][6000/7492] lr: 7.583e-03, eta: 1 day, 16:47:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6247, loss_cls: 7.0898, loss: 7.0898 2025-08-17 13:34:04,670 - pyskl - INFO - Epoch [112][6100/7492] lr: 7.578e-03, eta: 1 day, 16:46:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3594, top5_acc: 0.6222, loss_cls: 7.0281, loss: 7.0281 2025-08-17 13:34:56,211 - pyskl - INFO - Epoch [112][6200/7492] lr: 7.573e-03, eta: 1 day, 16:46:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3709, top5_acc: 0.6238, loss_cls: 7.0767, loss: 7.0767 2025-08-17 13:35:47,448 - pyskl - INFO - Epoch [112][6300/7492] lr: 7.568e-03, eta: 1 day, 16:45:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3713, top5_acc: 0.6188, loss_cls: 7.0780, loss: 7.0780 2025-08-17 13:36:38,682 - pyskl - INFO - Epoch [112][6400/7492] lr: 7.563e-03, eta: 1 day, 16:44:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3584, top5_acc: 0.6225, loss_cls: 7.1149, loss: 7.1149 2025-08-17 13:37:30,030 - pyskl - INFO - Epoch [112][6500/7492] lr: 7.558e-03, eta: 1 day, 16:43:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3531, top5_acc: 0.6031, loss_cls: 7.1530, loss: 7.1530 2025-08-17 13:38:21,459 - pyskl - INFO - Epoch [112][6600/7492] lr: 7.553e-03, eta: 1 day, 16:42:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3553, top5_acc: 0.6191, loss_cls: 7.2044, loss: 7.2044 2025-08-17 13:39:12,658 - pyskl - INFO - Epoch [112][6700/7492] lr: 7.548e-03, eta: 1 day, 16:41:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3678, top5_acc: 0.6309, loss_cls: 7.1055, loss: 7.1055 2025-08-17 13:40:03,984 - pyskl - INFO - Epoch [112][6800/7492] lr: 7.543e-03, eta: 1 day, 16:40:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3516, top5_acc: 0.6172, loss_cls: 7.2175, loss: 7.2175 2025-08-17 13:40:55,266 - pyskl - INFO - Epoch [112][6900/7492] lr: 7.538e-03, eta: 1 day, 16:40:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3647, top5_acc: 0.6291, loss_cls: 7.0468, loss: 7.0468 2025-08-17 13:41:46,545 - pyskl - INFO - Epoch [112][7000/7492] lr: 7.533e-03, eta: 1 day, 16:39:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3666, top5_acc: 0.6219, loss_cls: 7.1456, loss: 7.1456 2025-08-17 13:42:37,787 - pyskl - INFO - Epoch [112][7100/7492] lr: 7.528e-03, eta: 1 day, 16:38:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3678, top5_acc: 0.6209, loss_cls: 7.1105, loss: 7.1105 2025-08-17 13:43:29,122 - pyskl - INFO - Epoch [112][7200/7492] lr: 7.523e-03, eta: 1 day, 16:37:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3650, top5_acc: 0.6097, loss_cls: 7.1438, loss: 7.1438 2025-08-17 13:44:20,389 - pyskl - INFO - Epoch [112][7300/7492] lr: 7.518e-03, eta: 1 day, 16:36:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3709, top5_acc: 0.6291, loss_cls: 7.0132, loss: 7.0132 2025-08-17 13:45:11,573 - pyskl - INFO - Epoch [112][7400/7492] lr: 7.513e-03, eta: 1 day, 16:35:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3800, top5_acc: 0.6303, loss_cls: 7.0526, loss: 7.0526 2025-08-17 13:45:59,361 - pyskl - INFO - Saving checkpoint at 112 epochs 2025-08-17 13:46:55,045 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 13:46:55,787 - pyskl - INFO - top1_acc 0.3172 top5_acc 0.5742 2025-08-17 13:46:55,787 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 13:46:55,823 - pyskl - INFO - mean_acc 0.3170 2025-08-17 13:46:55,834 - pyskl - INFO - Epoch(val) [112][617] top1_acc: 0.3172, top5_acc: 0.5742, mean_class_accuracy: 0.3170 2025-08-17 13:48:16,870 - pyskl - INFO - Epoch [113][100/7492] lr: 7.503e-03, eta: 1 day, 16:34:03, time: 0.810, data_time: 0.296, memory: 13026, top1_acc: 0.3731, top5_acc: 0.6219, loss_cls: 7.0389, loss: 7.0389 2025-08-17 13:49:08,376 - pyskl - INFO - Epoch [113][200/7492] lr: 7.498e-03, eta: 1 day, 16:33:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3616, top5_acc: 0.6266, loss_cls: 7.0708, loss: 7.0708 2025-08-17 13:49:59,633 - pyskl - INFO - Epoch [113][300/7492] lr: 7.493e-03, eta: 1 day, 16:32:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3881, top5_acc: 0.6397, loss_cls: 6.9052, loss: 6.9052 2025-08-17 13:50:50,848 - pyskl - INFO - Epoch [113][400/7492] lr: 7.489e-03, eta: 1 day, 16:31:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3762, top5_acc: 0.6397, loss_cls: 7.0387, loss: 7.0387 2025-08-17 13:51:42,162 - pyskl - INFO - Epoch [113][500/7492] lr: 7.484e-03, eta: 1 day, 16:30:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6347, loss_cls: 7.0075, loss: 7.0075 2025-08-17 13:52:33,389 - pyskl - INFO - Epoch [113][600/7492] lr: 7.479e-03, eta: 1 day, 16:29:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3825, top5_acc: 0.6484, loss_cls: 6.8729, loss: 6.8729 2025-08-17 13:53:24,797 - pyskl - INFO - Epoch [113][700/7492] lr: 7.474e-03, eta: 1 day, 16:28:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3787, top5_acc: 0.6344, loss_cls: 7.0498, loss: 7.0498 2025-08-17 13:54:16,025 - pyskl - INFO - Epoch [113][800/7492] lr: 7.469e-03, eta: 1 day, 16:28:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6191, loss_cls: 7.1158, loss: 7.1158 2025-08-17 13:55:07,186 - pyskl - INFO - Epoch [113][900/7492] lr: 7.464e-03, eta: 1 day, 16:27:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3797, top5_acc: 0.6325, loss_cls: 6.9919, loss: 6.9919 2025-08-17 13:55:58,340 - pyskl - INFO - Epoch [113][1000/7492] lr: 7.459e-03, eta: 1 day, 16:26:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3622, top5_acc: 0.6159, loss_cls: 7.1293, loss: 7.1293 2025-08-17 13:56:49,477 - pyskl - INFO - Epoch [113][1100/7492] lr: 7.454e-03, eta: 1 day, 16:25:30, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3812, top5_acc: 0.6266, loss_cls: 6.9915, loss: 6.9915 2025-08-17 13:57:40,662 - pyskl - INFO - Epoch [113][1200/7492] lr: 7.449e-03, eta: 1 day, 16:24:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3675, top5_acc: 0.6206, loss_cls: 7.1361, loss: 7.1361 2025-08-17 13:58:31,967 - pyskl - INFO - Epoch [113][1300/7492] lr: 7.444e-03, eta: 1 day, 16:23:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3456, top5_acc: 0.6084, loss_cls: 7.1663, loss: 7.1663 2025-08-17 13:59:23,271 - pyskl - INFO - Epoch [113][1400/7492] lr: 7.439e-03, eta: 1 day, 16:22:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3866, top5_acc: 0.6347, loss_cls: 6.9521, loss: 6.9521 2025-08-17 14:00:14,869 - pyskl - INFO - Epoch [113][1500/7492] lr: 7.434e-03, eta: 1 day, 16:22:05, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3666, top5_acc: 0.6212, loss_cls: 6.9974, loss: 6.9974 2025-08-17 14:01:06,294 - pyskl - INFO - Epoch [113][1600/7492] lr: 7.429e-03, eta: 1 day, 16:21:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6362, loss_cls: 7.0576, loss: 7.0576 2025-08-17 14:01:57,875 - pyskl - INFO - Epoch [113][1700/7492] lr: 7.424e-03, eta: 1 day, 16:20:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3784, top5_acc: 0.6234, loss_cls: 6.9721, loss: 6.9721 2025-08-17 14:02:49,597 - pyskl - INFO - Epoch [113][1800/7492] lr: 7.419e-03, eta: 1 day, 16:19:31, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3625, top5_acc: 0.6384, loss_cls: 7.1374, loss: 7.1374 2025-08-17 14:03:40,708 - pyskl - INFO - Epoch [113][1900/7492] lr: 7.414e-03, eta: 1 day, 16:18:40, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3591, top5_acc: 0.6028, loss_cls: 7.1290, loss: 7.1290 2025-08-17 14:04:32,280 - pyskl - INFO - Epoch [113][2000/7492] lr: 7.409e-03, eta: 1 day, 16:17:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3672, top5_acc: 0.6200, loss_cls: 7.1097, loss: 7.1097 2025-08-17 14:05:23,624 - pyskl - INFO - Epoch [113][2100/7492] lr: 7.404e-03, eta: 1 day, 16:16:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6388, loss_cls: 6.9978, loss: 6.9978 2025-08-17 14:06:14,772 - pyskl - INFO - Epoch [113][2200/7492] lr: 7.399e-03, eta: 1 day, 16:16:06, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3841, top5_acc: 0.6353, loss_cls: 7.0866, loss: 7.0866 2025-08-17 14:07:06,365 - pyskl - INFO - Epoch [113][2300/7492] lr: 7.394e-03, eta: 1 day, 16:15:15, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3534, top5_acc: 0.6178, loss_cls: 7.1116, loss: 7.1116 2025-08-17 14:07:57,511 - pyskl - INFO - Epoch [113][2400/7492] lr: 7.389e-03, eta: 1 day, 16:14:23, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3613, top5_acc: 0.6225, loss_cls: 7.1248, loss: 7.1248 2025-08-17 14:08:48,756 - pyskl - INFO - Epoch [113][2500/7492] lr: 7.384e-03, eta: 1 day, 16:13:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3688, top5_acc: 0.6203, loss_cls: 7.0755, loss: 7.0755 2025-08-17 14:09:40,191 - pyskl - INFO - Epoch [113][2600/7492] lr: 7.379e-03, eta: 1 day, 16:12:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3756, top5_acc: 0.6353, loss_cls: 7.0925, loss: 7.0925 2025-08-17 14:10:31,854 - pyskl - INFO - Epoch [113][2700/7492] lr: 7.374e-03, eta: 1 day, 16:11:49, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3613, top5_acc: 0.6172, loss_cls: 7.1298, loss: 7.1298 2025-08-17 14:11:23,581 - pyskl - INFO - Epoch [113][2800/7492] lr: 7.369e-03, eta: 1 day, 16:10:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3509, top5_acc: 0.6050, loss_cls: 7.2026, loss: 7.2026 2025-08-17 14:12:15,014 - pyskl - INFO - Epoch [113][2900/7492] lr: 7.364e-03, eta: 1 day, 16:10:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3762, top5_acc: 0.6212, loss_cls: 7.0695, loss: 7.0695 2025-08-17 14:13:06,257 - pyskl - INFO - Epoch [113][3000/7492] lr: 7.359e-03, eta: 1 day, 16:09:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3822, top5_acc: 0.6319, loss_cls: 7.1446, loss: 7.1446 2025-08-17 14:13:57,465 - pyskl - INFO - Epoch [113][3100/7492] lr: 7.354e-03, eta: 1 day, 16:08:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6194, loss_cls: 7.1471, loss: 7.1471 2025-08-17 14:14:48,654 - pyskl - INFO - Epoch [113][3200/7492] lr: 7.349e-03, eta: 1 day, 16:07:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3603, top5_acc: 0.6144, loss_cls: 7.2111, loss: 7.2111 2025-08-17 14:15:39,855 - pyskl - INFO - Epoch [113][3300/7492] lr: 7.344e-03, eta: 1 day, 16:06:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3653, top5_acc: 0.6209, loss_cls: 7.1023, loss: 7.1023 2025-08-17 14:16:31,640 - pyskl - INFO - Epoch [113][3400/7492] lr: 7.339e-03, eta: 1 day, 16:05:50, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3675, top5_acc: 0.6334, loss_cls: 7.0330, loss: 7.0330 2025-08-17 14:17:24,033 - pyskl - INFO - Epoch [113][3500/7492] lr: 7.335e-03, eta: 1 day, 16:05:00, time: 0.524, data_time: 0.000, memory: 13026, top1_acc: 0.3706, top5_acc: 0.6256, loss_cls: 7.0207, loss: 7.0207 2025-08-17 14:18:15,830 - pyskl - INFO - Epoch [113][3600/7492] lr: 7.330e-03, eta: 1 day, 16:04:08, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3744, top5_acc: 0.6328, loss_cls: 7.0298, loss: 7.0298 2025-08-17 14:19:07,913 - pyskl - INFO - Epoch [113][3700/7492] lr: 7.325e-03, eta: 1 day, 16:03:17, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.3759, top5_acc: 0.6209, loss_cls: 7.1154, loss: 7.1154 2025-08-17 14:19:59,209 - pyskl - INFO - Epoch [113][3800/7492] lr: 7.320e-03, eta: 1 day, 16:02:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3641, top5_acc: 0.6159, loss_cls: 7.1231, loss: 7.1231 2025-08-17 14:20:50,425 - pyskl - INFO - Epoch [113][3900/7492] lr: 7.315e-03, eta: 1 day, 16:01:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3728, top5_acc: 0.6272, loss_cls: 7.0703, loss: 7.0703 2025-08-17 14:21:41,857 - pyskl - INFO - Epoch [113][4000/7492] lr: 7.310e-03, eta: 1 day, 16:00:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3672, top5_acc: 0.6231, loss_cls: 7.1171, loss: 7.1171 2025-08-17 14:22:33,293 - pyskl - INFO - Epoch [113][4100/7492] lr: 7.305e-03, eta: 1 day, 15:59:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3631, top5_acc: 0.6262, loss_cls: 7.0913, loss: 7.0913 2025-08-17 14:23:24,586 - pyskl - INFO - Epoch [113][4200/7492] lr: 7.300e-03, eta: 1 day, 15:59:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3544, top5_acc: 0.6112, loss_cls: 7.0395, loss: 7.0395 2025-08-17 14:24:15,873 - pyskl - INFO - Epoch [113][4300/7492] lr: 7.295e-03, eta: 1 day, 15:58:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3741, top5_acc: 0.6312, loss_cls: 7.0286, loss: 7.0286 2025-08-17 14:25:07,199 - pyskl - INFO - Epoch [113][4400/7492] lr: 7.290e-03, eta: 1 day, 15:57:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3622, top5_acc: 0.6250, loss_cls: 7.0451, loss: 7.0451 2025-08-17 14:25:58,715 - pyskl - INFO - Epoch [113][4500/7492] lr: 7.285e-03, eta: 1 day, 15:56:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3547, top5_acc: 0.6134, loss_cls: 7.1322, loss: 7.1322 2025-08-17 14:26:49,855 - pyskl - INFO - Epoch [113][4600/7492] lr: 7.280e-03, eta: 1 day, 15:55:35, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3625, top5_acc: 0.6162, loss_cls: 7.0676, loss: 7.0676 2025-08-17 14:27:41,139 - pyskl - INFO - Epoch [113][4700/7492] lr: 7.275e-03, eta: 1 day, 15:54:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6109, loss_cls: 7.1259, loss: 7.1259 2025-08-17 14:28:32,466 - pyskl - INFO - Epoch [113][4800/7492] lr: 7.270e-03, eta: 1 day, 15:53:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3697, top5_acc: 0.6256, loss_cls: 7.0643, loss: 7.0643 2025-08-17 14:29:23,651 - pyskl - INFO - Epoch [113][4900/7492] lr: 7.265e-03, eta: 1 day, 15:53:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3638, top5_acc: 0.6178, loss_cls: 7.1397, loss: 7.1397 2025-08-17 14:30:14,971 - pyskl - INFO - Epoch [113][5000/7492] lr: 7.261e-03, eta: 1 day, 15:52:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3747, top5_acc: 0.6334, loss_cls: 7.0327, loss: 7.0327 2025-08-17 14:31:06,407 - pyskl - INFO - Epoch [113][5100/7492] lr: 7.256e-03, eta: 1 day, 15:51:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3569, top5_acc: 0.6059, loss_cls: 7.1611, loss: 7.1611 2025-08-17 14:31:58,072 - pyskl - INFO - Epoch [113][5200/7492] lr: 7.251e-03, eta: 1 day, 15:50:28, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3538, top5_acc: 0.6172, loss_cls: 7.1165, loss: 7.1165 2025-08-17 14:32:49,549 - pyskl - INFO - Epoch [113][5300/7492] lr: 7.246e-03, eta: 1 day, 15:49:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3634, top5_acc: 0.6200, loss_cls: 7.1264, loss: 7.1264 2025-08-17 14:33:40,822 - pyskl - INFO - Epoch [113][5400/7492] lr: 7.241e-03, eta: 1 day, 15:48:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3675, top5_acc: 0.6178, loss_cls: 7.0315, loss: 7.0315 2025-08-17 14:34:32,331 - pyskl - INFO - Epoch [113][5500/7492] lr: 7.236e-03, eta: 1 day, 15:47:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3734, top5_acc: 0.6328, loss_cls: 6.9898, loss: 6.9898 2025-08-17 14:35:23,995 - pyskl - INFO - Epoch [113][5600/7492] lr: 7.231e-03, eta: 1 day, 15:47:03, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6331, loss_cls: 7.0237, loss: 7.0237 2025-08-17 14:36:15,550 - pyskl - INFO - Epoch [113][5700/7492] lr: 7.226e-03, eta: 1 day, 15:46:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3728, top5_acc: 0.6244, loss_cls: 7.0677, loss: 7.0677 2025-08-17 14:37:06,948 - pyskl - INFO - Epoch [113][5800/7492] lr: 7.221e-03, eta: 1 day, 15:45:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3575, top5_acc: 0.6022, loss_cls: 7.0799, loss: 7.0799 2025-08-17 14:37:58,276 - pyskl - INFO - Epoch [113][5900/7492] lr: 7.216e-03, eta: 1 day, 15:44:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3681, top5_acc: 0.6188, loss_cls: 7.0342, loss: 7.0342 2025-08-17 14:38:50,049 - pyskl - INFO - Epoch [113][6000/7492] lr: 7.211e-03, eta: 1 day, 15:43:38, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6306, loss_cls: 7.0375, loss: 7.0375 2025-08-17 14:39:41,710 - pyskl - INFO - Epoch [113][6100/7492] lr: 7.206e-03, eta: 1 day, 15:42:46, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3669, top5_acc: 0.6412, loss_cls: 7.0248, loss: 7.0248 2025-08-17 14:40:33,364 - pyskl - INFO - Epoch [113][6200/7492] lr: 7.202e-03, eta: 1 day, 15:41:55, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3628, top5_acc: 0.6269, loss_cls: 7.1153, loss: 7.1153 2025-08-17 14:41:24,674 - pyskl - INFO - Epoch [113][6300/7492] lr: 7.197e-03, eta: 1 day, 15:41:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3631, top5_acc: 0.6256, loss_cls: 7.1259, loss: 7.1259 2025-08-17 14:42:15,947 - pyskl - INFO - Epoch [113][6400/7492] lr: 7.192e-03, eta: 1 day, 15:40:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3772, top5_acc: 0.6300, loss_cls: 7.0384, loss: 7.0384 2025-08-17 14:43:07,436 - pyskl - INFO - Epoch [113][6500/7492] lr: 7.187e-03, eta: 1 day, 15:39:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3625, top5_acc: 0.6234, loss_cls: 7.1717, loss: 7.1717 2025-08-17 14:43:59,277 - pyskl - INFO - Epoch [113][6600/7492] lr: 7.182e-03, eta: 1 day, 15:38:30, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3713, top5_acc: 0.6228, loss_cls: 7.0059, loss: 7.0059 2025-08-17 14:44:50,570 - pyskl - INFO - Epoch [113][6700/7492] lr: 7.177e-03, eta: 1 day, 15:37:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3644, top5_acc: 0.6194, loss_cls: 7.1110, loss: 7.1110 2025-08-17 14:45:42,097 - pyskl - INFO - Epoch [113][6800/7492] lr: 7.172e-03, eta: 1 day, 15:36:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3741, top5_acc: 0.6212, loss_cls: 7.1095, loss: 7.1095 2025-08-17 14:46:33,706 - pyskl - INFO - Epoch [113][6900/7492] lr: 7.167e-03, eta: 1 day, 15:35:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3753, top5_acc: 0.6262, loss_cls: 7.0069, loss: 7.0069 2025-08-17 14:47:24,990 - pyskl - INFO - Epoch [113][7000/7492] lr: 7.162e-03, eta: 1 day, 15:35:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3666, top5_acc: 0.6222, loss_cls: 7.1361, loss: 7.1361 2025-08-17 14:48:16,417 - pyskl - INFO - Epoch [113][7100/7492] lr: 7.157e-03, eta: 1 day, 15:34:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3722, top5_acc: 0.6241, loss_cls: 7.0708, loss: 7.0708 2025-08-17 14:49:07,785 - pyskl - INFO - Epoch [113][7200/7492] lr: 7.153e-03, eta: 1 day, 15:33:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6309, loss_cls: 7.0287, loss: 7.0287 2025-08-17 14:49:59,236 - pyskl - INFO - Epoch [113][7300/7492] lr: 7.148e-03, eta: 1 day, 15:32:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3663, top5_acc: 0.6122, loss_cls: 7.1540, loss: 7.1540 2025-08-17 14:50:50,486 - pyskl - INFO - Epoch [113][7400/7492] lr: 7.143e-03, eta: 1 day, 15:31:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3719, top5_acc: 0.6144, loss_cls: 7.1827, loss: 7.1827 2025-08-17 14:51:38,553 - pyskl - INFO - Saving checkpoint at 113 epochs 2025-08-17 14:52:34,316 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 14:52:35,067 - pyskl - INFO - top1_acc 0.3137 top5_acc 0.5648 2025-08-17 14:52:35,067 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 14:52:35,103 - pyskl - INFO - mean_acc 0.3136 2025-08-17 14:52:35,115 - pyskl - INFO - Epoch(val) [113][617] top1_acc: 0.3137, top5_acc: 0.5648, mean_class_accuracy: 0.3136 2025-08-17 14:53:56,653 - pyskl - INFO - Epoch [114][100/7492] lr: 7.133e-03, eta: 1 day, 15:29:56, time: 0.815, data_time: 0.302, memory: 13026, top1_acc: 0.3716, top5_acc: 0.6331, loss_cls: 7.0556, loss: 7.0556 2025-08-17 14:54:48,026 - pyskl - INFO - Epoch [114][200/7492] lr: 7.128e-03, eta: 1 day, 15:29:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3772, top5_acc: 0.6456, loss_cls: 6.8905, loss: 6.8905 2025-08-17 14:55:39,442 - pyskl - INFO - Epoch [114][300/7492] lr: 7.124e-03, eta: 1 day, 15:28:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3725, top5_acc: 0.6400, loss_cls: 7.0405, loss: 7.0405 2025-08-17 14:56:30,903 - pyskl - INFO - Epoch [114][400/7492] lr: 7.119e-03, eta: 1 day, 15:27:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3656, top5_acc: 0.6228, loss_cls: 6.9721, loss: 6.9721 2025-08-17 14:57:22,330 - pyskl - INFO - Epoch [114][500/7492] lr: 7.114e-03, eta: 1 day, 15:26:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3872, top5_acc: 0.6438, loss_cls: 6.9475, loss: 6.9475 2025-08-17 14:58:13,734 - pyskl - INFO - Epoch [114][600/7492] lr: 7.109e-03, eta: 1 day, 15:25:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3912, top5_acc: 0.6388, loss_cls: 6.9489, loss: 6.9489 2025-08-17 14:59:05,247 - pyskl - INFO - Epoch [114][700/7492] lr: 7.104e-03, eta: 1 day, 15:24:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3728, top5_acc: 0.6203, loss_cls: 7.0820, loss: 7.0820 2025-08-17 14:59:56,568 - pyskl - INFO - Epoch [114][800/7492] lr: 7.099e-03, eta: 1 day, 15:23:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3766, top5_acc: 0.6319, loss_cls: 7.0289, loss: 7.0289 2025-08-17 15:00:47,881 - pyskl - INFO - Epoch [114][900/7492] lr: 7.094e-03, eta: 1 day, 15:23:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3722, top5_acc: 0.6316, loss_cls: 7.0220, loss: 7.0220 2025-08-17 15:01:39,177 - pyskl - INFO - Epoch [114][1000/7492] lr: 7.089e-03, eta: 1 day, 15:22:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3759, top5_acc: 0.6244, loss_cls: 7.0685, loss: 7.0685 2025-08-17 15:02:30,497 - pyskl - INFO - Epoch [114][1100/7492] lr: 7.085e-03, eta: 1 day, 15:21:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3928, top5_acc: 0.6341, loss_cls: 6.9631, loss: 6.9631 2025-08-17 15:03:22,078 - pyskl - INFO - Epoch [114][1200/7492] lr: 7.080e-03, eta: 1 day, 15:20:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3541, top5_acc: 0.6147, loss_cls: 7.0679, loss: 7.0679 2025-08-17 15:04:13,473 - pyskl - INFO - Epoch [114][1300/7492] lr: 7.075e-03, eta: 1 day, 15:19:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3725, top5_acc: 0.6372, loss_cls: 7.0778, loss: 7.0778 2025-08-17 15:05:04,772 - pyskl - INFO - Epoch [114][1400/7492] lr: 7.070e-03, eta: 1 day, 15:18:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3825, top5_acc: 0.6297, loss_cls: 7.0104, loss: 7.0104 2025-08-17 15:05:56,096 - pyskl - INFO - Epoch [114][1500/7492] lr: 7.065e-03, eta: 1 day, 15:17:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3597, top5_acc: 0.6269, loss_cls: 7.0289, loss: 7.0289 2025-08-17 15:06:47,330 - pyskl - INFO - Epoch [114][1600/7492] lr: 7.060e-03, eta: 1 day, 15:17:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3784, top5_acc: 0.6250, loss_cls: 6.9869, loss: 6.9869 2025-08-17 15:07:38,668 - pyskl - INFO - Epoch [114][1700/7492] lr: 7.055e-03, eta: 1 day, 15:16:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6372, loss_cls: 6.9391, loss: 6.9391 2025-08-17 15:08:30,115 - pyskl - INFO - Epoch [114][1800/7492] lr: 7.050e-03, eta: 1 day, 15:15:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3528, top5_acc: 0.6216, loss_cls: 7.1124, loss: 7.1124 2025-08-17 15:09:21,501 - pyskl - INFO - Epoch [114][1900/7492] lr: 7.046e-03, eta: 1 day, 15:14:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3878, top5_acc: 0.6512, loss_cls: 6.8585, loss: 6.8585 2025-08-17 15:10:12,728 - pyskl - INFO - Epoch [114][2000/7492] lr: 7.041e-03, eta: 1 day, 15:13:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3691, top5_acc: 0.6347, loss_cls: 7.0193, loss: 7.0193 2025-08-17 15:11:04,330 - pyskl - INFO - Epoch [114][2100/7492] lr: 7.036e-03, eta: 1 day, 15:12:50, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3678, top5_acc: 0.6359, loss_cls: 6.9812, loss: 6.9812 2025-08-17 15:11:55,683 - pyskl - INFO - Epoch [114][2200/7492] lr: 7.031e-03, eta: 1 day, 15:11:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3787, top5_acc: 0.6428, loss_cls: 6.8924, loss: 6.8924 2025-08-17 15:12:47,017 - pyskl - INFO - Epoch [114][2300/7492] lr: 7.026e-03, eta: 1 day, 15:11:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3688, top5_acc: 0.6228, loss_cls: 7.0441, loss: 7.0441 2025-08-17 15:13:38,394 - pyskl - INFO - Epoch [114][2400/7492] lr: 7.021e-03, eta: 1 day, 15:10:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6291, loss_cls: 6.9825, loss: 6.9825 2025-08-17 15:14:29,704 - pyskl - INFO - Epoch [114][2500/7492] lr: 7.016e-03, eta: 1 day, 15:09:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3728, top5_acc: 0.6394, loss_cls: 7.0334, loss: 7.0334 2025-08-17 15:15:21,127 - pyskl - INFO - Epoch [114][2600/7492] lr: 7.012e-03, eta: 1 day, 15:08:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6166, loss_cls: 7.1747, loss: 7.1747 2025-08-17 15:16:12,774 - pyskl - INFO - Epoch [114][2700/7492] lr: 7.007e-03, eta: 1 day, 15:07:42, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6350, loss_cls: 7.0139, loss: 7.0139 2025-08-17 15:17:03,935 - pyskl - INFO - Epoch [114][2800/7492] lr: 7.002e-03, eta: 1 day, 15:06:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3713, top5_acc: 0.6309, loss_cls: 7.0096, loss: 7.0096 2025-08-17 15:17:55,309 - pyskl - INFO - Epoch [114][2900/7492] lr: 6.997e-03, eta: 1 day, 15:06:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3859, top5_acc: 0.6266, loss_cls: 7.0146, loss: 7.0146 2025-08-17 15:18:46,758 - pyskl - INFO - Epoch [114][3000/7492] lr: 6.992e-03, eta: 1 day, 15:05:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3672, top5_acc: 0.6247, loss_cls: 7.0804, loss: 7.0804 2025-08-17 15:19:38,123 - pyskl - INFO - Epoch [114][3100/7492] lr: 6.987e-03, eta: 1 day, 15:04:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3756, top5_acc: 0.6172, loss_cls: 7.0713, loss: 7.0713 2025-08-17 15:20:29,469 - pyskl - INFO - Epoch [114][3200/7492] lr: 6.982e-03, eta: 1 day, 15:03:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3869, top5_acc: 0.6309, loss_cls: 7.0115, loss: 7.0115 2025-08-17 15:21:20,923 - pyskl - INFO - Epoch [114][3300/7492] lr: 6.978e-03, eta: 1 day, 15:02:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6288, loss_cls: 7.1240, loss: 7.1240 2025-08-17 15:22:12,562 - pyskl - INFO - Epoch [114][3400/7492] lr: 6.973e-03, eta: 1 day, 15:01:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3641, top5_acc: 0.6244, loss_cls: 7.1125, loss: 7.1125 2025-08-17 15:23:03,822 - pyskl - INFO - Epoch [114][3500/7492] lr: 6.968e-03, eta: 1 day, 15:00:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3678, top5_acc: 0.6303, loss_cls: 7.0787, loss: 7.0787 2025-08-17 15:23:55,150 - pyskl - INFO - Epoch [114][3600/7492] lr: 6.963e-03, eta: 1 day, 15:00:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3769, top5_acc: 0.6259, loss_cls: 7.0457, loss: 7.0457 2025-08-17 15:24:46,458 - pyskl - INFO - Epoch [114][3700/7492] lr: 6.958e-03, eta: 1 day, 14:59:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3656, top5_acc: 0.6172, loss_cls: 7.1157, loss: 7.1157 2025-08-17 15:25:37,960 - pyskl - INFO - Epoch [114][3800/7492] lr: 6.953e-03, eta: 1 day, 14:58:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3638, top5_acc: 0.6091, loss_cls: 7.1959, loss: 7.1959 2025-08-17 15:26:29,311 - pyskl - INFO - Epoch [114][3900/7492] lr: 6.949e-03, eta: 1 day, 14:57:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3578, top5_acc: 0.6262, loss_cls: 7.1656, loss: 7.1656 2025-08-17 15:27:20,540 - pyskl - INFO - Epoch [114][4000/7492] lr: 6.944e-03, eta: 1 day, 14:56:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3734, top5_acc: 0.6362, loss_cls: 6.9990, loss: 6.9990 2025-08-17 15:28:12,531 - pyskl - INFO - Epoch [114][4100/7492] lr: 6.939e-03, eta: 1 day, 14:55:44, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.3688, top5_acc: 0.6300, loss_cls: 6.9763, loss: 6.9763 2025-08-17 15:29:03,887 - pyskl - INFO - Epoch [114][4200/7492] lr: 6.934e-03, eta: 1 day, 14:54:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3750, top5_acc: 0.6228, loss_cls: 7.0614, loss: 7.0614 2025-08-17 15:29:55,112 - pyskl - INFO - Epoch [114][4300/7492] lr: 6.929e-03, eta: 1 day, 14:54:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6188, loss_cls: 7.0643, loss: 7.0643 2025-08-17 15:30:46,289 - pyskl - INFO - Epoch [114][4400/7492] lr: 6.924e-03, eta: 1 day, 14:53:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3787, top5_acc: 0.6194, loss_cls: 7.0966, loss: 7.0966 2025-08-17 15:31:37,685 - pyskl - INFO - Epoch [114][4500/7492] lr: 6.920e-03, eta: 1 day, 14:52:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3703, top5_acc: 0.6253, loss_cls: 7.0094, loss: 7.0094 2025-08-17 15:32:29,058 - pyskl - INFO - Epoch [114][4600/7492] lr: 6.915e-03, eta: 1 day, 14:51:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3681, top5_acc: 0.6331, loss_cls: 7.1096, loss: 7.1096 2025-08-17 15:33:20,443 - pyskl - INFO - Epoch [114][4700/7492] lr: 6.910e-03, eta: 1 day, 14:50:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3575, top5_acc: 0.6112, loss_cls: 7.1096, loss: 7.1096 2025-08-17 15:34:11,776 - pyskl - INFO - Epoch [114][4800/7492] lr: 6.905e-03, eta: 1 day, 14:49:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3694, top5_acc: 0.6178, loss_cls: 7.0023, loss: 7.0023 2025-08-17 15:35:02,994 - pyskl - INFO - Epoch [114][4900/7492] lr: 6.900e-03, eta: 1 day, 14:48:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3625, top5_acc: 0.6272, loss_cls: 7.1152, loss: 7.1152 2025-08-17 15:35:54,109 - pyskl - INFO - Epoch [114][5000/7492] lr: 6.895e-03, eta: 1 day, 14:48:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3578, top5_acc: 0.6272, loss_cls: 7.0889, loss: 7.0889 2025-08-17 15:36:45,647 - pyskl - INFO - Epoch [114][5100/7492] lr: 6.891e-03, eta: 1 day, 14:47:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3713, top5_acc: 0.6256, loss_cls: 7.0385, loss: 7.0385 2025-08-17 15:37:37,208 - pyskl - INFO - Epoch [114][5200/7492] lr: 6.886e-03, eta: 1 day, 14:46:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3703, top5_acc: 0.6188, loss_cls: 7.1415, loss: 7.1415 2025-08-17 15:38:28,547 - pyskl - INFO - Epoch [114][5300/7492] lr: 6.881e-03, eta: 1 day, 14:45:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3722, top5_acc: 0.6344, loss_cls: 7.0167, loss: 7.0167 2025-08-17 15:39:20,029 - pyskl - INFO - Epoch [114][5400/7492] lr: 6.876e-03, eta: 1 day, 14:44:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3644, top5_acc: 0.6284, loss_cls: 7.0825, loss: 7.0825 2025-08-17 15:40:11,430 - pyskl - INFO - Epoch [114][5500/7492] lr: 6.871e-03, eta: 1 day, 14:43:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3738, top5_acc: 0.6178, loss_cls: 7.1268, loss: 7.1268 2025-08-17 15:41:03,101 - pyskl - INFO - Epoch [114][5600/7492] lr: 6.867e-03, eta: 1 day, 14:42:55, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3616, top5_acc: 0.6256, loss_cls: 7.0197, loss: 7.0197 2025-08-17 15:41:54,873 - pyskl - INFO - Epoch [114][5700/7492] lr: 6.862e-03, eta: 1 day, 14:42:04, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6275, loss_cls: 7.0084, loss: 7.0084 2025-08-17 15:42:46,191 - pyskl - INFO - Epoch [114][5800/7492] lr: 6.857e-03, eta: 1 day, 14:41:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3719, top5_acc: 0.6316, loss_cls: 7.0679, loss: 7.0679 2025-08-17 15:43:37,715 - pyskl - INFO - Epoch [114][5900/7492] lr: 6.852e-03, eta: 1 day, 14:40:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6347, loss_cls: 6.9781, loss: 6.9781 2025-08-17 15:44:28,987 - pyskl - INFO - Epoch [114][6000/7492] lr: 6.847e-03, eta: 1 day, 14:39:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3847, top5_acc: 0.6425, loss_cls: 6.9595, loss: 6.9595 2025-08-17 15:45:20,249 - pyskl - INFO - Epoch [114][6100/7492] lr: 6.843e-03, eta: 1 day, 14:38:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3519, top5_acc: 0.6197, loss_cls: 7.1812, loss: 7.1812 2025-08-17 15:46:11,690 - pyskl - INFO - Epoch [114][6200/7492] lr: 6.838e-03, eta: 1 day, 14:37:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3866, top5_acc: 0.6412, loss_cls: 7.0492, loss: 7.0492 2025-08-17 15:47:03,574 - pyskl - INFO - Epoch [114][6300/7492] lr: 6.833e-03, eta: 1 day, 14:36:56, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.3837, top5_acc: 0.6325, loss_cls: 6.9725, loss: 6.9725 2025-08-17 15:47:54,992 - pyskl - INFO - Epoch [114][6400/7492] lr: 6.828e-03, eta: 1 day, 14:36:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3622, top5_acc: 0.6181, loss_cls: 7.1171, loss: 7.1171 2025-08-17 15:48:46,230 - pyskl - INFO - Epoch [114][6500/7492] lr: 6.823e-03, eta: 1 day, 14:35:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3825, top5_acc: 0.6384, loss_cls: 6.9549, loss: 6.9549 2025-08-17 15:49:37,453 - pyskl - INFO - Epoch [114][6600/7492] lr: 6.819e-03, eta: 1 day, 14:34:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3575, top5_acc: 0.6191, loss_cls: 7.0552, loss: 7.0552 2025-08-17 15:50:29,104 - pyskl - INFO - Epoch [114][6700/7492] lr: 6.814e-03, eta: 1 day, 14:33:31, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3697, top5_acc: 0.6178, loss_cls: 7.0119, loss: 7.0119 2025-08-17 15:51:20,574 - pyskl - INFO - Epoch [114][6800/7492] lr: 6.809e-03, eta: 1 day, 14:32:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6331, loss_cls: 7.0610, loss: 7.0610 2025-08-17 15:52:12,007 - pyskl - INFO - Epoch [114][6900/7492] lr: 6.804e-03, eta: 1 day, 14:31:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3769, top5_acc: 0.6378, loss_cls: 7.0293, loss: 7.0293 2025-08-17 15:53:03,287 - pyskl - INFO - Epoch [114][7000/7492] lr: 6.799e-03, eta: 1 day, 14:30:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3781, top5_acc: 0.6388, loss_cls: 6.9886, loss: 6.9886 2025-08-17 15:53:54,774 - pyskl - INFO - Epoch [114][7100/7492] lr: 6.795e-03, eta: 1 day, 14:30:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3666, top5_acc: 0.6341, loss_cls: 6.9822, loss: 6.9822 2025-08-17 15:54:46,382 - pyskl - INFO - Epoch [114][7200/7492] lr: 6.790e-03, eta: 1 day, 14:29:14, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3697, top5_acc: 0.6191, loss_cls: 7.0513, loss: 7.0513 2025-08-17 15:55:38,343 - pyskl - INFO - Epoch [114][7300/7492] lr: 6.785e-03, eta: 1 day, 14:28:23, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.3750, top5_acc: 0.6256, loss_cls: 7.0255, loss: 7.0255 2025-08-17 15:56:29,842 - pyskl - INFO - Epoch [114][7400/7492] lr: 6.780e-03, eta: 1 day, 14:27:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3509, top5_acc: 0.6091, loss_cls: 7.1523, loss: 7.1523 2025-08-17 15:57:17,931 - pyskl - INFO - Saving checkpoint at 114 epochs 2025-08-17 15:58:14,899 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 15:58:15,641 - pyskl - INFO - top1_acc 0.3290 top5_acc 0.5808 2025-08-17 15:58:15,641 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 15:58:15,694 - pyskl - INFO - mean_acc 0.3287 2025-08-17 15:58:15,760 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_111.pth was removed 2025-08-17 15:58:17,101 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. 2025-08-17 15:58:17,102 - pyskl - INFO - Best top1_acc is 0.3290 at 114 epoch. 2025-08-17 15:58:17,114 - pyskl - INFO - Epoch(val) [114][617] top1_acc: 0.3290, top5_acc: 0.5808, mean_class_accuracy: 0.3287 2025-08-17 15:59:39,040 - pyskl - INFO - Epoch [115][100/7492] lr: 6.771e-03, eta: 1 day, 14:25:48, time: 0.819, data_time: 0.304, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6572, loss_cls: 6.8504, loss: 6.8504 2025-08-17 16:00:30,397 - pyskl - INFO - Epoch [115][200/7492] lr: 6.766e-03, eta: 1 day, 14:24:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3916, top5_acc: 0.6384, loss_cls: 6.9679, loss: 6.9679 2025-08-17 16:01:21,979 - pyskl - INFO - Epoch [115][300/7492] lr: 6.761e-03, eta: 1 day, 14:24:06, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3738, top5_acc: 0.6472, loss_cls: 6.8918, loss: 6.8918 2025-08-17 16:02:13,427 - pyskl - INFO - Epoch [115][400/7492] lr: 6.757e-03, eta: 1 day, 14:23:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3878, top5_acc: 0.6478, loss_cls: 6.9504, loss: 6.9504 2025-08-17 16:03:04,991 - pyskl - INFO - Epoch [115][500/7492] lr: 6.752e-03, eta: 1 day, 14:22:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3741, top5_acc: 0.6256, loss_cls: 6.9687, loss: 6.9687 2025-08-17 16:03:56,498 - pyskl - INFO - Epoch [115][600/7492] lr: 6.747e-03, eta: 1 day, 14:21:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6431, loss_cls: 6.9087, loss: 6.9087 2025-08-17 16:04:47,966 - pyskl - INFO - Epoch [115][700/7492] lr: 6.742e-03, eta: 1 day, 14:20:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3803, top5_acc: 0.6312, loss_cls: 6.9424, loss: 6.9424 2025-08-17 16:05:39,504 - pyskl - INFO - Epoch [115][800/7492] lr: 6.738e-03, eta: 1 day, 14:19:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3744, top5_acc: 0.6369, loss_cls: 6.9925, loss: 6.9925 2025-08-17 16:06:30,924 - pyskl - INFO - Epoch [115][900/7492] lr: 6.733e-03, eta: 1 day, 14:18:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3734, top5_acc: 0.6297, loss_cls: 7.0037, loss: 7.0037 2025-08-17 16:07:22,466 - pyskl - INFO - Epoch [115][1000/7492] lr: 6.728e-03, eta: 1 day, 14:18:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3944, top5_acc: 0.6347, loss_cls: 6.9545, loss: 6.9545 2025-08-17 16:08:13,835 - pyskl - INFO - Epoch [115][1100/7492] lr: 6.723e-03, eta: 1 day, 14:17:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3837, top5_acc: 0.6347, loss_cls: 6.9939, loss: 6.9939 2025-08-17 16:09:04,977 - pyskl - INFO - Epoch [115][1200/7492] lr: 6.719e-03, eta: 1 day, 14:16:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3738, top5_acc: 0.6419, loss_cls: 6.9812, loss: 6.9812 2025-08-17 16:09:56,103 - pyskl - INFO - Epoch [115][1300/7492] lr: 6.714e-03, eta: 1 day, 14:15:33, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3778, top5_acc: 0.6372, loss_cls: 6.9457, loss: 6.9457 2025-08-17 16:10:47,141 - pyskl - INFO - Epoch [115][1400/7492] lr: 6.709e-03, eta: 1 day, 14:14:41, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3678, top5_acc: 0.6303, loss_cls: 7.0031, loss: 7.0031 2025-08-17 16:11:38,975 - pyskl - INFO - Epoch [115][1500/7492] lr: 6.704e-03, eta: 1 day, 14:13:50, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3941, top5_acc: 0.6444, loss_cls: 6.9469, loss: 6.9469 2025-08-17 16:12:30,169 - pyskl - INFO - Epoch [115][1600/7492] lr: 6.699e-03, eta: 1 day, 14:12:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3706, top5_acc: 0.6328, loss_cls: 7.0045, loss: 7.0045 2025-08-17 16:13:21,489 - pyskl - INFO - Epoch [115][1700/7492] lr: 6.695e-03, eta: 1 day, 14:12:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3828, top5_acc: 0.6453, loss_cls: 6.8666, loss: 6.8666 2025-08-17 16:14:12,705 - pyskl - INFO - Epoch [115][1800/7492] lr: 6.690e-03, eta: 1 day, 14:11:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3819, top5_acc: 0.6547, loss_cls: 6.9458, loss: 6.9458 2025-08-17 16:15:03,945 - pyskl - INFO - Epoch [115][1900/7492] lr: 6.685e-03, eta: 1 day, 14:10:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3841, top5_acc: 0.6388, loss_cls: 6.9818, loss: 6.9818 2025-08-17 16:15:54,999 - pyskl - INFO - Epoch [115][2000/7492] lr: 6.680e-03, eta: 1 day, 14:09:34, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3606, top5_acc: 0.6247, loss_cls: 7.0873, loss: 7.0873 2025-08-17 16:16:46,165 - pyskl - INFO - Epoch [115][2100/7492] lr: 6.676e-03, eta: 1 day, 14:08:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3878, top5_acc: 0.6406, loss_cls: 6.9319, loss: 6.9319 2025-08-17 16:17:37,396 - pyskl - INFO - Epoch [115][2200/7492] lr: 6.671e-03, eta: 1 day, 14:07:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3469, top5_acc: 0.6100, loss_cls: 7.1640, loss: 7.1640 2025-08-17 16:18:28,638 - pyskl - INFO - Epoch [115][2300/7492] lr: 6.666e-03, eta: 1 day, 14:07:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3672, top5_acc: 0.6206, loss_cls: 7.0468, loss: 7.0468 2025-08-17 16:19:19,944 - pyskl - INFO - Epoch [115][2400/7492] lr: 6.661e-03, eta: 1 day, 14:06:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3809, top5_acc: 0.6425, loss_cls: 6.9847, loss: 6.9847 2025-08-17 16:20:11,169 - pyskl - INFO - Epoch [115][2500/7492] lr: 6.657e-03, eta: 1 day, 14:05:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3778, top5_acc: 0.6372, loss_cls: 6.9128, loss: 6.9128 2025-08-17 16:21:02,423 - pyskl - INFO - Epoch [115][2600/7492] lr: 6.652e-03, eta: 1 day, 14:04:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3694, top5_acc: 0.6259, loss_cls: 7.0253, loss: 7.0253 2025-08-17 16:21:53,583 - pyskl - INFO - Epoch [115][2700/7492] lr: 6.647e-03, eta: 1 day, 14:03:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3847, top5_acc: 0.6409, loss_cls: 6.9243, loss: 6.9243 2025-08-17 16:22:44,799 - pyskl - INFO - Epoch [115][2800/7492] lr: 6.642e-03, eta: 1 day, 14:02:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3659, top5_acc: 0.6281, loss_cls: 6.9963, loss: 6.9963 2025-08-17 16:23:35,957 - pyskl - INFO - Epoch [115][2900/7492] lr: 6.638e-03, eta: 1 day, 14:01:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6353, loss_cls: 6.9622, loss: 6.9622 2025-08-17 16:24:27,298 - pyskl - INFO - Epoch [115][3000/7492] lr: 6.633e-03, eta: 1 day, 14:01:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3841, top5_acc: 0.6412, loss_cls: 6.9099, loss: 6.9099 2025-08-17 16:25:18,571 - pyskl - INFO - Epoch [115][3100/7492] lr: 6.628e-03, eta: 1 day, 14:00:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6303, loss_cls: 7.0830, loss: 7.0830 2025-08-17 16:26:09,790 - pyskl - INFO - Epoch [115][3200/7492] lr: 6.623e-03, eta: 1 day, 13:59:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3822, top5_acc: 0.6447, loss_cls: 6.9499, loss: 6.9499 2025-08-17 16:27:01,492 - pyskl - INFO - Epoch [115][3300/7492] lr: 6.619e-03, eta: 1 day, 13:58:26, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3894, top5_acc: 0.6434, loss_cls: 6.9826, loss: 6.9826 2025-08-17 16:27:52,933 - pyskl - INFO - Epoch [115][3400/7492] lr: 6.614e-03, eta: 1 day, 13:57:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3725, top5_acc: 0.6247, loss_cls: 7.0188, loss: 7.0188 2025-08-17 16:28:44,411 - pyskl - INFO - Epoch [115][3500/7492] lr: 6.609e-03, eta: 1 day, 13:56:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3834, top5_acc: 0.6309, loss_cls: 7.0360, loss: 7.0360 2025-08-17 16:29:35,915 - pyskl - INFO - Epoch [115][3600/7492] lr: 6.605e-03, eta: 1 day, 13:55:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3806, top5_acc: 0.6353, loss_cls: 6.9914, loss: 6.9914 2025-08-17 16:30:27,377 - pyskl - INFO - Epoch [115][3700/7492] lr: 6.600e-03, eta: 1 day, 13:55:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3803, top5_acc: 0.6266, loss_cls: 7.0191, loss: 7.0191 2025-08-17 16:31:19,156 - pyskl - INFO - Epoch [115][3800/7492] lr: 6.595e-03, eta: 1 day, 13:54:10, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3738, top5_acc: 0.6338, loss_cls: 7.0666, loss: 7.0666 2025-08-17 16:32:10,842 - pyskl - INFO - Epoch [115][3900/7492] lr: 6.590e-03, eta: 1 day, 13:53:19, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3641, top5_acc: 0.6303, loss_cls: 7.1325, loss: 7.1325 2025-08-17 16:33:02,479 - pyskl - INFO - Epoch [115][4000/7492] lr: 6.586e-03, eta: 1 day, 13:52:28, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3706, top5_acc: 0.6356, loss_cls: 6.9484, loss: 6.9484 2025-08-17 16:33:54,375 - pyskl - INFO - Epoch [115][4100/7492] lr: 6.581e-03, eta: 1 day, 13:51:37, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.3728, top5_acc: 0.6466, loss_cls: 6.9130, loss: 6.9130 2025-08-17 16:34:45,910 - pyskl - INFO - Epoch [115][4200/7492] lr: 6.576e-03, eta: 1 day, 13:50:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3681, top5_acc: 0.6184, loss_cls: 7.0475, loss: 7.0475 2025-08-17 16:35:37,364 - pyskl - INFO - Epoch [115][4300/7492] lr: 6.571e-03, eta: 1 day, 13:49:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3694, top5_acc: 0.6431, loss_cls: 7.0769, loss: 7.0769 2025-08-17 16:36:29,004 - pyskl - INFO - Epoch [115][4400/7492] lr: 6.567e-03, eta: 1 day, 13:49:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3703, top5_acc: 0.6322, loss_cls: 7.0270, loss: 7.0270 2025-08-17 16:37:20,487 - pyskl - INFO - Epoch [115][4500/7492] lr: 6.562e-03, eta: 1 day, 13:48:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3738, top5_acc: 0.6281, loss_cls: 7.0390, loss: 7.0390 2025-08-17 16:38:11,776 - pyskl - INFO - Epoch [115][4600/7492] lr: 6.557e-03, eta: 1 day, 13:47:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3772, top5_acc: 0.6303, loss_cls: 7.0841, loss: 7.0841 2025-08-17 16:39:03,146 - pyskl - INFO - Epoch [115][4700/7492] lr: 6.553e-03, eta: 1 day, 13:46:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3713, top5_acc: 0.6278, loss_cls: 7.0592, loss: 7.0592 2025-08-17 16:39:54,306 - pyskl - INFO - Epoch [115][4800/7492] lr: 6.548e-03, eta: 1 day, 13:45:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3800, top5_acc: 0.6150, loss_cls: 7.0319, loss: 7.0319 2025-08-17 16:40:45,751 - pyskl - INFO - Epoch [115][4900/7492] lr: 6.543e-03, eta: 1 day, 13:44:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3731, top5_acc: 0.6291, loss_cls: 7.1145, loss: 7.1145 2025-08-17 16:41:37,029 - pyskl - INFO - Epoch [115][5000/7492] lr: 6.538e-03, eta: 1 day, 13:43:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6434, loss_cls: 6.9363, loss: 6.9363 2025-08-17 16:42:28,260 - pyskl - INFO - Epoch [115][5100/7492] lr: 6.534e-03, eta: 1 day, 13:43:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3738, top5_acc: 0.6416, loss_cls: 6.9033, loss: 6.9033 2025-08-17 16:43:19,821 - pyskl - INFO - Epoch [115][5200/7492] lr: 6.529e-03, eta: 1 day, 13:42:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3600, top5_acc: 0.6181, loss_cls: 7.1855, loss: 7.1855 2025-08-17 16:44:11,059 - pyskl - INFO - Epoch [115][5300/7492] lr: 6.524e-03, eta: 1 day, 13:41:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3747, top5_acc: 0.6194, loss_cls: 7.0408, loss: 7.0408 2025-08-17 16:45:02,585 - pyskl - INFO - Epoch [115][5400/7492] lr: 6.520e-03, eta: 1 day, 13:40:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3616, top5_acc: 0.6150, loss_cls: 7.0603, loss: 7.0603 2025-08-17 16:45:53,934 - pyskl - INFO - Epoch [115][5500/7492] lr: 6.515e-03, eta: 1 day, 13:39:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3659, top5_acc: 0.6288, loss_cls: 7.1148, loss: 7.1148 2025-08-17 16:46:45,290 - pyskl - INFO - Epoch [115][5600/7492] lr: 6.510e-03, eta: 1 day, 13:38:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3634, top5_acc: 0.6125, loss_cls: 7.0622, loss: 7.0622 2025-08-17 16:47:36,539 - pyskl - INFO - Epoch [115][5700/7492] lr: 6.505e-03, eta: 1 day, 13:37:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3916, top5_acc: 0.6506, loss_cls: 6.9011, loss: 6.9011 2025-08-17 16:48:27,673 - pyskl - INFO - Epoch [115][5800/7492] lr: 6.501e-03, eta: 1 day, 13:37:04, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3787, top5_acc: 0.6184, loss_cls: 7.0270, loss: 7.0270 2025-08-17 16:49:18,843 - pyskl - INFO - Epoch [115][5900/7492] lr: 6.496e-03, eta: 1 day, 13:36:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3672, top5_acc: 0.6184, loss_cls: 7.0447, loss: 7.0447 2025-08-17 16:50:10,013 - pyskl - INFO - Epoch [115][6000/7492] lr: 6.491e-03, eta: 1 day, 13:35:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3722, top5_acc: 0.6331, loss_cls: 7.0252, loss: 7.0252 2025-08-17 16:51:01,125 - pyskl - INFO - Epoch [115][6100/7492] lr: 6.487e-03, eta: 1 day, 13:34:30, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6447, loss_cls: 6.8969, loss: 6.8969 2025-08-17 16:51:52,570 - pyskl - INFO - Epoch [115][6200/7492] lr: 6.482e-03, eta: 1 day, 13:33:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3741, top5_acc: 0.6372, loss_cls: 6.9850, loss: 6.9850 2025-08-17 16:52:44,145 - pyskl - INFO - Epoch [115][6300/7492] lr: 6.477e-03, eta: 1 day, 13:32:48, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3609, top5_acc: 0.6188, loss_cls: 7.1025, loss: 7.1025 2025-08-17 16:53:35,371 - pyskl - INFO - Epoch [115][6400/7492] lr: 6.473e-03, eta: 1 day, 13:31:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3812, top5_acc: 0.6309, loss_cls: 6.9987, loss: 6.9987 2025-08-17 16:54:26,607 - pyskl - INFO - Epoch [115][6500/7492] lr: 6.468e-03, eta: 1 day, 13:31:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3753, top5_acc: 0.6206, loss_cls: 7.0928, loss: 7.0928 2025-08-17 16:55:18,033 - pyskl - INFO - Epoch [115][6600/7492] lr: 6.463e-03, eta: 1 day, 13:30:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3787, top5_acc: 0.6366, loss_cls: 7.0064, loss: 7.0064 2025-08-17 16:56:09,411 - pyskl - INFO - Epoch [115][6700/7492] lr: 6.459e-03, eta: 1 day, 13:29:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3725, top5_acc: 0.6259, loss_cls: 7.0182, loss: 7.0182 2025-08-17 16:57:00,735 - pyskl - INFO - Epoch [115][6800/7492] lr: 6.454e-03, eta: 1 day, 13:28:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3584, top5_acc: 0.6141, loss_cls: 7.0017, loss: 7.0017 2025-08-17 16:57:51,985 - pyskl - INFO - Epoch [115][6900/7492] lr: 6.449e-03, eta: 1 day, 13:27:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3744, top5_acc: 0.6347, loss_cls: 6.9980, loss: 6.9980 2025-08-17 16:58:43,233 - pyskl - INFO - Epoch [115][7000/7492] lr: 6.444e-03, eta: 1 day, 13:26:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6150, loss_cls: 7.1328, loss: 7.1328 2025-08-17 16:59:34,659 - pyskl - INFO - Epoch [115][7100/7492] lr: 6.440e-03, eta: 1 day, 13:25:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3703, top5_acc: 0.6334, loss_cls: 7.0986, loss: 7.0986 2025-08-17 17:00:26,349 - pyskl - INFO - Epoch [115][7200/7492] lr: 6.435e-03, eta: 1 day, 13:25:06, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3697, top5_acc: 0.6300, loss_cls: 7.0249, loss: 7.0249 2025-08-17 17:01:17,738 - pyskl - INFO - Epoch [115][7300/7492] lr: 6.430e-03, eta: 1 day, 13:24:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3803, top5_acc: 0.6288, loss_cls: 7.0984, loss: 7.0984 2025-08-17 17:02:09,264 - pyskl - INFO - Epoch [115][7400/7492] lr: 6.426e-03, eta: 1 day, 13:23:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3731, top5_acc: 0.6206, loss_cls: 7.1034, loss: 7.1034 2025-08-17 17:02:57,194 - pyskl - INFO - Saving checkpoint at 115 epochs 2025-08-17 17:03:55,622 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 17:03:56,368 - pyskl - INFO - top1_acc 0.3297 top5_acc 0.5783 2025-08-17 17:03:56,368 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 17:03:56,402 - pyskl - INFO - mean_acc 0.3294 2025-08-17 17:03:56,455 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_114.pth was removed 2025-08-17 17:03:57,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. 2025-08-17 17:03:57,656 - pyskl - INFO - Best top1_acc is 0.3297 at 115 epoch. 2025-08-17 17:03:57,666 - pyskl - INFO - Epoch(val) [115][617] top1_acc: 0.3297, top5_acc: 0.5783, mean_class_accuracy: 0.3294 2025-08-17 17:05:19,079 - pyskl - INFO - Epoch [116][100/7492] lr: 6.417e-03, eta: 1 day, 13:21:40, time: 0.814, data_time: 0.302, memory: 13026, top1_acc: 0.3831, top5_acc: 0.6412, loss_cls: 6.9213, loss: 6.9213 2025-08-17 17:06:10,248 - pyskl - INFO - Epoch [116][200/7492] lr: 6.412e-03, eta: 1 day, 13:20:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3875, top5_acc: 0.6456, loss_cls: 6.9328, loss: 6.9328 2025-08-17 17:07:01,566 - pyskl - INFO - Epoch [116][300/7492] lr: 6.407e-03, eta: 1 day, 13:19:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3822, top5_acc: 0.6347, loss_cls: 6.9757, loss: 6.9757 2025-08-17 17:07:52,793 - pyskl - INFO - Epoch [116][400/7492] lr: 6.403e-03, eta: 1 day, 13:19:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3941, top5_acc: 0.6397, loss_cls: 6.8002, loss: 6.8002 2025-08-17 17:08:44,132 - pyskl - INFO - Epoch [116][500/7492] lr: 6.398e-03, eta: 1 day, 13:18:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3991, top5_acc: 0.6541, loss_cls: 6.8638, loss: 6.8638 2025-08-17 17:09:35,576 - pyskl - INFO - Epoch [116][600/7492] lr: 6.393e-03, eta: 1 day, 13:17:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6306, loss_cls: 7.0765, loss: 7.0765 2025-08-17 17:10:26,960 - pyskl - INFO - Epoch [116][700/7492] lr: 6.389e-03, eta: 1 day, 13:16:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3713, top5_acc: 0.6291, loss_cls: 7.0969, loss: 7.0969 2025-08-17 17:11:18,244 - pyskl - INFO - Epoch [116][800/7492] lr: 6.384e-03, eta: 1 day, 13:15:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3975, top5_acc: 0.6428, loss_cls: 6.9085, loss: 6.9085 2025-08-17 17:12:09,806 - pyskl - INFO - Epoch [116][900/7492] lr: 6.379e-03, eta: 1 day, 13:14:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3803, top5_acc: 0.6391, loss_cls: 6.9362, loss: 6.9362 2025-08-17 17:13:00,988 - pyskl - INFO - Epoch [116][1000/7492] lr: 6.375e-03, eta: 1 day, 13:13:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3669, top5_acc: 0.6331, loss_cls: 7.0592, loss: 7.0592 2025-08-17 17:13:52,313 - pyskl - INFO - Epoch [116][1100/7492] lr: 6.370e-03, eta: 1 day, 13:13:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3862, top5_acc: 0.6409, loss_cls: 7.0088, loss: 7.0088 2025-08-17 17:14:43,547 - pyskl - INFO - Epoch [116][1200/7492] lr: 6.365e-03, eta: 1 day, 13:12:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3809, top5_acc: 0.6409, loss_cls: 6.9469, loss: 6.9469 2025-08-17 17:15:34,671 - pyskl - INFO - Epoch [116][1300/7492] lr: 6.361e-03, eta: 1 day, 13:11:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3922, top5_acc: 0.6444, loss_cls: 6.9572, loss: 6.9572 2025-08-17 17:16:25,855 - pyskl - INFO - Epoch [116][1400/7492] lr: 6.356e-03, eta: 1 day, 13:10:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3856, top5_acc: 0.6238, loss_cls: 6.9952, loss: 6.9952 2025-08-17 17:17:17,075 - pyskl - INFO - Epoch [116][1500/7492] lr: 6.351e-03, eta: 1 day, 13:09:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3787, top5_acc: 0.6347, loss_cls: 7.0604, loss: 7.0604 2025-08-17 17:18:08,237 - pyskl - INFO - Epoch [116][1600/7492] lr: 6.347e-03, eta: 1 day, 13:08:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3794, top5_acc: 0.6331, loss_cls: 6.9734, loss: 6.9734 2025-08-17 17:18:59,476 - pyskl - INFO - Epoch [116][1700/7492] lr: 6.342e-03, eta: 1 day, 13:07:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3894, top5_acc: 0.6425, loss_cls: 6.9288, loss: 6.9288 2025-08-17 17:19:50,723 - pyskl - INFO - Epoch [116][1800/7492] lr: 6.337e-03, eta: 1 day, 13:07:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3941, top5_acc: 0.6375, loss_cls: 6.9561, loss: 6.9561 2025-08-17 17:20:41,883 - pyskl - INFO - Epoch [116][1900/7492] lr: 6.333e-03, eta: 1 day, 13:06:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3697, top5_acc: 0.6291, loss_cls: 7.0627, loss: 7.0627 2025-08-17 17:21:33,322 - pyskl - INFO - Epoch [116][2000/7492] lr: 6.328e-03, eta: 1 day, 13:05:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3837, top5_acc: 0.6425, loss_cls: 6.9553, loss: 6.9553 2025-08-17 17:22:24,486 - pyskl - INFO - Epoch [116][2100/7492] lr: 6.324e-03, eta: 1 day, 13:04:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3878, top5_acc: 0.6434, loss_cls: 6.9401, loss: 6.9401 2025-08-17 17:23:15,827 - pyskl - INFO - Epoch [116][2200/7492] lr: 6.319e-03, eta: 1 day, 13:03:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3750, top5_acc: 0.6300, loss_cls: 6.9829, loss: 6.9829 2025-08-17 17:24:06,976 - pyskl - INFO - Epoch [116][2300/7492] lr: 6.314e-03, eta: 1 day, 13:02:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3628, top5_acc: 0.6378, loss_cls: 6.9376, loss: 6.9376 2025-08-17 17:24:58,036 - pyskl - INFO - Epoch [116][2400/7492] lr: 6.310e-03, eta: 1 day, 13:01:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6312, loss_cls: 6.9971, loss: 6.9971 2025-08-17 17:25:49,206 - pyskl - INFO - Epoch [116][2500/7492] lr: 6.305e-03, eta: 1 day, 13:01:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3897, top5_acc: 0.6459, loss_cls: 6.9680, loss: 6.9680 2025-08-17 17:26:40,282 - pyskl - INFO - Epoch [116][2600/7492] lr: 6.300e-03, eta: 1 day, 13:00:17, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3688, top5_acc: 0.6388, loss_cls: 6.9287, loss: 6.9287 2025-08-17 17:27:31,971 - pyskl - INFO - Epoch [116][2700/7492] lr: 6.296e-03, eta: 1 day, 12:59:25, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3853, top5_acc: 0.6481, loss_cls: 6.8637, loss: 6.8637 2025-08-17 17:28:23,458 - pyskl - INFO - Epoch [116][2800/7492] lr: 6.291e-03, eta: 1 day, 12:58:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6359, loss_cls: 6.8025, loss: 6.8025 2025-08-17 17:29:14,677 - pyskl - INFO - Epoch [116][2900/7492] lr: 6.286e-03, eta: 1 day, 12:57:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3875, top5_acc: 0.6609, loss_cls: 6.9180, loss: 6.9180 2025-08-17 17:30:05,942 - pyskl - INFO - Epoch [116][3000/7492] lr: 6.282e-03, eta: 1 day, 12:56:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3747, top5_acc: 0.6291, loss_cls: 7.0036, loss: 7.0036 2025-08-17 17:30:57,262 - pyskl - INFO - Epoch [116][3100/7492] lr: 6.277e-03, eta: 1 day, 12:56:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3841, top5_acc: 0.6359, loss_cls: 6.9037, loss: 6.9037 2025-08-17 17:31:48,367 - pyskl - INFO - Epoch [116][3200/7492] lr: 6.273e-03, eta: 1 day, 12:55:09, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3691, top5_acc: 0.6338, loss_cls: 7.0499, loss: 7.0499 2025-08-17 17:32:39,574 - pyskl - INFO - Epoch [116][3300/7492] lr: 6.268e-03, eta: 1 day, 12:54:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3900, top5_acc: 0.6441, loss_cls: 6.8963, loss: 6.8963 2025-08-17 17:33:30,606 - pyskl - INFO - Epoch [116][3400/7492] lr: 6.263e-03, eta: 1 day, 12:53:26, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3706, top5_acc: 0.6319, loss_cls: 7.0304, loss: 7.0304 2025-08-17 17:34:21,763 - pyskl - INFO - Epoch [116][3500/7492] lr: 6.259e-03, eta: 1 day, 12:52:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3872, top5_acc: 0.6353, loss_cls: 6.9261, loss: 6.9261 2025-08-17 17:35:12,864 - pyskl - INFO - Epoch [116][3600/7492] lr: 6.254e-03, eta: 1 day, 12:51:43, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3719, top5_acc: 0.6353, loss_cls: 6.9396, loss: 6.9396 2025-08-17 17:36:03,896 - pyskl - INFO - Epoch [116][3700/7492] lr: 6.249e-03, eta: 1 day, 12:50:52, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3794, top5_acc: 0.6431, loss_cls: 6.9950, loss: 6.9950 2025-08-17 17:36:55,003 - pyskl - INFO - Epoch [116][3800/7492] lr: 6.245e-03, eta: 1 day, 12:50:01, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6244, loss_cls: 7.0774, loss: 7.0774 2025-08-17 17:37:46,218 - pyskl - INFO - Epoch [116][3900/7492] lr: 6.240e-03, eta: 1 day, 12:49:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3800, top5_acc: 0.6381, loss_cls: 7.0152, loss: 7.0152 2025-08-17 17:38:37,571 - pyskl - INFO - Epoch [116][4000/7492] lr: 6.236e-03, eta: 1 day, 12:48:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3756, top5_acc: 0.6291, loss_cls: 7.0452, loss: 7.0452 2025-08-17 17:39:28,656 - pyskl - INFO - Epoch [116][4100/7492] lr: 6.231e-03, eta: 1 day, 12:47:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3800, top5_acc: 0.6375, loss_cls: 6.9828, loss: 6.9828 2025-08-17 17:40:20,013 - pyskl - INFO - Epoch [116][4200/7492] lr: 6.226e-03, eta: 1 day, 12:46:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3697, top5_acc: 0.6278, loss_cls: 7.0114, loss: 7.0114 2025-08-17 17:41:11,168 - pyskl - INFO - Epoch [116][4300/7492] lr: 6.222e-03, eta: 1 day, 12:45:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6228, loss_cls: 7.0269, loss: 7.0269 2025-08-17 17:42:02,392 - pyskl - INFO - Epoch [116][4400/7492] lr: 6.217e-03, eta: 1 day, 12:44:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3713, top5_acc: 0.6316, loss_cls: 6.9008, loss: 6.9008 2025-08-17 17:42:53,619 - pyskl - INFO - Epoch [116][4500/7492] lr: 6.212e-03, eta: 1 day, 12:44:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3753, top5_acc: 0.6350, loss_cls: 7.0135, loss: 7.0135 2025-08-17 17:43:44,734 - pyskl - INFO - Epoch [116][4600/7492] lr: 6.208e-03, eta: 1 day, 12:43:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3703, top5_acc: 0.6188, loss_cls: 6.9652, loss: 6.9652 2025-08-17 17:44:36,080 - pyskl - INFO - Epoch [116][4700/7492] lr: 6.203e-03, eta: 1 day, 12:42:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3762, top5_acc: 0.6231, loss_cls: 6.9854, loss: 6.9854 2025-08-17 17:45:27,215 - pyskl - INFO - Epoch [116][4800/7492] lr: 6.199e-03, eta: 1 day, 12:41:27, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3766, top5_acc: 0.6206, loss_cls: 7.0332, loss: 7.0332 2025-08-17 17:46:18,308 - pyskl - INFO - Epoch [116][4900/7492] lr: 6.194e-03, eta: 1 day, 12:40:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3928, top5_acc: 0.6378, loss_cls: 6.9674, loss: 6.9674 2025-08-17 17:47:09,638 - pyskl - INFO - Epoch [116][5000/7492] lr: 6.189e-03, eta: 1 day, 12:39:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3859, top5_acc: 0.6394, loss_cls: 6.9942, loss: 6.9942 2025-08-17 17:48:00,923 - pyskl - INFO - Epoch [116][5100/7492] lr: 6.185e-03, eta: 1 day, 12:38:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3837, top5_acc: 0.6284, loss_cls: 6.9374, loss: 6.9374 2025-08-17 17:48:52,154 - pyskl - INFO - Epoch [116][5200/7492] lr: 6.180e-03, eta: 1 day, 12:38:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3869, top5_acc: 0.6425, loss_cls: 7.0325, loss: 7.0325 2025-08-17 17:49:43,510 - pyskl - INFO - Epoch [116][5300/7492] lr: 6.176e-03, eta: 1 day, 12:37:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3778, top5_acc: 0.6278, loss_cls: 7.0428, loss: 7.0428 2025-08-17 17:50:34,866 - pyskl - INFO - Epoch [116][5400/7492] lr: 6.171e-03, eta: 1 day, 12:36:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3850, top5_acc: 0.6412, loss_cls: 6.9259, loss: 6.9259 2025-08-17 17:51:26,198 - pyskl - INFO - Epoch [116][5500/7492] lr: 6.166e-03, eta: 1 day, 12:35:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3812, top5_acc: 0.6369, loss_cls: 6.8741, loss: 6.8741 2025-08-17 17:52:17,447 - pyskl - INFO - Epoch [116][5600/7492] lr: 6.162e-03, eta: 1 day, 12:34:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3647, top5_acc: 0.6162, loss_cls: 7.0576, loss: 7.0576 2025-08-17 17:53:08,924 - pyskl - INFO - Epoch [116][5700/7492] lr: 6.157e-03, eta: 1 day, 12:33:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3859, top5_acc: 0.6412, loss_cls: 6.9110, loss: 6.9110 2025-08-17 17:54:00,329 - pyskl - INFO - Epoch [116][5800/7492] lr: 6.153e-03, eta: 1 day, 12:32:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6278, loss_cls: 7.0940, loss: 7.0940 2025-08-17 17:54:51,843 - pyskl - INFO - Epoch [116][5900/7492] lr: 6.148e-03, eta: 1 day, 12:32:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3894, top5_acc: 0.6394, loss_cls: 6.9183, loss: 6.9183 2025-08-17 17:55:43,069 - pyskl - INFO - Epoch [116][6000/7492] lr: 6.143e-03, eta: 1 day, 12:31:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3806, top5_acc: 0.6394, loss_cls: 6.9423, loss: 6.9423 2025-08-17 17:56:34,429 - pyskl - INFO - Epoch [116][6100/7492] lr: 6.139e-03, eta: 1 day, 12:30:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3841, top5_acc: 0.6356, loss_cls: 6.9182, loss: 6.9182 2025-08-17 17:57:25,726 - pyskl - INFO - Epoch [116][6200/7492] lr: 6.134e-03, eta: 1 day, 12:29:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6400, loss_cls: 6.9527, loss: 6.9527 2025-08-17 17:58:16,969 - pyskl - INFO - Epoch [116][6300/7492] lr: 6.130e-03, eta: 1 day, 12:28:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3747, top5_acc: 0.6319, loss_cls: 6.9634, loss: 6.9634 2025-08-17 17:59:08,356 - pyskl - INFO - Epoch [116][6400/7492] lr: 6.125e-03, eta: 1 day, 12:27:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3744, top5_acc: 0.6366, loss_cls: 6.9631, loss: 6.9631 2025-08-17 17:59:59,519 - pyskl - INFO - Epoch [116][6500/7492] lr: 6.121e-03, eta: 1 day, 12:26:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3803, top5_acc: 0.6475, loss_cls: 6.9949, loss: 6.9949 2025-08-17 18:00:50,861 - pyskl - INFO - Epoch [116][6600/7492] lr: 6.116e-03, eta: 1 day, 12:26:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3850, top5_acc: 0.6444, loss_cls: 6.9279, loss: 6.9279 2025-08-17 18:01:42,132 - pyskl - INFO - Epoch [116][6700/7492] lr: 6.111e-03, eta: 1 day, 12:25:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3769, top5_acc: 0.6241, loss_cls: 7.0015, loss: 7.0015 2025-08-17 18:02:33,366 - pyskl - INFO - Epoch [116][6800/7492] lr: 6.107e-03, eta: 1 day, 12:24:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3725, top5_acc: 0.6234, loss_cls: 7.0514, loss: 7.0514 2025-08-17 18:03:24,562 - pyskl - INFO - Epoch [116][6900/7492] lr: 6.102e-03, eta: 1 day, 12:23:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3928, top5_acc: 0.6447, loss_cls: 6.9006, loss: 6.9006 2025-08-17 18:04:15,996 - pyskl - INFO - Epoch [116][7000/7492] lr: 6.098e-03, eta: 1 day, 12:22:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3897, top5_acc: 0.6509, loss_cls: 6.8798, loss: 6.8798 2025-08-17 18:05:07,275 - pyskl - INFO - Epoch [116][7100/7492] lr: 6.093e-03, eta: 1 day, 12:21:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3691, top5_acc: 0.6250, loss_cls: 6.9726, loss: 6.9726 2025-08-17 18:05:58,445 - pyskl - INFO - Epoch [116][7200/7492] lr: 6.089e-03, eta: 1 day, 12:20:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3728, top5_acc: 0.6334, loss_cls: 7.0197, loss: 7.0197 2025-08-17 18:06:49,773 - pyskl - INFO - Epoch [116][7300/7492] lr: 6.084e-03, eta: 1 day, 12:20:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6316, loss_cls: 7.0259, loss: 7.0259 2025-08-17 18:07:41,002 - pyskl - INFO - Epoch [116][7400/7492] lr: 6.079e-03, eta: 1 day, 12:19:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3769, top5_acc: 0.6319, loss_cls: 6.9903, loss: 6.9903 2025-08-17 18:08:28,868 - pyskl - INFO - Saving checkpoint at 116 epochs 2025-08-17 18:09:22,001 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 18:09:22,734 - pyskl - INFO - top1_acc 0.3249 top5_acc 0.5777 2025-08-17 18:09:22,735 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 18:09:22,802 - pyskl - INFO - mean_acc 0.3247 2025-08-17 18:09:22,813 - pyskl - INFO - Epoch(val) [116][617] top1_acc: 0.3249, top5_acc: 0.5777, mean_class_accuracy: 0.3247 2025-08-17 18:10:44,580 - pyskl - INFO - Epoch [117][100/7492] lr: 6.071e-03, eta: 1 day, 12:17:29, time: 0.818, data_time: 0.305, memory: 13026, top1_acc: 0.3850, top5_acc: 0.6531, loss_cls: 6.8742, loss: 6.8742 2025-08-17 18:11:35,718 - pyskl - INFO - Epoch [117][200/7492] lr: 6.066e-03, eta: 1 day, 12:16:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3847, top5_acc: 0.6378, loss_cls: 6.9593, loss: 6.9593 2025-08-17 18:12:26,891 - pyskl - INFO - Epoch [117][300/7492] lr: 6.061e-03, eta: 1 day, 12:15:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3925, top5_acc: 0.6478, loss_cls: 6.9460, loss: 6.9460 2025-08-17 18:13:18,123 - pyskl - INFO - Epoch [117][400/7492] lr: 6.057e-03, eta: 1 day, 12:14:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3862, top5_acc: 0.6422, loss_cls: 6.9137, loss: 6.9137 2025-08-17 18:14:09,465 - pyskl - INFO - Epoch [117][500/7492] lr: 6.052e-03, eta: 1 day, 12:14:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3787, top5_acc: 0.6538, loss_cls: 6.8924, loss: 6.8924 2025-08-17 18:15:00,692 - pyskl - INFO - Epoch [117][600/7492] lr: 6.048e-03, eta: 1 day, 12:13:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6406, loss_cls: 6.8466, loss: 6.8466 2025-08-17 18:15:52,469 - pyskl - INFO - Epoch [117][700/7492] lr: 6.043e-03, eta: 1 day, 12:12:22, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3903, top5_acc: 0.6472, loss_cls: 6.8438, loss: 6.8438 2025-08-17 18:16:43,796 - pyskl - INFO - Epoch [117][800/7492] lr: 6.039e-03, eta: 1 day, 12:11:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6456, loss_cls: 7.0054, loss: 7.0054 2025-08-17 18:17:35,127 - pyskl - INFO - Epoch [117][900/7492] lr: 6.034e-03, eta: 1 day, 12:10:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3800, top5_acc: 0.6350, loss_cls: 7.0243, loss: 7.0243 2025-08-17 18:18:26,403 - pyskl - INFO - Epoch [117][1000/7492] lr: 6.030e-03, eta: 1 day, 12:09:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4053, top5_acc: 0.6672, loss_cls: 6.7541, loss: 6.7541 2025-08-17 18:19:17,665 - pyskl - INFO - Epoch [117][1100/7492] lr: 6.025e-03, eta: 1 day, 12:08:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3916, top5_acc: 0.6406, loss_cls: 6.9251, loss: 6.9251 2025-08-17 18:20:08,825 - pyskl - INFO - Epoch [117][1200/7492] lr: 6.020e-03, eta: 1 day, 12:08:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4031, top5_acc: 0.6584, loss_cls: 6.7970, loss: 6.7970 2025-08-17 18:20:59,875 - pyskl - INFO - Epoch [117][1300/7492] lr: 6.016e-03, eta: 1 day, 12:07:14, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3972, top5_acc: 0.6475, loss_cls: 6.8844, loss: 6.8844 2025-08-17 18:21:51,069 - pyskl - INFO - Epoch [117][1400/7492] lr: 6.011e-03, eta: 1 day, 12:06:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3709, top5_acc: 0.6388, loss_cls: 6.9854, loss: 6.9854 2025-08-17 18:22:42,298 - pyskl - INFO - Epoch [117][1500/7492] lr: 6.007e-03, eta: 1 day, 12:05:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6378, loss_cls: 6.9053, loss: 6.9053 2025-08-17 18:23:33,387 - pyskl - INFO - Epoch [117][1600/7492] lr: 6.002e-03, eta: 1 day, 12:04:40, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3700, top5_acc: 0.6266, loss_cls: 7.1018, loss: 7.1018 2025-08-17 18:24:24,832 - pyskl - INFO - Epoch [117][1700/7492] lr: 5.998e-03, eta: 1 day, 12:03:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6494, loss_cls: 6.7808, loss: 6.7808 2025-08-17 18:25:16,150 - pyskl - INFO - Epoch [117][1800/7492] lr: 5.993e-03, eta: 1 day, 12:02:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3756, top5_acc: 0.6375, loss_cls: 6.8868, loss: 6.8868 2025-08-17 18:26:07,392 - pyskl - INFO - Epoch [117][1900/7492] lr: 5.989e-03, eta: 1 day, 12:02:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3862, top5_acc: 0.6459, loss_cls: 6.9103, loss: 6.9103 2025-08-17 18:26:58,866 - pyskl - INFO - Epoch [117][2000/7492] lr: 5.984e-03, eta: 1 day, 12:01:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3969, top5_acc: 0.6434, loss_cls: 7.0237, loss: 7.0237 2025-08-17 18:27:50,353 - pyskl - INFO - Epoch [117][2100/7492] lr: 5.980e-03, eta: 1 day, 12:00:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3819, top5_acc: 0.6453, loss_cls: 6.8724, loss: 6.8724 2025-08-17 18:28:41,857 - pyskl - INFO - Epoch [117][2200/7492] lr: 5.975e-03, eta: 1 day, 11:59:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3806, top5_acc: 0.6316, loss_cls: 6.9677, loss: 6.9677 2025-08-17 18:29:32,959 - pyskl - INFO - Epoch [117][2300/7492] lr: 5.971e-03, eta: 1 day, 11:58:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3803, top5_acc: 0.6416, loss_cls: 6.9365, loss: 6.9365 2025-08-17 18:30:24,219 - pyskl - INFO - Epoch [117][2400/7492] lr: 5.966e-03, eta: 1 day, 11:57:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3884, top5_acc: 0.6394, loss_cls: 6.8910, loss: 6.8910 2025-08-17 18:31:15,420 - pyskl - INFO - Epoch [117][2500/7492] lr: 5.961e-03, eta: 1 day, 11:56:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3866, top5_acc: 0.6369, loss_cls: 6.9149, loss: 6.9149 2025-08-17 18:32:06,968 - pyskl - INFO - Epoch [117][2600/7492] lr: 5.957e-03, eta: 1 day, 11:56:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3719, top5_acc: 0.6206, loss_cls: 6.9966, loss: 6.9966 2025-08-17 18:32:58,242 - pyskl - INFO - Epoch [117][2700/7492] lr: 5.952e-03, eta: 1 day, 11:55:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3856, top5_acc: 0.6366, loss_cls: 6.8916, loss: 6.8916 2025-08-17 18:33:49,673 - pyskl - INFO - Epoch [117][2800/7492] lr: 5.948e-03, eta: 1 day, 11:54:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3706, top5_acc: 0.6322, loss_cls: 6.9786, loss: 6.9786 2025-08-17 18:34:40,934 - pyskl - INFO - Epoch [117][2900/7492] lr: 5.943e-03, eta: 1 day, 11:53:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3728, top5_acc: 0.6388, loss_cls: 7.0670, loss: 7.0670 2025-08-17 18:35:32,339 - pyskl - INFO - Epoch [117][3000/7492] lr: 5.939e-03, eta: 1 day, 11:52:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3859, top5_acc: 0.6250, loss_cls: 6.9739, loss: 6.9739 2025-08-17 18:36:23,871 - pyskl - INFO - Epoch [117][3100/7492] lr: 5.934e-03, eta: 1 day, 11:51:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3922, top5_acc: 0.6525, loss_cls: 6.8588, loss: 6.8588 2025-08-17 18:37:15,227 - pyskl - INFO - Epoch [117][3200/7492] lr: 5.930e-03, eta: 1 day, 11:50:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3728, top5_acc: 0.6378, loss_cls: 6.9625, loss: 6.9625 2025-08-17 18:38:06,610 - pyskl - INFO - Epoch [117][3300/7492] lr: 5.925e-03, eta: 1 day, 11:50:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3619, top5_acc: 0.6372, loss_cls: 7.0290, loss: 7.0290 2025-08-17 18:38:58,078 - pyskl - INFO - Epoch [117][3400/7492] lr: 5.921e-03, eta: 1 day, 11:49:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3928, top5_acc: 0.6494, loss_cls: 6.8265, loss: 6.8265 2025-08-17 18:39:49,330 - pyskl - INFO - Epoch [117][3500/7492] lr: 5.916e-03, eta: 1 day, 11:48:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3694, top5_acc: 0.6391, loss_cls: 6.9599, loss: 6.9599 2025-08-17 18:40:40,777 - pyskl - INFO - Epoch [117][3600/7492] lr: 5.912e-03, eta: 1 day, 11:47:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3825, top5_acc: 0.6438, loss_cls: 6.9450, loss: 6.9450 2025-08-17 18:41:32,123 - pyskl - INFO - Epoch [117][3700/7492] lr: 5.907e-03, eta: 1 day, 11:46:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3759, top5_acc: 0.6300, loss_cls: 6.9901, loss: 6.9901 2025-08-17 18:42:23,450 - pyskl - INFO - Epoch [117][3800/7492] lr: 5.903e-03, eta: 1 day, 11:45:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3797, top5_acc: 0.6494, loss_cls: 6.9275, loss: 6.9275 2025-08-17 18:43:14,861 - pyskl - INFO - Epoch [117][3900/7492] lr: 5.898e-03, eta: 1 day, 11:45:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3887, top5_acc: 0.6472, loss_cls: 6.8412, loss: 6.8412 2025-08-17 18:44:06,043 - pyskl - INFO - Epoch [117][4000/7492] lr: 5.894e-03, eta: 1 day, 11:44:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3750, top5_acc: 0.6400, loss_cls: 6.9979, loss: 6.9979 2025-08-17 18:44:57,315 - pyskl - INFO - Epoch [117][4100/7492] lr: 5.889e-03, eta: 1 day, 11:43:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3816, top5_acc: 0.6331, loss_cls: 6.8860, loss: 6.8860 2025-08-17 18:45:48,783 - pyskl - INFO - Epoch [117][4200/7492] lr: 5.885e-03, eta: 1 day, 11:42:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3828, top5_acc: 0.6228, loss_cls: 7.0063, loss: 7.0063 2025-08-17 18:46:40,009 - pyskl - INFO - Epoch [117][4300/7492] lr: 5.880e-03, eta: 1 day, 11:41:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3928, top5_acc: 0.6509, loss_cls: 6.7481, loss: 6.7481 2025-08-17 18:47:32,016 - pyskl - INFO - Epoch [117][4400/7492] lr: 5.876e-03, eta: 1 day, 11:40:43, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.3884, top5_acc: 0.6322, loss_cls: 6.9651, loss: 6.9651 2025-08-17 18:48:23,575 - pyskl - INFO - Epoch [117][4500/7492] lr: 5.871e-03, eta: 1 day, 11:39:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3775, top5_acc: 0.6306, loss_cls: 7.0143, loss: 7.0143 2025-08-17 18:49:14,955 - pyskl - INFO - Epoch [117][4600/7492] lr: 5.867e-03, eta: 1 day, 11:39:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3856, top5_acc: 0.6369, loss_cls: 6.9692, loss: 6.9692 2025-08-17 18:50:06,288 - pyskl - INFO - Epoch [117][4700/7492] lr: 5.862e-03, eta: 1 day, 11:38:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6353, loss_cls: 6.9507, loss: 6.9507 2025-08-17 18:50:57,667 - pyskl - INFO - Epoch [117][4800/7492] lr: 5.858e-03, eta: 1 day, 11:37:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3934, top5_acc: 0.6369, loss_cls: 6.9720, loss: 6.9720 2025-08-17 18:51:49,076 - pyskl - INFO - Epoch [117][4900/7492] lr: 5.853e-03, eta: 1 day, 11:36:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3872, top5_acc: 0.6422, loss_cls: 6.9286, loss: 6.9286 2025-08-17 18:52:40,500 - pyskl - INFO - Epoch [117][5000/7492] lr: 5.849e-03, eta: 1 day, 11:35:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3753, top5_acc: 0.6281, loss_cls: 6.9647, loss: 6.9647 2025-08-17 18:53:31,857 - pyskl - INFO - Epoch [117][5100/7492] lr: 5.844e-03, eta: 1 day, 11:34:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3787, top5_acc: 0.6469, loss_cls: 6.8455, loss: 6.8455 2025-08-17 18:54:23,077 - pyskl - INFO - Epoch [117][5200/7492] lr: 5.840e-03, eta: 1 day, 11:33:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3769, top5_acc: 0.6369, loss_cls: 6.8950, loss: 6.8950 2025-08-17 18:55:14,446 - pyskl - INFO - Epoch [117][5300/7492] lr: 5.835e-03, eta: 1 day, 11:33:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3753, top5_acc: 0.6409, loss_cls: 6.8433, loss: 6.8433 2025-08-17 18:56:05,854 - pyskl - INFO - Epoch [117][5400/7492] lr: 5.831e-03, eta: 1 day, 11:32:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3934, top5_acc: 0.6406, loss_cls: 6.9426, loss: 6.9426 2025-08-17 18:56:57,226 - pyskl - INFO - Epoch [117][5500/7492] lr: 5.826e-03, eta: 1 day, 11:31:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6422, loss_cls: 6.8523, loss: 6.8523 2025-08-17 18:57:48,533 - pyskl - INFO - Epoch [117][5600/7492] lr: 5.822e-03, eta: 1 day, 11:30:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4000, top5_acc: 0.6403, loss_cls: 6.9412, loss: 6.9412 2025-08-17 18:58:39,925 - pyskl - INFO - Epoch [117][5700/7492] lr: 5.817e-03, eta: 1 day, 11:29:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3716, top5_acc: 0.6500, loss_cls: 6.9465, loss: 6.9465 2025-08-17 18:59:31,334 - pyskl - INFO - Epoch [117][5800/7492] lr: 5.813e-03, eta: 1 day, 11:28:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6297, loss_cls: 7.0298, loss: 7.0298 2025-08-17 19:00:22,568 - pyskl - INFO - Epoch [117][5900/7492] lr: 5.808e-03, eta: 1 day, 11:27:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3778, top5_acc: 0.6453, loss_cls: 6.8897, loss: 6.8897 2025-08-17 19:01:13,833 - pyskl - INFO - Epoch [117][6000/7492] lr: 5.804e-03, eta: 1 day, 11:27:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3806, top5_acc: 0.6303, loss_cls: 6.9477, loss: 6.9477 2025-08-17 19:02:05,181 - pyskl - INFO - Epoch [117][6100/7492] lr: 5.799e-03, eta: 1 day, 11:26:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3859, top5_acc: 0.6356, loss_cls: 6.8924, loss: 6.8924 2025-08-17 19:02:56,649 - pyskl - INFO - Epoch [117][6200/7492] lr: 5.795e-03, eta: 1 day, 11:25:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3894, top5_acc: 0.6359, loss_cls: 7.0243, loss: 7.0243 2025-08-17 19:03:47,736 - pyskl - INFO - Epoch [117][6300/7492] lr: 5.790e-03, eta: 1 day, 11:24:29, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3837, top5_acc: 0.6366, loss_cls: 7.0144, loss: 7.0144 2025-08-17 19:04:38,950 - pyskl - INFO - Epoch [117][6400/7492] lr: 5.786e-03, eta: 1 day, 11:23:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3972, top5_acc: 0.6362, loss_cls: 6.9103, loss: 6.9103 2025-08-17 19:05:30,138 - pyskl - INFO - Epoch [117][6500/7492] lr: 5.781e-03, eta: 1 day, 11:22:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3809, top5_acc: 0.6338, loss_cls: 7.0231, loss: 7.0231 2025-08-17 19:06:21,285 - pyskl - INFO - Epoch [117][6600/7492] lr: 5.777e-03, eta: 1 day, 11:21:55, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3891, top5_acc: 0.6347, loss_cls: 6.9814, loss: 6.9814 2025-08-17 19:07:12,509 - pyskl - INFO - Epoch [117][6700/7492] lr: 5.773e-03, eta: 1 day, 11:21:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3881, top5_acc: 0.6403, loss_cls: 6.9879, loss: 6.9879 2025-08-17 19:08:03,713 - pyskl - INFO - Epoch [117][6800/7492] lr: 5.768e-03, eta: 1 day, 11:20:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3881, top5_acc: 0.6406, loss_cls: 6.9364, loss: 6.9364 2025-08-17 19:08:54,898 - pyskl - INFO - Epoch [117][6900/7492] lr: 5.764e-03, eta: 1 day, 11:19:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3881, top5_acc: 0.6559, loss_cls: 6.9104, loss: 6.9104 2025-08-17 19:09:46,112 - pyskl - INFO - Epoch [117][7000/7492] lr: 5.759e-03, eta: 1 day, 11:18:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3847, top5_acc: 0.6500, loss_cls: 6.8980, loss: 6.8980 2025-08-17 19:10:37,417 - pyskl - INFO - Epoch [117][7100/7492] lr: 5.755e-03, eta: 1 day, 11:17:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3812, top5_acc: 0.6378, loss_cls: 6.9512, loss: 6.9512 2025-08-17 19:11:28,695 - pyskl - INFO - Epoch [117][7200/7492] lr: 5.750e-03, eta: 1 day, 11:16:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3722, top5_acc: 0.6162, loss_cls: 7.0451, loss: 7.0451 2025-08-17 19:12:20,006 - pyskl - INFO - Epoch [117][7300/7492] lr: 5.746e-03, eta: 1 day, 11:15:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3731, top5_acc: 0.6366, loss_cls: 6.9414, loss: 6.9414 2025-08-17 19:13:11,267 - pyskl - INFO - Epoch [117][7400/7492] lr: 5.741e-03, eta: 1 day, 11:15:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4000, top5_acc: 0.6450, loss_cls: 6.8293, loss: 6.8293 2025-08-17 19:13:59,291 - pyskl - INFO - Saving checkpoint at 117 epochs 2025-08-17 19:14:56,374 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 19:14:57,119 - pyskl - INFO - top1_acc 0.3303 top5_acc 0.5848 2025-08-17 19:14:57,119 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 19:14:57,174 - pyskl - INFO - mean_acc 0.3301 2025-08-17 19:14:57,232 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_115.pth was removed 2025-08-17 19:14:58,375 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. 2025-08-17 19:14:58,376 - pyskl - INFO - Best top1_acc is 0.3303 at 117 epoch. 2025-08-17 19:14:58,387 - pyskl - INFO - Epoch(val) [117][617] top1_acc: 0.3303, top5_acc: 0.5848, mean_class_accuracy: 0.3301 2025-08-17 19:16:20,158 - pyskl - INFO - Epoch [118][100/7492] lr: 5.733e-03, eta: 1 day, 11:13:21, time: 0.818, data_time: 0.304, memory: 13026, top1_acc: 0.4016, top5_acc: 0.6453, loss_cls: 6.8352, loss: 6.8352 2025-08-17 19:17:11,769 - pyskl - INFO - Epoch [118][200/7492] lr: 5.728e-03, eta: 1 day, 11:12:30, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3897, top5_acc: 0.6538, loss_cls: 6.8726, loss: 6.8726 2025-08-17 19:18:03,195 - pyskl - INFO - Epoch [118][300/7492] lr: 5.724e-03, eta: 1 day, 11:11:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4025, top5_acc: 0.6641, loss_cls: 6.7916, loss: 6.7916 2025-08-17 19:18:54,494 - pyskl - INFO - Epoch [118][400/7492] lr: 5.719e-03, eta: 1 day, 11:10:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3847, top5_acc: 0.6384, loss_cls: 6.8742, loss: 6.8742 2025-08-17 19:19:45,812 - pyskl - INFO - Epoch [118][500/7492] lr: 5.715e-03, eta: 1 day, 11:09:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3991, top5_acc: 0.6491, loss_cls: 6.8946, loss: 6.8946 2025-08-17 19:20:37,108 - pyskl - INFO - Epoch [118][600/7492] lr: 5.711e-03, eta: 1 day, 11:09:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6441, loss_cls: 6.8116, loss: 6.8116 2025-08-17 19:21:28,378 - pyskl - INFO - Epoch [118][700/7492] lr: 5.706e-03, eta: 1 day, 11:08:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3837, top5_acc: 0.6375, loss_cls: 6.8918, loss: 6.8918 2025-08-17 19:22:19,583 - pyskl - INFO - Epoch [118][800/7492] lr: 5.702e-03, eta: 1 day, 11:07:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3887, top5_acc: 0.6434, loss_cls: 6.8463, loss: 6.8463 2025-08-17 19:23:11,340 - pyskl - INFO - Epoch [118][900/7492] lr: 5.697e-03, eta: 1 day, 11:06:31, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6469, loss_cls: 6.8497, loss: 6.8497 2025-08-17 19:24:03,042 - pyskl - INFO - Epoch [118][1000/7492] lr: 5.693e-03, eta: 1 day, 11:05:39, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3825, top5_acc: 0.6438, loss_cls: 6.8633, loss: 6.8633 2025-08-17 19:24:54,466 - pyskl - INFO - Epoch [118][1100/7492] lr: 5.688e-03, eta: 1 day, 11:04:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3803, top5_acc: 0.6334, loss_cls: 7.0081, loss: 7.0081 2025-08-17 19:25:45,735 - pyskl - INFO - Epoch [118][1200/7492] lr: 5.684e-03, eta: 1 day, 11:03:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3875, top5_acc: 0.6472, loss_cls: 6.9583, loss: 6.9583 2025-08-17 19:26:37,067 - pyskl - INFO - Epoch [118][1300/7492] lr: 5.679e-03, eta: 1 day, 11:03:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4116, top5_acc: 0.6603, loss_cls: 6.7903, loss: 6.7903 2025-08-17 19:27:28,737 - pyskl - INFO - Epoch [118][1400/7492] lr: 5.675e-03, eta: 1 day, 11:02:14, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4016, top5_acc: 0.6562, loss_cls: 6.7257, loss: 6.7257 2025-08-17 19:28:20,156 - pyskl - INFO - Epoch [118][1500/7492] lr: 5.671e-03, eta: 1 day, 11:01:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4022, top5_acc: 0.6566, loss_cls: 6.7853, loss: 6.7853 2025-08-17 19:29:11,531 - pyskl - INFO - Epoch [118][1600/7492] lr: 5.666e-03, eta: 1 day, 11:00:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3831, top5_acc: 0.6453, loss_cls: 6.8285, loss: 6.8285 2025-08-17 19:30:02,911 - pyskl - INFO - Epoch [118][1700/7492] lr: 5.662e-03, eta: 1 day, 10:59:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6500, loss_cls: 6.9120, loss: 6.9120 2025-08-17 19:30:54,221 - pyskl - INFO - Epoch [118][1800/7492] lr: 5.657e-03, eta: 1 day, 10:58:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3897, top5_acc: 0.6534, loss_cls: 6.7706, loss: 6.7706 2025-08-17 19:31:45,426 - pyskl - INFO - Epoch [118][1900/7492] lr: 5.653e-03, eta: 1 day, 10:57:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3909, top5_acc: 0.6525, loss_cls: 6.8925, loss: 6.8925 2025-08-17 19:32:36,737 - pyskl - INFO - Epoch [118][2000/7492] lr: 5.648e-03, eta: 1 day, 10:57:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4053, top5_acc: 0.6584, loss_cls: 6.7668, loss: 6.7668 2025-08-17 19:33:28,066 - pyskl - INFO - Epoch [118][2100/7492] lr: 5.644e-03, eta: 1 day, 10:56:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3834, top5_acc: 0.6441, loss_cls: 6.8782, loss: 6.8782 2025-08-17 19:34:19,078 - pyskl - INFO - Epoch [118][2200/7492] lr: 5.640e-03, eta: 1 day, 10:55:24, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3997, top5_acc: 0.6509, loss_cls: 6.8043, loss: 6.8043 2025-08-17 19:35:10,141 - pyskl - INFO - Epoch [118][2300/7492] lr: 5.635e-03, eta: 1 day, 10:54:32, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3837, top5_acc: 0.6641, loss_cls: 6.8882, loss: 6.8882 2025-08-17 19:36:01,241 - pyskl - INFO - Epoch [118][2400/7492] lr: 5.631e-03, eta: 1 day, 10:53:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6491, loss_cls: 6.8639, loss: 6.8639 2025-08-17 19:36:52,483 - pyskl - INFO - Epoch [118][2500/7492] lr: 5.626e-03, eta: 1 day, 10:52:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3862, top5_acc: 0.6378, loss_cls: 6.8593, loss: 6.8593 2025-08-17 19:37:43,684 - pyskl - INFO - Epoch [118][2600/7492] lr: 5.622e-03, eta: 1 day, 10:51:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6500, loss_cls: 6.9248, loss: 6.9248 2025-08-17 19:38:34,839 - pyskl - INFO - Epoch [118][2700/7492] lr: 5.617e-03, eta: 1 day, 10:51:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3759, top5_acc: 0.6394, loss_cls: 6.9457, loss: 6.9457 2025-08-17 19:39:26,096 - pyskl - INFO - Epoch [118][2800/7492] lr: 5.613e-03, eta: 1 day, 10:50:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6347, loss_cls: 6.8817, loss: 6.8817 2025-08-17 19:40:17,512 - pyskl - INFO - Epoch [118][2900/7492] lr: 5.609e-03, eta: 1 day, 10:49:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3747, top5_acc: 0.6200, loss_cls: 6.9883, loss: 6.9883 2025-08-17 19:41:09,038 - pyskl - INFO - Epoch [118][3000/7492] lr: 5.604e-03, eta: 1 day, 10:48:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3984, top5_acc: 0.6447, loss_cls: 6.8703, loss: 6.8703 2025-08-17 19:42:00,611 - pyskl - INFO - Epoch [118][3100/7492] lr: 5.600e-03, eta: 1 day, 10:47:42, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4006, top5_acc: 0.6597, loss_cls: 6.7730, loss: 6.7730 2025-08-17 19:42:52,293 - pyskl - INFO - Epoch [118][3200/7492] lr: 5.595e-03, eta: 1 day, 10:46:51, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3841, top5_acc: 0.6438, loss_cls: 6.8855, loss: 6.8855 2025-08-17 19:43:43,596 - pyskl - INFO - Epoch [118][3300/7492] lr: 5.591e-03, eta: 1 day, 10:45:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3878, top5_acc: 0.6362, loss_cls: 6.8346, loss: 6.8346 2025-08-17 19:44:34,941 - pyskl - INFO - Epoch [118][3400/7492] lr: 5.587e-03, eta: 1 day, 10:45:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3703, top5_acc: 0.6353, loss_cls: 6.9606, loss: 6.9606 2025-08-17 19:45:26,310 - pyskl - INFO - Epoch [118][3500/7492] lr: 5.582e-03, eta: 1 day, 10:44:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3781, top5_acc: 0.6416, loss_cls: 6.9342, loss: 6.9342 2025-08-17 19:46:18,018 - pyskl - INFO - Epoch [118][3600/7492] lr: 5.578e-03, eta: 1 day, 10:43:26, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3841, top5_acc: 0.6366, loss_cls: 6.9828, loss: 6.9828 2025-08-17 19:47:09,468 - pyskl - INFO - Epoch [118][3700/7492] lr: 5.573e-03, eta: 1 day, 10:42:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3806, top5_acc: 0.6412, loss_cls: 6.8349, loss: 6.8349 2025-08-17 19:48:00,585 - pyskl - INFO - Epoch [118][3800/7492] lr: 5.569e-03, eta: 1 day, 10:41:43, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3847, top5_acc: 0.6403, loss_cls: 6.8699, loss: 6.8699 2025-08-17 19:48:51,689 - pyskl - INFO - Epoch [118][3900/7492] lr: 5.565e-03, eta: 1 day, 10:40:52, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3912, top5_acc: 0.6503, loss_cls: 6.8977, loss: 6.8977 2025-08-17 19:49:42,870 - pyskl - INFO - Epoch [118][4000/7492] lr: 5.560e-03, eta: 1 day, 10:40:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3819, top5_acc: 0.6394, loss_cls: 6.9506, loss: 6.9506 2025-08-17 19:50:34,068 - pyskl - INFO - Epoch [118][4100/7492] lr: 5.556e-03, eta: 1 day, 10:39:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3912, top5_acc: 0.6509, loss_cls: 6.8681, loss: 6.8681 2025-08-17 19:51:25,442 - pyskl - INFO - Epoch [118][4200/7492] lr: 5.551e-03, eta: 1 day, 10:38:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3797, top5_acc: 0.6347, loss_cls: 6.9830, loss: 6.9830 2025-08-17 19:52:16,686 - pyskl - INFO - Epoch [118][4300/7492] lr: 5.547e-03, eta: 1 day, 10:37:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3725, top5_acc: 0.6328, loss_cls: 6.9943, loss: 6.9943 2025-08-17 19:53:07,950 - pyskl - INFO - Epoch [118][4400/7492] lr: 5.543e-03, eta: 1 day, 10:36:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3856, top5_acc: 0.6362, loss_cls: 6.9245, loss: 6.9245 2025-08-17 19:53:59,414 - pyskl - INFO - Epoch [118][4500/7492] lr: 5.538e-03, eta: 1 day, 10:35:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3941, top5_acc: 0.6525, loss_cls: 6.7887, loss: 6.7887 2025-08-17 19:54:50,799 - pyskl - INFO - Epoch [118][4600/7492] lr: 5.534e-03, eta: 1 day, 10:34:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3884, top5_acc: 0.6397, loss_cls: 6.9305, loss: 6.9305 2025-08-17 19:55:42,012 - pyskl - INFO - Epoch [118][4700/7492] lr: 5.530e-03, eta: 1 day, 10:34:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3762, top5_acc: 0.6356, loss_cls: 6.9348, loss: 6.9348 2025-08-17 19:56:33,123 - pyskl - INFO - Epoch [118][4800/7492] lr: 5.525e-03, eta: 1 day, 10:33:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3800, top5_acc: 0.6378, loss_cls: 6.9633, loss: 6.9633 2025-08-17 19:57:24,461 - pyskl - INFO - Epoch [118][4900/7492] lr: 5.521e-03, eta: 1 day, 10:32:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4138, top5_acc: 0.6509, loss_cls: 6.8307, loss: 6.8307 2025-08-17 19:58:15,956 - pyskl - INFO - Epoch [118][5000/7492] lr: 5.516e-03, eta: 1 day, 10:31:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3912, top5_acc: 0.6425, loss_cls: 6.8257, loss: 6.8257 2025-08-17 19:59:07,302 - pyskl - INFO - Epoch [118][5100/7492] lr: 5.512e-03, eta: 1 day, 10:30:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3684, top5_acc: 0.6284, loss_cls: 7.0308, loss: 7.0308 2025-08-17 19:59:58,712 - pyskl - INFO - Epoch [118][5200/7492] lr: 5.508e-03, eta: 1 day, 10:29:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3794, top5_acc: 0.6388, loss_cls: 7.0199, loss: 7.0199 2025-08-17 20:00:50,031 - pyskl - INFO - Epoch [118][5300/7492] lr: 5.503e-03, eta: 1 day, 10:28:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3897, top5_acc: 0.6516, loss_cls: 6.8513, loss: 6.8513 2025-08-17 20:01:41,306 - pyskl - INFO - Epoch [118][5400/7492] lr: 5.499e-03, eta: 1 day, 10:28:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3831, top5_acc: 0.6397, loss_cls: 6.9056, loss: 6.9056 2025-08-17 20:02:32,281 - pyskl - INFO - Epoch [118][5500/7492] lr: 5.494e-03, eta: 1 day, 10:27:11, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4006, top5_acc: 0.6572, loss_cls: 6.8047, loss: 6.8047 2025-08-17 20:03:23,455 - pyskl - INFO - Epoch [118][5600/7492] lr: 5.490e-03, eta: 1 day, 10:26:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3772, top5_acc: 0.6347, loss_cls: 6.9592, loss: 6.9592 2025-08-17 20:04:14,601 - pyskl - INFO - Epoch [118][5700/7492] lr: 5.486e-03, eta: 1 day, 10:25:28, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6553, loss_cls: 6.8240, loss: 6.8240 2025-08-17 20:05:05,811 - pyskl - INFO - Epoch [118][5800/7492] lr: 5.481e-03, eta: 1 day, 10:24:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4028, top5_acc: 0.6578, loss_cls: 6.7972, loss: 6.7972 2025-08-17 20:05:57,215 - pyskl - INFO - Epoch [118][5900/7492] lr: 5.477e-03, eta: 1 day, 10:23:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3803, top5_acc: 0.6400, loss_cls: 6.9259, loss: 6.9259 2025-08-17 20:06:48,935 - pyskl - INFO - Epoch [118][6000/7492] lr: 5.473e-03, eta: 1 day, 10:22:54, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3894, top5_acc: 0.6438, loss_cls: 6.9184, loss: 6.9184 2025-08-17 20:07:40,238 - pyskl - INFO - Epoch [118][6100/7492] lr: 5.468e-03, eta: 1 day, 10:22:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3728, top5_acc: 0.6291, loss_cls: 7.0013, loss: 7.0013 2025-08-17 20:08:31,408 - pyskl - INFO - Epoch [118][6200/7492] lr: 5.464e-03, eta: 1 day, 10:21:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3862, top5_acc: 0.6425, loss_cls: 6.8556, loss: 6.8556 2025-08-17 20:09:22,701 - pyskl - INFO - Epoch [118][6300/7492] lr: 5.460e-03, eta: 1 day, 10:20:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3856, top5_acc: 0.6472, loss_cls: 6.9810, loss: 6.9810 2025-08-17 20:10:13,989 - pyskl - INFO - Epoch [118][6400/7492] lr: 5.455e-03, eta: 1 day, 10:19:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3841, top5_acc: 0.6338, loss_cls: 6.9380, loss: 6.9380 2025-08-17 20:11:05,329 - pyskl - INFO - Epoch [118][6500/7492] lr: 5.451e-03, eta: 1 day, 10:18:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3941, top5_acc: 0.6403, loss_cls: 6.9723, loss: 6.9723 2025-08-17 20:11:56,368 - pyskl - INFO - Epoch [118][6600/7492] lr: 5.446e-03, eta: 1 day, 10:17:46, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3850, top5_acc: 0.6534, loss_cls: 6.8959, loss: 6.8959 2025-08-17 20:12:47,570 - pyskl - INFO - Epoch [118][6700/7492] lr: 5.442e-03, eta: 1 day, 10:16:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3872, top5_acc: 0.6438, loss_cls: 6.8911, loss: 6.8911 2025-08-17 20:13:38,776 - pyskl - INFO - Epoch [118][6800/7492] lr: 5.438e-03, eta: 1 day, 10:16:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3787, top5_acc: 0.6397, loss_cls: 6.8818, loss: 6.8818 2025-08-17 20:14:29,990 - pyskl - INFO - Epoch [118][6900/7492] lr: 5.433e-03, eta: 1 day, 10:15:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3828, top5_acc: 0.6316, loss_cls: 6.8801, loss: 6.8801 2025-08-17 20:15:21,247 - pyskl - INFO - Epoch [118][7000/7492] lr: 5.429e-03, eta: 1 day, 10:14:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3862, top5_acc: 0.6469, loss_cls: 6.8597, loss: 6.8597 2025-08-17 20:16:12,478 - pyskl - INFO - Epoch [118][7100/7492] lr: 5.425e-03, eta: 1 day, 10:13:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3881, top5_acc: 0.6447, loss_cls: 6.8702, loss: 6.8702 2025-08-17 20:17:03,703 - pyskl - INFO - Epoch [118][7200/7492] lr: 5.420e-03, eta: 1 day, 10:12:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3800, top5_acc: 0.6397, loss_cls: 6.8212, loss: 6.8212 2025-08-17 20:17:54,881 - pyskl - INFO - Epoch [118][7300/7492] lr: 5.416e-03, eta: 1 day, 10:11:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3738, top5_acc: 0.6247, loss_cls: 7.0307, loss: 7.0307 2025-08-17 20:18:46,124 - pyskl - INFO - Epoch [118][7400/7492] lr: 5.412e-03, eta: 1 day, 10:10:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3834, top5_acc: 0.6391, loss_cls: 6.9893, loss: 6.9893 2025-08-17 20:19:34,232 - pyskl - INFO - Saving checkpoint at 118 epochs 2025-08-17 20:20:28,204 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 20:20:28,955 - pyskl - INFO - top1_acc 0.3304 top5_acc 0.5861 2025-08-17 20:20:28,956 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 20:20:29,005 - pyskl - INFO - mean_acc 0.3301 2025-08-17 20:20:29,065 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_117.pth was removed 2025-08-17 20:20:30,186 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2025-08-17 20:20:30,188 - pyskl - INFO - Best top1_acc is 0.3304 at 118 epoch. 2025-08-17 20:20:30,212 - pyskl - INFO - Epoch(val) [118][617] top1_acc: 0.3304, top5_acc: 0.5861, mean_class_accuracy: 0.3301 2025-08-17 20:21:51,969 - pyskl - INFO - Epoch [119][100/7492] lr: 5.403e-03, eta: 1 day, 10:09:12, time: 0.817, data_time: 0.306, memory: 13026, top1_acc: 0.4053, top5_acc: 0.6600, loss_cls: 6.6736, loss: 6.6736 2025-08-17 20:22:43,057 - pyskl - INFO - Epoch [119][200/7492] lr: 5.399e-03, eta: 1 day, 10:08:21, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3953, top5_acc: 0.6481, loss_cls: 6.7707, loss: 6.7707 2025-08-17 20:23:34,279 - pyskl - INFO - Epoch [119][300/7492] lr: 5.395e-03, eta: 1 day, 10:07:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3894, top5_acc: 0.6369, loss_cls: 6.8763, loss: 6.8763 2025-08-17 20:24:25,521 - pyskl - INFO - Epoch [119][400/7492] lr: 5.390e-03, eta: 1 day, 10:06:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3969, top5_acc: 0.6597, loss_cls: 6.8097, loss: 6.8097 2025-08-17 20:25:16,880 - pyskl - INFO - Epoch [119][500/7492] lr: 5.386e-03, eta: 1 day, 10:05:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4069, top5_acc: 0.6550, loss_cls: 6.8224, loss: 6.8224 2025-08-17 20:26:08,447 - pyskl - INFO - Epoch [119][600/7492] lr: 5.382e-03, eta: 1 day, 10:04:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4044, top5_acc: 0.6569, loss_cls: 6.7895, loss: 6.7895 2025-08-17 20:26:59,743 - pyskl - INFO - Epoch [119][700/7492] lr: 5.377e-03, eta: 1 day, 10:04:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3975, top5_acc: 0.6656, loss_cls: 6.7015, loss: 6.7015 2025-08-17 20:27:51,021 - pyskl - INFO - Epoch [119][800/7492] lr: 5.373e-03, eta: 1 day, 10:03:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6581, loss_cls: 6.8740, loss: 6.8740 2025-08-17 20:28:42,449 - pyskl - INFO - Epoch [119][900/7492] lr: 5.369e-03, eta: 1 day, 10:02:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3878, top5_acc: 0.6541, loss_cls: 6.7926, loss: 6.7926 2025-08-17 20:29:34,153 - pyskl - INFO - Epoch [119][1000/7492] lr: 5.364e-03, eta: 1 day, 10:01:31, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3962, top5_acc: 0.6519, loss_cls: 6.8052, loss: 6.8052 2025-08-17 20:30:25,443 - pyskl - INFO - Epoch [119][1100/7492] lr: 5.360e-03, eta: 1 day, 10:00:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3984, top5_acc: 0.6572, loss_cls: 6.9171, loss: 6.9171 2025-08-17 20:31:17,125 - pyskl - INFO - Epoch [119][1200/7492] lr: 5.356e-03, eta: 1 day, 9:59:48, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3991, top5_acc: 0.6459, loss_cls: 6.8022, loss: 6.8022 2025-08-17 20:32:08,591 - pyskl - INFO - Epoch [119][1300/7492] lr: 5.351e-03, eta: 1 day, 9:58:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4084, top5_acc: 0.6609, loss_cls: 6.7631, loss: 6.7631 2025-08-17 20:32:59,915 - pyskl - INFO - Epoch [119][1400/7492] lr: 5.347e-03, eta: 1 day, 9:58:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4050, top5_acc: 0.6469, loss_cls: 6.7613, loss: 6.7613 2025-08-17 20:33:51,378 - pyskl - INFO - Epoch [119][1500/7492] lr: 5.343e-03, eta: 1 day, 9:57:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3794, top5_acc: 0.6391, loss_cls: 6.8705, loss: 6.8705 2025-08-17 20:34:42,760 - pyskl - INFO - Epoch [119][1600/7492] lr: 5.338e-03, eta: 1 day, 9:56:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4144, top5_acc: 0.6534, loss_cls: 6.7542, loss: 6.7542 2025-08-17 20:35:34,095 - pyskl - INFO - Epoch [119][1700/7492] lr: 5.334e-03, eta: 1 day, 9:55:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3984, top5_acc: 0.6575, loss_cls: 6.7888, loss: 6.7888 2025-08-17 20:36:25,459 - pyskl - INFO - Epoch [119][1800/7492] lr: 5.330e-03, eta: 1 day, 9:54:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4003, top5_acc: 0.6534, loss_cls: 6.7919, loss: 6.7919 2025-08-17 20:37:16,962 - pyskl - INFO - Epoch [119][1900/7492] lr: 5.326e-03, eta: 1 day, 9:53:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3847, top5_acc: 0.6613, loss_cls: 6.8137, loss: 6.8137 2025-08-17 20:38:08,250 - pyskl - INFO - Epoch [119][2000/7492] lr: 5.321e-03, eta: 1 day, 9:52:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3856, top5_acc: 0.6528, loss_cls: 6.8008, loss: 6.8008 2025-08-17 20:38:59,924 - pyskl - INFO - Epoch [119][2100/7492] lr: 5.317e-03, eta: 1 day, 9:52:07, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3912, top5_acc: 0.6456, loss_cls: 6.9519, loss: 6.9519 2025-08-17 20:39:51,147 - pyskl - INFO - Epoch [119][2200/7492] lr: 5.313e-03, eta: 1 day, 9:51:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3884, top5_acc: 0.6444, loss_cls: 6.8891, loss: 6.8891 2025-08-17 20:40:42,640 - pyskl - INFO - Epoch [119][2300/7492] lr: 5.308e-03, eta: 1 day, 9:50:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3900, top5_acc: 0.6509, loss_cls: 6.7875, loss: 6.7875 2025-08-17 20:41:34,043 - pyskl - INFO - Epoch [119][2400/7492] lr: 5.304e-03, eta: 1 day, 9:49:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4047, top5_acc: 0.6609, loss_cls: 6.7731, loss: 6.7731 2025-08-17 20:42:25,414 - pyskl - INFO - Epoch [119][2500/7492] lr: 5.300e-03, eta: 1 day, 9:48:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3934, top5_acc: 0.6456, loss_cls: 6.9633, loss: 6.9633 2025-08-17 20:43:16,784 - pyskl - INFO - Epoch [119][2600/7492] lr: 5.295e-03, eta: 1 day, 9:47:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6303, loss_cls: 6.8949, loss: 6.8949 2025-08-17 20:44:07,958 - pyskl - INFO - Epoch [119][2700/7492] lr: 5.291e-03, eta: 1 day, 9:46:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3869, top5_acc: 0.6369, loss_cls: 6.9210, loss: 6.9210 2025-08-17 20:44:59,350 - pyskl - INFO - Epoch [119][2800/7492] lr: 5.287e-03, eta: 1 day, 9:46:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3691, top5_acc: 0.6247, loss_cls: 7.0537, loss: 7.0537 2025-08-17 20:45:50,675 - pyskl - INFO - Epoch [119][2900/7492] lr: 5.282e-03, eta: 1 day, 9:45:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6572, loss_cls: 6.8002, loss: 6.8002 2025-08-17 20:46:42,013 - pyskl - INFO - Epoch [119][3000/7492] lr: 5.278e-03, eta: 1 day, 9:44:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4066, top5_acc: 0.6516, loss_cls: 6.8392, loss: 6.8392 2025-08-17 20:47:33,298 - pyskl - INFO - Epoch [119][3100/7492] lr: 5.274e-03, eta: 1 day, 9:43:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3878, top5_acc: 0.6494, loss_cls: 6.8666, loss: 6.8666 2025-08-17 20:48:24,849 - pyskl - INFO - Epoch [119][3200/7492] lr: 5.270e-03, eta: 1 day, 9:42:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3828, top5_acc: 0.6478, loss_cls: 6.9469, loss: 6.9469 2025-08-17 20:49:15,995 - pyskl - INFO - Epoch [119][3300/7492] lr: 5.265e-03, eta: 1 day, 9:41:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3756, top5_acc: 0.6300, loss_cls: 6.9172, loss: 6.9172 2025-08-17 20:50:07,261 - pyskl - INFO - Epoch [119][3400/7492] lr: 5.261e-03, eta: 1 day, 9:41:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3750, top5_acc: 0.6272, loss_cls: 6.9436, loss: 6.9436 2025-08-17 20:50:58,635 - pyskl - INFO - Epoch [119][3500/7492] lr: 5.257e-03, eta: 1 day, 9:40:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3850, top5_acc: 0.6334, loss_cls: 6.9399, loss: 6.9399 2025-08-17 20:51:49,908 - pyskl - INFO - Epoch [119][3600/7492] lr: 5.252e-03, eta: 1 day, 9:39:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3959, top5_acc: 0.6416, loss_cls: 6.9043, loss: 6.9043 2025-08-17 20:52:41,236 - pyskl - INFO - Epoch [119][3700/7492] lr: 5.248e-03, eta: 1 day, 9:38:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3997, top5_acc: 0.6350, loss_cls: 6.8804, loss: 6.8804 2025-08-17 20:53:32,545 - pyskl - INFO - Epoch [119][3800/7492] lr: 5.244e-03, eta: 1 day, 9:37:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3912, top5_acc: 0.6597, loss_cls: 6.8294, loss: 6.8294 2025-08-17 20:54:23,796 - pyskl - INFO - Epoch [119][3900/7492] lr: 5.240e-03, eta: 1 day, 9:36:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3809, top5_acc: 0.6378, loss_cls: 6.9514, loss: 6.9514 2025-08-17 20:55:15,245 - pyskl - INFO - Epoch [119][4000/7492] lr: 5.235e-03, eta: 1 day, 9:35:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3912, top5_acc: 0.6544, loss_cls: 6.8742, loss: 6.8742 2025-08-17 20:56:06,517 - pyskl - INFO - Epoch [119][4100/7492] lr: 5.231e-03, eta: 1 day, 9:35:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3994, top5_acc: 0.6531, loss_cls: 6.8115, loss: 6.8115 2025-08-17 20:56:58,106 - pyskl - INFO - Epoch [119][4200/7492] lr: 5.227e-03, eta: 1 day, 9:34:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3966, top5_acc: 0.6509, loss_cls: 6.9510, loss: 6.9510 2025-08-17 20:57:50,186 - pyskl - INFO - Epoch [119][4300/7492] lr: 5.222e-03, eta: 1 day, 9:33:18, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.3806, top5_acc: 0.6434, loss_cls: 6.9756, loss: 6.9756 2025-08-17 20:58:41,645 - pyskl - INFO - Epoch [119][4400/7492] lr: 5.218e-03, eta: 1 day, 9:32:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4138, top5_acc: 0.6647, loss_cls: 6.6580, loss: 6.6580 2025-08-17 20:59:32,935 - pyskl - INFO - Epoch [119][4500/7492] lr: 5.214e-03, eta: 1 day, 9:31:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3894, top5_acc: 0.6462, loss_cls: 6.8384, loss: 6.8384 2025-08-17 21:00:24,249 - pyskl - INFO - Epoch [119][4600/7492] lr: 5.210e-03, eta: 1 day, 9:30:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3916, top5_acc: 0.6403, loss_cls: 6.8771, loss: 6.8771 2025-08-17 21:01:15,571 - pyskl - INFO - Epoch [119][4700/7492] lr: 5.205e-03, eta: 1 day, 9:29:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3897, top5_acc: 0.6412, loss_cls: 6.8381, loss: 6.8381 2025-08-17 21:02:06,954 - pyskl - INFO - Epoch [119][4800/7492] lr: 5.201e-03, eta: 1 day, 9:29:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3903, top5_acc: 0.6406, loss_cls: 6.8285, loss: 6.8285 2025-08-17 21:02:58,421 - pyskl - INFO - Epoch [119][4900/7492] lr: 5.197e-03, eta: 1 day, 9:28:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4050, top5_acc: 0.6519, loss_cls: 6.8439, loss: 6.8439 2025-08-17 21:03:49,826 - pyskl - INFO - Epoch [119][5000/7492] lr: 5.193e-03, eta: 1 day, 9:27:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3975, top5_acc: 0.6512, loss_cls: 6.8641, loss: 6.8641 2025-08-17 21:04:41,300 - pyskl - INFO - Epoch [119][5100/7492] lr: 5.188e-03, eta: 1 day, 9:26:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3969, top5_acc: 0.6488, loss_cls: 6.8140, loss: 6.8140 2025-08-17 21:05:32,878 - pyskl - INFO - Epoch [119][5200/7492] lr: 5.184e-03, eta: 1 day, 9:25:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3856, top5_acc: 0.6266, loss_cls: 6.9324, loss: 6.9324 2025-08-17 21:06:24,163 - pyskl - INFO - Epoch [119][5300/7492] lr: 5.180e-03, eta: 1 day, 9:24:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3881, top5_acc: 0.6506, loss_cls: 6.8575, loss: 6.8575 2025-08-17 21:07:15,814 - pyskl - INFO - Epoch [119][5400/7492] lr: 5.176e-03, eta: 1 day, 9:23:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3969, top5_acc: 0.6541, loss_cls: 6.8237, loss: 6.8237 2025-08-17 21:08:07,196 - pyskl - INFO - Epoch [119][5500/7492] lr: 5.171e-03, eta: 1 day, 9:23:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3944, top5_acc: 0.6500, loss_cls: 6.9248, loss: 6.9248 2025-08-17 21:08:58,451 - pyskl - INFO - Epoch [119][5600/7492] lr: 5.167e-03, eta: 1 day, 9:22:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3962, top5_acc: 0.6541, loss_cls: 6.8064, loss: 6.8064 2025-08-17 21:09:49,730 - pyskl - INFO - Epoch [119][5700/7492] lr: 5.163e-03, eta: 1 day, 9:21:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3944, top5_acc: 0.6569, loss_cls: 6.8456, loss: 6.8456 2025-08-17 21:10:41,121 - pyskl - INFO - Epoch [119][5800/7492] lr: 5.159e-03, eta: 1 day, 9:20:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3787, top5_acc: 0.6406, loss_cls: 6.9685, loss: 6.9685 2025-08-17 21:11:32,926 - pyskl - INFO - Epoch [119][5900/7492] lr: 5.154e-03, eta: 1 day, 9:19:38, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3797, top5_acc: 0.6319, loss_cls: 6.9023, loss: 6.9023 2025-08-17 21:12:24,290 - pyskl - INFO - Epoch [119][6000/7492] lr: 5.150e-03, eta: 1 day, 9:18:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3900, top5_acc: 0.6312, loss_cls: 6.8987, loss: 6.8987 2025-08-17 21:13:16,032 - pyskl - INFO - Epoch [119][6100/7492] lr: 5.146e-03, eta: 1 day, 9:17:56, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3822, top5_acc: 0.6325, loss_cls: 6.9124, loss: 6.9124 2025-08-17 21:14:07,595 - pyskl - INFO - Epoch [119][6200/7492] lr: 5.142e-03, eta: 1 day, 9:17:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3972, top5_acc: 0.6547, loss_cls: 6.8502, loss: 6.8502 2025-08-17 21:14:58,990 - pyskl - INFO - Epoch [119][6300/7492] lr: 5.137e-03, eta: 1 day, 9:16:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3753, top5_acc: 0.6338, loss_cls: 7.0058, loss: 7.0058 2025-08-17 21:15:50,191 - pyskl - INFO - Epoch [119][6400/7492] lr: 5.133e-03, eta: 1 day, 9:15:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3884, top5_acc: 0.6497, loss_cls: 6.8607, loss: 6.8607 2025-08-17 21:16:41,848 - pyskl - INFO - Epoch [119][6500/7492] lr: 5.129e-03, eta: 1 day, 9:14:30, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3766, top5_acc: 0.6412, loss_cls: 6.8668, loss: 6.8668 2025-08-17 21:17:33,199 - pyskl - INFO - Epoch [119][6600/7492] lr: 5.125e-03, eta: 1 day, 9:13:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3953, top5_acc: 0.6472, loss_cls: 6.8899, loss: 6.8899 2025-08-17 21:18:24,429 - pyskl - INFO - Epoch [119][6700/7492] lr: 5.120e-03, eta: 1 day, 9:12:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3856, top5_acc: 0.6353, loss_cls: 6.8798, loss: 6.8798 2025-08-17 21:19:15,570 - pyskl - INFO - Epoch [119][6800/7492] lr: 5.116e-03, eta: 1 day, 9:11:56, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6434, loss_cls: 6.9032, loss: 6.9032 2025-08-17 21:20:06,742 - pyskl - INFO - Epoch [119][6900/7492] lr: 5.112e-03, eta: 1 day, 9:11:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6481, loss_cls: 6.8511, loss: 6.8511 2025-08-17 21:20:57,849 - pyskl - INFO - Epoch [119][7000/7492] lr: 5.108e-03, eta: 1 day, 9:10:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3822, top5_acc: 0.6291, loss_cls: 7.0278, loss: 7.0278 2025-08-17 21:21:48,887 - pyskl - INFO - Epoch [119][7100/7492] lr: 5.103e-03, eta: 1 day, 9:09:22, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4081, top5_acc: 0.6656, loss_cls: 6.7386, loss: 6.7386 2025-08-17 21:22:40,141 - pyskl - INFO - Epoch [119][7200/7492] lr: 5.099e-03, eta: 1 day, 9:08:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3812, top5_acc: 0.6269, loss_cls: 6.9647, loss: 6.9647 2025-08-17 21:23:31,103 - pyskl - INFO - Epoch [119][7300/7492] lr: 5.095e-03, eta: 1 day, 9:07:40, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6572, loss_cls: 6.8443, loss: 6.8443 2025-08-17 21:24:22,332 - pyskl - INFO - Epoch [119][7400/7492] lr: 5.091e-03, eta: 1 day, 9:06:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3941, top5_acc: 0.6419, loss_cls: 6.8631, loss: 6.8631 2025-08-17 21:25:10,815 - pyskl - INFO - Saving checkpoint at 119 epochs 2025-08-17 21:26:08,735 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 21:26:09,467 - pyskl - INFO - top1_acc 0.3305 top5_acc 0.5912 2025-08-17 21:26:09,467 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 21:26:09,520 - pyskl - INFO - mean_acc 0.3304 2025-08-17 21:26:09,574 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_118.pth was removed 2025-08-17 21:26:10,666 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2025-08-17 21:26:10,667 - pyskl - INFO - Best top1_acc is 0.3305 at 119 epoch. 2025-08-17 21:26:10,677 - pyskl - INFO - Epoch(val) [119][617] top1_acc: 0.3305, top5_acc: 0.5912, mean_class_accuracy: 0.3304 2025-08-17 21:27:32,667 - pyskl - INFO - Epoch [120][100/7492] lr: 5.083e-03, eta: 1 day, 9:05:06, time: 0.820, data_time: 0.307, memory: 13026, top1_acc: 0.4022, top5_acc: 0.6609, loss_cls: 6.7387, loss: 6.7387 2025-08-17 21:28:23,988 - pyskl - INFO - Epoch [120][200/7492] lr: 5.078e-03, eta: 1 day, 9:04:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4084, top5_acc: 0.6481, loss_cls: 6.7884, loss: 6.7884 2025-08-17 21:29:15,329 - pyskl - INFO - Epoch [120][300/7492] lr: 5.074e-03, eta: 1 day, 9:03:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4216, top5_acc: 0.6694, loss_cls: 6.7587, loss: 6.7587 2025-08-17 21:30:06,658 - pyskl - INFO - Epoch [120][400/7492] lr: 5.070e-03, eta: 1 day, 9:02:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4209, top5_acc: 0.6628, loss_cls: 6.6926, loss: 6.6926 2025-08-17 21:30:58,066 - pyskl - INFO - Epoch [120][500/7492] lr: 5.066e-03, eta: 1 day, 9:01:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3953, top5_acc: 0.6553, loss_cls: 6.7254, loss: 6.7254 2025-08-17 21:31:49,327 - pyskl - INFO - Epoch [120][600/7492] lr: 5.061e-03, eta: 1 day, 9:00:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4034, top5_acc: 0.6656, loss_cls: 6.7885, loss: 6.7885 2025-08-17 21:32:40,675 - pyskl - INFO - Epoch [120][700/7492] lr: 5.057e-03, eta: 1 day, 8:59:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4041, top5_acc: 0.6506, loss_cls: 6.8469, loss: 6.8469 2025-08-17 21:33:31,971 - pyskl - INFO - Epoch [120][800/7492] lr: 5.053e-03, eta: 1 day, 8:59:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3991, top5_acc: 0.6666, loss_cls: 6.7784, loss: 6.7784 2025-08-17 21:34:23,382 - pyskl - INFO - Epoch [120][900/7492] lr: 5.049e-03, eta: 1 day, 8:58:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4034, top5_acc: 0.6556, loss_cls: 6.8079, loss: 6.8079 2025-08-17 21:35:14,970 - pyskl - INFO - Epoch [120][1000/7492] lr: 5.045e-03, eta: 1 day, 8:57:24, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4000, top5_acc: 0.6562, loss_cls: 6.7840, loss: 6.7840 2025-08-17 21:36:06,190 - pyskl - INFO - Epoch [120][1100/7492] lr: 5.040e-03, eta: 1 day, 8:56:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4094, top5_acc: 0.6697, loss_cls: 6.5720, loss: 6.5720 2025-08-17 21:36:57,721 - pyskl - INFO - Epoch [120][1200/7492] lr: 5.036e-03, eta: 1 day, 8:55:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4016, top5_acc: 0.6581, loss_cls: 6.7691, loss: 6.7691 2025-08-17 21:37:49,471 - pyskl - INFO - Epoch [120][1300/7492] lr: 5.032e-03, eta: 1 day, 8:54:50, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4150, top5_acc: 0.6575, loss_cls: 6.8192, loss: 6.8192 2025-08-17 21:38:40,905 - pyskl - INFO - Epoch [120][1400/7492] lr: 5.028e-03, eta: 1 day, 8:53:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3978, top5_acc: 0.6541, loss_cls: 6.7973, loss: 6.7973 2025-08-17 21:39:32,083 - pyskl - INFO - Epoch [120][1500/7492] lr: 5.024e-03, eta: 1 day, 8:53:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6475, loss_cls: 6.7818, loss: 6.7818 2025-08-17 21:40:23,261 - pyskl - INFO - Epoch [120][1600/7492] lr: 5.019e-03, eta: 1 day, 8:52:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3966, top5_acc: 0.6675, loss_cls: 6.7657, loss: 6.7657 2025-08-17 21:41:14,553 - pyskl - INFO - Epoch [120][1700/7492] lr: 5.015e-03, eta: 1 day, 8:51:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4113, top5_acc: 0.6663, loss_cls: 6.7586, loss: 6.7586 2025-08-17 21:42:05,731 - pyskl - INFO - Epoch [120][1800/7492] lr: 5.011e-03, eta: 1 day, 8:50:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4012, top5_acc: 0.6603, loss_cls: 6.7501, loss: 6.7501 2025-08-17 21:42:57,049 - pyskl - INFO - Epoch [120][1900/7492] lr: 5.007e-03, eta: 1 day, 8:49:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3931, top5_acc: 0.6625, loss_cls: 6.7604, loss: 6.7604 2025-08-17 21:43:48,345 - pyskl - INFO - Epoch [120][2000/7492] lr: 5.003e-03, eta: 1 day, 8:48:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3959, top5_acc: 0.6528, loss_cls: 6.8058, loss: 6.8058 2025-08-17 21:44:39,939 - pyskl - INFO - Epoch [120][2100/7492] lr: 4.998e-03, eta: 1 day, 8:48:00, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3872, top5_acc: 0.6334, loss_cls: 6.9230, loss: 6.9230 2025-08-17 21:45:31,147 - pyskl - INFO - Epoch [120][2200/7492] lr: 4.994e-03, eta: 1 day, 8:47:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3887, top5_acc: 0.6369, loss_cls: 6.9011, loss: 6.9011 2025-08-17 21:46:22,547 - pyskl - INFO - Epoch [120][2300/7492] lr: 4.990e-03, eta: 1 day, 8:46:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6519, loss_cls: 6.8279, loss: 6.8279 2025-08-17 21:47:13,952 - pyskl - INFO - Epoch [120][2400/7492] lr: 4.986e-03, eta: 1 day, 8:45:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3875, top5_acc: 0.6447, loss_cls: 6.9584, loss: 6.9584 2025-08-17 21:48:05,130 - pyskl - INFO - Epoch [120][2500/7492] lr: 4.982e-03, eta: 1 day, 8:44:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3941, top5_acc: 0.6581, loss_cls: 6.7523, loss: 6.7523 2025-08-17 21:48:56,525 - pyskl - INFO - Epoch [120][2600/7492] lr: 4.977e-03, eta: 1 day, 8:43:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3900, top5_acc: 0.6447, loss_cls: 6.8481, loss: 6.8481 2025-08-17 21:49:47,956 - pyskl - INFO - Epoch [120][2700/7492] lr: 4.973e-03, eta: 1 day, 8:42:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3931, top5_acc: 0.6434, loss_cls: 6.7957, loss: 6.7957 2025-08-17 21:50:39,627 - pyskl - INFO - Epoch [120][2800/7492] lr: 4.969e-03, eta: 1 day, 8:42:01, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3825, top5_acc: 0.6400, loss_cls: 6.9101, loss: 6.9101 2025-08-17 21:51:31,034 - pyskl - INFO - Epoch [120][2900/7492] lr: 4.965e-03, eta: 1 day, 8:41:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4019, top5_acc: 0.6594, loss_cls: 6.7234, loss: 6.7234 2025-08-17 21:52:22,435 - pyskl - INFO - Epoch [120][3000/7492] lr: 4.961e-03, eta: 1 day, 8:40:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4003, top5_acc: 0.6538, loss_cls: 6.8339, loss: 6.8339 2025-08-17 21:53:13,738 - pyskl - INFO - Epoch [120][3100/7492] lr: 4.957e-03, eta: 1 day, 8:39:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3972, top5_acc: 0.6597, loss_cls: 6.7922, loss: 6.7922 2025-08-17 21:54:05,254 - pyskl - INFO - Epoch [120][3200/7492] lr: 4.952e-03, eta: 1 day, 8:38:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4000, top5_acc: 0.6488, loss_cls: 6.8076, loss: 6.8076 2025-08-17 21:54:56,274 - pyskl - INFO - Epoch [120][3300/7492] lr: 4.948e-03, eta: 1 day, 8:37:44, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3909, top5_acc: 0.6516, loss_cls: 6.8053, loss: 6.8053 2025-08-17 21:55:47,438 - pyskl - INFO - Epoch [120][3400/7492] lr: 4.944e-03, eta: 1 day, 8:36:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4006, top5_acc: 0.6559, loss_cls: 6.8171, loss: 6.8171 2025-08-17 21:56:38,691 - pyskl - INFO - Epoch [120][3500/7492] lr: 4.940e-03, eta: 1 day, 8:36:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3925, top5_acc: 0.6572, loss_cls: 6.8031, loss: 6.8031 2025-08-17 21:57:29,802 - pyskl - INFO - Epoch [120][3600/7492] lr: 4.936e-03, eta: 1 day, 8:35:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3769, top5_acc: 0.6412, loss_cls: 6.9764, loss: 6.9764 2025-08-17 21:58:20,968 - pyskl - INFO - Epoch [120][3700/7492] lr: 4.932e-03, eta: 1 day, 8:34:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3956, top5_acc: 0.6450, loss_cls: 6.8214, loss: 6.8214 2025-08-17 21:59:12,791 - pyskl - INFO - Epoch [120][3800/7492] lr: 4.927e-03, eta: 1 day, 8:33:28, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3725, top5_acc: 0.6325, loss_cls: 6.9020, loss: 6.9020 2025-08-17 22:00:04,379 - pyskl - INFO - Epoch [120][3900/7492] lr: 4.923e-03, eta: 1 day, 8:32:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3894, top5_acc: 0.6453, loss_cls: 6.8757, loss: 6.8757 2025-08-17 22:00:55,907 - pyskl - INFO - Epoch [120][4000/7492] lr: 4.919e-03, eta: 1 day, 8:31:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6441, loss_cls: 6.8102, loss: 6.8102 2025-08-17 22:01:47,207 - pyskl - INFO - Epoch [120][4100/7492] lr: 4.915e-03, eta: 1 day, 8:30:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3984, top5_acc: 0.6584, loss_cls: 6.6761, loss: 6.6761 2025-08-17 22:02:38,783 - pyskl - INFO - Epoch [120][4200/7492] lr: 4.911e-03, eta: 1 day, 8:30:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3878, top5_acc: 0.6466, loss_cls: 6.8370, loss: 6.8370 2025-08-17 22:03:30,451 - pyskl - INFO - Epoch [120][4300/7492] lr: 4.907e-03, eta: 1 day, 8:29:11, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3887, top5_acc: 0.6538, loss_cls: 6.7670, loss: 6.7670 2025-08-17 22:04:21,911 - pyskl - INFO - Epoch [120][4400/7492] lr: 4.902e-03, eta: 1 day, 8:28:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3887, top5_acc: 0.6488, loss_cls: 6.9075, loss: 6.9075 2025-08-17 22:05:13,366 - pyskl - INFO - Epoch [120][4500/7492] lr: 4.898e-03, eta: 1 day, 8:27:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3984, top5_acc: 0.6425, loss_cls: 6.7823, loss: 6.7823 2025-08-17 22:06:05,142 - pyskl - INFO - Epoch [120][4600/7492] lr: 4.894e-03, eta: 1 day, 8:26:38, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3791, top5_acc: 0.6547, loss_cls: 6.8214, loss: 6.8214 2025-08-17 22:06:56,632 - pyskl - INFO - Epoch [120][4700/7492] lr: 4.890e-03, eta: 1 day, 8:25:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3941, top5_acc: 0.6562, loss_cls: 6.8094, loss: 6.8094 2025-08-17 22:07:48,193 - pyskl - INFO - Epoch [120][4800/7492] lr: 4.886e-03, eta: 1 day, 8:24:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6559, loss_cls: 6.7741, loss: 6.7741 2025-08-17 22:08:39,542 - pyskl - INFO - Epoch [120][4900/7492] lr: 4.882e-03, eta: 1 day, 8:24:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3972, top5_acc: 0.6594, loss_cls: 6.6739, loss: 6.6739 2025-08-17 22:09:30,990 - pyskl - INFO - Epoch [120][5000/7492] lr: 4.877e-03, eta: 1 day, 8:23:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3978, top5_acc: 0.6500, loss_cls: 6.7930, loss: 6.7930 2025-08-17 22:10:22,399 - pyskl - INFO - Epoch [120][5100/7492] lr: 4.873e-03, eta: 1 day, 8:22:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3803, top5_acc: 0.6388, loss_cls: 6.9167, loss: 6.9167 2025-08-17 22:11:13,923 - pyskl - INFO - Epoch [120][5200/7492] lr: 4.869e-03, eta: 1 day, 8:21:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4184, top5_acc: 0.6631, loss_cls: 6.6932, loss: 6.6932 2025-08-17 22:12:05,539 - pyskl - INFO - Epoch [120][5300/7492] lr: 4.865e-03, eta: 1 day, 8:20:39, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3944, top5_acc: 0.6425, loss_cls: 6.8675, loss: 6.8675 2025-08-17 22:12:57,125 - pyskl - INFO - Epoch [120][5400/7492] lr: 4.861e-03, eta: 1 day, 8:19:48, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3972, top5_acc: 0.6431, loss_cls: 6.9366, loss: 6.9366 2025-08-17 22:13:48,354 - pyskl - INFO - Epoch [120][5500/7492] lr: 4.857e-03, eta: 1 day, 8:18:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6538, loss_cls: 6.7721, loss: 6.7721 2025-08-17 22:14:39,544 - pyskl - INFO - Epoch [120][5600/7492] lr: 4.853e-03, eta: 1 day, 8:18:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3891, top5_acc: 0.6409, loss_cls: 6.8567, loss: 6.8567 2025-08-17 22:15:30,817 - pyskl - INFO - Epoch [120][5700/7492] lr: 4.848e-03, eta: 1 day, 8:17:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4006, top5_acc: 0.6466, loss_cls: 6.8601, loss: 6.8601 2025-08-17 22:16:22,154 - pyskl - INFO - Epoch [120][5800/7492] lr: 4.844e-03, eta: 1 day, 8:16:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3862, top5_acc: 0.6378, loss_cls: 6.9209, loss: 6.9209 2025-08-17 22:17:13,755 - pyskl - INFO - Epoch [120][5900/7492] lr: 4.840e-03, eta: 1 day, 8:15:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4019, top5_acc: 0.6553, loss_cls: 6.7149, loss: 6.7149 2025-08-17 22:18:05,100 - pyskl - INFO - Epoch [120][6000/7492] lr: 4.836e-03, eta: 1 day, 8:14:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3853, top5_acc: 0.6481, loss_cls: 6.7567, loss: 6.7567 2025-08-17 22:18:56,493 - pyskl - INFO - Epoch [120][6100/7492] lr: 4.832e-03, eta: 1 day, 8:13:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3956, top5_acc: 0.6441, loss_cls: 6.8622, loss: 6.8622 2025-08-17 22:19:47,765 - pyskl - INFO - Epoch [120][6200/7492] lr: 4.828e-03, eta: 1 day, 8:12:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3903, top5_acc: 0.6384, loss_cls: 6.8419, loss: 6.8419 2025-08-17 22:20:38,932 - pyskl - INFO - Epoch [120][6300/7492] lr: 4.824e-03, eta: 1 day, 8:12:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3900, top5_acc: 0.6347, loss_cls: 6.8758, loss: 6.8758 2025-08-17 22:21:30,371 - pyskl - INFO - Epoch [120][6400/7492] lr: 4.820e-03, eta: 1 day, 8:11:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3962, top5_acc: 0.6478, loss_cls: 6.8224, loss: 6.8224 2025-08-17 22:22:21,696 - pyskl - INFO - Epoch [120][6500/7492] lr: 4.815e-03, eta: 1 day, 8:10:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3834, top5_acc: 0.6425, loss_cls: 6.7880, loss: 6.7880 2025-08-17 22:23:12,911 - pyskl - INFO - Epoch [120][6600/7492] lr: 4.811e-03, eta: 1 day, 8:09:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3922, top5_acc: 0.6456, loss_cls: 6.8586, loss: 6.8586 2025-08-17 22:24:04,103 - pyskl - INFO - Epoch [120][6700/7492] lr: 4.807e-03, eta: 1 day, 8:08:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3912, top5_acc: 0.6438, loss_cls: 6.8868, loss: 6.8868 2025-08-17 22:24:55,153 - pyskl - INFO - Epoch [120][6800/7492] lr: 4.803e-03, eta: 1 day, 8:07:49, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.3872, top5_acc: 0.6434, loss_cls: 6.9272, loss: 6.9272 2025-08-17 22:25:46,510 - pyskl - INFO - Epoch [120][6900/7492] lr: 4.799e-03, eta: 1 day, 8:06:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3881, top5_acc: 0.6397, loss_cls: 6.8679, loss: 6.8679 2025-08-17 22:26:37,757 - pyskl - INFO - Epoch [120][7000/7492] lr: 4.795e-03, eta: 1 day, 8:06:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3762, top5_acc: 0.6397, loss_cls: 6.9445, loss: 6.9445 2025-08-17 22:27:28,966 - pyskl - INFO - Epoch [120][7100/7492] lr: 4.791e-03, eta: 1 day, 8:05:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3931, top5_acc: 0.6416, loss_cls: 6.8888, loss: 6.8888 2025-08-17 22:28:20,135 - pyskl - INFO - Epoch [120][7200/7492] lr: 4.787e-03, eta: 1 day, 8:04:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4144, top5_acc: 0.6597, loss_cls: 6.7070, loss: 6.7070 2025-08-17 22:29:11,293 - pyskl - INFO - Epoch [120][7300/7492] lr: 4.783e-03, eta: 1 day, 8:03:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3997, top5_acc: 0.6594, loss_cls: 6.8757, loss: 6.8757 2025-08-17 22:30:02,540 - pyskl - INFO - Epoch [120][7400/7492] lr: 4.778e-03, eta: 1 day, 8:02:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3816, top5_acc: 0.6412, loss_cls: 6.8167, loss: 6.8167 2025-08-17 22:30:50,524 - pyskl - INFO - Saving checkpoint at 120 epochs 2025-08-17 22:31:47,203 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 22:31:47,959 - pyskl - INFO - top1_acc 0.3365 top5_acc 0.5901 2025-08-17 22:31:47,960 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 22:31:47,996 - pyskl - INFO - mean_acc 0.3363 2025-08-17 22:31:48,060 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_119.pth was removed 2025-08-17 22:31:49,185 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. 2025-08-17 22:31:49,186 - pyskl - INFO - Best top1_acc is 0.3365 at 120 epoch. 2025-08-17 22:31:49,198 - pyskl - INFO - Epoch(val) [120][617] top1_acc: 0.3365, top5_acc: 0.5901, mean_class_accuracy: 0.3363 2025-08-17 22:33:10,330 - pyskl - INFO - Epoch [121][100/7492] lr: 4.771e-03, eta: 1 day, 8:00:59, time: 0.811, data_time: 0.300, memory: 13026, top1_acc: 0.3978, top5_acc: 0.6447, loss_cls: 6.7843, loss: 6.7843 2025-08-17 22:34:01,609 - pyskl - INFO - Epoch [121][200/7492] lr: 4.766e-03, eta: 1 day, 8:00:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4319, top5_acc: 0.6972, loss_cls: 6.4690, loss: 6.4690 2025-08-17 22:34:52,858 - pyskl - INFO - Epoch [121][300/7492] lr: 4.762e-03, eta: 1 day, 7:59:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4244, top5_acc: 0.6684, loss_cls: 6.6174, loss: 6.6174 2025-08-17 22:35:44,250 - pyskl - INFO - Epoch [121][400/7492] lr: 4.758e-03, eta: 1 day, 7:58:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4050, top5_acc: 0.6597, loss_cls: 6.8108, loss: 6.8108 2025-08-17 22:36:35,412 - pyskl - INFO - Epoch [121][500/7492] lr: 4.754e-03, eta: 1 day, 7:57:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3978, top5_acc: 0.6656, loss_cls: 6.7430, loss: 6.7430 2025-08-17 22:37:26,820 - pyskl - INFO - Epoch [121][600/7492] lr: 4.750e-03, eta: 1 day, 7:56:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6469, loss_cls: 6.8386, loss: 6.8386 2025-08-17 22:38:18,112 - pyskl - INFO - Epoch [121][700/7492] lr: 4.746e-03, eta: 1 day, 7:55:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3997, top5_acc: 0.6747, loss_cls: 6.6744, loss: 6.6744 2025-08-17 22:39:09,442 - pyskl - INFO - Epoch [121][800/7492] lr: 4.742e-03, eta: 1 day, 7:54:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3869, top5_acc: 0.6512, loss_cls: 6.7494, loss: 6.7494 2025-08-17 22:40:00,758 - pyskl - INFO - Epoch [121][900/7492] lr: 4.738e-03, eta: 1 day, 7:54:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3803, top5_acc: 0.6469, loss_cls: 6.8402, loss: 6.8402 2025-08-17 22:40:52,162 - pyskl - INFO - Epoch [121][1000/7492] lr: 4.734e-03, eta: 1 day, 7:53:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4103, top5_acc: 0.6566, loss_cls: 6.7491, loss: 6.7491 2025-08-17 22:41:43,568 - pyskl - INFO - Epoch [121][1100/7492] lr: 4.730e-03, eta: 1 day, 7:52:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6587, loss_cls: 6.7733, loss: 6.7733 2025-08-17 22:42:34,996 - pyskl - INFO - Epoch [121][1200/7492] lr: 4.725e-03, eta: 1 day, 7:51:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4062, top5_acc: 0.6716, loss_cls: 6.7247, loss: 6.7247 2025-08-17 22:43:26,709 - pyskl - INFO - Epoch [121][1300/7492] lr: 4.721e-03, eta: 1 day, 7:50:43, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4078, top5_acc: 0.6628, loss_cls: 6.7913, loss: 6.7913 2025-08-17 22:44:18,402 - pyskl - INFO - Epoch [121][1400/7492] lr: 4.717e-03, eta: 1 day, 7:49:52, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3922, top5_acc: 0.6544, loss_cls: 6.8240, loss: 6.8240 2025-08-17 22:45:10,151 - pyskl - INFO - Epoch [121][1500/7492] lr: 4.713e-03, eta: 1 day, 7:49:01, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3837, top5_acc: 0.6450, loss_cls: 6.8244, loss: 6.8244 2025-08-17 22:46:01,546 - pyskl - INFO - Epoch [121][1600/7492] lr: 4.709e-03, eta: 1 day, 7:48:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3987, top5_acc: 0.6538, loss_cls: 6.7571, loss: 6.7571 2025-08-17 22:46:52,940 - pyskl - INFO - Epoch [121][1700/7492] lr: 4.705e-03, eta: 1 day, 7:47:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4028, top5_acc: 0.6550, loss_cls: 6.8021, loss: 6.8021 2025-08-17 22:47:44,279 - pyskl - INFO - Epoch [121][1800/7492] lr: 4.701e-03, eta: 1 day, 7:46:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3894, top5_acc: 0.6550, loss_cls: 6.6702, loss: 6.6702 2025-08-17 22:48:35,442 - pyskl - INFO - Epoch [121][1900/7492] lr: 4.697e-03, eta: 1 day, 7:45:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4012, top5_acc: 0.6534, loss_cls: 6.7700, loss: 6.7700 2025-08-17 22:49:26,715 - pyskl - INFO - Epoch [121][2000/7492] lr: 4.693e-03, eta: 1 day, 7:44:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4081, top5_acc: 0.6647, loss_cls: 6.6818, loss: 6.6818 2025-08-17 22:50:18,291 - pyskl - INFO - Epoch [121][2100/7492] lr: 4.689e-03, eta: 1 day, 7:43:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3959, top5_acc: 0.6634, loss_cls: 6.7276, loss: 6.7276 2025-08-17 22:51:09,776 - pyskl - INFO - Epoch [121][2200/7492] lr: 4.685e-03, eta: 1 day, 7:43:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4034, top5_acc: 0.6566, loss_cls: 6.7769, loss: 6.7769 2025-08-17 22:52:01,306 - pyskl - INFO - Epoch [121][2300/7492] lr: 4.681e-03, eta: 1 day, 7:42:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3994, top5_acc: 0.6619, loss_cls: 6.7503, loss: 6.7503 2025-08-17 22:52:52,671 - pyskl - INFO - Epoch [121][2400/7492] lr: 4.676e-03, eta: 1 day, 7:41:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4006, top5_acc: 0.6659, loss_cls: 6.7517, loss: 6.7517 2025-08-17 22:53:43,955 - pyskl - INFO - Epoch [121][2500/7492] lr: 4.672e-03, eta: 1 day, 7:40:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4128, top5_acc: 0.6600, loss_cls: 6.6866, loss: 6.6866 2025-08-17 22:54:35,331 - pyskl - INFO - Epoch [121][2600/7492] lr: 4.668e-03, eta: 1 day, 7:39:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4075, top5_acc: 0.6716, loss_cls: 6.7352, loss: 6.7352 2025-08-17 22:55:26,526 - pyskl - INFO - Epoch [121][2700/7492] lr: 4.664e-03, eta: 1 day, 7:38:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3925, top5_acc: 0.6509, loss_cls: 6.9138, loss: 6.9138 2025-08-17 22:56:17,858 - pyskl - INFO - Epoch [121][2800/7492] lr: 4.660e-03, eta: 1 day, 7:37:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3897, top5_acc: 0.6647, loss_cls: 6.7989, loss: 6.7989 2025-08-17 22:57:09,106 - pyskl - INFO - Epoch [121][2900/7492] lr: 4.656e-03, eta: 1 day, 7:37:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4031, top5_acc: 0.6637, loss_cls: 6.8432, loss: 6.8432 2025-08-17 22:58:00,356 - pyskl - INFO - Epoch [121][3000/7492] lr: 4.652e-03, eta: 1 day, 7:36:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4122, top5_acc: 0.6747, loss_cls: 6.7340, loss: 6.7340 2025-08-17 22:58:51,885 - pyskl - INFO - Epoch [121][3100/7492] lr: 4.648e-03, eta: 1 day, 7:35:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4159, top5_acc: 0.6631, loss_cls: 6.7084, loss: 6.7084 2025-08-17 22:59:43,381 - pyskl - INFO - Epoch [121][3200/7492] lr: 4.644e-03, eta: 1 day, 7:34:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3931, top5_acc: 0.6547, loss_cls: 6.8265, loss: 6.8265 2025-08-17 23:00:34,602 - pyskl - INFO - Epoch [121][3300/7492] lr: 4.640e-03, eta: 1 day, 7:33:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3991, top5_acc: 0.6619, loss_cls: 6.7218, loss: 6.7218 2025-08-17 23:01:25,817 - pyskl - INFO - Epoch [121][3400/7492] lr: 4.636e-03, eta: 1 day, 7:32:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3978, top5_acc: 0.6597, loss_cls: 6.7765, loss: 6.7765 2025-08-17 23:02:16,985 - pyskl - INFO - Epoch [121][3500/7492] lr: 4.632e-03, eta: 1 day, 7:31:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4119, top5_acc: 0.6609, loss_cls: 6.7167, loss: 6.7167 2025-08-17 23:03:08,185 - pyskl - INFO - Epoch [121][3600/7492] lr: 4.628e-03, eta: 1 day, 7:31:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6597, loss_cls: 6.8327, loss: 6.8327 2025-08-17 23:03:59,501 - pyskl - INFO - Epoch [121][3700/7492] lr: 4.624e-03, eta: 1 day, 7:30:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6522, loss_cls: 6.8174, loss: 6.8174 2025-08-17 23:04:50,757 - pyskl - INFO - Epoch [121][3800/7492] lr: 4.620e-03, eta: 1 day, 7:29:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3975, top5_acc: 0.6559, loss_cls: 6.8819, loss: 6.8819 2025-08-17 23:05:41,955 - pyskl - INFO - Epoch [121][3900/7492] lr: 4.616e-03, eta: 1 day, 7:28:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3900, top5_acc: 0.6538, loss_cls: 6.7147, loss: 6.7147 2025-08-17 23:06:33,175 - pyskl - INFO - Epoch [121][4000/7492] lr: 4.612e-03, eta: 1 day, 7:27:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3969, top5_acc: 0.6512, loss_cls: 6.7644, loss: 6.7644 2025-08-17 23:07:24,321 - pyskl - INFO - Epoch [121][4100/7492] lr: 4.608e-03, eta: 1 day, 7:26:47, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6519, loss_cls: 6.7708, loss: 6.7708 2025-08-17 23:08:15,831 - pyskl - INFO - Epoch [121][4200/7492] lr: 4.603e-03, eta: 1 day, 7:25:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3941, top5_acc: 0.6522, loss_cls: 6.8040, loss: 6.8040 2025-08-17 23:09:07,138 - pyskl - INFO - Epoch [121][4300/7492] lr: 4.599e-03, eta: 1 day, 7:25:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4009, top5_acc: 0.6544, loss_cls: 6.7492, loss: 6.7492 2025-08-17 23:09:58,386 - pyskl - INFO - Epoch [121][4400/7492] lr: 4.595e-03, eta: 1 day, 7:24:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3859, top5_acc: 0.6431, loss_cls: 6.8955, loss: 6.8955 2025-08-17 23:10:49,529 - pyskl - INFO - Epoch [121][4500/7492] lr: 4.591e-03, eta: 1 day, 7:23:22, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3912, top5_acc: 0.6369, loss_cls: 6.8376, loss: 6.8376 2025-08-17 23:11:40,712 - pyskl - INFO - Epoch [121][4600/7492] lr: 4.587e-03, eta: 1 day, 7:22:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3944, top5_acc: 0.6528, loss_cls: 6.7099, loss: 6.7099 2025-08-17 23:12:31,895 - pyskl - INFO - Epoch [121][4700/7492] lr: 4.583e-03, eta: 1 day, 7:21:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3959, top5_acc: 0.6572, loss_cls: 6.7694, loss: 6.7694 2025-08-17 23:13:23,090 - pyskl - INFO - Epoch [121][4800/7492] lr: 4.579e-03, eta: 1 day, 7:20:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3900, top5_acc: 0.6469, loss_cls: 6.8832, loss: 6.8832 2025-08-17 23:14:14,345 - pyskl - INFO - Epoch [121][4900/7492] lr: 4.575e-03, eta: 1 day, 7:19:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3994, top5_acc: 0.6503, loss_cls: 6.7978, loss: 6.7978 2025-08-17 23:15:05,411 - pyskl - INFO - Epoch [121][5000/7492] lr: 4.571e-03, eta: 1 day, 7:19:05, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4163, top5_acc: 0.6619, loss_cls: 6.7579, loss: 6.7579 2025-08-17 23:15:56,596 - pyskl - INFO - Epoch [121][5100/7492] lr: 4.567e-03, eta: 1 day, 7:18:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4078, top5_acc: 0.6631, loss_cls: 6.7336, loss: 6.7336 2025-08-17 23:16:47,612 - pyskl - INFO - Epoch [121][5200/7492] lr: 4.563e-03, eta: 1 day, 7:17:22, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6659, loss_cls: 6.7684, loss: 6.7684 2025-08-17 23:17:38,842 - pyskl - INFO - Epoch [121][5300/7492] lr: 4.559e-03, eta: 1 day, 7:16:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4003, top5_acc: 0.6562, loss_cls: 6.6915, loss: 6.6915 2025-08-17 23:18:30,001 - pyskl - INFO - Epoch [121][5400/7492] lr: 4.555e-03, eta: 1 day, 7:15:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3900, top5_acc: 0.6459, loss_cls: 6.7949, loss: 6.7949 2025-08-17 23:19:21,225 - pyskl - INFO - Epoch [121][5500/7492] lr: 4.551e-03, eta: 1 day, 7:14:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3756, top5_acc: 0.6538, loss_cls: 6.8539, loss: 6.8539 2025-08-17 23:20:12,650 - pyskl - INFO - Epoch [121][5600/7492] lr: 4.547e-03, eta: 1 day, 7:13:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3738, top5_acc: 0.6412, loss_cls: 6.9407, loss: 6.9407 2025-08-17 23:21:03,697 - pyskl - INFO - Epoch [121][5700/7492] lr: 4.543e-03, eta: 1 day, 7:13:06, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4003, top5_acc: 0.6528, loss_cls: 6.7660, loss: 6.7660 2025-08-17 23:21:54,846 - pyskl - INFO - Epoch [121][5800/7492] lr: 4.539e-03, eta: 1 day, 7:12:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3931, top5_acc: 0.6488, loss_cls: 6.9210, loss: 6.9210 2025-08-17 23:22:45,848 - pyskl - INFO - Epoch [121][5900/7492] lr: 4.535e-03, eta: 1 day, 7:11:23, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4069, top5_acc: 0.6603, loss_cls: 6.7043, loss: 6.7043 2025-08-17 23:23:37,184 - pyskl - INFO - Epoch [121][6000/7492] lr: 4.531e-03, eta: 1 day, 7:10:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4062, top5_acc: 0.6519, loss_cls: 6.7270, loss: 6.7270 2025-08-17 23:24:28,615 - pyskl - INFO - Epoch [121][6100/7492] lr: 4.527e-03, eta: 1 day, 7:09:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3997, top5_acc: 0.6525, loss_cls: 6.7651, loss: 6.7651 2025-08-17 23:25:19,986 - pyskl - INFO - Epoch [121][6200/7492] lr: 4.523e-03, eta: 1 day, 7:08:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3972, top5_acc: 0.6466, loss_cls: 6.7658, loss: 6.7658 2025-08-17 23:26:11,200 - pyskl - INFO - Epoch [121][6300/7492] lr: 4.519e-03, eta: 1 day, 7:07:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3969, top5_acc: 0.6516, loss_cls: 6.7893, loss: 6.7893 2025-08-17 23:27:02,654 - pyskl - INFO - Epoch [121][6400/7492] lr: 4.515e-03, eta: 1 day, 7:07:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3959, top5_acc: 0.6488, loss_cls: 6.8055, loss: 6.8055 2025-08-17 23:27:54,044 - pyskl - INFO - Epoch [121][6500/7492] lr: 4.511e-03, eta: 1 day, 7:06:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3869, top5_acc: 0.6481, loss_cls: 6.8599, loss: 6.8599 2025-08-17 23:28:45,193 - pyskl - INFO - Epoch [121][6600/7492] lr: 4.507e-03, eta: 1 day, 7:05:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3866, top5_acc: 0.6494, loss_cls: 6.7585, loss: 6.7585 2025-08-17 23:29:36,282 - pyskl - INFO - Epoch [121][6700/7492] lr: 4.503e-03, eta: 1 day, 7:04:32, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3841, top5_acc: 0.6494, loss_cls: 6.8542, loss: 6.8542 2025-08-17 23:30:27,344 - pyskl - INFO - Epoch [121][6800/7492] lr: 4.499e-03, eta: 1 day, 7:03:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4069, top5_acc: 0.6541, loss_cls: 6.7663, loss: 6.7663 2025-08-17 23:31:18,453 - pyskl - INFO - Epoch [121][6900/7492] lr: 4.495e-03, eta: 1 day, 7:02:50, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3997, top5_acc: 0.6481, loss_cls: 6.7647, loss: 6.7647 2025-08-17 23:32:09,684 - pyskl - INFO - Epoch [121][7000/7492] lr: 4.491e-03, eta: 1 day, 7:01:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3891, top5_acc: 0.6472, loss_cls: 6.8394, loss: 6.8394 2025-08-17 23:33:00,856 - pyskl - INFO - Epoch [121][7100/7492] lr: 4.487e-03, eta: 1 day, 7:01:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4047, top5_acc: 0.6597, loss_cls: 6.8339, loss: 6.8339 2025-08-17 23:33:52,068 - pyskl - INFO - Epoch [121][7200/7492] lr: 4.483e-03, eta: 1 day, 7:00:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6491, loss_cls: 6.8620, loss: 6.8620 2025-08-17 23:34:43,274 - pyskl - INFO - Epoch [121][7300/7492] lr: 4.479e-03, eta: 1 day, 6:59:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4009, top5_acc: 0.6525, loss_cls: 6.9091, loss: 6.9091 2025-08-17 23:35:34,418 - pyskl - INFO - Epoch [121][7400/7492] lr: 4.475e-03, eta: 1 day, 6:58:33, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3991, top5_acc: 0.6553, loss_cls: 6.7371, loss: 6.7371 2025-08-17 23:36:22,547 - pyskl - INFO - Saving checkpoint at 121 epochs 2025-08-17 23:37:18,410 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-17 23:37:19,144 - pyskl - INFO - top1_acc 0.3419 top5_acc 0.5968 2025-08-17 23:37:19,144 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-17 23:37:19,177 - pyskl - INFO - mean_acc 0.3416 2025-08-17 23:37:19,230 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_120.pth was removed 2025-08-17 23:37:20,295 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. 2025-08-17 23:37:20,296 - pyskl - INFO - Best top1_acc is 0.3419 at 121 epoch. 2025-08-17 23:37:20,306 - pyskl - INFO - Epoch(val) [121][617] top1_acc: 0.3419, top5_acc: 0.5968, mean_class_accuracy: 0.3416 2025-08-17 23:38:41,168 - pyskl - INFO - Epoch [122][100/7492] lr: 4.467e-03, eta: 1 day, 6:56:50, time: 0.809, data_time: 0.296, memory: 13026, top1_acc: 0.4200, top5_acc: 0.6644, loss_cls: 6.6514, loss: 6.6514 2025-08-17 23:39:32,561 - pyskl - INFO - Epoch [122][200/7492] lr: 4.463e-03, eta: 1 day, 6:55:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4125, top5_acc: 0.6737, loss_cls: 6.6591, loss: 6.6591 2025-08-17 23:40:23,801 - pyskl - INFO - Epoch [122][300/7492] lr: 4.459e-03, eta: 1 day, 6:55:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4119, top5_acc: 0.6728, loss_cls: 6.7380, loss: 6.7380 2025-08-17 23:41:14,956 - pyskl - INFO - Epoch [122][400/7492] lr: 4.455e-03, eta: 1 day, 6:54:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4084, top5_acc: 0.6650, loss_cls: 6.6605, loss: 6.6605 2025-08-17 23:42:06,404 - pyskl - INFO - Epoch [122][500/7492] lr: 4.451e-03, eta: 1 day, 6:53:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4103, top5_acc: 0.6669, loss_cls: 6.5796, loss: 6.5796 2025-08-17 23:42:57,716 - pyskl - INFO - Epoch [122][600/7492] lr: 4.447e-03, eta: 1 day, 6:52:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4147, top5_acc: 0.6694, loss_cls: 6.6910, loss: 6.6910 2025-08-17 23:43:49,114 - pyskl - INFO - Epoch [122][700/7492] lr: 4.443e-03, eta: 1 day, 6:51:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4012, top5_acc: 0.6625, loss_cls: 6.7323, loss: 6.7323 2025-08-17 23:44:40,499 - pyskl - INFO - Epoch [122][800/7492] lr: 4.439e-03, eta: 1 day, 6:50:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4069, top5_acc: 0.6716, loss_cls: 6.6778, loss: 6.6778 2025-08-17 23:45:32,016 - pyskl - INFO - Epoch [122][900/7492] lr: 4.435e-03, eta: 1 day, 6:50:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4116, top5_acc: 0.6694, loss_cls: 6.5936, loss: 6.5936 2025-08-17 23:46:23,264 - pyskl - INFO - Epoch [122][1000/7492] lr: 4.432e-03, eta: 1 day, 6:49:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4037, top5_acc: 0.6725, loss_cls: 6.7284, loss: 6.7284 2025-08-17 23:47:14,609 - pyskl - INFO - Epoch [122][1100/7492] lr: 4.428e-03, eta: 1 day, 6:48:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4113, top5_acc: 0.6787, loss_cls: 6.5877, loss: 6.5877 2025-08-17 23:48:06,007 - pyskl - INFO - Epoch [122][1200/7492] lr: 4.424e-03, eta: 1 day, 6:47:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4037, top5_acc: 0.6553, loss_cls: 6.6969, loss: 6.6969 2025-08-17 23:48:57,166 - pyskl - INFO - Epoch [122][1300/7492] lr: 4.420e-03, eta: 1 day, 6:46:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3987, top5_acc: 0.6541, loss_cls: 6.7837, loss: 6.7837 2025-08-17 23:49:48,393 - pyskl - INFO - Epoch [122][1400/7492] lr: 4.416e-03, eta: 1 day, 6:45:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4138, top5_acc: 0.6641, loss_cls: 6.7598, loss: 6.7598 2025-08-17 23:50:39,975 - pyskl - INFO - Epoch [122][1500/7492] lr: 4.412e-03, eta: 1 day, 6:44:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4078, top5_acc: 0.6734, loss_cls: 6.6894, loss: 6.6894 2025-08-17 23:51:31,287 - pyskl - INFO - Epoch [122][1600/7492] lr: 4.408e-03, eta: 1 day, 6:44:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4147, top5_acc: 0.6622, loss_cls: 6.6302, loss: 6.6302 2025-08-17 23:52:22,635 - pyskl - INFO - Epoch [122][1700/7492] lr: 4.404e-03, eta: 1 day, 6:43:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4006, top5_acc: 0.6497, loss_cls: 6.7843, loss: 6.7843 2025-08-17 23:53:13,998 - pyskl - INFO - Epoch [122][1800/7492] lr: 4.400e-03, eta: 1 day, 6:42:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4084, top5_acc: 0.6603, loss_cls: 6.7210, loss: 6.7210 2025-08-17 23:54:05,067 - pyskl - INFO - Epoch [122][1900/7492] lr: 4.396e-03, eta: 1 day, 6:41:27, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4119, top5_acc: 0.6747, loss_cls: 6.6472, loss: 6.6472 2025-08-17 23:54:56,410 - pyskl - INFO - Epoch [122][2000/7492] lr: 4.392e-03, eta: 1 day, 6:40:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4106, top5_acc: 0.6544, loss_cls: 6.8188, loss: 6.8188 2025-08-17 23:55:47,674 - pyskl - INFO - Epoch [122][2100/7492] lr: 4.388e-03, eta: 1 day, 6:39:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3994, top5_acc: 0.6506, loss_cls: 6.7182, loss: 6.7182 2025-08-17 23:56:39,113 - pyskl - INFO - Epoch [122][2200/7492] lr: 4.384e-03, eta: 1 day, 6:38:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4297, top5_acc: 0.6672, loss_cls: 6.7046, loss: 6.7046 2025-08-17 23:57:30,569 - pyskl - INFO - Epoch [122][2300/7492] lr: 4.380e-03, eta: 1 day, 6:38:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4144, top5_acc: 0.6678, loss_cls: 6.6801, loss: 6.6801 2025-08-17 23:58:21,842 - pyskl - INFO - Epoch [122][2400/7492] lr: 4.376e-03, eta: 1 day, 6:37:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4228, top5_acc: 0.6578, loss_cls: 6.6883, loss: 6.6883 2025-08-17 23:59:12,998 - pyskl - INFO - Epoch [122][2500/7492] lr: 4.372e-03, eta: 1 day, 6:36:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3972, top5_acc: 0.6562, loss_cls: 6.7686, loss: 6.7686 2025-08-18 00:00:04,226 - pyskl - INFO - Epoch [122][2600/7492] lr: 4.368e-03, eta: 1 day, 6:35:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4066, top5_acc: 0.6741, loss_cls: 6.7376, loss: 6.7376 2025-08-18 00:00:55,469 - pyskl - INFO - Epoch [122][2700/7492] lr: 4.364e-03, eta: 1 day, 6:34:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3922, top5_acc: 0.6556, loss_cls: 6.8370, loss: 6.8370 2025-08-18 00:01:47,019 - pyskl - INFO - Epoch [122][2800/7492] lr: 4.360e-03, eta: 1 day, 6:33:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3906, top5_acc: 0.6475, loss_cls: 6.9093, loss: 6.9093 2025-08-18 00:02:38,251 - pyskl - INFO - Epoch [122][2900/7492] lr: 4.356e-03, eta: 1 day, 6:32:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3919, top5_acc: 0.6628, loss_cls: 6.7933, loss: 6.7933 2025-08-18 00:03:29,619 - pyskl - INFO - Epoch [122][3000/7492] lr: 4.352e-03, eta: 1 day, 6:32:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4028, top5_acc: 0.6550, loss_cls: 6.7209, loss: 6.7209 2025-08-18 00:04:21,258 - pyskl - INFO - Epoch [122][3100/7492] lr: 4.348e-03, eta: 1 day, 6:31:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4197, top5_acc: 0.6672, loss_cls: 6.6413, loss: 6.6413 2025-08-18 00:05:12,506 - pyskl - INFO - Epoch [122][3200/7492] lr: 4.344e-03, eta: 1 day, 6:30:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4009, top5_acc: 0.6497, loss_cls: 6.7865, loss: 6.7865 2025-08-18 00:06:04,077 - pyskl - INFO - Epoch [122][3300/7492] lr: 4.341e-03, eta: 1 day, 6:29:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.3944, top5_acc: 0.6406, loss_cls: 6.7690, loss: 6.7690 2025-08-18 00:06:55,298 - pyskl - INFO - Epoch [122][3400/7492] lr: 4.337e-03, eta: 1 day, 6:28:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3825, top5_acc: 0.6519, loss_cls: 6.7635, loss: 6.7635 2025-08-18 00:07:46,610 - pyskl - INFO - Epoch [122][3500/7492] lr: 4.333e-03, eta: 1 day, 6:27:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4150, top5_acc: 0.6734, loss_cls: 6.6709, loss: 6.6709 2025-08-18 00:08:37,957 - pyskl - INFO - Epoch [122][3600/7492] lr: 4.329e-03, eta: 1 day, 6:26:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4025, top5_acc: 0.6531, loss_cls: 6.7172, loss: 6.7172 2025-08-18 00:09:29,164 - pyskl - INFO - Epoch [122][3700/7492] lr: 4.325e-03, eta: 1 day, 6:26:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4116, top5_acc: 0.6703, loss_cls: 6.6725, loss: 6.6725 2025-08-18 00:10:20,448 - pyskl - INFO - Epoch [122][3800/7492] lr: 4.321e-03, eta: 1 day, 6:25:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3887, top5_acc: 0.6625, loss_cls: 6.7309, loss: 6.7309 2025-08-18 00:11:11,593 - pyskl - INFO - Epoch [122][3900/7492] lr: 4.317e-03, eta: 1 day, 6:24:21, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4009, top5_acc: 0.6744, loss_cls: 6.7182, loss: 6.7182 2025-08-18 00:12:02,725 - pyskl - INFO - Epoch [122][4000/7492] lr: 4.313e-03, eta: 1 day, 6:23:30, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6566, loss_cls: 6.7980, loss: 6.7980 2025-08-18 00:12:54,006 - pyskl - INFO - Epoch [122][4100/7492] lr: 4.309e-03, eta: 1 day, 6:22:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3947, top5_acc: 0.6431, loss_cls: 6.8066, loss: 6.8066 2025-08-18 00:13:45,250 - pyskl - INFO - Epoch [122][4200/7492] lr: 4.305e-03, eta: 1 day, 6:21:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6691, loss_cls: 6.6994, loss: 6.6994 2025-08-18 00:14:36,410 - pyskl - INFO - Epoch [122][4300/7492] lr: 4.301e-03, eta: 1 day, 6:20:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3897, top5_acc: 0.6497, loss_cls: 6.8002, loss: 6.8002 2025-08-18 00:15:27,800 - pyskl - INFO - Epoch [122][4400/7492] lr: 4.297e-03, eta: 1 day, 6:20:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6528, loss_cls: 6.8127, loss: 6.8127 2025-08-18 00:16:18,906 - pyskl - INFO - Epoch [122][4500/7492] lr: 4.293e-03, eta: 1 day, 6:19:13, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4094, top5_acc: 0.6613, loss_cls: 6.7340, loss: 6.7340 2025-08-18 00:17:10,188 - pyskl - INFO - Epoch [122][4600/7492] lr: 4.290e-03, eta: 1 day, 6:18:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3934, top5_acc: 0.6547, loss_cls: 6.7062, loss: 6.7062 2025-08-18 00:18:01,414 - pyskl - INFO - Epoch [122][4700/7492] lr: 4.286e-03, eta: 1 day, 6:17:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4000, top5_acc: 0.6469, loss_cls: 6.8109, loss: 6.8109 2025-08-18 00:18:52,690 - pyskl - INFO - Epoch [122][4800/7492] lr: 4.282e-03, eta: 1 day, 6:16:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3994, top5_acc: 0.6644, loss_cls: 6.7766, loss: 6.7766 2025-08-18 00:19:43,833 - pyskl - INFO - Epoch [122][4900/7492] lr: 4.278e-03, eta: 1 day, 6:15:48, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.3991, top5_acc: 0.6581, loss_cls: 6.7052, loss: 6.7052 2025-08-18 00:20:35,050 - pyskl - INFO - Epoch [122][5000/7492] lr: 4.274e-03, eta: 1 day, 6:14:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4031, top5_acc: 0.6619, loss_cls: 6.7568, loss: 6.7568 2025-08-18 00:21:26,295 - pyskl - INFO - Epoch [122][5100/7492] lr: 4.270e-03, eta: 1 day, 6:14:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4072, top5_acc: 0.6556, loss_cls: 6.6699, loss: 6.6699 2025-08-18 00:22:17,467 - pyskl - INFO - Epoch [122][5200/7492] lr: 4.266e-03, eta: 1 day, 6:13:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4047, top5_acc: 0.6531, loss_cls: 6.7959, loss: 6.7959 2025-08-18 00:23:08,789 - pyskl - INFO - Epoch [122][5300/7492] lr: 4.262e-03, eta: 1 day, 6:12:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3931, top5_acc: 0.6575, loss_cls: 6.7783, loss: 6.7783 2025-08-18 00:24:00,025 - pyskl - INFO - Epoch [122][5400/7492] lr: 4.258e-03, eta: 1 day, 6:11:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3972, top5_acc: 0.6556, loss_cls: 6.8566, loss: 6.8566 2025-08-18 00:24:51,453 - pyskl - INFO - Epoch [122][5500/7492] lr: 4.254e-03, eta: 1 day, 6:10:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4009, top5_acc: 0.6494, loss_cls: 6.7818, loss: 6.7818 2025-08-18 00:25:42,685 - pyskl - INFO - Epoch [122][5600/7492] lr: 4.250e-03, eta: 1 day, 6:09:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4125, top5_acc: 0.6572, loss_cls: 6.7519, loss: 6.7519 2025-08-18 00:26:34,223 - pyskl - INFO - Epoch [122][5700/7492] lr: 4.247e-03, eta: 1 day, 6:08:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4037, top5_acc: 0.6575, loss_cls: 6.7125, loss: 6.7125 2025-08-18 00:27:25,479 - pyskl - INFO - Epoch [122][5800/7492] lr: 4.243e-03, eta: 1 day, 6:08:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4062, top5_acc: 0.6678, loss_cls: 6.6936, loss: 6.6936 2025-08-18 00:28:16,953 - pyskl - INFO - Epoch [122][5900/7492] lr: 4.239e-03, eta: 1 day, 6:07:15, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.3972, top5_acc: 0.6681, loss_cls: 6.7354, loss: 6.7354 2025-08-18 00:29:08,427 - pyskl - INFO - Epoch [122][6000/7492] lr: 4.235e-03, eta: 1 day, 6:06:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4000, top5_acc: 0.6497, loss_cls: 6.8105, loss: 6.8105 2025-08-18 00:29:59,768 - pyskl - INFO - Epoch [122][6100/7492] lr: 4.231e-03, eta: 1 day, 6:05:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4041, top5_acc: 0.6619, loss_cls: 6.7481, loss: 6.7481 2025-08-18 00:30:50,995 - pyskl - INFO - Epoch [122][6200/7492] lr: 4.227e-03, eta: 1 day, 6:04:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4075, top5_acc: 0.6675, loss_cls: 6.6638, loss: 6.6638 2025-08-18 00:31:42,386 - pyskl - INFO - Epoch [122][6300/7492] lr: 4.223e-03, eta: 1 day, 6:03:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4072, top5_acc: 0.6572, loss_cls: 6.7035, loss: 6.7035 2025-08-18 00:32:33,879 - pyskl - INFO - Epoch [122][6400/7492] lr: 4.219e-03, eta: 1 day, 6:02:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6553, loss_cls: 6.7707, loss: 6.7707 2025-08-18 00:33:25,118 - pyskl - INFO - Epoch [122][6500/7492] lr: 4.215e-03, eta: 1 day, 6:02:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3922, top5_acc: 0.6459, loss_cls: 6.8336, loss: 6.8336 2025-08-18 00:34:16,507 - pyskl - INFO - Epoch [122][6600/7492] lr: 4.212e-03, eta: 1 day, 6:01:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6713, loss_cls: 6.7389, loss: 6.7389 2025-08-18 00:35:07,652 - pyskl - INFO - Epoch [122][6700/7492] lr: 4.208e-03, eta: 1 day, 6:00:25, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4003, top5_acc: 0.6362, loss_cls: 6.8489, loss: 6.8489 2025-08-18 00:35:59,055 - pyskl - INFO - Epoch [122][6800/7492] lr: 4.204e-03, eta: 1 day, 5:59:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4072, top5_acc: 0.6713, loss_cls: 6.6240, loss: 6.6240 2025-08-18 00:36:50,498 - pyskl - INFO - Epoch [122][6900/7492] lr: 4.200e-03, eta: 1 day, 5:58:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4138, top5_acc: 0.6650, loss_cls: 6.6841, loss: 6.6841 2025-08-18 00:37:41,782 - pyskl - INFO - Epoch [122][7000/7492] lr: 4.196e-03, eta: 1 day, 5:57:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4075, top5_acc: 0.6641, loss_cls: 6.7081, loss: 6.7081 2025-08-18 00:38:33,179 - pyskl - INFO - Epoch [122][7100/7492] lr: 4.192e-03, eta: 1 day, 5:56:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4172, top5_acc: 0.6731, loss_cls: 6.5116, loss: 6.5116 2025-08-18 00:39:24,596 - pyskl - INFO - Epoch [122][7200/7492] lr: 4.188e-03, eta: 1 day, 5:56:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3991, top5_acc: 0.6516, loss_cls: 6.8648, loss: 6.8648 2025-08-18 00:40:15,997 - pyskl - INFO - Epoch [122][7300/7492] lr: 4.184e-03, eta: 1 day, 5:55:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4016, top5_acc: 0.6691, loss_cls: 6.5979, loss: 6.5979 2025-08-18 00:41:07,297 - pyskl - INFO - Epoch [122][7400/7492] lr: 4.181e-03, eta: 1 day, 5:54:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4041, top5_acc: 0.6653, loss_cls: 6.7190, loss: 6.7190 2025-08-18 00:41:55,953 - pyskl - INFO - Saving checkpoint at 122 epochs 2025-08-18 00:42:52,697 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 00:42:53,451 - pyskl - INFO - top1_acc 0.3548 top5_acc 0.6099 2025-08-18 00:42:53,451 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 00:42:53,490 - pyskl - INFO - mean_acc 0.3546 2025-08-18 00:42:53,552 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_121.pth was removed 2025-08-18 00:42:54,731 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. 2025-08-18 00:42:54,732 - pyskl - INFO - Best top1_acc is 0.3548 at 122 epoch. 2025-08-18 00:42:54,745 - pyskl - INFO - Epoch(val) [122][617] top1_acc: 0.3548, top5_acc: 0.6099, mean_class_accuracy: 0.3546 2025-08-18 00:44:17,748 - pyskl - INFO - Epoch [123][100/7492] lr: 4.173e-03, eta: 1 day, 5:52:44, time: 0.830, data_time: 0.313, memory: 13026, top1_acc: 0.4234, top5_acc: 0.6787, loss_cls: 6.6033, loss: 6.6033 2025-08-18 00:45:09,241 - pyskl - INFO - Epoch [123][200/7492] lr: 4.169e-03, eta: 1 day, 5:51:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4275, top5_acc: 0.6828, loss_cls: 6.5330, loss: 6.5330 2025-08-18 00:46:00,759 - pyskl - INFO - Epoch [123][300/7492] lr: 4.165e-03, eta: 1 day, 5:51:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4103, top5_acc: 0.6544, loss_cls: 6.7467, loss: 6.7467 2025-08-18 00:46:52,386 - pyskl - INFO - Epoch [123][400/7492] lr: 4.162e-03, eta: 1 day, 5:50:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4222, top5_acc: 0.6741, loss_cls: 6.6115, loss: 6.6115 2025-08-18 00:47:43,777 - pyskl - INFO - Epoch [123][500/7492] lr: 4.158e-03, eta: 1 day, 5:49:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6697, loss_cls: 6.6278, loss: 6.6278 2025-08-18 00:48:35,219 - pyskl - INFO - Epoch [123][600/7492] lr: 4.154e-03, eta: 1 day, 5:48:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4203, top5_acc: 0.6753, loss_cls: 6.5336, loss: 6.5336 2025-08-18 00:49:26,733 - pyskl - INFO - Epoch [123][700/7492] lr: 4.150e-03, eta: 1 day, 5:47:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4169, top5_acc: 0.6700, loss_cls: 6.6482, loss: 6.6482 2025-08-18 00:50:18,211 - pyskl - INFO - Epoch [123][800/7492] lr: 4.146e-03, eta: 1 day, 5:46:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4238, top5_acc: 0.6747, loss_cls: 6.5586, loss: 6.5586 2025-08-18 00:51:09,654 - pyskl - INFO - Epoch [123][900/7492] lr: 4.142e-03, eta: 1 day, 5:45:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6725, loss_cls: 6.6736, loss: 6.6736 2025-08-18 00:52:01,021 - pyskl - INFO - Epoch [123][1000/7492] lr: 4.138e-03, eta: 1 day, 5:45:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4025, top5_acc: 0.6697, loss_cls: 6.6367, loss: 6.6367 2025-08-18 00:52:52,641 - pyskl - INFO - Epoch [123][1100/7492] lr: 4.135e-03, eta: 1 day, 5:44:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4166, top5_acc: 0.6781, loss_cls: 6.6048, loss: 6.6048 2025-08-18 00:53:43,979 - pyskl - INFO - Epoch [123][1200/7492] lr: 4.131e-03, eta: 1 day, 5:43:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4194, top5_acc: 0.6581, loss_cls: 6.6873, loss: 6.6873 2025-08-18 00:54:35,595 - pyskl - INFO - Epoch [123][1300/7492] lr: 4.127e-03, eta: 1 day, 5:42:28, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4012, top5_acc: 0.6566, loss_cls: 6.8158, loss: 6.8158 2025-08-18 00:55:27,255 - pyskl - INFO - Epoch [123][1400/7492] lr: 4.123e-03, eta: 1 day, 5:41:37, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4044, top5_acc: 0.6566, loss_cls: 6.7117, loss: 6.7117 2025-08-18 00:56:18,651 - pyskl - INFO - Epoch [123][1500/7492] lr: 4.119e-03, eta: 1 day, 5:40:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4081, top5_acc: 0.6675, loss_cls: 6.6045, loss: 6.6045 2025-08-18 00:57:09,968 - pyskl - INFO - Epoch [123][1600/7492] lr: 4.115e-03, eta: 1 day, 5:39:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3981, top5_acc: 0.6519, loss_cls: 6.8397, loss: 6.8397 2025-08-18 00:58:01,498 - pyskl - INFO - Epoch [123][1700/7492] lr: 4.111e-03, eta: 1 day, 5:39:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4166, top5_acc: 0.6644, loss_cls: 6.6767, loss: 6.6767 2025-08-18 00:58:52,909 - pyskl - INFO - Epoch [123][1800/7492] lr: 4.108e-03, eta: 1 day, 5:38:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4037, top5_acc: 0.6622, loss_cls: 6.6735, loss: 6.6735 2025-08-18 00:59:43,935 - pyskl - INFO - Epoch [123][1900/7492] lr: 4.104e-03, eta: 1 day, 5:37:21, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4159, top5_acc: 0.6678, loss_cls: 6.6941, loss: 6.6941 2025-08-18 01:00:35,240 - pyskl - INFO - Epoch [123][2000/7492] lr: 4.100e-03, eta: 1 day, 5:36:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4075, top5_acc: 0.6569, loss_cls: 6.6262, loss: 6.6262 2025-08-18 01:01:26,402 - pyskl - INFO - Epoch [123][2100/7492] lr: 4.096e-03, eta: 1 day, 5:35:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4091, top5_acc: 0.6650, loss_cls: 6.6181, loss: 6.6181 2025-08-18 01:02:17,795 - pyskl - INFO - Epoch [123][2200/7492] lr: 4.092e-03, eta: 1 day, 5:34:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4009, top5_acc: 0.6734, loss_cls: 6.6453, loss: 6.6453 2025-08-18 01:03:09,033 - pyskl - INFO - Epoch [123][2300/7492] lr: 4.088e-03, eta: 1 day, 5:33:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3903, top5_acc: 0.6641, loss_cls: 6.6921, loss: 6.6921 2025-08-18 01:04:00,377 - pyskl - INFO - Epoch [123][2400/7492] lr: 4.085e-03, eta: 1 day, 5:33:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4066, top5_acc: 0.6684, loss_cls: 6.6275, loss: 6.6275 2025-08-18 01:04:51,772 - pyskl - INFO - Epoch [123][2500/7492] lr: 4.081e-03, eta: 1 day, 5:32:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3978, top5_acc: 0.6722, loss_cls: 6.6416, loss: 6.6416 2025-08-18 01:05:43,146 - pyskl - INFO - Epoch [123][2600/7492] lr: 4.077e-03, eta: 1 day, 5:31:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4041, top5_acc: 0.6587, loss_cls: 6.7807, loss: 6.7807 2025-08-18 01:06:34,549 - pyskl - INFO - Epoch [123][2700/7492] lr: 4.073e-03, eta: 1 day, 5:30:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4069, top5_acc: 0.6687, loss_cls: 6.7289, loss: 6.7289 2025-08-18 01:07:25,868 - pyskl - INFO - Epoch [123][2800/7492] lr: 4.069e-03, eta: 1 day, 5:29:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4025, top5_acc: 0.6594, loss_cls: 6.7325, loss: 6.7325 2025-08-18 01:08:17,144 - pyskl - INFO - Epoch [123][2900/7492] lr: 4.066e-03, eta: 1 day, 5:28:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4244, top5_acc: 0.6769, loss_cls: 6.6251, loss: 6.6251 2025-08-18 01:09:08,567 - pyskl - INFO - Epoch [123][3000/7492] lr: 4.062e-03, eta: 1 day, 5:27:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4109, top5_acc: 0.6497, loss_cls: 6.7090, loss: 6.7090 2025-08-18 01:09:59,983 - pyskl - INFO - Epoch [123][3100/7492] lr: 4.058e-03, eta: 1 day, 5:27:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4122, top5_acc: 0.6700, loss_cls: 6.6250, loss: 6.6250 2025-08-18 01:10:51,230 - pyskl - INFO - Epoch [123][3200/7492] lr: 4.054e-03, eta: 1 day, 5:26:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6684, loss_cls: 6.6565, loss: 6.6565 2025-08-18 01:11:42,687 - pyskl - INFO - Epoch [123][3300/7492] lr: 4.050e-03, eta: 1 day, 5:25:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4034, top5_acc: 0.6556, loss_cls: 6.7060, loss: 6.7060 2025-08-18 01:12:34,079 - pyskl - INFO - Epoch [123][3400/7492] lr: 4.046e-03, eta: 1 day, 5:24:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4131, top5_acc: 0.6653, loss_cls: 6.7255, loss: 6.7255 2025-08-18 01:13:25,527 - pyskl - INFO - Epoch [123][3500/7492] lr: 4.043e-03, eta: 1 day, 5:23:40, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4084, top5_acc: 0.6781, loss_cls: 6.6850, loss: 6.6850 2025-08-18 01:14:16,918 - pyskl - INFO - Epoch [123][3600/7492] lr: 4.039e-03, eta: 1 day, 5:22:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4134, top5_acc: 0.6747, loss_cls: 6.6904, loss: 6.6904 2025-08-18 01:15:08,608 - pyskl - INFO - Epoch [123][3700/7492] lr: 4.035e-03, eta: 1 day, 5:21:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3909, top5_acc: 0.6600, loss_cls: 6.7222, loss: 6.7222 2025-08-18 01:15:59,884 - pyskl - INFO - Epoch [123][3800/7492] lr: 4.031e-03, eta: 1 day, 5:21:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4228, top5_acc: 0.6622, loss_cls: 6.7359, loss: 6.7359 2025-08-18 01:16:51,201 - pyskl - INFO - Epoch [123][3900/7492] lr: 4.027e-03, eta: 1 day, 5:20:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3975, top5_acc: 0.6628, loss_cls: 6.7662, loss: 6.7662 2025-08-18 01:17:42,412 - pyskl - INFO - Epoch [123][4000/7492] lr: 4.024e-03, eta: 1 day, 5:19:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4088, top5_acc: 0.6603, loss_cls: 6.7658, loss: 6.7658 2025-08-18 01:18:33,850 - pyskl - INFO - Epoch [123][4100/7492] lr: 4.020e-03, eta: 1 day, 5:18:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4050, top5_acc: 0.6666, loss_cls: 6.7276, loss: 6.7276 2025-08-18 01:19:25,100 - pyskl - INFO - Epoch [123][4200/7492] lr: 4.016e-03, eta: 1 day, 5:17:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3962, top5_acc: 0.6534, loss_cls: 6.7264, loss: 6.7264 2025-08-18 01:20:16,404 - pyskl - INFO - Epoch [123][4300/7492] lr: 4.012e-03, eta: 1 day, 5:16:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4037, top5_acc: 0.6575, loss_cls: 6.7404, loss: 6.7404 2025-08-18 01:21:07,852 - pyskl - INFO - Epoch [123][4400/7492] lr: 4.008e-03, eta: 1 day, 5:15:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4153, top5_acc: 0.6709, loss_cls: 6.7035, loss: 6.7035 2025-08-18 01:21:59,186 - pyskl - INFO - Epoch [123][4500/7492] lr: 4.005e-03, eta: 1 day, 5:15:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4178, top5_acc: 0.6691, loss_cls: 6.6588, loss: 6.6588 2025-08-18 01:22:50,569 - pyskl - INFO - Epoch [123][4600/7492] lr: 4.001e-03, eta: 1 day, 5:14:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4075, top5_acc: 0.6672, loss_cls: 6.7488, loss: 6.7488 2025-08-18 01:23:41,833 - pyskl - INFO - Epoch [123][4700/7492] lr: 3.997e-03, eta: 1 day, 5:13:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4206, top5_acc: 0.6625, loss_cls: 6.5949, loss: 6.5949 2025-08-18 01:24:33,018 - pyskl - INFO - Epoch [123][4800/7492] lr: 3.993e-03, eta: 1 day, 5:12:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3950, top5_acc: 0.6550, loss_cls: 6.7419, loss: 6.7419 2025-08-18 01:25:24,351 - pyskl - INFO - Epoch [123][4900/7492] lr: 3.989e-03, eta: 1 day, 5:11:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4028, top5_acc: 0.6597, loss_cls: 6.6715, loss: 6.6715 2025-08-18 01:26:15,675 - pyskl - INFO - Epoch [123][5000/7492] lr: 3.986e-03, eta: 1 day, 5:10:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4191, top5_acc: 0.6775, loss_cls: 6.6639, loss: 6.6639 2025-08-18 01:27:06,922 - pyskl - INFO - Epoch [123][5100/7492] lr: 3.982e-03, eta: 1 day, 5:09:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4253, top5_acc: 0.6637, loss_cls: 6.6600, loss: 6.6600 2025-08-18 01:27:58,466 - pyskl - INFO - Epoch [123][5200/7492] lr: 3.978e-03, eta: 1 day, 5:09:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4191, top5_acc: 0.6763, loss_cls: 6.5644, loss: 6.5644 2025-08-18 01:28:49,817 - pyskl - INFO - Epoch [123][5300/7492] lr: 3.974e-03, eta: 1 day, 5:08:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4241, top5_acc: 0.6619, loss_cls: 6.6557, loss: 6.6557 2025-08-18 01:29:41,196 - pyskl - INFO - Epoch [123][5400/7492] lr: 3.971e-03, eta: 1 day, 5:07:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4338, top5_acc: 0.6756, loss_cls: 6.5986, loss: 6.5986 2025-08-18 01:30:32,900 - pyskl - INFO - Epoch [123][5500/7492] lr: 3.967e-03, eta: 1 day, 5:06:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4088, top5_acc: 0.6606, loss_cls: 6.6781, loss: 6.6781 2025-08-18 01:31:24,581 - pyskl - INFO - Epoch [123][5600/7492] lr: 3.963e-03, eta: 1 day, 5:05:43, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4028, top5_acc: 0.6531, loss_cls: 6.7961, loss: 6.7961 2025-08-18 01:32:16,076 - pyskl - INFO - Epoch [123][5700/7492] lr: 3.959e-03, eta: 1 day, 5:04:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4097, top5_acc: 0.6669, loss_cls: 6.7006, loss: 6.7006 2025-08-18 01:33:07,687 - pyskl - INFO - Epoch [123][5800/7492] lr: 3.955e-03, eta: 1 day, 5:04:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4116, top5_acc: 0.6534, loss_cls: 6.8039, loss: 6.8039 2025-08-18 01:33:59,059 - pyskl - INFO - Epoch [123][5900/7492] lr: 3.952e-03, eta: 1 day, 5:03:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4028, top5_acc: 0.6503, loss_cls: 6.7946, loss: 6.7946 2025-08-18 01:34:50,408 - pyskl - INFO - Epoch [123][6000/7492] lr: 3.948e-03, eta: 1 day, 5:02:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4178, top5_acc: 0.6694, loss_cls: 6.6893, loss: 6.6893 2025-08-18 01:35:41,953 - pyskl - INFO - Epoch [123][6100/7492] lr: 3.944e-03, eta: 1 day, 5:01:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4084, top5_acc: 0.6641, loss_cls: 6.6299, loss: 6.6299 2025-08-18 01:36:33,271 - pyskl - INFO - Epoch [123][6200/7492] lr: 3.940e-03, eta: 1 day, 5:00:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4113, top5_acc: 0.6678, loss_cls: 6.6889, loss: 6.6889 2025-08-18 01:37:24,814 - pyskl - INFO - Epoch [123][6300/7492] lr: 3.937e-03, eta: 1 day, 4:59:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4059, top5_acc: 0.6559, loss_cls: 6.7570, loss: 6.7570 2025-08-18 01:38:16,214 - pyskl - INFO - Epoch [123][6400/7492] lr: 3.933e-03, eta: 1 day, 4:58:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.3934, top5_acc: 0.6597, loss_cls: 6.7624, loss: 6.7624 2025-08-18 01:39:07,499 - pyskl - INFO - Epoch [123][6500/7492] lr: 3.929e-03, eta: 1 day, 4:58:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4200, top5_acc: 0.6737, loss_cls: 6.6198, loss: 6.6198 2025-08-18 01:39:59,177 - pyskl - INFO - Epoch [123][6600/7492] lr: 3.925e-03, eta: 1 day, 4:57:11, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.3978, top5_acc: 0.6503, loss_cls: 6.7932, loss: 6.7932 2025-08-18 01:40:50,430 - pyskl - INFO - Epoch [123][6700/7492] lr: 3.922e-03, eta: 1 day, 4:56:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4069, top5_acc: 0.6700, loss_cls: 6.7006, loss: 6.7006 2025-08-18 01:41:41,713 - pyskl - INFO - Epoch [123][6800/7492] lr: 3.918e-03, eta: 1 day, 4:55:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3991, top5_acc: 0.6591, loss_cls: 6.7345, loss: 6.7345 2025-08-18 01:42:32,850 - pyskl - INFO - Epoch [123][6900/7492] lr: 3.914e-03, eta: 1 day, 4:54:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4097, top5_acc: 0.6559, loss_cls: 6.7386, loss: 6.7386 2025-08-18 01:43:24,273 - pyskl - INFO - Epoch [123][7000/7492] lr: 3.910e-03, eta: 1 day, 4:53:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6647, loss_cls: 6.6907, loss: 6.6907 2025-08-18 01:44:15,545 - pyskl - INFO - Epoch [123][7100/7492] lr: 3.907e-03, eta: 1 day, 4:52:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4041, top5_acc: 0.6609, loss_cls: 6.7084, loss: 6.7084 2025-08-18 01:45:06,930 - pyskl - INFO - Epoch [123][7200/7492] lr: 3.903e-03, eta: 1 day, 4:52:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4088, top5_acc: 0.6581, loss_cls: 6.6455, loss: 6.6455 2025-08-18 01:45:58,444 - pyskl - INFO - Epoch [123][7300/7492] lr: 3.899e-03, eta: 1 day, 4:51:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4006, top5_acc: 0.6616, loss_cls: 6.7603, loss: 6.7603 2025-08-18 01:46:49,923 - pyskl - INFO - Epoch [123][7400/7492] lr: 3.895e-03, eta: 1 day, 4:50:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4088, top5_acc: 0.6731, loss_cls: 6.5695, loss: 6.5695 2025-08-18 01:47:38,162 - pyskl - INFO - Saving checkpoint at 123 epochs 2025-08-18 01:48:35,613 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 01:48:36,355 - pyskl - INFO - top1_acc 0.3556 top5_acc 0.6113 2025-08-18 01:48:36,355 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 01:48:36,392 - pyskl - INFO - mean_acc 0.3553 2025-08-18 01:48:36,449 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_122.pth was removed 2025-08-18 01:48:37,572 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. 2025-08-18 01:48:37,573 - pyskl - INFO - Best top1_acc is 0.3556 at 123 epoch. 2025-08-18 01:48:37,585 - pyskl - INFO - Epoch(val) [123][617] top1_acc: 0.3556, top5_acc: 0.6113, mean_class_accuracy: 0.3553 2025-08-18 01:49:59,313 - pyskl - INFO - Epoch [124][100/7492] lr: 3.888e-03, eta: 1 day, 4:48:38, time: 0.817, data_time: 0.301, memory: 13026, top1_acc: 0.4328, top5_acc: 0.6803, loss_cls: 6.5564, loss: 6.5564 2025-08-18 01:50:50,514 - pyskl - INFO - Epoch [124][200/7492] lr: 3.884e-03, eta: 1 day, 4:47:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4319, top5_acc: 0.6913, loss_cls: 6.5873, loss: 6.5873 2025-08-18 01:51:41,743 - pyskl - INFO - Epoch [124][300/7492] lr: 3.881e-03, eta: 1 day, 4:46:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4328, top5_acc: 0.6872, loss_cls: 6.5349, loss: 6.5349 2025-08-18 01:52:32,929 - pyskl - INFO - Epoch [124][400/7492] lr: 3.877e-03, eta: 1 day, 4:46:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4378, top5_acc: 0.6953, loss_cls: 6.5067, loss: 6.5067 2025-08-18 01:53:24,078 - pyskl - INFO - Epoch [124][500/7492] lr: 3.873e-03, eta: 1 day, 4:45:13, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4247, top5_acc: 0.6722, loss_cls: 6.5842, loss: 6.5842 2025-08-18 01:54:15,338 - pyskl - INFO - Epoch [124][600/7492] lr: 3.869e-03, eta: 1 day, 4:44:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6731, loss_cls: 6.6237, loss: 6.6237 2025-08-18 01:55:06,799 - pyskl - INFO - Epoch [124][700/7492] lr: 3.866e-03, eta: 1 day, 4:43:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4138, top5_acc: 0.6709, loss_cls: 6.5730, loss: 6.5730 2025-08-18 01:55:58,320 - pyskl - INFO - Epoch [124][800/7492] lr: 3.862e-03, eta: 1 day, 4:42:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4234, top5_acc: 0.6719, loss_cls: 6.6045, loss: 6.6045 2025-08-18 01:56:49,305 - pyskl - INFO - Epoch [124][900/7492] lr: 3.858e-03, eta: 1 day, 4:41:48, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4147, top5_acc: 0.6619, loss_cls: 6.7060, loss: 6.7060 2025-08-18 01:57:40,603 - pyskl - INFO - Epoch [124][1000/7492] lr: 3.854e-03, eta: 1 day, 4:40:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4197, top5_acc: 0.6794, loss_cls: 6.5934, loss: 6.5934 2025-08-18 01:58:31,985 - pyskl - INFO - Epoch [124][1100/7492] lr: 3.851e-03, eta: 1 day, 4:40:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4091, top5_acc: 0.6625, loss_cls: 6.6564, loss: 6.6564 2025-08-18 01:59:23,499 - pyskl - INFO - Epoch [124][1200/7492] lr: 3.847e-03, eta: 1 day, 4:39:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4216, top5_acc: 0.6841, loss_cls: 6.4668, loss: 6.4668 2025-08-18 02:00:15,016 - pyskl - INFO - Epoch [124][1300/7492] lr: 3.843e-03, eta: 1 day, 4:38:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4138, top5_acc: 0.6722, loss_cls: 6.6308, loss: 6.6308 2025-08-18 02:01:06,303 - pyskl - INFO - Epoch [124][1400/7492] lr: 3.840e-03, eta: 1 day, 4:37:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4163, top5_acc: 0.6856, loss_cls: 6.6185, loss: 6.6185 2025-08-18 02:01:57,514 - pyskl - INFO - Epoch [124][1500/7492] lr: 3.836e-03, eta: 1 day, 4:36:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4150, top5_acc: 0.6678, loss_cls: 6.6872, loss: 6.6872 2025-08-18 02:02:48,791 - pyskl - INFO - Epoch [124][1600/7492] lr: 3.832e-03, eta: 1 day, 4:35:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4213, top5_acc: 0.6659, loss_cls: 6.6857, loss: 6.6857 2025-08-18 02:03:39,978 - pyskl - INFO - Epoch [124][1700/7492] lr: 3.828e-03, eta: 1 day, 4:34:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4012, top5_acc: 0.6572, loss_cls: 6.7431, loss: 6.7431 2025-08-18 02:04:31,504 - pyskl - INFO - Epoch [124][1800/7492] lr: 3.825e-03, eta: 1 day, 4:34:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4247, top5_acc: 0.6809, loss_cls: 6.4989, loss: 6.4989 2025-08-18 02:05:23,165 - pyskl - INFO - Epoch [124][1900/7492] lr: 3.821e-03, eta: 1 day, 4:33:15, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4172, top5_acc: 0.6678, loss_cls: 6.6176, loss: 6.6176 2025-08-18 02:06:14,959 - pyskl - INFO - Epoch [124][2000/7492] lr: 3.817e-03, eta: 1 day, 4:32:24, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4197, top5_acc: 0.6744, loss_cls: 6.6406, loss: 6.6406 2025-08-18 02:07:06,623 - pyskl - INFO - Epoch [124][2100/7492] lr: 3.814e-03, eta: 1 day, 4:31:32, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4012, top5_acc: 0.6681, loss_cls: 6.6472, loss: 6.6472 2025-08-18 02:07:57,798 - pyskl - INFO - Epoch [124][2200/7492] lr: 3.810e-03, eta: 1 day, 4:30:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4053, top5_acc: 0.6575, loss_cls: 6.7175, loss: 6.7175 2025-08-18 02:08:49,220 - pyskl - INFO - Epoch [124][2300/7492] lr: 3.806e-03, eta: 1 day, 4:29:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4100, top5_acc: 0.6719, loss_cls: 6.6578, loss: 6.6578 2025-08-18 02:09:40,635 - pyskl - INFO - Epoch [124][2400/7492] lr: 3.802e-03, eta: 1 day, 4:28:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4012, top5_acc: 0.6622, loss_cls: 6.6991, loss: 6.6991 2025-08-18 02:10:32,043 - pyskl - INFO - Epoch [124][2500/7492] lr: 3.799e-03, eta: 1 day, 4:28:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4125, top5_acc: 0.6778, loss_cls: 6.5431, loss: 6.5431 2025-08-18 02:11:23,499 - pyskl - INFO - Epoch [124][2600/7492] lr: 3.795e-03, eta: 1 day, 4:27:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4125, top5_acc: 0.6706, loss_cls: 6.6756, loss: 6.6756 2025-08-18 02:12:14,896 - pyskl - INFO - Epoch [124][2700/7492] lr: 3.791e-03, eta: 1 day, 4:26:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4066, top5_acc: 0.6787, loss_cls: 6.5642, loss: 6.5642 2025-08-18 02:13:06,365 - pyskl - INFO - Epoch [124][2800/7492] lr: 3.788e-03, eta: 1 day, 4:25:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4241, top5_acc: 0.6741, loss_cls: 6.6133, loss: 6.6133 2025-08-18 02:13:58,030 - pyskl - INFO - Epoch [124][2900/7492] lr: 3.784e-03, eta: 1 day, 4:24:42, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4053, top5_acc: 0.6622, loss_cls: 6.7233, loss: 6.7233 2025-08-18 02:14:49,258 - pyskl - INFO - Epoch [124][3000/7492] lr: 3.780e-03, eta: 1 day, 4:23:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4009, top5_acc: 0.6553, loss_cls: 6.7382, loss: 6.7382 2025-08-18 02:15:40,549 - pyskl - INFO - Epoch [124][3100/7492] lr: 3.777e-03, eta: 1 day, 4:23:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4194, top5_acc: 0.6772, loss_cls: 6.5688, loss: 6.5688 2025-08-18 02:16:31,793 - pyskl - INFO - Epoch [124][3200/7492] lr: 3.773e-03, eta: 1 day, 4:22:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4072, top5_acc: 0.6666, loss_cls: 6.7442, loss: 6.7442 2025-08-18 02:17:23,130 - pyskl - INFO - Epoch [124][3300/7492] lr: 3.769e-03, eta: 1 day, 4:21:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4163, top5_acc: 0.6784, loss_cls: 6.5545, loss: 6.5545 2025-08-18 02:18:14,574 - pyskl - INFO - Epoch [124][3400/7492] lr: 3.765e-03, eta: 1 day, 4:20:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4138, top5_acc: 0.6797, loss_cls: 6.4857, loss: 6.4857 2025-08-18 02:19:05,793 - pyskl - INFO - Epoch [124][3500/7492] lr: 3.762e-03, eta: 1 day, 4:19:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4078, top5_acc: 0.6663, loss_cls: 6.6684, loss: 6.6684 2025-08-18 02:19:57,064 - pyskl - INFO - Epoch [124][3600/7492] lr: 3.758e-03, eta: 1 day, 4:18:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4025, top5_acc: 0.6663, loss_cls: 6.6627, loss: 6.6627 2025-08-18 02:20:48,357 - pyskl - INFO - Epoch [124][3700/7492] lr: 3.754e-03, eta: 1 day, 4:17:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4012, top5_acc: 0.6575, loss_cls: 6.6563, loss: 6.6563 2025-08-18 02:21:39,748 - pyskl - INFO - Epoch [124][3800/7492] lr: 3.751e-03, eta: 1 day, 4:17:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4016, top5_acc: 0.6559, loss_cls: 6.6604, loss: 6.6604 2025-08-18 02:22:31,243 - pyskl - INFO - Epoch [124][3900/7492] lr: 3.747e-03, eta: 1 day, 4:16:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4153, top5_acc: 0.6741, loss_cls: 6.6180, loss: 6.6180 2025-08-18 02:23:22,658 - pyskl - INFO - Epoch [124][4000/7492] lr: 3.743e-03, eta: 1 day, 4:15:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4194, top5_acc: 0.6584, loss_cls: 6.6947, loss: 6.6947 2025-08-18 02:24:14,194 - pyskl - INFO - Epoch [124][4100/7492] lr: 3.740e-03, eta: 1 day, 4:14:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4091, top5_acc: 0.6619, loss_cls: 6.7325, loss: 6.7325 2025-08-18 02:25:05,499 - pyskl - INFO - Epoch [124][4200/7492] lr: 3.736e-03, eta: 1 day, 4:13:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4025, top5_acc: 0.6631, loss_cls: 6.7238, loss: 6.7238 2025-08-18 02:25:56,890 - pyskl - INFO - Epoch [124][4300/7492] lr: 3.732e-03, eta: 1 day, 4:12:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6900, loss_cls: 6.5179, loss: 6.5179 2025-08-18 02:26:48,649 - pyskl - INFO - Epoch [124][4400/7492] lr: 3.729e-03, eta: 1 day, 4:11:53, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.3978, top5_acc: 0.6628, loss_cls: 6.7375, loss: 6.7375 2025-08-18 02:27:40,302 - pyskl - INFO - Epoch [124][4500/7492] lr: 3.725e-03, eta: 1 day, 4:11:02, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4188, top5_acc: 0.6778, loss_cls: 6.6215, loss: 6.6215 2025-08-18 02:28:31,790 - pyskl - INFO - Epoch [124][4600/7492] lr: 3.721e-03, eta: 1 day, 4:10:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4191, top5_acc: 0.6700, loss_cls: 6.5338, loss: 6.5338 2025-08-18 02:29:23,467 - pyskl - INFO - Epoch [124][4700/7492] lr: 3.718e-03, eta: 1 day, 4:09:19, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4050, top5_acc: 0.6619, loss_cls: 6.7581, loss: 6.7581 2025-08-18 02:30:14,811 - pyskl - INFO - Epoch [124][4800/7492] lr: 3.714e-03, eta: 1 day, 4:08:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4116, top5_acc: 0.6634, loss_cls: 6.6333, loss: 6.6333 2025-08-18 02:31:06,332 - pyskl - INFO - Epoch [124][4900/7492] lr: 3.710e-03, eta: 1 day, 4:07:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4234, top5_acc: 0.6866, loss_cls: 6.4455, loss: 6.4455 2025-08-18 02:31:57,582 - pyskl - INFO - Epoch [124][5000/7492] lr: 3.707e-03, eta: 1 day, 4:06:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4159, top5_acc: 0.6756, loss_cls: 6.6170, loss: 6.6170 2025-08-18 02:32:49,032 - pyskl - INFO - Epoch [124][5100/7492] lr: 3.703e-03, eta: 1 day, 4:05:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4059, top5_acc: 0.6534, loss_cls: 6.7495, loss: 6.7495 2025-08-18 02:33:40,420 - pyskl - INFO - Epoch [124][5200/7492] lr: 3.699e-03, eta: 1 day, 4:05:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4069, top5_acc: 0.6687, loss_cls: 6.6288, loss: 6.6288 2025-08-18 02:34:31,618 - pyskl - INFO - Epoch [124][5300/7492] lr: 3.696e-03, eta: 1 day, 4:04:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4119, top5_acc: 0.6653, loss_cls: 6.6225, loss: 6.6225 2025-08-18 02:35:22,865 - pyskl - INFO - Epoch [124][5400/7492] lr: 3.692e-03, eta: 1 day, 4:03:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4109, top5_acc: 0.6594, loss_cls: 6.6680, loss: 6.6680 2025-08-18 02:36:14,041 - pyskl - INFO - Epoch [124][5500/7492] lr: 3.688e-03, eta: 1 day, 4:02:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4125, top5_acc: 0.6659, loss_cls: 6.6243, loss: 6.6243 2025-08-18 02:37:05,326 - pyskl - INFO - Epoch [124][5600/7492] lr: 3.685e-03, eta: 1 day, 4:01:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4159, top5_acc: 0.6731, loss_cls: 6.6835, loss: 6.6835 2025-08-18 02:37:56,542 - pyskl - INFO - Epoch [124][5700/7492] lr: 3.681e-03, eta: 1 day, 4:00:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4103, top5_acc: 0.6713, loss_cls: 6.6098, loss: 6.6098 2025-08-18 02:38:47,780 - pyskl - INFO - Epoch [124][5800/7492] lr: 3.677e-03, eta: 1 day, 3:59:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4056, top5_acc: 0.6637, loss_cls: 6.8223, loss: 6.8223 2025-08-18 02:39:39,051 - pyskl - INFO - Epoch [124][5900/7492] lr: 3.674e-03, eta: 1 day, 3:59:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6772, loss_cls: 6.6227, loss: 6.6227 2025-08-18 02:40:30,505 - pyskl - INFO - Epoch [124][6000/7492] lr: 3.670e-03, eta: 1 day, 3:58:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4297, top5_acc: 0.6841, loss_cls: 6.4845, loss: 6.4845 2025-08-18 02:41:21,717 - pyskl - INFO - Epoch [124][6100/7492] lr: 3.666e-03, eta: 1 day, 3:57:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4200, top5_acc: 0.6650, loss_cls: 6.6534, loss: 6.6534 2025-08-18 02:42:13,118 - pyskl - INFO - Epoch [124][6200/7492] lr: 3.663e-03, eta: 1 day, 3:56:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4263, top5_acc: 0.6725, loss_cls: 6.6102, loss: 6.6102 2025-08-18 02:43:04,459 - pyskl - INFO - Epoch [124][6300/7492] lr: 3.659e-03, eta: 1 day, 3:55:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4028, top5_acc: 0.6547, loss_cls: 6.6459, loss: 6.6459 2025-08-18 02:43:55,779 - pyskl - INFO - Epoch [124][6400/7492] lr: 3.656e-03, eta: 1 day, 3:54:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4131, top5_acc: 0.6769, loss_cls: 6.6115, loss: 6.6115 2025-08-18 02:44:47,066 - pyskl - INFO - Epoch [124][6500/7492] lr: 3.652e-03, eta: 1 day, 3:53:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4047, top5_acc: 0.6628, loss_cls: 6.6795, loss: 6.6795 2025-08-18 02:45:38,202 - pyskl - INFO - Epoch [124][6600/7492] lr: 3.648e-03, eta: 1 day, 3:53:05, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4172, top5_acc: 0.6616, loss_cls: 6.6028, loss: 6.6028 2025-08-18 02:46:29,476 - pyskl - INFO - Epoch [124][6700/7492] lr: 3.645e-03, eta: 1 day, 3:52:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4200, top5_acc: 0.6687, loss_cls: 6.6094, loss: 6.6094 2025-08-18 02:47:20,712 - pyskl - INFO - Epoch [124][6800/7492] lr: 3.641e-03, eta: 1 day, 3:51:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4247, top5_acc: 0.6700, loss_cls: 6.6466, loss: 6.6466 2025-08-18 02:48:12,111 - pyskl - INFO - Epoch [124][6900/7492] lr: 3.637e-03, eta: 1 day, 3:50:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4166, top5_acc: 0.6725, loss_cls: 6.6774, loss: 6.6774 2025-08-18 02:49:03,455 - pyskl - INFO - Epoch [124][7000/7492] lr: 3.634e-03, eta: 1 day, 3:49:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4078, top5_acc: 0.6609, loss_cls: 6.7218, loss: 6.7218 2025-08-18 02:49:54,689 - pyskl - INFO - Epoch [124][7100/7492] lr: 3.630e-03, eta: 1 day, 3:48:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.3997, top5_acc: 0.6578, loss_cls: 6.7310, loss: 6.7310 2025-08-18 02:50:45,864 - pyskl - INFO - Epoch [124][7200/7492] lr: 3.627e-03, eta: 1 day, 3:47:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4106, top5_acc: 0.6637, loss_cls: 6.7210, loss: 6.7210 2025-08-18 02:51:37,405 - pyskl - INFO - Epoch [124][7300/7492] lr: 3.623e-03, eta: 1 day, 3:47:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4216, top5_acc: 0.6691, loss_cls: 6.5617, loss: 6.5617 2025-08-18 02:52:28,600 - pyskl - INFO - Epoch [124][7400/7492] lr: 3.619e-03, eta: 1 day, 3:46:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4091, top5_acc: 0.6653, loss_cls: 6.6560, loss: 6.6560 2025-08-18 02:53:16,526 - pyskl - INFO - Saving checkpoint at 124 epochs 2025-08-18 02:54:12,874 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 02:54:13,607 - pyskl - INFO - top1_acc 0.3573 top5_acc 0.6084 2025-08-18 02:54:13,607 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 02:54:13,641 - pyskl - INFO - mean_acc 0.3570 2025-08-18 02:54:13,693 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_123.pth was removed 2025-08-18 02:54:14,752 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2025-08-18 02:54:14,753 - pyskl - INFO - Best top1_acc is 0.3573 at 124 epoch. 2025-08-18 02:54:14,763 - pyskl - INFO - Epoch(val) [124][617] top1_acc: 0.3573, top5_acc: 0.6084, mean_class_accuracy: 0.3570 2025-08-18 02:55:36,060 - pyskl - INFO - Epoch [125][100/7492] lr: 3.612e-03, eta: 1 day, 3:44:32, time: 0.813, data_time: 0.299, memory: 13026, top1_acc: 0.4250, top5_acc: 0.6772, loss_cls: 6.5850, loss: 6.5850 2025-08-18 02:56:27,282 - pyskl - INFO - Epoch [125][200/7492] lr: 3.609e-03, eta: 1 day, 3:43:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4397, top5_acc: 0.6972, loss_cls: 6.4447, loss: 6.4447 2025-08-18 02:57:18,634 - pyskl - INFO - Epoch [125][300/7492] lr: 3.605e-03, eta: 1 day, 3:42:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4206, top5_acc: 0.6869, loss_cls: 6.5469, loss: 6.5469 2025-08-18 02:58:09,867 - pyskl - INFO - Epoch [125][400/7492] lr: 3.601e-03, eta: 1 day, 3:41:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4238, top5_acc: 0.6803, loss_cls: 6.4937, loss: 6.4937 2025-08-18 02:59:00,950 - pyskl - INFO - Epoch [125][500/7492] lr: 3.598e-03, eta: 1 day, 3:41:07, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4291, top5_acc: 0.6775, loss_cls: 6.5712, loss: 6.5712 2025-08-18 02:59:52,296 - pyskl - INFO - Epoch [125][600/7492] lr: 3.594e-03, eta: 1 day, 3:40:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4175, top5_acc: 0.6675, loss_cls: 6.6666, loss: 6.6666 2025-08-18 03:00:43,798 - pyskl - INFO - Epoch [125][700/7492] lr: 3.591e-03, eta: 1 day, 3:39:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4231, top5_acc: 0.6756, loss_cls: 6.5589, loss: 6.5589 2025-08-18 03:01:35,131 - pyskl - INFO - Epoch [125][800/7492] lr: 3.587e-03, eta: 1 day, 3:38:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4219, top5_acc: 0.6775, loss_cls: 6.5293, loss: 6.5293 2025-08-18 03:02:26,386 - pyskl - INFO - Epoch [125][900/7492] lr: 3.583e-03, eta: 1 day, 3:37:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4166, top5_acc: 0.6741, loss_cls: 6.5865, loss: 6.5865 2025-08-18 03:03:17,872 - pyskl - INFO - Epoch [125][1000/7492] lr: 3.580e-03, eta: 1 day, 3:36:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4275, top5_acc: 0.6872, loss_cls: 6.4882, loss: 6.4882 2025-08-18 03:04:09,303 - pyskl - INFO - Epoch [125][1100/7492] lr: 3.576e-03, eta: 1 day, 3:35:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4294, top5_acc: 0.6906, loss_cls: 6.5230, loss: 6.5230 2025-08-18 03:05:00,773 - pyskl - INFO - Epoch [125][1200/7492] lr: 3.573e-03, eta: 1 day, 3:35:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4259, top5_acc: 0.6763, loss_cls: 6.4458, loss: 6.4458 2025-08-18 03:05:51,964 - pyskl - INFO - Epoch [125][1300/7492] lr: 3.569e-03, eta: 1 day, 3:34:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4213, top5_acc: 0.6900, loss_cls: 6.4912, loss: 6.4912 2025-08-18 03:06:43,159 - pyskl - INFO - Epoch [125][1400/7492] lr: 3.565e-03, eta: 1 day, 3:33:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4134, top5_acc: 0.6597, loss_cls: 6.6230, loss: 6.6230 2025-08-18 03:07:34,419 - pyskl - INFO - Epoch [125][1500/7492] lr: 3.562e-03, eta: 1 day, 3:32:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4231, top5_acc: 0.6763, loss_cls: 6.5400, loss: 6.5400 2025-08-18 03:08:25,646 - pyskl - INFO - Epoch [125][1600/7492] lr: 3.558e-03, eta: 1 day, 3:31:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4106, top5_acc: 0.6803, loss_cls: 6.5855, loss: 6.5855 2025-08-18 03:09:16,769 - pyskl - INFO - Epoch [125][1700/7492] lr: 3.555e-03, eta: 1 day, 3:30:51, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4181, top5_acc: 0.6875, loss_cls: 6.5940, loss: 6.5940 2025-08-18 03:10:08,189 - pyskl - INFO - Epoch [125][1800/7492] lr: 3.551e-03, eta: 1 day, 3:30:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4153, top5_acc: 0.6781, loss_cls: 6.5118, loss: 6.5118 2025-08-18 03:10:59,454 - pyskl - INFO - Epoch [125][1900/7492] lr: 3.547e-03, eta: 1 day, 3:29:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4166, top5_acc: 0.6663, loss_cls: 6.6080, loss: 6.6080 2025-08-18 03:11:50,894 - pyskl - INFO - Epoch [125][2000/7492] lr: 3.544e-03, eta: 1 day, 3:28:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4275, top5_acc: 0.6628, loss_cls: 6.5585, loss: 6.5585 2025-08-18 03:12:42,395 - pyskl - INFO - Epoch [125][2100/7492] lr: 3.540e-03, eta: 1 day, 3:27:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4181, top5_acc: 0.6741, loss_cls: 6.6411, loss: 6.6411 2025-08-18 03:13:33,631 - pyskl - INFO - Epoch [125][2200/7492] lr: 3.537e-03, eta: 1 day, 3:26:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4241, top5_acc: 0.6863, loss_cls: 6.5814, loss: 6.5814 2025-08-18 03:14:24,876 - pyskl - INFO - Epoch [125][2300/7492] lr: 3.533e-03, eta: 1 day, 3:25:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4313, top5_acc: 0.6719, loss_cls: 6.4996, loss: 6.4996 2025-08-18 03:15:16,150 - pyskl - INFO - Epoch [125][2400/7492] lr: 3.530e-03, eta: 1 day, 3:24:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4178, top5_acc: 0.6859, loss_cls: 6.4823, loss: 6.4823 2025-08-18 03:16:07,345 - pyskl - INFO - Epoch [125][2500/7492] lr: 3.526e-03, eta: 1 day, 3:24:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4331, top5_acc: 0.6756, loss_cls: 6.4880, loss: 6.4880 2025-08-18 03:16:58,664 - pyskl - INFO - Epoch [125][2600/7492] lr: 3.522e-03, eta: 1 day, 3:23:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6916, loss_cls: 6.5073, loss: 6.5073 2025-08-18 03:17:49,995 - pyskl - INFO - Epoch [125][2700/7492] lr: 3.519e-03, eta: 1 day, 3:22:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4234, top5_acc: 0.6716, loss_cls: 6.6537, loss: 6.6537 2025-08-18 03:18:41,410 - pyskl - INFO - Epoch [125][2800/7492] lr: 3.515e-03, eta: 1 day, 3:21:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4075, top5_acc: 0.6772, loss_cls: 6.6253, loss: 6.6253 2025-08-18 03:19:32,870 - pyskl - INFO - Epoch [125][2900/7492] lr: 3.512e-03, eta: 1 day, 3:20:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4059, top5_acc: 0.6691, loss_cls: 6.6815, loss: 6.6815 2025-08-18 03:20:24,342 - pyskl - INFO - Epoch [125][3000/7492] lr: 3.508e-03, eta: 1 day, 3:19:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4084, top5_acc: 0.6637, loss_cls: 6.6709, loss: 6.6709 2025-08-18 03:21:15,729 - pyskl - INFO - Epoch [125][3100/7492] lr: 3.505e-03, eta: 1 day, 3:18:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4191, top5_acc: 0.6663, loss_cls: 6.7271, loss: 6.7271 2025-08-18 03:22:07,060 - pyskl - INFO - Epoch [125][3200/7492] lr: 3.501e-03, eta: 1 day, 3:18:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4178, top5_acc: 0.6650, loss_cls: 6.6664, loss: 6.6664 2025-08-18 03:22:58,360 - pyskl - INFO - Epoch [125][3300/7492] lr: 3.497e-03, eta: 1 day, 3:17:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4150, top5_acc: 0.6659, loss_cls: 6.6382, loss: 6.6382 2025-08-18 03:23:49,870 - pyskl - INFO - Epoch [125][3400/7492] lr: 3.494e-03, eta: 1 day, 3:16:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4062, top5_acc: 0.6747, loss_cls: 6.6359, loss: 6.6359 2025-08-18 03:24:41,106 - pyskl - INFO - Epoch [125][3500/7492] lr: 3.490e-03, eta: 1 day, 3:15:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4181, top5_acc: 0.6644, loss_cls: 6.6342, loss: 6.6342 2025-08-18 03:25:32,319 - pyskl - INFO - Epoch [125][3600/7492] lr: 3.487e-03, eta: 1 day, 3:14:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4250, top5_acc: 0.6697, loss_cls: 6.5343, loss: 6.5343 2025-08-18 03:26:23,587 - pyskl - INFO - Epoch [125][3700/7492] lr: 3.483e-03, eta: 1 day, 3:13:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4094, top5_acc: 0.6603, loss_cls: 6.6275, loss: 6.6275 2025-08-18 03:27:14,879 - pyskl - INFO - Epoch [125][3800/7492] lr: 3.480e-03, eta: 1 day, 3:12:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4019, top5_acc: 0.6700, loss_cls: 6.7504, loss: 6.7504 2025-08-18 03:28:06,397 - pyskl - INFO - Epoch [125][3900/7492] lr: 3.476e-03, eta: 1 day, 3:12:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4119, top5_acc: 0.6753, loss_cls: 6.5840, loss: 6.5840 2025-08-18 03:28:57,706 - pyskl - INFO - Epoch [125][4000/7492] lr: 3.472e-03, eta: 1 day, 3:11:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4244, top5_acc: 0.6797, loss_cls: 6.5528, loss: 6.5528 2025-08-18 03:29:48,941 - pyskl - INFO - Epoch [125][4100/7492] lr: 3.469e-03, eta: 1 day, 3:10:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4303, top5_acc: 0.6866, loss_cls: 6.4588, loss: 6.4588 2025-08-18 03:30:40,064 - pyskl - INFO - Epoch [125][4200/7492] lr: 3.465e-03, eta: 1 day, 3:09:29, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4322, top5_acc: 0.6747, loss_cls: 6.4817, loss: 6.4817 2025-08-18 03:31:31,321 - pyskl - INFO - Epoch [125][4300/7492] lr: 3.462e-03, eta: 1 day, 3:08:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4191, top5_acc: 0.6778, loss_cls: 6.5877, loss: 6.5877 2025-08-18 03:32:22,466 - pyskl - INFO - Epoch [125][4400/7492] lr: 3.458e-03, eta: 1 day, 3:07:46, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4075, top5_acc: 0.6478, loss_cls: 6.7967, loss: 6.7967 2025-08-18 03:33:14,094 - pyskl - INFO - Epoch [125][4500/7492] lr: 3.455e-03, eta: 1 day, 3:06:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4188, top5_acc: 0.6678, loss_cls: 6.7053, loss: 6.7053 2025-08-18 03:34:05,645 - pyskl - INFO - Epoch [125][4600/7492] lr: 3.451e-03, eta: 1 day, 3:06:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4244, top5_acc: 0.6850, loss_cls: 6.5415, loss: 6.5415 2025-08-18 03:34:57,170 - pyskl - INFO - Epoch [125][4700/7492] lr: 3.448e-03, eta: 1 day, 3:05:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4150, top5_acc: 0.6794, loss_cls: 6.5804, loss: 6.5804 2025-08-18 03:35:48,740 - pyskl - INFO - Epoch [125][4800/7492] lr: 3.444e-03, eta: 1 day, 3:04:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4166, top5_acc: 0.6622, loss_cls: 6.6120, loss: 6.6120 2025-08-18 03:36:40,232 - pyskl - INFO - Epoch [125][4900/7492] lr: 3.441e-03, eta: 1 day, 3:03:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4275, top5_acc: 0.6722, loss_cls: 6.5819, loss: 6.5819 2025-08-18 03:37:31,582 - pyskl - INFO - Epoch [125][5000/7492] lr: 3.437e-03, eta: 1 day, 3:02:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4209, top5_acc: 0.6766, loss_cls: 6.5529, loss: 6.5529 2025-08-18 03:38:23,042 - pyskl - INFO - Epoch [125][5100/7492] lr: 3.433e-03, eta: 1 day, 3:01:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4072, top5_acc: 0.6725, loss_cls: 6.6762, loss: 6.6762 2025-08-18 03:39:14,454 - pyskl - INFO - Epoch [125][5200/7492] lr: 3.430e-03, eta: 1 day, 3:00:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4203, top5_acc: 0.6741, loss_cls: 6.6429, loss: 6.6429 2025-08-18 03:40:05,934 - pyskl - INFO - Epoch [125][5300/7492] lr: 3.426e-03, eta: 1 day, 3:00:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4156, top5_acc: 0.6681, loss_cls: 6.6029, loss: 6.6029 2025-08-18 03:40:57,273 - pyskl - INFO - Epoch [125][5400/7492] lr: 3.423e-03, eta: 1 day, 2:59:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4297, top5_acc: 0.6766, loss_cls: 6.6582, loss: 6.6582 2025-08-18 03:41:48,475 - pyskl - INFO - Epoch [125][5500/7492] lr: 3.419e-03, eta: 1 day, 2:58:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4159, top5_acc: 0.6653, loss_cls: 6.6358, loss: 6.6358 2025-08-18 03:42:39,834 - pyskl - INFO - Epoch [125][5600/7492] lr: 3.416e-03, eta: 1 day, 2:57:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4169, top5_acc: 0.6713, loss_cls: 6.5319, loss: 6.5319 2025-08-18 03:43:31,106 - pyskl - INFO - Epoch [125][5700/7492] lr: 3.412e-03, eta: 1 day, 2:56:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4153, top5_acc: 0.6562, loss_cls: 6.7291, loss: 6.7291 2025-08-18 03:44:22,383 - pyskl - INFO - Epoch [125][5800/7492] lr: 3.409e-03, eta: 1 day, 2:55:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4206, top5_acc: 0.6716, loss_cls: 6.5764, loss: 6.5764 2025-08-18 03:45:13,878 - pyskl - INFO - Epoch [125][5900/7492] lr: 3.405e-03, eta: 1 day, 2:54:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4153, top5_acc: 0.6697, loss_cls: 6.5437, loss: 6.5437 2025-08-18 03:46:05,155 - pyskl - INFO - Epoch [125][6000/7492] lr: 3.402e-03, eta: 1 day, 2:54:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4294, top5_acc: 0.6825, loss_cls: 6.4880, loss: 6.4880 2025-08-18 03:46:56,430 - pyskl - INFO - Epoch [125][6100/7492] lr: 3.398e-03, eta: 1 day, 2:53:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4191, top5_acc: 0.6675, loss_cls: 6.5100, loss: 6.5100 2025-08-18 03:47:47,992 - pyskl - INFO - Epoch [125][6200/7492] lr: 3.395e-03, eta: 1 day, 2:52:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4072, top5_acc: 0.6603, loss_cls: 6.7462, loss: 6.7462 2025-08-18 03:48:39,212 - pyskl - INFO - Epoch [125][6300/7492] lr: 3.391e-03, eta: 1 day, 2:51:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4350, top5_acc: 0.6869, loss_cls: 6.4873, loss: 6.4873 2025-08-18 03:49:30,568 - pyskl - INFO - Epoch [125][6400/7492] lr: 3.388e-03, eta: 1 day, 2:50:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4091, top5_acc: 0.6584, loss_cls: 6.6998, loss: 6.6998 2025-08-18 03:50:22,299 - pyskl - INFO - Epoch [125][6500/7492] lr: 3.384e-03, eta: 1 day, 2:49:50, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4309, top5_acc: 0.6769, loss_cls: 6.5431, loss: 6.5431 2025-08-18 03:51:13,621 - pyskl - INFO - Epoch [125][6600/7492] lr: 3.381e-03, eta: 1 day, 2:48:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4100, top5_acc: 0.6613, loss_cls: 6.6788, loss: 6.6788 2025-08-18 03:52:05,350 - pyskl - INFO - Epoch [125][6700/7492] lr: 3.377e-03, eta: 1 day, 2:48:07, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4213, top5_acc: 0.6572, loss_cls: 6.6878, loss: 6.6878 2025-08-18 03:52:56,676 - pyskl - INFO - Epoch [125][6800/7492] lr: 3.374e-03, eta: 1 day, 2:47:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.3987, top5_acc: 0.6666, loss_cls: 6.7114, loss: 6.7114 2025-08-18 03:53:47,941 - pyskl - INFO - Epoch [125][6900/7492] lr: 3.370e-03, eta: 1 day, 2:46:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4191, top5_acc: 0.6747, loss_cls: 6.6584, loss: 6.6584 2025-08-18 03:54:39,393 - pyskl - INFO - Epoch [125][7000/7492] lr: 3.367e-03, eta: 1 day, 2:45:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4334, top5_acc: 0.6791, loss_cls: 6.4705, loss: 6.4705 2025-08-18 03:55:30,766 - pyskl - INFO - Epoch [125][7100/7492] lr: 3.363e-03, eta: 1 day, 2:44:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4188, top5_acc: 0.6647, loss_cls: 6.6025, loss: 6.6025 2025-08-18 03:56:22,159 - pyskl - INFO - Epoch [125][7200/7492] lr: 3.360e-03, eta: 1 day, 2:43:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4147, top5_acc: 0.6731, loss_cls: 6.5725, loss: 6.5725 2025-08-18 03:57:13,857 - pyskl - INFO - Epoch [125][7300/7492] lr: 3.356e-03, eta: 1 day, 2:42:59, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4163, top5_acc: 0.6797, loss_cls: 6.5629, loss: 6.5629 2025-08-18 03:58:05,345 - pyskl - INFO - Epoch [125][7400/7492] lr: 3.353e-03, eta: 1 day, 2:42:08, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4209, top5_acc: 0.6850, loss_cls: 6.5233, loss: 6.5233 2025-08-18 03:58:53,509 - pyskl - INFO - Saving checkpoint at 125 epochs 2025-08-18 03:59:48,753 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 03:59:49,488 - pyskl - INFO - top1_acc 0.3613 top5_acc 0.6128 2025-08-18 03:59:49,488 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 03:59:49,524 - pyskl - INFO - mean_acc 0.3609 2025-08-18 03:59:49,585 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_124.pth was removed 2025-08-18 03:59:50,684 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2025-08-18 03:59:50,685 - pyskl - INFO - Best top1_acc is 0.3613 at 125 epoch. 2025-08-18 03:59:50,697 - pyskl - INFO - Epoch(val) [125][617] top1_acc: 0.3613, top5_acc: 0.6128, mean_class_accuracy: 0.3609 2025-08-18 04:01:12,686 - pyskl - INFO - Epoch [126][100/7492] lr: 3.346e-03, eta: 1 day, 2:40:26, time: 0.819, data_time: 0.303, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6869, loss_cls: 6.4547, loss: 6.4547 2025-08-18 04:02:04,070 - pyskl - INFO - Epoch [126][200/7492] lr: 3.342e-03, eta: 1 day, 2:39:35, time: 0.515, data_time: 0.001, memory: 13026, top1_acc: 0.4253, top5_acc: 0.6819, loss_cls: 6.4789, loss: 6.4789 2025-08-18 04:02:55,502 - pyskl - INFO - Epoch [126][300/7492] lr: 3.339e-03, eta: 1 day, 2:38:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4213, top5_acc: 0.6725, loss_cls: 6.5740, loss: 6.5740 2025-08-18 04:03:46,841 - pyskl - INFO - Epoch [126][400/7492] lr: 3.335e-03, eta: 1 day, 2:37:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4219, top5_acc: 0.6831, loss_cls: 6.5658, loss: 6.5658 2025-08-18 04:04:38,443 - pyskl - INFO - Epoch [126][500/7492] lr: 3.332e-03, eta: 1 day, 2:37:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4231, top5_acc: 0.6656, loss_cls: 6.5945, loss: 6.5945 2025-08-18 04:05:29,710 - pyskl - INFO - Epoch [126][600/7492] lr: 3.328e-03, eta: 1 day, 2:36:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4341, top5_acc: 0.6856, loss_cls: 6.5310, loss: 6.5310 2025-08-18 04:06:20,821 - pyskl - INFO - Epoch [126][700/7492] lr: 3.325e-03, eta: 1 day, 2:35:19, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4194, top5_acc: 0.6628, loss_cls: 6.6502, loss: 6.6502 2025-08-18 04:07:12,177 - pyskl - INFO - Epoch [126][800/7492] lr: 3.321e-03, eta: 1 day, 2:34:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4306, top5_acc: 0.6934, loss_cls: 6.4872, loss: 6.4872 2025-08-18 04:08:03,326 - pyskl - INFO - Epoch [126][900/7492] lr: 3.318e-03, eta: 1 day, 2:33:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4216, top5_acc: 0.6856, loss_cls: 6.5291, loss: 6.5291 2025-08-18 04:08:54,722 - pyskl - INFO - Epoch [126][1000/7492] lr: 3.315e-03, eta: 1 day, 2:32:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4309, top5_acc: 0.6869, loss_cls: 6.4843, loss: 6.4843 2025-08-18 04:09:46,091 - pyskl - INFO - Epoch [126][1100/7492] lr: 3.311e-03, eta: 1 day, 2:31:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4331, top5_acc: 0.6834, loss_cls: 6.3496, loss: 6.3496 2025-08-18 04:10:37,671 - pyskl - INFO - Epoch [126][1200/7492] lr: 3.308e-03, eta: 1 day, 2:31:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4109, top5_acc: 0.6756, loss_cls: 6.6088, loss: 6.6088 2025-08-18 04:11:28,975 - pyskl - INFO - Epoch [126][1300/7492] lr: 3.304e-03, eta: 1 day, 2:30:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4053, top5_acc: 0.6663, loss_cls: 6.6409, loss: 6.6409 2025-08-18 04:12:20,495 - pyskl - INFO - Epoch [126][1400/7492] lr: 3.301e-03, eta: 1 day, 2:29:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4297, top5_acc: 0.6781, loss_cls: 6.5416, loss: 6.5416 2025-08-18 04:13:11,758 - pyskl - INFO - Epoch [126][1500/7492] lr: 3.297e-03, eta: 1 day, 2:28:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4397, top5_acc: 0.6841, loss_cls: 6.4073, loss: 6.4073 2025-08-18 04:14:03,115 - pyskl - INFO - Epoch [126][1600/7492] lr: 3.294e-03, eta: 1 day, 2:27:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4437, top5_acc: 0.6875, loss_cls: 6.5264, loss: 6.5264 2025-08-18 04:14:54,663 - pyskl - INFO - Epoch [126][1700/7492] lr: 3.290e-03, eta: 1 day, 2:26:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4191, top5_acc: 0.6822, loss_cls: 6.5386, loss: 6.5386 2025-08-18 04:15:45,867 - pyskl - INFO - Epoch [126][1800/7492] lr: 3.287e-03, eta: 1 day, 2:25:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4216, top5_acc: 0.6844, loss_cls: 6.4918, loss: 6.4918 2025-08-18 04:16:37,193 - pyskl - INFO - Epoch [126][1900/7492] lr: 3.283e-03, eta: 1 day, 2:25:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4328, top5_acc: 0.6759, loss_cls: 6.5165, loss: 6.5165 2025-08-18 04:17:28,492 - pyskl - INFO - Epoch [126][2000/7492] lr: 3.280e-03, eta: 1 day, 2:24:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4194, top5_acc: 0.6725, loss_cls: 6.6274, loss: 6.6274 2025-08-18 04:18:20,263 - pyskl - INFO - Epoch [126][2100/7492] lr: 3.276e-03, eta: 1 day, 2:23:21, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4272, top5_acc: 0.6887, loss_cls: 6.5170, loss: 6.5170 2025-08-18 04:19:11,782 - pyskl - INFO - Epoch [126][2200/7492] lr: 3.273e-03, eta: 1 day, 2:22:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4266, top5_acc: 0.6803, loss_cls: 6.5255, loss: 6.5255 2025-08-18 04:20:03,516 - pyskl - INFO - Epoch [126][2300/7492] lr: 3.269e-03, eta: 1 day, 2:21:38, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4253, top5_acc: 0.6894, loss_cls: 6.5330, loss: 6.5330 2025-08-18 04:20:54,781 - pyskl - INFO - Epoch [126][2400/7492] lr: 3.266e-03, eta: 1 day, 2:20:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4266, top5_acc: 0.6803, loss_cls: 6.4916, loss: 6.4916 2025-08-18 04:21:46,022 - pyskl - INFO - Epoch [126][2500/7492] lr: 3.263e-03, eta: 1 day, 2:19:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4372, top5_acc: 0.6847, loss_cls: 6.4563, loss: 6.4563 2025-08-18 04:22:37,424 - pyskl - INFO - Epoch [126][2600/7492] lr: 3.259e-03, eta: 1 day, 2:19:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4278, top5_acc: 0.6719, loss_cls: 6.5605, loss: 6.5605 2025-08-18 04:23:28,744 - pyskl - INFO - Epoch [126][2700/7492] lr: 3.256e-03, eta: 1 day, 2:18:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4100, top5_acc: 0.6575, loss_cls: 6.7599, loss: 6.7599 2025-08-18 04:24:20,438 - pyskl - INFO - Epoch [126][2800/7492] lr: 3.252e-03, eta: 1 day, 2:17:22, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4281, top5_acc: 0.6816, loss_cls: 6.5392, loss: 6.5392 2025-08-18 04:25:11,912 - pyskl - INFO - Epoch [126][2900/7492] lr: 3.249e-03, eta: 1 day, 2:16:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4216, top5_acc: 0.6691, loss_cls: 6.5619, loss: 6.5619 2025-08-18 04:26:03,219 - pyskl - INFO - Epoch [126][3000/7492] lr: 3.245e-03, eta: 1 day, 2:15:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4175, top5_acc: 0.6684, loss_cls: 6.6376, loss: 6.6376 2025-08-18 04:26:54,479 - pyskl - INFO - Epoch [126][3100/7492] lr: 3.242e-03, eta: 1 day, 2:14:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4197, top5_acc: 0.6831, loss_cls: 6.5380, loss: 6.5380 2025-08-18 04:27:45,881 - pyskl - INFO - Epoch [126][3200/7492] lr: 3.238e-03, eta: 1 day, 2:13:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4203, top5_acc: 0.6725, loss_cls: 6.4859, loss: 6.4859 2025-08-18 04:28:37,140 - pyskl - INFO - Epoch [126][3300/7492] lr: 3.235e-03, eta: 1 day, 2:13:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4197, top5_acc: 0.6703, loss_cls: 6.5273, loss: 6.5273 2025-08-18 04:29:28,691 - pyskl - INFO - Epoch [126][3400/7492] lr: 3.232e-03, eta: 1 day, 2:12:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4381, top5_acc: 0.6934, loss_cls: 6.4037, loss: 6.4037 2025-08-18 04:30:20,261 - pyskl - INFO - Epoch [126][3500/7492] lr: 3.228e-03, eta: 1 day, 2:11:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4253, top5_acc: 0.6772, loss_cls: 6.5790, loss: 6.5790 2025-08-18 04:31:11,610 - pyskl - INFO - Epoch [126][3600/7492] lr: 3.225e-03, eta: 1 day, 2:10:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4288, top5_acc: 0.6828, loss_cls: 6.5267, loss: 6.5267 2025-08-18 04:32:02,889 - pyskl - INFO - Epoch [126][3700/7492] lr: 3.221e-03, eta: 1 day, 2:09:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4222, top5_acc: 0.6850, loss_cls: 6.4316, loss: 6.4316 2025-08-18 04:32:54,009 - pyskl - INFO - Epoch [126][3800/7492] lr: 3.218e-03, eta: 1 day, 2:08:49, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4313, top5_acc: 0.6937, loss_cls: 6.5291, loss: 6.5291 2025-08-18 04:33:45,350 - pyskl - INFO - Epoch [126][3900/7492] lr: 3.214e-03, eta: 1 day, 2:07:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4266, top5_acc: 0.6878, loss_cls: 6.4695, loss: 6.4695 2025-08-18 04:34:36,664 - pyskl - INFO - Epoch [126][4000/7492] lr: 3.211e-03, eta: 1 day, 2:07:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4053, top5_acc: 0.6613, loss_cls: 6.7089, loss: 6.7089 2025-08-18 04:35:28,099 - pyskl - INFO - Epoch [126][4100/7492] lr: 3.208e-03, eta: 1 day, 2:06:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4328, top5_acc: 0.6913, loss_cls: 6.5538, loss: 6.5538 2025-08-18 04:36:19,498 - pyskl - INFO - Epoch [126][4200/7492] lr: 3.204e-03, eta: 1 day, 2:05:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4356, top5_acc: 0.6856, loss_cls: 6.4836, loss: 6.4836 2025-08-18 04:37:11,120 - pyskl - INFO - Epoch [126][4300/7492] lr: 3.201e-03, eta: 1 day, 2:04:33, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4131, top5_acc: 0.6616, loss_cls: 6.7017, loss: 6.7017 2025-08-18 04:38:02,513 - pyskl - INFO - Epoch [126][4400/7492] lr: 3.197e-03, eta: 1 day, 2:03:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4269, top5_acc: 0.6828, loss_cls: 6.5355, loss: 6.5355 2025-08-18 04:38:54,221 - pyskl - INFO - Epoch [126][4500/7492] lr: 3.194e-03, eta: 1 day, 2:02:50, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4353, top5_acc: 0.6866, loss_cls: 6.4578, loss: 6.4578 2025-08-18 04:39:45,654 - pyskl - INFO - Epoch [126][4600/7492] lr: 3.190e-03, eta: 1 day, 2:01:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4166, top5_acc: 0.6694, loss_cls: 6.6091, loss: 6.6091 2025-08-18 04:40:37,104 - pyskl - INFO - Epoch [126][4700/7492] lr: 3.187e-03, eta: 1 day, 2:01:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4213, top5_acc: 0.6725, loss_cls: 6.5617, loss: 6.5617 2025-08-18 04:41:28,449 - pyskl - INFO - Epoch [126][4800/7492] lr: 3.184e-03, eta: 1 day, 2:00:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4334, top5_acc: 0.6759, loss_cls: 6.5622, loss: 6.5622 2025-08-18 04:42:19,974 - pyskl - INFO - Epoch [126][4900/7492] lr: 3.180e-03, eta: 1 day, 1:59:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4194, top5_acc: 0.6803, loss_cls: 6.4893, loss: 6.4893 2025-08-18 04:43:11,955 - pyskl - INFO - Epoch [126][5000/7492] lr: 3.177e-03, eta: 1 day, 1:58:34, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.4075, top5_acc: 0.6631, loss_cls: 6.6087, loss: 6.6087 2025-08-18 04:44:03,462 - pyskl - INFO - Epoch [126][5100/7492] lr: 3.173e-03, eta: 1 day, 1:57:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4250, top5_acc: 0.6806, loss_cls: 6.4600, loss: 6.4600 2025-08-18 04:44:54,753 - pyskl - INFO - Epoch [126][5200/7492] lr: 3.170e-03, eta: 1 day, 1:56:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4369, top5_acc: 0.6931, loss_cls: 6.4774, loss: 6.4774 2025-08-18 04:45:45,965 - pyskl - INFO - Epoch [126][5300/7492] lr: 3.167e-03, eta: 1 day, 1:56:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4156, top5_acc: 0.6656, loss_cls: 6.6398, loss: 6.6398 2025-08-18 04:46:37,301 - pyskl - INFO - Epoch [126][5400/7492] lr: 3.163e-03, eta: 1 day, 1:55:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4266, top5_acc: 0.6737, loss_cls: 6.5005, loss: 6.5005 2025-08-18 04:47:28,540 - pyskl - INFO - Epoch [126][5500/7492] lr: 3.160e-03, eta: 1 day, 1:54:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4222, top5_acc: 0.6697, loss_cls: 6.6573, loss: 6.6573 2025-08-18 04:48:19,892 - pyskl - INFO - Epoch [126][5600/7492] lr: 3.156e-03, eta: 1 day, 1:53:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4300, top5_acc: 0.6822, loss_cls: 6.6164, loss: 6.6164 2025-08-18 04:49:11,290 - pyskl - INFO - Epoch [126][5700/7492] lr: 3.153e-03, eta: 1 day, 1:52:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4431, top5_acc: 0.6937, loss_cls: 6.3549, loss: 6.3549 2025-08-18 04:50:02,679 - pyskl - INFO - Epoch [126][5800/7492] lr: 3.150e-03, eta: 1 day, 1:51:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4084, top5_acc: 0.6737, loss_cls: 6.5733, loss: 6.5733 2025-08-18 04:50:54,016 - pyskl - INFO - Epoch [126][5900/7492] lr: 3.146e-03, eta: 1 day, 1:50:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4322, top5_acc: 0.6913, loss_cls: 6.5092, loss: 6.5092 2025-08-18 04:51:45,303 - pyskl - INFO - Epoch [126][6000/7492] lr: 3.143e-03, eta: 1 day, 1:50:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4094, top5_acc: 0.6722, loss_cls: 6.6423, loss: 6.6423 2025-08-18 04:52:36,798 - pyskl - INFO - Epoch [126][6100/7492] lr: 3.139e-03, eta: 1 day, 1:49:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4350, top5_acc: 0.6834, loss_cls: 6.5013, loss: 6.5013 2025-08-18 04:53:28,122 - pyskl - INFO - Epoch [126][6200/7492] lr: 3.136e-03, eta: 1 day, 1:48:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4256, top5_acc: 0.6706, loss_cls: 6.5354, loss: 6.5354 2025-08-18 04:54:19,318 - pyskl - INFO - Epoch [126][6300/7492] lr: 3.133e-03, eta: 1 day, 1:47:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4119, top5_acc: 0.6797, loss_cls: 6.4665, loss: 6.4665 2025-08-18 04:55:10,856 - pyskl - INFO - Epoch [126][6400/7492] lr: 3.129e-03, eta: 1 day, 1:46:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4109, top5_acc: 0.6744, loss_cls: 6.6162, loss: 6.6162 2025-08-18 04:56:02,419 - pyskl - INFO - Epoch [126][6500/7492] lr: 3.126e-03, eta: 1 day, 1:45:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4275, top5_acc: 0.6806, loss_cls: 6.4024, loss: 6.4024 2025-08-18 04:56:53,830 - pyskl - INFO - Epoch [126][6600/7492] lr: 3.122e-03, eta: 1 day, 1:44:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4047, top5_acc: 0.6587, loss_cls: 6.7038, loss: 6.7038 2025-08-18 04:57:45,251 - pyskl - INFO - Epoch [126][6700/7492] lr: 3.119e-03, eta: 1 day, 1:44:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4228, top5_acc: 0.6869, loss_cls: 6.5057, loss: 6.5057 2025-08-18 04:58:36,457 - pyskl - INFO - Epoch [126][6800/7492] lr: 3.116e-03, eta: 1 day, 1:43:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4209, top5_acc: 0.6803, loss_cls: 6.5819, loss: 6.5819 2025-08-18 04:59:27,919 - pyskl - INFO - Epoch [126][6900/7492] lr: 3.112e-03, eta: 1 day, 1:42:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6813, loss_cls: 6.5040, loss: 6.5040 2025-08-18 05:00:19,297 - pyskl - INFO - Epoch [126][7000/7492] lr: 3.109e-03, eta: 1 day, 1:41:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4075, top5_acc: 0.6750, loss_cls: 6.6427, loss: 6.6427 2025-08-18 05:01:10,469 - pyskl - INFO - Epoch [126][7100/7492] lr: 3.106e-03, eta: 1 day, 1:40:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4216, top5_acc: 0.6753, loss_cls: 6.5649, loss: 6.5649 2025-08-18 05:02:01,981 - pyskl - INFO - Epoch [126][7200/7492] lr: 3.102e-03, eta: 1 day, 1:39:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4006, top5_acc: 0.6575, loss_cls: 6.7031, loss: 6.7031 2025-08-18 05:02:53,143 - pyskl - INFO - Epoch [126][7300/7492] lr: 3.099e-03, eta: 1 day, 1:38:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4122, top5_acc: 0.6781, loss_cls: 6.5643, loss: 6.5643 2025-08-18 05:03:44,408 - pyskl - INFO - Epoch [126][7400/7492] lr: 3.095e-03, eta: 1 day, 1:38:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4156, top5_acc: 0.6691, loss_cls: 6.5372, loss: 6.5372 2025-08-18 05:04:32,366 - pyskl - INFO - Saving checkpoint at 126 epochs 2025-08-18 05:05:26,851 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 05:05:27,589 - pyskl - INFO - top1_acc 0.3649 top5_acc 0.6182 2025-08-18 05:05:27,589 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 05:05:27,631 - pyskl - INFO - mean_acc 0.3647 2025-08-18 05:05:27,704 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_125.pth was removed 2025-08-18 05:05:28,854 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. 2025-08-18 05:05:28,855 - pyskl - INFO - Best top1_acc is 0.3649 at 126 epoch. 2025-08-18 05:05:28,876 - pyskl - INFO - Epoch(val) [126][617] top1_acc: 0.3649, top5_acc: 0.6182, mean_class_accuracy: 0.3647 2025-08-18 05:06:50,585 - pyskl - INFO - Epoch [127][100/7492] lr: 3.089e-03, eta: 1 day, 1:36:21, time: 0.817, data_time: 0.304, memory: 13026, top1_acc: 0.4356, top5_acc: 0.7013, loss_cls: 6.2671, loss: 6.2671 2025-08-18 05:07:41,853 - pyskl - INFO - Epoch [127][200/7492] lr: 3.086e-03, eta: 1 day, 1:35:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4431, top5_acc: 0.6913, loss_cls: 6.4305, loss: 6.4305 2025-08-18 05:08:32,893 - pyskl - INFO - Epoch [127][300/7492] lr: 3.082e-03, eta: 1 day, 1:34:39, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.7000, loss_cls: 6.3310, loss: 6.3310 2025-08-18 05:09:24,024 - pyskl - INFO - Epoch [127][400/7492] lr: 3.079e-03, eta: 1 day, 1:33:47, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4253, top5_acc: 0.6772, loss_cls: 6.5169, loss: 6.5169 2025-08-18 05:10:15,125 - pyskl - INFO - Epoch [127][500/7492] lr: 3.076e-03, eta: 1 day, 1:32:56, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4213, top5_acc: 0.6781, loss_cls: 6.4473, loss: 6.4473 2025-08-18 05:11:06,414 - pyskl - INFO - Epoch [127][600/7492] lr: 3.072e-03, eta: 1 day, 1:32:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4509, top5_acc: 0.7091, loss_cls: 6.3501, loss: 6.3501 2025-08-18 05:11:57,500 - pyskl - INFO - Epoch [127][700/7492] lr: 3.069e-03, eta: 1 day, 1:31:13, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4338, top5_acc: 0.6863, loss_cls: 6.4595, loss: 6.4595 2025-08-18 05:12:48,690 - pyskl - INFO - Epoch [127][800/7492] lr: 3.065e-03, eta: 1 day, 1:30:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4419, top5_acc: 0.6937, loss_cls: 6.4391, loss: 6.4391 2025-08-18 05:13:39,797 - pyskl - INFO - Epoch [127][900/7492] lr: 3.062e-03, eta: 1 day, 1:29:31, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4384, top5_acc: 0.6953, loss_cls: 6.4820, loss: 6.4820 2025-08-18 05:14:31,016 - pyskl - INFO - Epoch [127][1000/7492] lr: 3.059e-03, eta: 1 day, 1:28:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4153, top5_acc: 0.6728, loss_cls: 6.6433, loss: 6.6433 2025-08-18 05:15:22,183 - pyskl - INFO - Epoch [127][1100/7492] lr: 3.055e-03, eta: 1 day, 1:27:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4231, top5_acc: 0.6859, loss_cls: 6.5458, loss: 6.5458 2025-08-18 05:16:13,582 - pyskl - INFO - Epoch [127][1200/7492] lr: 3.052e-03, eta: 1 day, 1:26:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4231, top5_acc: 0.6844, loss_cls: 6.4951, loss: 6.4951 2025-08-18 05:17:05,023 - pyskl - INFO - Epoch [127][1300/7492] lr: 3.049e-03, eta: 1 day, 1:26:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4428, top5_acc: 0.6950, loss_cls: 6.3613, loss: 6.3613 2025-08-18 05:17:56,227 - pyskl - INFO - Epoch [127][1400/7492] lr: 3.045e-03, eta: 1 day, 1:25:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4247, top5_acc: 0.6819, loss_cls: 6.5568, loss: 6.5568 2025-08-18 05:18:47,371 - pyskl - INFO - Epoch [127][1500/7492] lr: 3.042e-03, eta: 1 day, 1:24:23, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4275, top5_acc: 0.6825, loss_cls: 6.5670, loss: 6.5670 2025-08-18 05:19:38,410 - pyskl - INFO - Epoch [127][1600/7492] lr: 3.039e-03, eta: 1 day, 1:23:32, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4253, top5_acc: 0.6844, loss_cls: 6.5495, loss: 6.5495 2025-08-18 05:20:29,751 - pyskl - INFO - Epoch [127][1700/7492] lr: 3.035e-03, eta: 1 day, 1:22:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4331, top5_acc: 0.6863, loss_cls: 6.3936, loss: 6.3936 2025-08-18 05:21:21,294 - pyskl - INFO - Epoch [127][1800/7492] lr: 3.032e-03, eta: 1 day, 1:21:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4450, top5_acc: 0.7087, loss_cls: 6.3634, loss: 6.3634 2025-08-18 05:22:12,729 - pyskl - INFO - Epoch [127][1900/7492] lr: 3.029e-03, eta: 1 day, 1:20:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4241, top5_acc: 0.6772, loss_cls: 6.5549, loss: 6.5549 2025-08-18 05:23:04,357 - pyskl - INFO - Epoch [127][2000/7492] lr: 3.025e-03, eta: 1 day, 1:20:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4244, top5_acc: 0.6872, loss_cls: 6.5206, loss: 6.5206 2025-08-18 05:23:55,696 - pyskl - INFO - Epoch [127][2100/7492] lr: 3.022e-03, eta: 1 day, 1:19:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4338, top5_acc: 0.6934, loss_cls: 6.3781, loss: 6.3781 2025-08-18 05:24:46,950 - pyskl - INFO - Epoch [127][2200/7492] lr: 3.019e-03, eta: 1 day, 1:18:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4313, top5_acc: 0.6941, loss_cls: 6.4769, loss: 6.4769 2025-08-18 05:25:38,186 - pyskl - INFO - Epoch [127][2300/7492] lr: 3.015e-03, eta: 1 day, 1:17:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4472, top5_acc: 0.6928, loss_cls: 6.4294, loss: 6.4294 2025-08-18 05:26:29,627 - pyskl - INFO - Epoch [127][2400/7492] lr: 3.012e-03, eta: 1 day, 1:16:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4316, top5_acc: 0.6759, loss_cls: 6.4641, loss: 6.4641 2025-08-18 05:27:21,247 - pyskl - INFO - Epoch [127][2500/7492] lr: 3.009e-03, eta: 1 day, 1:15:50, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6709, loss_cls: 6.4692, loss: 6.4692 2025-08-18 05:28:12,703 - pyskl - INFO - Epoch [127][2600/7492] lr: 3.005e-03, eta: 1 day, 1:14:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4228, top5_acc: 0.6756, loss_cls: 6.6564, loss: 6.6564 2025-08-18 05:29:04,313 - pyskl - INFO - Epoch [127][2700/7492] lr: 3.002e-03, eta: 1 day, 1:14:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4319, top5_acc: 0.6900, loss_cls: 6.4381, loss: 6.4381 2025-08-18 05:29:56,043 - pyskl - INFO - Epoch [127][2800/7492] lr: 2.999e-03, eta: 1 day, 1:13:17, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4225, top5_acc: 0.6797, loss_cls: 6.5414, loss: 6.5414 2025-08-18 05:30:47,826 - pyskl - INFO - Epoch [127][2900/7492] lr: 2.995e-03, eta: 1 day, 1:12:25, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4306, top5_acc: 0.6891, loss_cls: 6.4429, loss: 6.4429 2025-08-18 05:31:39,422 - pyskl - INFO - Epoch [127][3000/7492] lr: 2.992e-03, eta: 1 day, 1:11:34, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4272, top5_acc: 0.6797, loss_cls: 6.4916, loss: 6.4916 2025-08-18 05:32:31,010 - pyskl - INFO - Epoch [127][3100/7492] lr: 2.989e-03, eta: 1 day, 1:10:43, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4375, top5_acc: 0.6831, loss_cls: 6.4824, loss: 6.4824 2025-08-18 05:33:22,679 - pyskl - INFO - Epoch [127][3200/7492] lr: 2.986e-03, eta: 1 day, 1:09:52, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4134, top5_acc: 0.6719, loss_cls: 6.6180, loss: 6.6180 2025-08-18 05:34:14,289 - pyskl - INFO - Epoch [127][3300/7492] lr: 2.982e-03, eta: 1 day, 1:09:00, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4253, top5_acc: 0.6819, loss_cls: 6.5729, loss: 6.5729 2025-08-18 05:35:05,814 - pyskl - INFO - Epoch [127][3400/7492] lr: 2.979e-03, eta: 1 day, 1:08:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4216, top5_acc: 0.6781, loss_cls: 6.5936, loss: 6.5936 2025-08-18 05:35:57,310 - pyskl - INFO - Epoch [127][3500/7492] lr: 2.976e-03, eta: 1 day, 1:07:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4387, top5_acc: 0.6866, loss_cls: 6.4782, loss: 6.4782 2025-08-18 05:36:48,876 - pyskl - INFO - Epoch [127][3600/7492] lr: 2.972e-03, eta: 1 day, 1:06:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4456, top5_acc: 0.6828, loss_cls: 6.4404, loss: 6.4404 2025-08-18 05:37:40,157 - pyskl - INFO - Epoch [127][3700/7492] lr: 2.969e-03, eta: 1 day, 1:05:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4319, top5_acc: 0.6787, loss_cls: 6.5391, loss: 6.5391 2025-08-18 05:38:31,429 - pyskl - INFO - Epoch [127][3800/7492] lr: 2.966e-03, eta: 1 day, 1:04:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4238, top5_acc: 0.6794, loss_cls: 6.5434, loss: 6.5434 2025-08-18 05:39:22,924 - pyskl - INFO - Epoch [127][3900/7492] lr: 2.962e-03, eta: 1 day, 1:03:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4166, top5_acc: 0.6722, loss_cls: 6.5788, loss: 6.5788 2025-08-18 05:40:14,329 - pyskl - INFO - Epoch [127][4000/7492] lr: 2.959e-03, eta: 1 day, 1:03:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4244, top5_acc: 0.6763, loss_cls: 6.5449, loss: 6.5449 2025-08-18 05:41:05,959 - pyskl - INFO - Epoch [127][4100/7492] lr: 2.956e-03, eta: 1 day, 1:02:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4206, top5_acc: 0.6778, loss_cls: 6.5289, loss: 6.5289 2025-08-18 05:41:57,610 - pyskl - INFO - Epoch [127][4200/7492] lr: 2.952e-03, eta: 1 day, 1:01:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4269, top5_acc: 0.6806, loss_cls: 6.5165, loss: 6.5165 2025-08-18 05:42:48,872 - pyskl - INFO - Epoch [127][4300/7492] lr: 2.949e-03, eta: 1 day, 1:00:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4156, top5_acc: 0.6731, loss_cls: 6.5533, loss: 6.5533 2025-08-18 05:43:40,061 - pyskl - INFO - Epoch [127][4400/7492] lr: 2.946e-03, eta: 1 day, 0:59:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4206, top5_acc: 0.6694, loss_cls: 6.5867, loss: 6.5867 2025-08-18 05:44:31,522 - pyskl - INFO - Epoch [127][4500/7492] lr: 2.943e-03, eta: 1 day, 0:58:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4400, top5_acc: 0.6972, loss_cls: 6.4428, loss: 6.4428 2025-08-18 05:45:22,930 - pyskl - INFO - Epoch [127][4600/7492] lr: 2.939e-03, eta: 1 day, 0:57:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4350, top5_acc: 0.6881, loss_cls: 6.4083, loss: 6.4083 2025-08-18 05:46:14,228 - pyskl - INFO - Epoch [127][4700/7492] lr: 2.936e-03, eta: 1 day, 0:57:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4266, top5_acc: 0.6850, loss_cls: 6.5110, loss: 6.5110 2025-08-18 05:47:05,503 - pyskl - INFO - Epoch [127][4800/7492] lr: 2.933e-03, eta: 1 day, 0:56:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4119, top5_acc: 0.6809, loss_cls: 6.5401, loss: 6.5401 2025-08-18 05:47:56,854 - pyskl - INFO - Epoch [127][4900/7492] lr: 2.929e-03, eta: 1 day, 0:55:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4347, top5_acc: 0.6881, loss_cls: 6.3798, loss: 6.3798 2025-08-18 05:48:48,156 - pyskl - INFO - Epoch [127][5000/7492] lr: 2.926e-03, eta: 1 day, 0:54:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4419, top5_acc: 0.6828, loss_cls: 6.4565, loss: 6.4565 2025-08-18 05:49:39,447 - pyskl - INFO - Epoch [127][5100/7492] lr: 2.923e-03, eta: 1 day, 0:53:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4219, top5_acc: 0.6825, loss_cls: 6.4432, loss: 6.4432 2025-08-18 05:50:30,759 - pyskl - INFO - Epoch [127][5200/7492] lr: 2.920e-03, eta: 1 day, 0:52:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4291, top5_acc: 0.6822, loss_cls: 6.5410, loss: 6.5410 2025-08-18 05:51:21,997 - pyskl - INFO - Epoch [127][5300/7492] lr: 2.916e-03, eta: 1 day, 0:51:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4159, top5_acc: 0.6800, loss_cls: 6.5273, loss: 6.5273 2025-08-18 05:52:13,293 - pyskl - INFO - Epoch [127][5400/7492] lr: 2.913e-03, eta: 1 day, 0:51:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4300, top5_acc: 0.6869, loss_cls: 6.4569, loss: 6.4569 2025-08-18 05:53:04,678 - pyskl - INFO - Epoch [127][5500/7492] lr: 2.910e-03, eta: 1 day, 0:50:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4253, top5_acc: 0.6809, loss_cls: 6.4804, loss: 6.4804 2025-08-18 05:53:56,337 - pyskl - INFO - Epoch [127][5600/7492] lr: 2.907e-03, eta: 1 day, 0:49:21, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4269, top5_acc: 0.6863, loss_cls: 6.4206, loss: 6.4206 2025-08-18 05:54:47,759 - pyskl - INFO - Epoch [127][5700/7492] lr: 2.903e-03, eta: 1 day, 0:48:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4241, top5_acc: 0.6778, loss_cls: 6.4806, loss: 6.4806 2025-08-18 05:55:38,989 - pyskl - INFO - Epoch [127][5800/7492] lr: 2.900e-03, eta: 1 day, 0:47:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4322, top5_acc: 0.6837, loss_cls: 6.5231, loss: 6.5231 2025-08-18 05:56:30,239 - pyskl - INFO - Epoch [127][5900/7492] lr: 2.897e-03, eta: 1 day, 0:46:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4184, top5_acc: 0.6663, loss_cls: 6.6152, loss: 6.6152 2025-08-18 05:57:21,437 - pyskl - INFO - Epoch [127][6000/7492] lr: 2.893e-03, eta: 1 day, 0:45:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4256, top5_acc: 0.6797, loss_cls: 6.5841, loss: 6.5841 2025-08-18 05:58:12,756 - pyskl - INFO - Epoch [127][6100/7492] lr: 2.890e-03, eta: 1 day, 0:45:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4144, top5_acc: 0.6716, loss_cls: 6.6045, loss: 6.6045 2025-08-18 05:59:03,984 - pyskl - INFO - Epoch [127][6200/7492] lr: 2.887e-03, eta: 1 day, 0:44:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4331, top5_acc: 0.6837, loss_cls: 6.5173, loss: 6.5173 2025-08-18 05:59:55,147 - pyskl - INFO - Epoch [127][6300/7492] lr: 2.884e-03, eta: 1 day, 0:43:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4228, top5_acc: 0.6919, loss_cls: 6.4453, loss: 6.4453 2025-08-18 06:00:46,370 - pyskl - INFO - Epoch [127][6400/7492] lr: 2.880e-03, eta: 1 day, 0:42:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4253, top5_acc: 0.7006, loss_cls: 6.5392, loss: 6.5392 2025-08-18 06:01:37,773 - pyskl - INFO - Epoch [127][6500/7492] lr: 2.877e-03, eta: 1 day, 0:41:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4141, top5_acc: 0.6631, loss_cls: 6.5982, loss: 6.5982 2025-08-18 06:02:29,208 - pyskl - INFO - Epoch [127][6600/7492] lr: 2.874e-03, eta: 1 day, 0:40:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4284, top5_acc: 0.6875, loss_cls: 6.5054, loss: 6.5054 2025-08-18 06:03:20,689 - pyskl - INFO - Epoch [127][6700/7492] lr: 2.871e-03, eta: 1 day, 0:39:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4294, top5_acc: 0.6897, loss_cls: 6.5021, loss: 6.5021 2025-08-18 06:04:12,240 - pyskl - INFO - Epoch [127][6800/7492] lr: 2.867e-03, eta: 1 day, 0:39:06, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6797, loss_cls: 6.5321, loss: 6.5321 2025-08-18 06:05:03,758 - pyskl - INFO - Epoch [127][6900/7492] lr: 2.864e-03, eta: 1 day, 0:38:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4219, top5_acc: 0.6681, loss_cls: 6.4755, loss: 6.4755 2025-08-18 06:05:54,937 - pyskl - INFO - Epoch [127][7000/7492] lr: 2.861e-03, eta: 1 day, 0:37:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4241, top5_acc: 0.6841, loss_cls: 6.4157, loss: 6.4157 2025-08-18 06:06:46,262 - pyskl - INFO - Epoch [127][7100/7492] lr: 2.858e-03, eta: 1 day, 0:36:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4372, top5_acc: 0.6916, loss_cls: 6.3737, loss: 6.3737 2025-08-18 06:07:37,783 - pyskl - INFO - Epoch [127][7200/7492] lr: 2.854e-03, eta: 1 day, 0:35:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4247, top5_acc: 0.6775, loss_cls: 6.5445, loss: 6.5445 2025-08-18 06:08:29,023 - pyskl - INFO - Epoch [127][7300/7492] lr: 2.851e-03, eta: 1 day, 0:34:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4316, top5_acc: 0.6797, loss_cls: 6.5429, loss: 6.5429 2025-08-18 06:09:20,250 - pyskl - INFO - Epoch [127][7400/7492] lr: 2.848e-03, eta: 1 day, 0:33:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6806, loss_cls: 6.5317, loss: 6.5317 2025-08-18 06:10:08,393 - pyskl - INFO - Saving checkpoint at 127 epochs 2025-08-18 06:11:04,733 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 06:11:05,490 - pyskl - INFO - top1_acc 0.3705 top5_acc 0.6272 2025-08-18 06:11:05,491 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 06:11:05,528 - pyskl - INFO - mean_acc 0.3702 2025-08-18 06:11:05,588 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_126.pth was removed 2025-08-18 06:11:06,722 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2025-08-18 06:11:06,723 - pyskl - INFO - Best top1_acc is 0.3705 at 127 epoch. 2025-08-18 06:11:06,735 - pyskl - INFO - Epoch(val) [127][617] top1_acc: 0.3705, top5_acc: 0.6272, mean_class_accuracy: 0.3702 2025-08-18 06:12:28,554 - pyskl - INFO - Epoch [128][100/7492] lr: 2.842e-03, eta: 1 day, 0:32:16, time: 0.818, data_time: 0.305, memory: 13026, top1_acc: 0.4425, top5_acc: 0.6953, loss_cls: 6.3739, loss: 6.3739 2025-08-18 06:13:19,957 - pyskl - INFO - Epoch [128][200/7492] lr: 2.838e-03, eta: 1 day, 0:31:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4566, top5_acc: 0.6978, loss_cls: 6.3235, loss: 6.3235 2025-08-18 06:14:11,128 - pyskl - INFO - Epoch [128][300/7492] lr: 2.835e-03, eta: 1 day, 0:30:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4509, top5_acc: 0.6972, loss_cls: 6.3746, loss: 6.3746 2025-08-18 06:15:02,317 - pyskl - INFO - Epoch [128][400/7492] lr: 2.832e-03, eta: 1 day, 0:29:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4500, top5_acc: 0.7131, loss_cls: 6.3077, loss: 6.3077 2025-08-18 06:15:53,489 - pyskl - INFO - Epoch [128][500/7492] lr: 2.829e-03, eta: 1 day, 0:28:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4391, top5_acc: 0.6922, loss_cls: 6.4003, loss: 6.4003 2025-08-18 06:16:44,853 - pyskl - INFO - Epoch [128][600/7492] lr: 2.826e-03, eta: 1 day, 0:28:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4363, top5_acc: 0.6850, loss_cls: 6.4545, loss: 6.4545 2025-08-18 06:17:36,189 - pyskl - INFO - Epoch [128][700/7492] lr: 2.822e-03, eta: 1 day, 0:27:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4356, top5_acc: 0.6906, loss_cls: 6.4530, loss: 6.4530 2025-08-18 06:18:27,622 - pyskl - INFO - Epoch [128][800/7492] lr: 2.819e-03, eta: 1 day, 0:26:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4303, top5_acc: 0.6934, loss_cls: 6.4330, loss: 6.4330 2025-08-18 06:19:18,904 - pyskl - INFO - Epoch [128][900/7492] lr: 2.816e-03, eta: 1 day, 0:25:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4516, top5_acc: 0.6959, loss_cls: 6.3295, loss: 6.3295 2025-08-18 06:20:10,253 - pyskl - INFO - Epoch [128][1000/7492] lr: 2.813e-03, eta: 1 day, 0:24:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4469, top5_acc: 0.6916, loss_cls: 6.3566, loss: 6.3566 2025-08-18 06:21:01,719 - pyskl - INFO - Epoch [128][1100/7492] lr: 2.809e-03, eta: 1 day, 0:23:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4309, top5_acc: 0.6872, loss_cls: 6.4576, loss: 6.4576 2025-08-18 06:21:52,960 - pyskl - INFO - Epoch [128][1200/7492] lr: 2.806e-03, eta: 1 day, 0:22:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4306, top5_acc: 0.6816, loss_cls: 6.5221, loss: 6.5221 2025-08-18 06:22:44,474 - pyskl - INFO - Epoch [128][1300/7492] lr: 2.803e-03, eta: 1 day, 0:22:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4222, top5_acc: 0.6959, loss_cls: 6.4994, loss: 6.4994 2025-08-18 06:23:35,728 - pyskl - INFO - Epoch [128][1400/7492] lr: 2.800e-03, eta: 1 day, 0:21:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4281, top5_acc: 0.6972, loss_cls: 6.4034, loss: 6.4034 2025-08-18 06:24:27,143 - pyskl - INFO - Epoch [128][1500/7492] lr: 2.797e-03, eta: 1 day, 0:20:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4437, top5_acc: 0.7066, loss_cls: 6.3758, loss: 6.3758 2025-08-18 06:25:18,494 - pyskl - INFO - Epoch [128][1600/7492] lr: 2.793e-03, eta: 1 day, 0:19:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4313, top5_acc: 0.6784, loss_cls: 6.4870, loss: 6.4870 2025-08-18 06:26:09,980 - pyskl - INFO - Epoch [128][1700/7492] lr: 2.790e-03, eta: 1 day, 0:18:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4359, top5_acc: 0.7144, loss_cls: 6.3175, loss: 6.3175 2025-08-18 06:27:01,609 - pyskl - INFO - Epoch [128][1800/7492] lr: 2.787e-03, eta: 1 day, 0:17:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4309, top5_acc: 0.6972, loss_cls: 6.4848, loss: 6.4848 2025-08-18 06:27:52,909 - pyskl - INFO - Epoch [128][1900/7492] lr: 2.784e-03, eta: 1 day, 0:16:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4284, top5_acc: 0.6769, loss_cls: 6.4237, loss: 6.4237 2025-08-18 06:28:43,984 - pyskl - INFO - Epoch [128][2000/7492] lr: 2.781e-03, eta: 1 day, 0:16:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4397, top5_acc: 0.6987, loss_cls: 6.3748, loss: 6.3748 2025-08-18 06:29:35,114 - pyskl - INFO - Epoch [128][2100/7492] lr: 2.777e-03, eta: 1 day, 0:15:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4391, top5_acc: 0.6806, loss_cls: 6.4730, loss: 6.4730 2025-08-18 06:30:26,393 - pyskl - INFO - Epoch [128][2200/7492] lr: 2.774e-03, eta: 1 day, 0:14:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4328, top5_acc: 0.6891, loss_cls: 6.3725, loss: 6.3725 2025-08-18 06:31:17,564 - pyskl - INFO - Epoch [128][2300/7492] lr: 2.771e-03, eta: 1 day, 0:13:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4453, top5_acc: 0.7019, loss_cls: 6.3853, loss: 6.3853 2025-08-18 06:32:09,001 - pyskl - INFO - Epoch [128][2400/7492] lr: 2.768e-03, eta: 1 day, 0:12:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4484, top5_acc: 0.6841, loss_cls: 6.4641, loss: 6.4641 2025-08-18 06:33:00,531 - pyskl - INFO - Epoch [128][2500/7492] lr: 2.765e-03, eta: 1 day, 0:11:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4447, top5_acc: 0.6997, loss_cls: 6.3453, loss: 6.3453 2025-08-18 06:33:52,147 - pyskl - INFO - Epoch [128][2600/7492] lr: 2.761e-03, eta: 1 day, 0:10:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4241, top5_acc: 0.6894, loss_cls: 6.3689, loss: 6.3689 2025-08-18 06:34:43,433 - pyskl - INFO - Epoch [128][2700/7492] lr: 2.758e-03, eta: 1 day, 0:10:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4272, top5_acc: 0.6975, loss_cls: 6.3909, loss: 6.3909 2025-08-18 06:35:34,997 - pyskl - INFO - Epoch [128][2800/7492] lr: 2.755e-03, eta: 1 day, 0:09:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4297, top5_acc: 0.6834, loss_cls: 6.5512, loss: 6.5512 2025-08-18 06:36:26,254 - pyskl - INFO - Epoch [128][2900/7492] lr: 2.752e-03, eta: 1 day, 0:08:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4437, top5_acc: 0.6928, loss_cls: 6.3268, loss: 6.3268 2025-08-18 06:37:17,600 - pyskl - INFO - Epoch [128][3000/7492] lr: 2.749e-03, eta: 1 day, 0:07:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4341, top5_acc: 0.6837, loss_cls: 6.4771, loss: 6.4771 2025-08-18 06:38:09,001 - pyskl - INFO - Epoch [128][3100/7492] lr: 2.745e-03, eta: 1 day, 0:06:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4419, top5_acc: 0.6856, loss_cls: 6.4052, loss: 6.4052 2025-08-18 06:39:00,139 - pyskl - INFO - Epoch [128][3200/7492] lr: 2.742e-03, eta: 1 day, 0:05:46, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4356, top5_acc: 0.6991, loss_cls: 6.3487, loss: 6.3487 2025-08-18 06:39:51,500 - pyskl - INFO - Epoch [128][3300/7492] lr: 2.739e-03, eta: 1 day, 0:04:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4372, top5_acc: 0.6959, loss_cls: 6.4095, loss: 6.4095 2025-08-18 06:40:42,781 - pyskl - INFO - Epoch [128][3400/7492] lr: 2.736e-03, eta: 1 day, 0:04:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4297, top5_acc: 0.6894, loss_cls: 6.4774, loss: 6.4774 2025-08-18 06:41:34,162 - pyskl - INFO - Epoch [128][3500/7492] lr: 2.733e-03, eta: 1 day, 0:03:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4350, top5_acc: 0.6819, loss_cls: 6.4755, loss: 6.4755 2025-08-18 06:42:25,396 - pyskl - INFO - Epoch [128][3600/7492] lr: 2.730e-03, eta: 1 day, 0:02:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4178, top5_acc: 0.6853, loss_cls: 6.5140, loss: 6.5140 2025-08-18 06:43:16,806 - pyskl - INFO - Epoch [128][3700/7492] lr: 2.726e-03, eta: 1 day, 0:01:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4250, top5_acc: 0.6878, loss_cls: 6.4684, loss: 6.4684 2025-08-18 06:44:08,149 - pyskl - INFO - Epoch [128][3800/7492] lr: 2.723e-03, eta: 1 day, 0:00:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4313, top5_acc: 0.6897, loss_cls: 6.4982, loss: 6.4982 2025-08-18 06:44:59,515 - pyskl - INFO - Epoch [128][3900/7492] lr: 2.720e-03, eta: 23:59:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4425, top5_acc: 0.6834, loss_cls: 6.4911, loss: 6.4911 2025-08-18 06:45:50,811 - pyskl - INFO - Epoch [128][4000/7492] lr: 2.717e-03, eta: 23:58:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4356, top5_acc: 0.6941, loss_cls: 6.4290, loss: 6.4290 2025-08-18 06:46:42,243 - pyskl - INFO - Epoch [128][4100/7492] lr: 2.714e-03, eta: 23:58:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4331, top5_acc: 0.6819, loss_cls: 6.4576, loss: 6.4576 2025-08-18 06:47:33,601 - pyskl - INFO - Epoch [128][4200/7492] lr: 2.710e-03, eta: 23:57:14, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4328, top5_acc: 0.6763, loss_cls: 6.5129, loss: 6.5129 2025-08-18 06:48:25,006 - pyskl - INFO - Epoch [128][4300/7492] lr: 2.707e-03, eta: 23:56:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4278, top5_acc: 0.6972, loss_cls: 6.4675, loss: 6.4675 2025-08-18 06:49:16,266 - pyskl - INFO - Epoch [128][4400/7492] lr: 2.704e-03, eta: 23:55:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4416, top5_acc: 0.6887, loss_cls: 6.4071, loss: 6.4071 2025-08-18 06:50:07,496 - pyskl - INFO - Epoch [128][4500/7492] lr: 2.701e-03, eta: 23:54:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4309, top5_acc: 0.6809, loss_cls: 6.4537, loss: 6.4537 2025-08-18 06:50:58,945 - pyskl - INFO - Epoch [128][4600/7492] lr: 2.698e-03, eta: 23:53:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4244, top5_acc: 0.6694, loss_cls: 6.6050, loss: 6.6050 2025-08-18 06:51:50,204 - pyskl - INFO - Epoch [128][4700/7492] lr: 2.695e-03, eta: 23:52:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4231, top5_acc: 0.6787, loss_cls: 6.4388, loss: 6.4388 2025-08-18 06:52:41,470 - pyskl - INFO - Epoch [128][4800/7492] lr: 2.692e-03, eta: 23:52:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4125, top5_acc: 0.6847, loss_cls: 6.4705, loss: 6.4705 2025-08-18 06:53:33,054 - pyskl - INFO - Epoch [128][4900/7492] lr: 2.688e-03, eta: 23:51:15, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4450, top5_acc: 0.7103, loss_cls: 6.2915, loss: 6.2915 2025-08-18 06:54:24,797 - pyskl - INFO - Epoch [128][5000/7492] lr: 2.685e-03, eta: 23:50:23, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4350, top5_acc: 0.6794, loss_cls: 6.5236, loss: 6.5236 2025-08-18 06:55:16,455 - pyskl - INFO - Epoch [128][5100/7492] lr: 2.682e-03, eta: 23:49:32, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4319, top5_acc: 0.6966, loss_cls: 6.4560, loss: 6.4560 2025-08-18 06:56:07,689 - pyskl - INFO - Epoch [128][5200/7492] lr: 2.679e-03, eta: 23:48:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4259, top5_acc: 0.6919, loss_cls: 6.4381, loss: 6.4381 2025-08-18 06:56:58,891 - pyskl - INFO - Epoch [128][5300/7492] lr: 2.676e-03, eta: 23:47:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4225, top5_acc: 0.6822, loss_cls: 6.5053, loss: 6.5053 2025-08-18 06:57:50,107 - pyskl - INFO - Epoch [128][5400/7492] lr: 2.673e-03, eta: 23:46:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4503, top5_acc: 0.7022, loss_cls: 6.3953, loss: 6.3953 2025-08-18 06:58:41,269 - pyskl - INFO - Epoch [128][5500/7492] lr: 2.669e-03, eta: 23:46:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4363, top5_acc: 0.6931, loss_cls: 6.4837, loss: 6.4837 2025-08-18 06:59:32,582 - pyskl - INFO - Epoch [128][5600/7492] lr: 2.666e-03, eta: 23:45:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4391, top5_acc: 0.7006, loss_cls: 6.3733, loss: 6.3733 2025-08-18 07:00:24,041 - pyskl - INFO - Epoch [128][5700/7492] lr: 2.663e-03, eta: 23:44:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4466, top5_acc: 0.6925, loss_cls: 6.3389, loss: 6.3389 2025-08-18 07:01:15,384 - pyskl - INFO - Epoch [128][5800/7492] lr: 2.660e-03, eta: 23:43:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4275, top5_acc: 0.6803, loss_cls: 6.5175, loss: 6.5175 2025-08-18 07:02:07,480 - pyskl - INFO - Epoch [128][5900/7492] lr: 2.657e-03, eta: 23:42:42, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.4375, top5_acc: 0.6881, loss_cls: 6.4923, loss: 6.4923 2025-08-18 07:02:59,062 - pyskl - INFO - Epoch [128][6000/7492] lr: 2.654e-03, eta: 23:41:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4097, top5_acc: 0.6822, loss_cls: 6.5081, loss: 6.5081 2025-08-18 07:03:50,436 - pyskl - INFO - Epoch [128][6100/7492] lr: 2.651e-03, eta: 23:40:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4328, top5_acc: 0.6772, loss_cls: 6.5582, loss: 6.5582 2025-08-18 07:04:41,686 - pyskl - INFO - Epoch [128][6200/7492] lr: 2.648e-03, eta: 23:40:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4481, top5_acc: 0.7003, loss_cls: 6.3511, loss: 6.3511 2025-08-18 07:05:33,299 - pyskl - INFO - Epoch [128][6300/7492] lr: 2.644e-03, eta: 23:39:17, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4241, top5_acc: 0.6797, loss_cls: 6.4246, loss: 6.4246 2025-08-18 07:06:25,056 - pyskl - INFO - Epoch [128][6400/7492] lr: 2.641e-03, eta: 23:38:26, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4316, top5_acc: 0.6806, loss_cls: 6.4452, loss: 6.4452 2025-08-18 07:07:16,480 - pyskl - INFO - Epoch [128][6500/7492] lr: 2.638e-03, eta: 23:37:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4425, top5_acc: 0.6997, loss_cls: 6.4660, loss: 6.4660 2025-08-18 07:08:07,864 - pyskl - INFO - Epoch [128][6600/7492] lr: 2.635e-03, eta: 23:36:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4356, top5_acc: 0.6813, loss_cls: 6.4630, loss: 6.4630 2025-08-18 07:08:59,218 - pyskl - INFO - Epoch [128][6700/7492] lr: 2.632e-03, eta: 23:35:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4272, top5_acc: 0.6713, loss_cls: 6.5050, loss: 6.5050 2025-08-18 07:09:50,538 - pyskl - INFO - Epoch [128][6800/7492] lr: 2.629e-03, eta: 23:35:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4206, top5_acc: 0.6925, loss_cls: 6.5304, loss: 6.5304 2025-08-18 07:10:41,693 - pyskl - INFO - Epoch [128][6900/7492] lr: 2.626e-03, eta: 23:34:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4216, top5_acc: 0.6778, loss_cls: 6.4894, loss: 6.4894 2025-08-18 07:11:32,857 - pyskl - INFO - Epoch [128][7000/7492] lr: 2.623e-03, eta: 23:33:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4416, top5_acc: 0.7003, loss_cls: 6.3737, loss: 6.3737 2025-08-18 07:12:24,180 - pyskl - INFO - Epoch [128][7100/7492] lr: 2.619e-03, eta: 23:32:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4347, top5_acc: 0.6787, loss_cls: 6.5221, loss: 6.5221 2025-08-18 07:13:15,386 - pyskl - INFO - Epoch [128][7200/7492] lr: 2.616e-03, eta: 23:31:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4450, top5_acc: 0.6875, loss_cls: 6.4892, loss: 6.4892 2025-08-18 07:14:06,590 - pyskl - INFO - Epoch [128][7300/7492] lr: 2.613e-03, eta: 23:30:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4322, top5_acc: 0.6969, loss_cls: 6.5548, loss: 6.5548 2025-08-18 07:14:57,804 - pyskl - INFO - Epoch [128][7400/7492] lr: 2.610e-03, eta: 23:29:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4356, top5_acc: 0.6947, loss_cls: 6.3942, loss: 6.3942 2025-08-18 07:15:45,579 - pyskl - INFO - Saving checkpoint at 128 epochs 2025-08-18 07:16:43,183 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 07:16:43,916 - pyskl - INFO - top1_acc 0.3680 top5_acc 0.6255 2025-08-18 07:16:43,916 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 07:16:43,964 - pyskl - INFO - mean_acc 0.3677 2025-08-18 07:16:43,983 - pyskl - INFO - Epoch(val) [128][617] top1_acc: 0.3680, top5_acc: 0.6255, mean_class_accuracy: 0.3677 2025-08-18 07:18:05,586 - pyskl - INFO - Epoch [129][100/7492] lr: 2.604e-03, eta: 23:28:11, time: 0.816, data_time: 0.303, memory: 13026, top1_acc: 0.4553, top5_acc: 0.7113, loss_cls: 6.2472, loss: 6.2472 2025-08-18 07:18:56,950 - pyskl - INFO - Epoch [129][200/7492] lr: 2.601e-03, eta: 23:27:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4472, top5_acc: 0.7069, loss_cls: 6.3271, loss: 6.3271 2025-08-18 07:19:48,451 - pyskl - INFO - Epoch [129][300/7492] lr: 2.598e-03, eta: 23:26:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4572, top5_acc: 0.7103, loss_cls: 6.3053, loss: 6.3053 2025-08-18 07:20:39,765 - pyskl - INFO - Epoch [129][400/7492] lr: 2.595e-03, eta: 23:25:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4528, top5_acc: 0.6963, loss_cls: 6.3466, loss: 6.3466 2025-08-18 07:21:31,084 - pyskl - INFO - Epoch [129][500/7492] lr: 2.592e-03, eta: 23:24:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4409, top5_acc: 0.7044, loss_cls: 6.3924, loss: 6.3924 2025-08-18 07:22:22,586 - pyskl - INFO - Epoch [129][600/7492] lr: 2.589e-03, eta: 23:23:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4716, top5_acc: 0.7106, loss_cls: 6.2227, loss: 6.2227 2025-08-18 07:23:13,822 - pyskl - INFO - Epoch [129][700/7492] lr: 2.586e-03, eta: 23:23:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6906, loss_cls: 6.3883, loss: 6.3883 2025-08-18 07:24:04,975 - pyskl - INFO - Epoch [129][800/7492] lr: 2.582e-03, eta: 23:22:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4537, top5_acc: 0.7084, loss_cls: 6.2749, loss: 6.2749 2025-08-18 07:24:56,194 - pyskl - INFO - Epoch [129][900/7492] lr: 2.579e-03, eta: 23:21:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4256, top5_acc: 0.6897, loss_cls: 6.4798, loss: 6.4798 2025-08-18 07:25:47,549 - pyskl - INFO - Epoch [129][1000/7492] lr: 2.576e-03, eta: 23:20:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4400, top5_acc: 0.6947, loss_cls: 6.4356, loss: 6.4356 2025-08-18 07:26:38,716 - pyskl - INFO - Epoch [129][1100/7492] lr: 2.573e-03, eta: 23:19:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4397, top5_acc: 0.6947, loss_cls: 6.3539, loss: 6.3539 2025-08-18 07:27:29,990 - pyskl - INFO - Epoch [129][1200/7492] lr: 2.570e-03, eta: 23:18:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4534, top5_acc: 0.7022, loss_cls: 6.3109, loss: 6.3109 2025-08-18 07:28:21,428 - pyskl - INFO - Epoch [129][1300/7492] lr: 2.567e-03, eta: 23:17:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4363, top5_acc: 0.7078, loss_cls: 6.2644, loss: 6.2644 2025-08-18 07:29:12,938 - pyskl - INFO - Epoch [129][1400/7492] lr: 2.564e-03, eta: 23:17:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4478, top5_acc: 0.6972, loss_cls: 6.3982, loss: 6.3982 2025-08-18 07:30:04,466 - pyskl - INFO - Epoch [129][1500/7492] lr: 2.561e-03, eta: 23:16:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4434, top5_acc: 0.6944, loss_cls: 6.3625, loss: 6.3625 2025-08-18 07:30:55,851 - pyskl - INFO - Epoch [129][1600/7492] lr: 2.558e-03, eta: 23:15:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4338, top5_acc: 0.7066, loss_cls: 6.3669, loss: 6.3669 2025-08-18 07:31:47,385 - pyskl - INFO - Epoch [129][1700/7492] lr: 2.555e-03, eta: 23:14:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4228, top5_acc: 0.6959, loss_cls: 6.5256, loss: 6.5256 2025-08-18 07:32:38,622 - pyskl - INFO - Epoch [129][1800/7492] lr: 2.552e-03, eta: 23:13:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4350, top5_acc: 0.6987, loss_cls: 6.4236, loss: 6.4236 2025-08-18 07:33:29,994 - pyskl - INFO - Epoch [129][1900/7492] lr: 2.549e-03, eta: 23:12:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4484, top5_acc: 0.7031, loss_cls: 6.3448, loss: 6.3448 2025-08-18 07:34:21,276 - pyskl - INFO - Epoch [129][2000/7492] lr: 2.545e-03, eta: 23:11:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4409, top5_acc: 0.7066, loss_cls: 6.3513, loss: 6.3513 2025-08-18 07:35:12,641 - pyskl - INFO - Epoch [129][2100/7492] lr: 2.542e-03, eta: 23:11:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4453, top5_acc: 0.6953, loss_cls: 6.3601, loss: 6.3601 2025-08-18 07:36:04,155 - pyskl - INFO - Epoch [129][2200/7492] lr: 2.539e-03, eta: 23:10:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4387, top5_acc: 0.6987, loss_cls: 6.2877, loss: 6.2877 2025-08-18 07:36:55,589 - pyskl - INFO - Epoch [129][2300/7492] lr: 2.536e-03, eta: 23:09:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4431, top5_acc: 0.6987, loss_cls: 6.4192, loss: 6.4192 2025-08-18 07:37:47,045 - pyskl - INFO - Epoch [129][2400/7492] lr: 2.533e-03, eta: 23:08:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4359, top5_acc: 0.7031, loss_cls: 6.3803, loss: 6.3803 2025-08-18 07:38:38,587 - pyskl - INFO - Epoch [129][2500/7492] lr: 2.530e-03, eta: 23:07:41, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4403, top5_acc: 0.6959, loss_cls: 6.3768, loss: 6.3768 2025-08-18 07:39:29,803 - pyskl - INFO - Epoch [129][2600/7492] lr: 2.527e-03, eta: 23:06:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4353, top5_acc: 0.6894, loss_cls: 6.4257, loss: 6.4257 2025-08-18 07:40:21,019 - pyskl - INFO - Epoch [129][2700/7492] lr: 2.524e-03, eta: 23:05:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4447, top5_acc: 0.7134, loss_cls: 6.2574, loss: 6.2574 2025-08-18 07:41:12,534 - pyskl - INFO - Epoch [129][2800/7492] lr: 2.521e-03, eta: 23:05:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4384, top5_acc: 0.7013, loss_cls: 6.3199, loss: 6.3199 2025-08-18 07:42:03,731 - pyskl - INFO - Epoch [129][2900/7492] lr: 2.518e-03, eta: 23:04:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4369, top5_acc: 0.6834, loss_cls: 6.5142, loss: 6.5142 2025-08-18 07:42:54,915 - pyskl - INFO - Epoch [129][3000/7492] lr: 2.515e-03, eta: 23:03:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4288, top5_acc: 0.6884, loss_cls: 6.4749, loss: 6.4749 2025-08-18 07:43:46,148 - pyskl - INFO - Epoch [129][3100/7492] lr: 2.512e-03, eta: 23:02:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4397, top5_acc: 0.6897, loss_cls: 6.3823, loss: 6.3823 2025-08-18 07:44:37,395 - pyskl - INFO - Epoch [129][3200/7492] lr: 2.509e-03, eta: 23:01:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4434, top5_acc: 0.7031, loss_cls: 6.3366, loss: 6.3366 2025-08-18 07:45:28,872 - pyskl - INFO - Epoch [129][3300/7492] lr: 2.506e-03, eta: 23:00:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4469, top5_acc: 0.7034, loss_cls: 6.3185, loss: 6.3185 2025-08-18 07:46:20,108 - pyskl - INFO - Epoch [129][3400/7492] lr: 2.503e-03, eta: 22:59:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4431, top5_acc: 0.6963, loss_cls: 6.2786, loss: 6.2786 2025-08-18 07:47:11,500 - pyskl - INFO - Epoch [129][3500/7492] lr: 2.500e-03, eta: 22:59:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4509, top5_acc: 0.7050, loss_cls: 6.2951, loss: 6.2951 2025-08-18 07:48:02,976 - pyskl - INFO - Epoch [129][3600/7492] lr: 2.497e-03, eta: 22:58:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4475, top5_acc: 0.6984, loss_cls: 6.3112, loss: 6.3112 2025-08-18 07:48:54,994 - pyskl - INFO - Epoch [129][3700/7492] lr: 2.493e-03, eta: 22:57:25, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.4431, top5_acc: 0.6925, loss_cls: 6.4191, loss: 6.4191 2025-08-18 07:49:46,654 - pyskl - INFO - Epoch [129][3800/7492] lr: 2.490e-03, eta: 22:56:34, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4569, top5_acc: 0.7141, loss_cls: 6.2862, loss: 6.2862 2025-08-18 07:50:38,189 - pyskl - INFO - Epoch [129][3900/7492] lr: 2.487e-03, eta: 22:55:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4309, top5_acc: 0.6953, loss_cls: 6.3776, loss: 6.3776 2025-08-18 07:51:29,540 - pyskl - INFO - Epoch [129][4000/7492] lr: 2.484e-03, eta: 22:54:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4341, top5_acc: 0.6856, loss_cls: 6.3775, loss: 6.3775 2025-08-18 07:52:21,390 - pyskl - INFO - Epoch [129][4100/7492] lr: 2.481e-03, eta: 22:54:00, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4278, top5_acc: 0.6853, loss_cls: 6.4200, loss: 6.4200 2025-08-18 07:53:12,783 - pyskl - INFO - Epoch [129][4200/7492] lr: 2.478e-03, eta: 22:53:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4353, top5_acc: 0.7000, loss_cls: 6.3680, loss: 6.3680 2025-08-18 07:54:04,276 - pyskl - INFO - Epoch [129][4300/7492] lr: 2.475e-03, eta: 22:52:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4431, top5_acc: 0.6903, loss_cls: 6.4771, loss: 6.4771 2025-08-18 07:54:55,820 - pyskl - INFO - Epoch [129][4400/7492] lr: 2.472e-03, eta: 22:51:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4341, top5_acc: 0.6859, loss_cls: 6.4390, loss: 6.4390 2025-08-18 07:55:47,425 - pyskl - INFO - Epoch [129][4500/7492] lr: 2.469e-03, eta: 22:50:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4419, top5_acc: 0.7009, loss_cls: 6.3679, loss: 6.3679 2025-08-18 07:56:38,894 - pyskl - INFO - Epoch [129][4600/7492] lr: 2.466e-03, eta: 22:49:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4275, top5_acc: 0.6922, loss_cls: 6.4365, loss: 6.4365 2025-08-18 07:57:30,587 - pyskl - INFO - Epoch [129][4700/7492] lr: 2.463e-03, eta: 22:48:53, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4525, top5_acc: 0.6994, loss_cls: 6.3549, loss: 6.3549 2025-08-18 07:58:21,903 - pyskl - INFO - Epoch [129][4800/7492] lr: 2.460e-03, eta: 22:48:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4191, top5_acc: 0.6797, loss_cls: 6.5157, loss: 6.5157 2025-08-18 07:59:13,330 - pyskl - INFO - Epoch [129][4900/7492] lr: 2.457e-03, eta: 22:47:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4381, top5_acc: 0.7025, loss_cls: 6.4016, loss: 6.4016 2025-08-18 08:00:05,065 - pyskl - INFO - Epoch [129][5000/7492] lr: 2.454e-03, eta: 22:46:19, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4319, top5_acc: 0.6906, loss_cls: 6.3732, loss: 6.3732 2025-08-18 08:00:56,315 - pyskl - INFO - Epoch [129][5100/7492] lr: 2.451e-03, eta: 22:45:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4309, top5_acc: 0.6906, loss_cls: 6.5332, loss: 6.5332 2025-08-18 08:01:47,723 - pyskl - INFO - Epoch [129][5200/7492] lr: 2.448e-03, eta: 22:44:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4288, top5_acc: 0.6963, loss_cls: 6.5030, loss: 6.5030 2025-08-18 08:02:39,035 - pyskl - INFO - Epoch [129][5300/7492] lr: 2.445e-03, eta: 22:43:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4516, top5_acc: 0.6900, loss_cls: 6.2914, loss: 6.2914 2025-08-18 08:03:30,449 - pyskl - INFO - Epoch [129][5400/7492] lr: 2.442e-03, eta: 22:42:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4313, top5_acc: 0.6822, loss_cls: 6.3906, loss: 6.3906 2025-08-18 08:04:22,100 - pyskl - INFO - Epoch [129][5500/7492] lr: 2.439e-03, eta: 22:42:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4378, top5_acc: 0.6859, loss_cls: 6.4639, loss: 6.4639 2025-08-18 08:05:13,853 - pyskl - INFO - Epoch [129][5600/7492] lr: 2.436e-03, eta: 22:41:11, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4359, top5_acc: 0.6963, loss_cls: 6.3647, loss: 6.3647 2025-08-18 08:06:05,647 - pyskl - INFO - Epoch [129][5700/7492] lr: 2.433e-03, eta: 22:40:20, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4344, top5_acc: 0.6863, loss_cls: 6.4303, loss: 6.4303 2025-08-18 08:06:57,599 - pyskl - INFO - Epoch [129][5800/7492] lr: 2.430e-03, eta: 22:39:29, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.4453, top5_acc: 0.7131, loss_cls: 6.3089, loss: 6.3089 2025-08-18 08:07:49,287 - pyskl - INFO - Epoch [129][5900/7492] lr: 2.427e-03, eta: 22:38:38, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4409, top5_acc: 0.6903, loss_cls: 6.3847, loss: 6.3847 2025-08-18 08:08:41,049 - pyskl - INFO - Epoch [129][6000/7492] lr: 2.424e-03, eta: 22:37:46, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4272, top5_acc: 0.6803, loss_cls: 6.5003, loss: 6.5003 2025-08-18 08:09:32,526 - pyskl - INFO - Epoch [129][6100/7492] lr: 2.421e-03, eta: 22:36:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6894, loss_cls: 6.4502, loss: 6.4502 2025-08-18 08:10:24,055 - pyskl - INFO - Epoch [129][6200/7492] lr: 2.418e-03, eta: 22:36:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4347, top5_acc: 0.6825, loss_cls: 6.4658, loss: 6.4658 2025-08-18 08:11:15,477 - pyskl - INFO - Epoch [129][6300/7492] lr: 2.415e-03, eta: 22:35:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4419, top5_acc: 0.6937, loss_cls: 6.3891, loss: 6.3891 2025-08-18 08:12:06,818 - pyskl - INFO - Epoch [129][6400/7492] lr: 2.412e-03, eta: 22:34:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4325, top5_acc: 0.6878, loss_cls: 6.4784, loss: 6.4784 2025-08-18 08:12:58,073 - pyskl - INFO - Epoch [129][6500/7492] lr: 2.409e-03, eta: 22:33:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4391, top5_acc: 0.6916, loss_cls: 6.4092, loss: 6.4092 2025-08-18 08:13:49,527 - pyskl - INFO - Epoch [129][6600/7492] lr: 2.406e-03, eta: 22:32:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4194, top5_acc: 0.6591, loss_cls: 6.6078, loss: 6.6078 2025-08-18 08:14:40,983 - pyskl - INFO - Epoch [129][6700/7492] lr: 2.403e-03, eta: 22:31:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4350, top5_acc: 0.6834, loss_cls: 6.4287, loss: 6.4287 2025-08-18 08:15:32,672 - pyskl - INFO - Epoch [129][6800/7492] lr: 2.400e-03, eta: 22:30:56, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4509, top5_acc: 0.7053, loss_cls: 6.2903, loss: 6.2903 2025-08-18 08:16:24,055 - pyskl - INFO - Epoch [129][6900/7492] lr: 2.397e-03, eta: 22:30:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4550, top5_acc: 0.7084, loss_cls: 6.2595, loss: 6.2595 2025-08-18 08:17:15,393 - pyskl - INFO - Epoch [129][7000/7492] lr: 2.394e-03, eta: 22:29:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4334, top5_acc: 0.6819, loss_cls: 6.4727, loss: 6.4727 2025-08-18 08:18:07,200 - pyskl - INFO - Epoch [129][7100/7492] lr: 2.391e-03, eta: 22:28:23, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4519, top5_acc: 0.6987, loss_cls: 6.3054, loss: 6.3054 2025-08-18 08:18:58,659 - pyskl - INFO - Epoch [129][7200/7492] lr: 2.388e-03, eta: 22:27:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4188, top5_acc: 0.6747, loss_cls: 6.5644, loss: 6.5644 2025-08-18 08:19:50,310 - pyskl - INFO - Epoch [129][7300/7492] lr: 2.385e-03, eta: 22:26:40, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4412, top5_acc: 0.6881, loss_cls: 6.4687, loss: 6.4687 2025-08-18 08:20:41,829 - pyskl - INFO - Epoch [129][7400/7492] lr: 2.382e-03, eta: 22:25:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4288, top5_acc: 0.6950, loss_cls: 6.4214, loss: 6.4214 2025-08-18 08:21:29,951 - pyskl - INFO - Saving checkpoint at 129 epochs 2025-08-18 08:22:27,270 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 08:22:28,000 - pyskl - INFO - top1_acc 0.3760 top5_acc 0.6357 2025-08-18 08:22:28,001 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 08:22:28,034 - pyskl - INFO - mean_acc 0.3757 2025-08-18 08:22:28,089 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_127.pth was removed 2025-08-18 08:22:29,166 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2025-08-18 08:22:29,168 - pyskl - INFO - Best top1_acc is 0.3760 at 129 epoch. 2025-08-18 08:22:29,185 - pyskl - INFO - Epoch(val) [129][617] top1_acc: 0.3760, top5_acc: 0.6357, mean_class_accuracy: 0.3757 2025-08-18 08:23:50,885 - pyskl - INFO - Epoch [130][100/7492] lr: 2.376e-03, eta: 22:24:08, time: 0.817, data_time: 0.301, memory: 13026, top1_acc: 0.4550, top5_acc: 0.7116, loss_cls: 6.3253, loss: 6.3253 2025-08-18 08:24:42,301 - pyskl - INFO - Epoch [130][200/7492] lr: 2.373e-03, eta: 22:23:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4487, top5_acc: 0.7119, loss_cls: 6.2437, loss: 6.2437 2025-08-18 08:25:33,698 - pyskl - INFO - Epoch [130][300/7492] lr: 2.370e-03, eta: 22:22:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4522, top5_acc: 0.7050, loss_cls: 6.2605, loss: 6.2605 2025-08-18 08:26:25,019 - pyskl - INFO - Epoch [130][400/7492] lr: 2.367e-03, eta: 22:21:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4400, top5_acc: 0.6991, loss_cls: 6.3737, loss: 6.3737 2025-08-18 08:27:16,472 - pyskl - INFO - Epoch [130][500/7492] lr: 2.364e-03, eta: 22:20:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4425, top5_acc: 0.6956, loss_cls: 6.3381, loss: 6.3381 2025-08-18 08:28:08,039 - pyskl - INFO - Epoch [130][600/7492] lr: 2.362e-03, eta: 22:19:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4384, top5_acc: 0.7059, loss_cls: 6.4223, loss: 6.4223 2025-08-18 08:28:59,454 - pyskl - INFO - Epoch [130][700/7492] lr: 2.359e-03, eta: 22:19:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4412, top5_acc: 0.7059, loss_cls: 6.2883, loss: 6.2883 2025-08-18 08:29:51,012 - pyskl - INFO - Epoch [130][800/7492] lr: 2.356e-03, eta: 22:18:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4406, top5_acc: 0.6984, loss_cls: 6.3611, loss: 6.3611 2025-08-18 08:30:42,452 - pyskl - INFO - Epoch [130][900/7492] lr: 2.353e-03, eta: 22:17:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4544, top5_acc: 0.7188, loss_cls: 6.1892, loss: 6.1892 2025-08-18 08:31:33,700 - pyskl - INFO - Epoch [130][1000/7492] lr: 2.350e-03, eta: 22:16:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4678, top5_acc: 0.7144, loss_cls: 6.1774, loss: 6.1774 2025-08-18 08:32:25,020 - pyskl - INFO - Epoch [130][1100/7492] lr: 2.347e-03, eta: 22:15:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4303, top5_acc: 0.6875, loss_cls: 6.4862, loss: 6.4862 2025-08-18 08:33:16,414 - pyskl - INFO - Epoch [130][1200/7492] lr: 2.344e-03, eta: 22:14:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4400, top5_acc: 0.7009, loss_cls: 6.3319, loss: 6.3319 2025-08-18 08:34:07,758 - pyskl - INFO - Epoch [130][1300/7492] lr: 2.341e-03, eta: 22:13:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4594, top5_acc: 0.7109, loss_cls: 6.2499, loss: 6.2499 2025-08-18 08:34:59,482 - pyskl - INFO - Epoch [130][1400/7492] lr: 2.338e-03, eta: 22:13:01, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4350, top5_acc: 0.7041, loss_cls: 6.3354, loss: 6.3354 2025-08-18 08:35:50,937 - pyskl - INFO - Epoch [130][1500/7492] lr: 2.335e-03, eta: 22:12:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4313, top5_acc: 0.6994, loss_cls: 6.3831, loss: 6.3831 2025-08-18 08:36:42,397 - pyskl - INFO - Epoch [130][1600/7492] lr: 2.332e-03, eta: 22:11:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4525, top5_acc: 0.7125, loss_cls: 6.3326, loss: 6.3326 2025-08-18 08:37:33,577 - pyskl - INFO - Epoch [130][1700/7492] lr: 2.329e-03, eta: 22:10:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4581, top5_acc: 0.7056, loss_cls: 6.3033, loss: 6.3033 2025-08-18 08:38:24,907 - pyskl - INFO - Epoch [130][1800/7492] lr: 2.326e-03, eta: 22:09:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4462, top5_acc: 0.7172, loss_cls: 6.2761, loss: 6.2761 2025-08-18 08:39:16,205 - pyskl - INFO - Epoch [130][1900/7492] lr: 2.323e-03, eta: 22:08:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4387, top5_acc: 0.6753, loss_cls: 6.4821, loss: 6.4821 2025-08-18 08:40:07,509 - pyskl - INFO - Epoch [130][2000/7492] lr: 2.320e-03, eta: 22:07:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4544, top5_acc: 0.7044, loss_cls: 6.2763, loss: 6.2763 2025-08-18 08:40:58,987 - pyskl - INFO - Epoch [130][2100/7492] lr: 2.317e-03, eta: 22:07:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4528, top5_acc: 0.7078, loss_cls: 6.2718, loss: 6.2718 2025-08-18 08:41:50,683 - pyskl - INFO - Epoch [130][2200/7492] lr: 2.314e-03, eta: 22:06:11, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4481, top5_acc: 0.6894, loss_cls: 6.4295, loss: 6.4295 2025-08-18 08:42:42,326 - pyskl - INFO - Epoch [130][2300/7492] lr: 2.311e-03, eta: 22:05:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4459, top5_acc: 0.6994, loss_cls: 6.3582, loss: 6.3582 2025-08-18 08:43:33,665 - pyskl - INFO - Epoch [130][2400/7492] lr: 2.308e-03, eta: 22:04:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4419, top5_acc: 0.6866, loss_cls: 6.3838, loss: 6.3838 2025-08-18 08:44:25,236 - pyskl - INFO - Epoch [130][2500/7492] lr: 2.306e-03, eta: 22:03:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4316, top5_acc: 0.7072, loss_cls: 6.3079, loss: 6.3079 2025-08-18 08:45:16,641 - pyskl - INFO - Epoch [130][2600/7492] lr: 2.303e-03, eta: 22:02:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4466, top5_acc: 0.6963, loss_cls: 6.3147, loss: 6.3147 2025-08-18 08:46:08,037 - pyskl - INFO - Epoch [130][2700/7492] lr: 2.300e-03, eta: 22:01:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4622, top5_acc: 0.7137, loss_cls: 6.1905, loss: 6.1905 2025-08-18 08:46:59,541 - pyskl - INFO - Epoch [130][2800/7492] lr: 2.297e-03, eta: 22:01:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4456, top5_acc: 0.7094, loss_cls: 6.3735, loss: 6.3735 2025-08-18 08:47:51,030 - pyskl - INFO - Epoch [130][2900/7492] lr: 2.294e-03, eta: 22:00:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4444, top5_acc: 0.6978, loss_cls: 6.3917, loss: 6.3917 2025-08-18 08:48:42,483 - pyskl - INFO - Epoch [130][3000/7492] lr: 2.291e-03, eta: 21:59:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4547, top5_acc: 0.6959, loss_cls: 6.3385, loss: 6.3385 2025-08-18 08:49:33,675 - pyskl - INFO - Epoch [130][3100/7492] lr: 2.288e-03, eta: 21:58:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4313, top5_acc: 0.6806, loss_cls: 6.4688, loss: 6.4688 2025-08-18 08:50:24,923 - pyskl - INFO - Epoch [130][3200/7492] lr: 2.285e-03, eta: 21:57:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4544, top5_acc: 0.7022, loss_cls: 6.3032, loss: 6.3032 2025-08-18 08:51:16,481 - pyskl - INFO - Epoch [130][3300/7492] lr: 2.282e-03, eta: 21:56:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4466, top5_acc: 0.6966, loss_cls: 6.4767, loss: 6.4767 2025-08-18 08:52:07,731 - pyskl - INFO - Epoch [130][3400/7492] lr: 2.279e-03, eta: 21:55:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4428, top5_acc: 0.7041, loss_cls: 6.2634, loss: 6.2634 2025-08-18 08:52:59,046 - pyskl - INFO - Epoch [130][3500/7492] lr: 2.276e-03, eta: 21:55:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4481, top5_acc: 0.6966, loss_cls: 6.3572, loss: 6.3572 2025-08-18 08:53:50,360 - pyskl - INFO - Epoch [130][3600/7492] lr: 2.273e-03, eta: 21:54:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4631, top5_acc: 0.7050, loss_cls: 6.2801, loss: 6.2801 2025-08-18 08:54:41,647 - pyskl - INFO - Epoch [130][3700/7492] lr: 2.270e-03, eta: 21:53:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4400, top5_acc: 0.6959, loss_cls: 6.4082, loss: 6.4082 2025-08-18 08:55:33,098 - pyskl - INFO - Epoch [130][3800/7492] lr: 2.268e-03, eta: 21:52:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4316, top5_acc: 0.6994, loss_cls: 6.3801, loss: 6.3801 2025-08-18 08:56:24,531 - pyskl - INFO - Epoch [130][3900/7492] lr: 2.265e-03, eta: 21:51:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4434, top5_acc: 0.7031, loss_cls: 6.3652, loss: 6.3652 2025-08-18 08:57:15,951 - pyskl - INFO - Epoch [130][4000/7492] lr: 2.262e-03, eta: 21:50:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4619, top5_acc: 0.7147, loss_cls: 6.1936, loss: 6.1936 2025-08-18 08:58:07,275 - pyskl - INFO - Epoch [130][4100/7492] lr: 2.259e-03, eta: 21:49:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4453, top5_acc: 0.6969, loss_cls: 6.4206, loss: 6.4206 2025-08-18 08:58:58,615 - pyskl - INFO - Epoch [130][4200/7492] lr: 2.256e-03, eta: 21:49:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4425, top5_acc: 0.7047, loss_cls: 6.3074, loss: 6.3074 2025-08-18 08:59:50,132 - pyskl - INFO - Epoch [130][4300/7492] lr: 2.253e-03, eta: 21:48:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4528, top5_acc: 0.6947, loss_cls: 6.3375, loss: 6.3375 2025-08-18 09:00:41,455 - pyskl - INFO - Epoch [130][4400/7492] lr: 2.250e-03, eta: 21:47:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4434, top5_acc: 0.7019, loss_cls: 6.3074, loss: 6.3074 2025-08-18 09:01:32,925 - pyskl - INFO - Epoch [130][4500/7492] lr: 2.247e-03, eta: 21:46:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4606, top5_acc: 0.7097, loss_cls: 6.2959, loss: 6.2959 2025-08-18 09:02:24,152 - pyskl - INFO - Epoch [130][4600/7492] lr: 2.244e-03, eta: 21:45:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4316, top5_acc: 0.6881, loss_cls: 6.3425, loss: 6.3425 2025-08-18 09:03:15,562 - pyskl - INFO - Epoch [130][4700/7492] lr: 2.241e-03, eta: 21:44:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4472, top5_acc: 0.7084, loss_cls: 6.3453, loss: 6.3453 2025-08-18 09:04:06,892 - pyskl - INFO - Epoch [130][4800/7492] lr: 2.239e-03, eta: 21:43:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4481, top5_acc: 0.7019, loss_cls: 6.3223, loss: 6.3223 2025-08-18 09:04:58,420 - pyskl - INFO - Epoch [130][4900/7492] lr: 2.236e-03, eta: 21:43:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4334, top5_acc: 0.6950, loss_cls: 6.3175, loss: 6.3175 2025-08-18 09:05:49,686 - pyskl - INFO - Epoch [130][5000/7492] lr: 2.233e-03, eta: 21:42:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4572, top5_acc: 0.7141, loss_cls: 6.2182, loss: 6.2182 2025-08-18 09:06:41,122 - pyskl - INFO - Epoch [130][5100/7492] lr: 2.230e-03, eta: 21:41:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4419, top5_acc: 0.6981, loss_cls: 6.3134, loss: 6.3134 2025-08-18 09:07:32,491 - pyskl - INFO - Epoch [130][5200/7492] lr: 2.227e-03, eta: 21:40:33, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4294, top5_acc: 0.6978, loss_cls: 6.3072, loss: 6.3072 2025-08-18 09:08:23,862 - pyskl - INFO - Epoch [130][5300/7492] lr: 2.224e-03, eta: 21:39:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4537, top5_acc: 0.7028, loss_cls: 6.2946, loss: 6.2946 2025-08-18 09:09:15,294 - pyskl - INFO - Epoch [130][5400/7492] lr: 2.221e-03, eta: 21:38:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4294, top5_acc: 0.6913, loss_cls: 6.4147, loss: 6.4147 2025-08-18 09:10:06,655 - pyskl - INFO - Epoch [130][5500/7492] lr: 2.218e-03, eta: 21:37:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4444, top5_acc: 0.7044, loss_cls: 6.2619, loss: 6.2619 2025-08-18 09:10:57,990 - pyskl - INFO - Epoch [130][5600/7492] lr: 2.215e-03, eta: 21:37:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4456, top5_acc: 0.6872, loss_cls: 6.3537, loss: 6.3537 2025-08-18 09:11:49,554 - pyskl - INFO - Epoch [130][5700/7492] lr: 2.213e-03, eta: 21:36:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4562, top5_acc: 0.7109, loss_cls: 6.2076, loss: 6.2076 2025-08-18 09:12:41,253 - pyskl - INFO - Epoch [130][5800/7492] lr: 2.210e-03, eta: 21:35:25, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4403, top5_acc: 0.7025, loss_cls: 6.3212, loss: 6.3212 2025-08-18 09:13:32,751 - pyskl - INFO - Epoch [130][5900/7492] lr: 2.207e-03, eta: 21:34:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4403, top5_acc: 0.6766, loss_cls: 6.4565, loss: 6.4565 2025-08-18 09:14:24,549 - pyskl - INFO - Epoch [130][6000/7492] lr: 2.204e-03, eta: 21:33:42, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4363, top5_acc: 0.6884, loss_cls: 6.3949, loss: 6.3949 2025-08-18 09:15:16,086 - pyskl - INFO - Epoch [130][6100/7492] lr: 2.201e-03, eta: 21:32:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4384, top5_acc: 0.6934, loss_cls: 6.3848, loss: 6.3848 2025-08-18 09:16:07,557 - pyskl - INFO - Epoch [130][6200/7492] lr: 2.198e-03, eta: 21:32:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4469, top5_acc: 0.6922, loss_cls: 6.3607, loss: 6.3607 2025-08-18 09:16:59,435 - pyskl - INFO - Epoch [130][6300/7492] lr: 2.195e-03, eta: 21:31:09, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.4291, top5_acc: 0.6934, loss_cls: 6.4445, loss: 6.4445 2025-08-18 09:17:50,858 - pyskl - INFO - Epoch [130][6400/7492] lr: 2.193e-03, eta: 21:30:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4269, top5_acc: 0.6884, loss_cls: 6.4002, loss: 6.4002 2025-08-18 09:18:42,120 - pyskl - INFO - Epoch [130][6500/7492] lr: 2.190e-03, eta: 21:29:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4425, top5_acc: 0.7066, loss_cls: 6.4429, loss: 6.4429 2025-08-18 09:19:33,315 - pyskl - INFO - Epoch [130][6600/7492] lr: 2.187e-03, eta: 21:28:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4419, top5_acc: 0.6969, loss_cls: 6.4058, loss: 6.4058 2025-08-18 09:20:24,391 - pyskl - INFO - Epoch [130][6700/7492] lr: 2.184e-03, eta: 21:27:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4516, top5_acc: 0.6959, loss_cls: 6.3790, loss: 6.3790 2025-08-18 09:21:15,799 - pyskl - INFO - Epoch [130][6800/7492] lr: 2.181e-03, eta: 21:26:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4481, top5_acc: 0.7022, loss_cls: 6.2555, loss: 6.2555 2025-08-18 09:22:07,163 - pyskl - INFO - Epoch [130][6900/7492] lr: 2.178e-03, eta: 21:26:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4419, top5_acc: 0.7094, loss_cls: 6.2253, loss: 6.2253 2025-08-18 09:22:58,476 - pyskl - INFO - Epoch [130][7000/7492] lr: 2.175e-03, eta: 21:25:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4487, top5_acc: 0.6972, loss_cls: 6.2320, loss: 6.2320 2025-08-18 09:23:50,002 - pyskl - INFO - Epoch [130][7100/7492] lr: 2.173e-03, eta: 21:24:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4419, top5_acc: 0.6919, loss_cls: 6.2816, loss: 6.2816 2025-08-18 09:24:41,807 - pyskl - INFO - Epoch [130][7200/7492] lr: 2.170e-03, eta: 21:23:27, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4450, top5_acc: 0.6822, loss_cls: 6.3524, loss: 6.3524 2025-08-18 09:25:33,389 - pyskl - INFO - Epoch [130][7300/7492] lr: 2.167e-03, eta: 21:22:36, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4487, top5_acc: 0.7022, loss_cls: 6.2933, loss: 6.2933 2025-08-18 09:26:24,687 - pyskl - INFO - Epoch [130][7400/7492] lr: 2.164e-03, eta: 21:21:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4434, top5_acc: 0.6925, loss_cls: 6.2814, loss: 6.2814 2025-08-18 09:27:12,743 - pyskl - INFO - Saving checkpoint at 130 epochs 2025-08-18 09:28:08,876 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 09:28:09,618 - pyskl - INFO - top1_acc 0.3774 top5_acc 0.6334 2025-08-18 09:28:09,618 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 09:28:09,652 - pyskl - INFO - mean_acc 0.3771 2025-08-18 09:28:09,706 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_129.pth was removed 2025-08-18 09:28:10,765 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. 2025-08-18 09:28:10,766 - pyskl - INFO - Best top1_acc is 0.3774 at 130 epoch. 2025-08-18 09:28:10,780 - pyskl - INFO - Epoch(val) [130][617] top1_acc: 0.3774, top5_acc: 0.6334, mean_class_accuracy: 0.3771 2025-08-18 09:29:32,861 - pyskl - INFO - Epoch [131][100/7492] lr: 2.159e-03, eta: 21:20:04, time: 0.821, data_time: 0.307, memory: 13026, top1_acc: 0.4591, top5_acc: 0.7159, loss_cls: 6.1720, loss: 6.1720 2025-08-18 09:30:24,104 - pyskl - INFO - Epoch [131][200/7492] lr: 2.156e-03, eta: 21:19:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4575, top5_acc: 0.7134, loss_cls: 6.2134, loss: 6.2134 2025-08-18 09:31:15,726 - pyskl - INFO - Epoch [131][300/7492] lr: 2.153e-03, eta: 21:18:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4612, top5_acc: 0.7106, loss_cls: 6.2048, loss: 6.2048 2025-08-18 09:32:06,980 - pyskl - INFO - Epoch [131][400/7492] lr: 2.150e-03, eta: 21:17:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4556, top5_acc: 0.7194, loss_cls: 6.1769, loss: 6.1769 2025-08-18 09:32:58,000 - pyskl - INFO - Epoch [131][500/7492] lr: 2.147e-03, eta: 21:16:38, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4619, top5_acc: 0.7059, loss_cls: 6.2634, loss: 6.2634 2025-08-18 09:33:49,200 - pyskl - INFO - Epoch [131][600/7492] lr: 2.144e-03, eta: 21:15:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4603, top5_acc: 0.7222, loss_cls: 6.1813, loss: 6.1813 2025-08-18 09:34:40,510 - pyskl - INFO - Epoch [131][700/7492] lr: 2.142e-03, eta: 21:14:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4531, top5_acc: 0.7100, loss_cls: 6.3129, loss: 6.3129 2025-08-18 09:35:32,021 - pyskl - INFO - Epoch [131][800/7492] lr: 2.139e-03, eta: 21:14:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4531, top5_acc: 0.7050, loss_cls: 6.2140, loss: 6.2140 2025-08-18 09:36:23,228 - pyskl - INFO - Epoch [131][900/7492] lr: 2.136e-03, eta: 21:13:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4437, top5_acc: 0.7003, loss_cls: 6.4415, loss: 6.4415 2025-08-18 09:37:14,384 - pyskl - INFO - Epoch [131][1000/7492] lr: 2.133e-03, eta: 21:12:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4475, top5_acc: 0.7103, loss_cls: 6.1990, loss: 6.1990 2025-08-18 09:38:05,704 - pyskl - INFO - Epoch [131][1100/7492] lr: 2.130e-03, eta: 21:11:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4716, top5_acc: 0.7134, loss_cls: 6.2490, loss: 6.2490 2025-08-18 09:38:57,324 - pyskl - INFO - Epoch [131][1200/7492] lr: 2.127e-03, eta: 21:10:39, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4481, top5_acc: 0.7106, loss_cls: 6.2745, loss: 6.2745 2025-08-18 09:39:48,626 - pyskl - INFO - Epoch [131][1300/7492] lr: 2.125e-03, eta: 21:09:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4531, top5_acc: 0.7094, loss_cls: 6.3674, loss: 6.3674 2025-08-18 09:40:40,155 - pyskl - INFO - Epoch [131][1400/7492] lr: 2.122e-03, eta: 21:08:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4516, top5_acc: 0.7053, loss_cls: 6.3221, loss: 6.3221 2025-08-18 09:41:31,624 - pyskl - INFO - Epoch [131][1500/7492] lr: 2.119e-03, eta: 21:08:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4441, top5_acc: 0.7009, loss_cls: 6.3861, loss: 6.3861 2025-08-18 09:42:22,959 - pyskl - INFO - Epoch [131][1600/7492] lr: 2.116e-03, eta: 21:07:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4581, top5_acc: 0.7034, loss_cls: 6.2818, loss: 6.2818 2025-08-18 09:43:14,288 - pyskl - INFO - Epoch [131][1700/7492] lr: 2.113e-03, eta: 21:06:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4422, top5_acc: 0.7072, loss_cls: 6.2815, loss: 6.2815 2025-08-18 09:44:05,443 - pyskl - INFO - Epoch [131][1800/7492] lr: 2.111e-03, eta: 21:05:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4569, top5_acc: 0.7066, loss_cls: 6.1963, loss: 6.1963 2025-08-18 09:44:56,637 - pyskl - INFO - Epoch [131][1900/7492] lr: 2.108e-03, eta: 21:04:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4647, top5_acc: 0.7116, loss_cls: 6.1594, loss: 6.1594 2025-08-18 09:45:47,751 - pyskl - INFO - Epoch [131][2000/7492] lr: 2.105e-03, eta: 21:03:49, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4594, top5_acc: 0.7144, loss_cls: 6.2566, loss: 6.2566 2025-08-18 09:46:39,022 - pyskl - INFO - Epoch [131][2100/7492] lr: 2.102e-03, eta: 21:02:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4634, top5_acc: 0.7153, loss_cls: 6.1852, loss: 6.1852 2025-08-18 09:47:30,205 - pyskl - INFO - Epoch [131][2200/7492] lr: 2.099e-03, eta: 21:02:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4494, top5_acc: 0.7122, loss_cls: 6.3275, loss: 6.3275 2025-08-18 09:48:21,282 - pyskl - INFO - Epoch [131][2300/7492] lr: 2.096e-03, eta: 21:01:15, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4481, top5_acc: 0.7144, loss_cls: 6.3364, loss: 6.3364 2025-08-18 09:49:12,427 - pyskl - INFO - Epoch [131][2400/7492] lr: 2.094e-03, eta: 21:00:24, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4341, top5_acc: 0.6959, loss_cls: 6.3236, loss: 6.3236 2025-08-18 09:50:03,715 - pyskl - INFO - Epoch [131][2500/7492] lr: 2.091e-03, eta: 20:59:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4509, top5_acc: 0.7075, loss_cls: 6.2075, loss: 6.2075 2025-08-18 09:50:54,942 - pyskl - INFO - Epoch [131][2600/7492] lr: 2.088e-03, eta: 20:58:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4522, top5_acc: 0.7031, loss_cls: 6.3493, loss: 6.3493 2025-08-18 09:51:46,231 - pyskl - INFO - Epoch [131][2700/7492] lr: 2.085e-03, eta: 20:57:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4597, top5_acc: 0.7131, loss_cls: 6.2236, loss: 6.2236 2025-08-18 09:52:37,438 - pyskl - INFO - Epoch [131][2800/7492] lr: 2.082e-03, eta: 20:56:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4637, top5_acc: 0.7238, loss_cls: 6.1568, loss: 6.1568 2025-08-18 09:53:28,755 - pyskl - INFO - Epoch [131][2900/7492] lr: 2.080e-03, eta: 20:56:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4547, top5_acc: 0.7053, loss_cls: 6.2671, loss: 6.2671 2025-08-18 09:54:20,246 - pyskl - INFO - Epoch [131][3000/7492] lr: 2.077e-03, eta: 20:55:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4584, top5_acc: 0.7175, loss_cls: 6.2492, loss: 6.2492 2025-08-18 09:55:11,622 - pyskl - INFO - Epoch [131][3100/7492] lr: 2.074e-03, eta: 20:54:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4497, top5_acc: 0.7106, loss_cls: 6.3362, loss: 6.3362 2025-08-18 09:56:03,174 - pyskl - INFO - Epoch [131][3200/7492] lr: 2.071e-03, eta: 20:53:34, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4537, top5_acc: 0.7022, loss_cls: 6.2740, loss: 6.2740 2025-08-18 09:56:54,724 - pyskl - INFO - Epoch [131][3300/7492] lr: 2.069e-03, eta: 20:52:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4384, top5_acc: 0.7066, loss_cls: 6.3141, loss: 6.3141 2025-08-18 09:57:46,226 - pyskl - INFO - Epoch [131][3400/7492] lr: 2.066e-03, eta: 20:51:51, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4381, top5_acc: 0.7000, loss_cls: 6.2792, loss: 6.2792 2025-08-18 09:58:37,461 - pyskl - INFO - Epoch [131][3500/7492] lr: 2.063e-03, eta: 20:51:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4469, top5_acc: 0.7031, loss_cls: 6.3284, loss: 6.3284 2025-08-18 09:59:28,824 - pyskl - INFO - Epoch [131][3600/7492] lr: 2.060e-03, eta: 20:50:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4587, top5_acc: 0.7122, loss_cls: 6.2261, loss: 6.2261 2025-08-18 10:00:20,161 - pyskl - INFO - Epoch [131][3700/7492] lr: 2.057e-03, eta: 20:49:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4522, top5_acc: 0.7100, loss_cls: 6.2523, loss: 6.2523 2025-08-18 10:01:11,393 - pyskl - INFO - Epoch [131][3800/7492] lr: 2.055e-03, eta: 20:48:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4344, top5_acc: 0.6950, loss_cls: 6.3586, loss: 6.3586 2025-08-18 10:02:02,598 - pyskl - INFO - Epoch [131][3900/7492] lr: 2.052e-03, eta: 20:47:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4678, top5_acc: 0.7056, loss_cls: 6.2433, loss: 6.2433 2025-08-18 10:02:53,817 - pyskl - INFO - Epoch [131][4000/7492] lr: 2.049e-03, eta: 20:46:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4503, top5_acc: 0.6947, loss_cls: 6.3298, loss: 6.3298 2025-08-18 10:03:45,041 - pyskl - INFO - Epoch [131][4100/7492] lr: 2.046e-03, eta: 20:45:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4575, top5_acc: 0.7109, loss_cls: 6.1667, loss: 6.1667 2025-08-18 10:04:36,334 - pyskl - INFO - Epoch [131][4200/7492] lr: 2.044e-03, eta: 20:45:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4466, top5_acc: 0.7028, loss_cls: 6.2471, loss: 6.2471 2025-08-18 10:05:27,516 - pyskl - INFO - Epoch [131][4300/7492] lr: 2.041e-03, eta: 20:44:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4556, top5_acc: 0.7141, loss_cls: 6.2384, loss: 6.2384 2025-08-18 10:06:18,842 - pyskl - INFO - Epoch [131][4400/7492] lr: 2.038e-03, eta: 20:43:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4297, top5_acc: 0.6872, loss_cls: 6.4579, loss: 6.4579 2025-08-18 10:07:10,229 - pyskl - INFO - Epoch [131][4500/7492] lr: 2.035e-03, eta: 20:42:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4525, top5_acc: 0.6981, loss_cls: 6.3243, loss: 6.3243 2025-08-18 10:08:01,724 - pyskl - INFO - Epoch [131][4600/7492] lr: 2.033e-03, eta: 20:41:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4641, top5_acc: 0.7144, loss_cls: 6.2938, loss: 6.2938 2025-08-18 10:08:53,154 - pyskl - INFO - Epoch [131][4700/7492] lr: 2.030e-03, eta: 20:40:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4444, top5_acc: 0.6987, loss_cls: 6.3251, loss: 6.3251 2025-08-18 10:09:44,572 - pyskl - INFO - Epoch [131][4800/7492] lr: 2.027e-03, eta: 20:39:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4591, top5_acc: 0.7156, loss_cls: 6.2418, loss: 6.2418 2025-08-18 10:10:35,706 - pyskl - INFO - Epoch [131][4900/7492] lr: 2.024e-03, eta: 20:39:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4381, top5_acc: 0.7063, loss_cls: 6.3885, loss: 6.3885 2025-08-18 10:11:26,999 - pyskl - INFO - Epoch [131][5000/7492] lr: 2.021e-03, eta: 20:38:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4500, top5_acc: 0.6972, loss_cls: 6.4213, loss: 6.4213 2025-08-18 10:12:18,147 - pyskl - INFO - Epoch [131][5100/7492] lr: 2.019e-03, eta: 20:37:19, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4678, top5_acc: 0.7056, loss_cls: 6.2230, loss: 6.2230 2025-08-18 10:13:09,470 - pyskl - INFO - Epoch [131][5200/7492] lr: 2.016e-03, eta: 20:36:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4381, top5_acc: 0.7078, loss_cls: 6.3245, loss: 6.3245 2025-08-18 10:14:00,696 - pyskl - INFO - Epoch [131][5300/7492] lr: 2.013e-03, eta: 20:35:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4462, top5_acc: 0.6937, loss_cls: 6.3803, loss: 6.3803 2025-08-18 10:14:51,910 - pyskl - INFO - Epoch [131][5400/7492] lr: 2.010e-03, eta: 20:34:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4616, top5_acc: 0.7034, loss_cls: 6.2209, loss: 6.2209 2025-08-18 10:15:43,256 - pyskl - INFO - Epoch [131][5500/7492] lr: 2.008e-03, eta: 20:33:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4422, top5_acc: 0.6944, loss_cls: 6.3433, loss: 6.3433 2025-08-18 10:16:34,584 - pyskl - INFO - Epoch [131][5600/7492] lr: 2.005e-03, eta: 20:33:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4288, top5_acc: 0.6928, loss_cls: 6.3778, loss: 6.3778 2025-08-18 10:17:26,057 - pyskl - INFO - Epoch [131][5700/7492] lr: 2.002e-03, eta: 20:32:11, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4491, top5_acc: 0.7091, loss_cls: 6.3163, loss: 6.3163 2025-08-18 10:18:17,874 - pyskl - INFO - Epoch [131][5800/7492] lr: 2.000e-03, eta: 20:31:20, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4637, top5_acc: 0.7116, loss_cls: 6.1930, loss: 6.1930 2025-08-18 10:19:09,932 - pyskl - INFO - Epoch [131][5900/7492] lr: 1.997e-03, eta: 20:30:29, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.4647, top5_acc: 0.7134, loss_cls: 6.1578, loss: 6.1578 2025-08-18 10:20:01,356 - pyskl - INFO - Epoch [131][6000/7492] lr: 1.994e-03, eta: 20:29:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4503, top5_acc: 0.7091, loss_cls: 6.2623, loss: 6.2623 2025-08-18 10:20:52,767 - pyskl - INFO - Epoch [131][6100/7492] lr: 1.991e-03, eta: 20:28:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4466, top5_acc: 0.6937, loss_cls: 6.2853, loss: 6.2853 2025-08-18 10:21:43,956 - pyskl - INFO - Epoch [131][6200/7492] lr: 1.989e-03, eta: 20:27:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4294, top5_acc: 0.6931, loss_cls: 6.3712, loss: 6.3712 2025-08-18 10:22:34,990 - pyskl - INFO - Epoch [131][6300/7492] lr: 1.986e-03, eta: 20:27:04, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4491, top5_acc: 0.7094, loss_cls: 6.2956, loss: 6.2956 2025-08-18 10:23:26,465 - pyskl - INFO - Epoch [131][6400/7492] lr: 1.983e-03, eta: 20:26:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4394, top5_acc: 0.6941, loss_cls: 6.3009, loss: 6.3009 2025-08-18 10:24:17,526 - pyskl - INFO - Epoch [131][6500/7492] lr: 1.980e-03, eta: 20:25:21, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4316, top5_acc: 0.6906, loss_cls: 6.3909, loss: 6.3909 2025-08-18 10:25:08,720 - pyskl - INFO - Epoch [131][6600/7492] lr: 1.978e-03, eta: 20:24:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4447, top5_acc: 0.7013, loss_cls: 6.2952, loss: 6.2952 2025-08-18 10:25:59,796 - pyskl - INFO - Epoch [131][6700/7492] lr: 1.975e-03, eta: 20:23:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4500, top5_acc: 0.7116, loss_cls: 6.2227, loss: 6.2227 2025-08-18 10:26:51,095 - pyskl - INFO - Epoch [131][6800/7492] lr: 1.972e-03, eta: 20:22:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4459, top5_acc: 0.6987, loss_cls: 6.3258, loss: 6.3258 2025-08-18 10:27:42,587 - pyskl - INFO - Epoch [131][6900/7492] lr: 1.970e-03, eta: 20:21:56, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4863, top5_acc: 0.7194, loss_cls: 6.1252, loss: 6.1252 2025-08-18 10:28:34,064 - pyskl - INFO - Epoch [131][7000/7492] lr: 1.967e-03, eta: 20:21:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4306, top5_acc: 0.6841, loss_cls: 6.4182, loss: 6.4182 2025-08-18 10:29:25,258 - pyskl - INFO - Epoch [131][7100/7492] lr: 1.964e-03, eta: 20:20:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4491, top5_acc: 0.6878, loss_cls: 6.3477, loss: 6.3477 2025-08-18 10:30:16,545 - pyskl - INFO - Epoch [131][7200/7492] lr: 1.961e-03, eta: 20:19:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4494, top5_acc: 0.7022, loss_cls: 6.3219, loss: 6.3219 2025-08-18 10:31:07,721 - pyskl - INFO - Epoch [131][7300/7492] lr: 1.959e-03, eta: 20:18:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4391, top5_acc: 0.6891, loss_cls: 6.3987, loss: 6.3987 2025-08-18 10:31:58,815 - pyskl - INFO - Epoch [131][7400/7492] lr: 1.956e-03, eta: 20:17:40, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4450, top5_acc: 0.7009, loss_cls: 6.3065, loss: 6.3065 2025-08-18 10:32:46,756 - pyskl - INFO - Saving checkpoint at 131 epochs 2025-08-18 10:33:43,258 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 10:33:44,000 - pyskl - INFO - top1_acc 0.3869 top5_acc 0.6412 2025-08-18 10:33:44,000 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 10:33:44,034 - pyskl - INFO - mean_acc 0.3866 2025-08-18 10:33:44,088 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_130.pth was removed 2025-08-18 10:33:45,155 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2025-08-18 10:33:45,156 - pyskl - INFO - Best top1_acc is 0.3869 at 131 epoch. 2025-08-18 10:33:45,166 - pyskl - INFO - Epoch(val) [131][617] top1_acc: 0.3869, top5_acc: 0.6412, mean_class_accuracy: 0.3866 2025-08-18 10:35:06,562 - pyskl - INFO - Epoch [132][100/7492] lr: 1.951e-03, eta: 20:15:59, time: 0.814, data_time: 0.301, memory: 13026, top1_acc: 0.4769, top5_acc: 0.7234, loss_cls: 6.0773, loss: 6.0773 2025-08-18 10:35:57,619 - pyskl - INFO - Epoch [132][200/7492] lr: 1.948e-03, eta: 20:15:07, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4703, top5_acc: 0.7281, loss_cls: 6.0826, loss: 6.0826 2025-08-18 10:36:49,043 - pyskl - INFO - Epoch [132][300/7492] lr: 1.945e-03, eta: 20:14:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4562, top5_acc: 0.7128, loss_cls: 6.2018, loss: 6.2018 2025-08-18 10:37:40,475 - pyskl - INFO - Epoch [132][400/7492] lr: 1.943e-03, eta: 20:13:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4606, top5_acc: 0.7200, loss_cls: 6.2212, loss: 6.2212 2025-08-18 10:38:31,768 - pyskl - INFO - Epoch [132][500/7492] lr: 1.940e-03, eta: 20:12:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4669, top5_acc: 0.7222, loss_cls: 6.0849, loss: 6.0849 2025-08-18 10:39:23,157 - pyskl - INFO - Epoch [132][600/7492] lr: 1.937e-03, eta: 20:11:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4647, top5_acc: 0.7197, loss_cls: 6.1796, loss: 6.1796 2025-08-18 10:40:14,499 - pyskl - INFO - Epoch [132][700/7492] lr: 1.935e-03, eta: 20:10:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4534, top5_acc: 0.7225, loss_cls: 6.2725, loss: 6.2725 2025-08-18 10:41:06,047 - pyskl - INFO - Epoch [132][800/7492] lr: 1.932e-03, eta: 20:10:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4713, top5_acc: 0.7153, loss_cls: 6.1688, loss: 6.1688 2025-08-18 10:41:57,472 - pyskl - INFO - Epoch [132][900/7492] lr: 1.929e-03, eta: 20:09:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4644, top5_acc: 0.7234, loss_cls: 6.2222, loss: 6.2222 2025-08-18 10:42:48,904 - pyskl - INFO - Epoch [132][1000/7492] lr: 1.926e-03, eta: 20:08:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4731, top5_acc: 0.7303, loss_cls: 6.1165, loss: 6.1165 2025-08-18 10:43:40,293 - pyskl - INFO - Epoch [132][1100/7492] lr: 1.924e-03, eta: 20:07:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4547, top5_acc: 0.7125, loss_cls: 6.1510, loss: 6.1510 2025-08-18 10:44:31,472 - pyskl - INFO - Epoch [132][1200/7492] lr: 1.921e-03, eta: 20:06:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4647, top5_acc: 0.7137, loss_cls: 6.1547, loss: 6.1547 2025-08-18 10:45:22,672 - pyskl - INFO - Epoch [132][1300/7492] lr: 1.918e-03, eta: 20:05:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4609, top5_acc: 0.7063, loss_cls: 6.2212, loss: 6.2212 2025-08-18 10:46:14,207 - pyskl - INFO - Epoch [132][1400/7492] lr: 1.916e-03, eta: 20:04:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4734, top5_acc: 0.7294, loss_cls: 6.0204, loss: 6.0204 2025-08-18 10:47:05,543 - pyskl - INFO - Epoch [132][1500/7492] lr: 1.913e-03, eta: 20:04:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4603, top5_acc: 0.7206, loss_cls: 6.1368, loss: 6.1368 2025-08-18 10:47:56,778 - pyskl - INFO - Epoch [132][1600/7492] lr: 1.910e-03, eta: 20:03:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4784, top5_acc: 0.7166, loss_cls: 6.1647, loss: 6.1647 2025-08-18 10:48:47,954 - pyskl - INFO - Epoch [132][1700/7492] lr: 1.908e-03, eta: 20:02:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4566, top5_acc: 0.7159, loss_cls: 6.1695, loss: 6.1695 2025-08-18 10:49:39,061 - pyskl - INFO - Epoch [132][1800/7492] lr: 1.905e-03, eta: 20:01:27, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4584, top5_acc: 0.7225, loss_cls: 6.2837, loss: 6.2837 2025-08-18 10:50:30,354 - pyskl - INFO - Epoch [132][1900/7492] lr: 1.902e-03, eta: 20:00:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4803, top5_acc: 0.7291, loss_cls: 6.0999, loss: 6.0999 2025-08-18 10:51:21,760 - pyskl - INFO - Epoch [132][2000/7492] lr: 1.900e-03, eta: 19:59:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4797, top5_acc: 0.7134, loss_cls: 6.1577, loss: 6.1577 2025-08-18 10:52:13,181 - pyskl - INFO - Epoch [132][2100/7492] lr: 1.897e-03, eta: 19:58:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4603, top5_acc: 0.7016, loss_cls: 6.1958, loss: 6.1958 2025-08-18 10:53:04,475 - pyskl - INFO - Epoch [132][2200/7492] lr: 1.894e-03, eta: 19:58:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4684, top5_acc: 0.7159, loss_cls: 6.1440, loss: 6.1440 2025-08-18 10:53:55,718 - pyskl - INFO - Epoch [132][2300/7492] lr: 1.892e-03, eta: 19:57:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4512, top5_acc: 0.7084, loss_cls: 6.2379, loss: 6.2379 2025-08-18 10:54:46,915 - pyskl - INFO - Epoch [132][2400/7492] lr: 1.889e-03, eta: 19:56:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4550, top5_acc: 0.7003, loss_cls: 6.2577, loss: 6.2577 2025-08-18 10:55:38,298 - pyskl - INFO - Epoch [132][2500/7492] lr: 1.886e-03, eta: 19:55:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4544, top5_acc: 0.7009, loss_cls: 6.3072, loss: 6.3072 2025-08-18 10:56:29,569 - pyskl - INFO - Epoch [132][2600/7492] lr: 1.884e-03, eta: 19:54:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4516, top5_acc: 0.7159, loss_cls: 6.2326, loss: 6.2326 2025-08-18 10:57:20,746 - pyskl - INFO - Epoch [132][2700/7492] lr: 1.881e-03, eta: 19:53:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4587, top5_acc: 0.7103, loss_cls: 6.1791, loss: 6.1791 2025-08-18 10:58:11,922 - pyskl - INFO - Epoch [132][2800/7492] lr: 1.878e-03, eta: 19:52:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4472, top5_acc: 0.7119, loss_cls: 6.2352, loss: 6.2352 2025-08-18 10:59:03,193 - pyskl - INFO - Epoch [132][2900/7492] lr: 1.876e-03, eta: 19:52:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4525, top5_acc: 0.7150, loss_cls: 6.2941, loss: 6.2941 2025-08-18 10:59:54,370 - pyskl - INFO - Epoch [132][3000/7492] lr: 1.873e-03, eta: 19:51:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4484, top5_acc: 0.7119, loss_cls: 6.2596, loss: 6.2596 2025-08-18 11:00:45,721 - pyskl - INFO - Epoch [132][3100/7492] lr: 1.870e-03, eta: 19:50:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4569, top5_acc: 0.7141, loss_cls: 6.2380, loss: 6.2380 2025-08-18 11:01:37,312 - pyskl - INFO - Epoch [132][3200/7492] lr: 1.868e-03, eta: 19:49:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4497, top5_acc: 0.7050, loss_cls: 6.2115, loss: 6.2115 2025-08-18 11:02:28,720 - pyskl - INFO - Epoch [132][3300/7492] lr: 1.865e-03, eta: 19:48:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4525, top5_acc: 0.7184, loss_cls: 6.1485, loss: 6.1485 2025-08-18 11:03:19,894 - pyskl - INFO - Epoch [132][3400/7492] lr: 1.862e-03, eta: 19:47:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4544, top5_acc: 0.7113, loss_cls: 6.2807, loss: 6.2807 2025-08-18 11:04:11,036 - pyskl - INFO - Epoch [132][3500/7492] lr: 1.860e-03, eta: 19:46:55, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4491, top5_acc: 0.7053, loss_cls: 6.3207, loss: 6.3207 2025-08-18 11:05:02,087 - pyskl - INFO - Epoch [132][3600/7492] lr: 1.857e-03, eta: 19:46:04, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.4506, top5_acc: 0.6947, loss_cls: 6.3265, loss: 6.3265 2025-08-18 11:05:53,512 - pyskl - INFO - Epoch [132][3700/7492] lr: 1.854e-03, eta: 19:45:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4462, top5_acc: 0.7037, loss_cls: 6.2898, loss: 6.2898 2025-08-18 11:06:44,733 - pyskl - INFO - Epoch [132][3800/7492] lr: 1.852e-03, eta: 19:44:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4603, top5_acc: 0.7037, loss_cls: 6.2404, loss: 6.2404 2025-08-18 11:07:36,053 - pyskl - INFO - Epoch [132][3900/7492] lr: 1.849e-03, eta: 19:43:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4569, top5_acc: 0.7231, loss_cls: 6.1983, loss: 6.1983 2025-08-18 11:08:27,431 - pyskl - INFO - Epoch [132][4000/7492] lr: 1.847e-03, eta: 19:42:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4531, top5_acc: 0.7103, loss_cls: 6.1892, loss: 6.1892 2025-08-18 11:09:18,627 - pyskl - INFO - Epoch [132][4100/7492] lr: 1.844e-03, eta: 19:41:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4631, top5_acc: 0.7044, loss_cls: 6.3069, loss: 6.3069 2025-08-18 11:10:09,849 - pyskl - INFO - Epoch [132][4200/7492] lr: 1.841e-03, eta: 19:40:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4478, top5_acc: 0.7153, loss_cls: 6.2828, loss: 6.2828 2025-08-18 11:11:01,196 - pyskl - INFO - Epoch [132][4300/7492] lr: 1.839e-03, eta: 19:40:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4706, top5_acc: 0.7194, loss_cls: 6.1249, loss: 6.1249 2025-08-18 11:11:52,484 - pyskl - INFO - Epoch [132][4400/7492] lr: 1.836e-03, eta: 19:39:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4387, top5_acc: 0.6925, loss_cls: 6.3847, loss: 6.3847 2025-08-18 11:12:43,766 - pyskl - INFO - Epoch [132][4500/7492] lr: 1.833e-03, eta: 19:38:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4647, top5_acc: 0.7150, loss_cls: 6.1930, loss: 6.1930 2025-08-18 11:13:35,323 - pyskl - INFO - Epoch [132][4600/7492] lr: 1.831e-03, eta: 19:37:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4506, top5_acc: 0.7163, loss_cls: 6.1856, loss: 6.1856 2025-08-18 11:14:26,778 - pyskl - INFO - Epoch [132][4700/7492] lr: 1.828e-03, eta: 19:36:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4566, top5_acc: 0.7125, loss_cls: 6.3122, loss: 6.3122 2025-08-18 11:15:18,124 - pyskl - INFO - Epoch [132][4800/7492] lr: 1.826e-03, eta: 19:35:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4669, top5_acc: 0.7081, loss_cls: 6.1848, loss: 6.1848 2025-08-18 11:16:09,289 - pyskl - INFO - Epoch [132][4900/7492] lr: 1.823e-03, eta: 19:34:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4519, top5_acc: 0.7125, loss_cls: 6.3287, loss: 6.3287 2025-08-18 11:17:00,587 - pyskl - INFO - Epoch [132][5000/7492] lr: 1.820e-03, eta: 19:34:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4697, top5_acc: 0.7147, loss_cls: 6.2064, loss: 6.2064 2025-08-18 11:17:52,042 - pyskl - INFO - Epoch [132][5100/7492] lr: 1.818e-03, eta: 19:33:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4487, top5_acc: 0.6994, loss_cls: 6.2411, loss: 6.2411 2025-08-18 11:18:43,603 - pyskl - INFO - Epoch [132][5200/7492] lr: 1.815e-03, eta: 19:32:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4569, top5_acc: 0.7116, loss_cls: 6.1532, loss: 6.1532 2025-08-18 11:19:35,152 - pyskl - INFO - Epoch [132][5300/7492] lr: 1.812e-03, eta: 19:31:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4647, top5_acc: 0.7234, loss_cls: 6.1352, loss: 6.1352 2025-08-18 11:20:26,641 - pyskl - INFO - Epoch [132][5400/7492] lr: 1.810e-03, eta: 19:30:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4553, top5_acc: 0.7084, loss_cls: 6.2701, loss: 6.2701 2025-08-18 11:21:17,838 - pyskl - INFO - Epoch [132][5500/7492] lr: 1.807e-03, eta: 19:29:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4653, top5_acc: 0.7216, loss_cls: 6.1391, loss: 6.1391 2025-08-18 11:22:09,477 - pyskl - INFO - Epoch [132][5600/7492] lr: 1.805e-03, eta: 19:28:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4606, top5_acc: 0.7059, loss_cls: 6.2262, loss: 6.2262 2025-08-18 11:23:01,043 - pyskl - INFO - Epoch [132][5700/7492] lr: 1.802e-03, eta: 19:28:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4534, top5_acc: 0.7056, loss_cls: 6.2247, loss: 6.2247 2025-08-18 11:23:52,939 - pyskl - INFO - Epoch [132][5800/7492] lr: 1.799e-03, eta: 19:27:15, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.4541, top5_acc: 0.6997, loss_cls: 6.2518, loss: 6.2518 2025-08-18 11:24:44,447 - pyskl - INFO - Epoch [132][5900/7492] lr: 1.797e-03, eta: 19:26:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4494, top5_acc: 0.7084, loss_cls: 6.2481, loss: 6.2481 2025-08-18 11:25:35,917 - pyskl - INFO - Epoch [132][6000/7492] lr: 1.794e-03, eta: 19:25:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4559, top5_acc: 0.7034, loss_cls: 6.2137, loss: 6.2137 2025-08-18 11:26:27,321 - pyskl - INFO - Epoch [132][6100/7492] lr: 1.792e-03, eta: 19:24:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4491, top5_acc: 0.7003, loss_cls: 6.3106, loss: 6.3106 2025-08-18 11:27:18,621 - pyskl - INFO - Epoch [132][6200/7492] lr: 1.789e-03, eta: 19:23:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4556, top5_acc: 0.7063, loss_cls: 6.3000, loss: 6.3000 2025-08-18 11:28:09,897 - pyskl - INFO - Epoch [132][6300/7492] lr: 1.786e-03, eta: 19:22:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4556, top5_acc: 0.7188, loss_cls: 6.2197, loss: 6.2197 2025-08-18 11:29:01,163 - pyskl - INFO - Epoch [132][6400/7492] lr: 1.784e-03, eta: 19:22:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4609, top5_acc: 0.7100, loss_cls: 6.2070, loss: 6.2070 2025-08-18 11:29:52,394 - pyskl - INFO - Epoch [132][6500/7492] lr: 1.781e-03, eta: 19:21:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4634, top5_acc: 0.7075, loss_cls: 6.1742, loss: 6.1742 2025-08-18 11:30:43,529 - pyskl - INFO - Epoch [132][6600/7492] lr: 1.779e-03, eta: 19:20:25, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4609, top5_acc: 0.7128, loss_cls: 6.2668, loss: 6.2668 2025-08-18 11:31:34,651 - pyskl - INFO - Epoch [132][6700/7492] lr: 1.776e-03, eta: 19:19:34, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4506, top5_acc: 0.7122, loss_cls: 6.2466, loss: 6.2466 2025-08-18 11:32:26,050 - pyskl - INFO - Epoch [132][6800/7492] lr: 1.773e-03, eta: 19:18:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4581, top5_acc: 0.7191, loss_cls: 6.1431, loss: 6.1431 2025-08-18 11:33:17,666 - pyskl - INFO - Epoch [132][6900/7492] lr: 1.771e-03, eta: 19:17:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4556, top5_acc: 0.7034, loss_cls: 6.2426, loss: 6.2426 2025-08-18 11:34:09,284 - pyskl - INFO - Epoch [132][7000/7492] lr: 1.768e-03, eta: 19:17:00, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4681, top5_acc: 0.7216, loss_cls: 6.1956, loss: 6.1956 2025-08-18 11:35:00,922 - pyskl - INFO - Epoch [132][7100/7492] lr: 1.766e-03, eta: 19:16:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4662, top5_acc: 0.7016, loss_cls: 6.2907, loss: 6.2907 2025-08-18 11:35:52,222 - pyskl - INFO - Epoch [132][7200/7492] lr: 1.763e-03, eta: 19:15:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4447, top5_acc: 0.6922, loss_cls: 6.3438, loss: 6.3438 2025-08-18 11:36:43,366 - pyskl - INFO - Epoch [132][7300/7492] lr: 1.761e-03, eta: 19:14:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4666, top5_acc: 0.7166, loss_cls: 6.1949, loss: 6.1949 2025-08-18 11:37:34,576 - pyskl - INFO - Epoch [132][7400/7492] lr: 1.758e-03, eta: 19:13:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4606, top5_acc: 0.7106, loss_cls: 6.1849, loss: 6.1849 2025-08-18 11:38:22,272 - pyskl - INFO - Saving checkpoint at 132 epochs 2025-08-18 11:39:19,603 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 11:39:20,331 - pyskl - INFO - top1_acc 0.3898 top5_acc 0.6465 2025-08-18 11:39:20,331 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 11:39:20,366 - pyskl - INFO - mean_acc 0.3896 2025-08-18 11:39:20,443 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_131.pth was removed 2025-08-18 11:39:21,474 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2025-08-18 11:39:21,475 - pyskl - INFO - Best top1_acc is 0.3898 at 132 epoch. 2025-08-18 11:39:21,495 - pyskl - INFO - Epoch(val) [132][617] top1_acc: 0.3898, top5_acc: 0.6465, mean_class_accuracy: 0.3896 2025-08-18 11:40:43,425 - pyskl - INFO - Epoch [133][100/7492] lr: 1.753e-03, eta: 19:11:54, time: 0.819, data_time: 0.305, memory: 13026, top1_acc: 0.4900, top5_acc: 0.7297, loss_cls: 6.0308, loss: 6.0308 2025-08-18 11:41:34,864 - pyskl - INFO - Epoch [133][200/7492] lr: 1.750e-03, eta: 19:11:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4706, top5_acc: 0.7300, loss_cls: 6.1051, loss: 6.1051 2025-08-18 11:42:26,215 - pyskl - INFO - Epoch [133][300/7492] lr: 1.748e-03, eta: 19:10:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4750, top5_acc: 0.7247, loss_cls: 6.1202, loss: 6.1202 2025-08-18 11:43:17,556 - pyskl - INFO - Epoch [133][400/7492] lr: 1.745e-03, eta: 19:09:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4747, top5_acc: 0.7334, loss_cls: 6.0518, loss: 6.0518 2025-08-18 11:44:08,654 - pyskl - INFO - Epoch [133][500/7492] lr: 1.743e-03, eta: 19:08:29, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4769, top5_acc: 0.7394, loss_cls: 6.0752, loss: 6.0752 2025-08-18 11:44:59,833 - pyskl - INFO - Epoch [133][600/7492] lr: 1.740e-03, eta: 19:07:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4669, top5_acc: 0.7109, loss_cls: 6.2792, loss: 6.2792 2025-08-18 11:45:50,910 - pyskl - INFO - Epoch [133][700/7492] lr: 1.738e-03, eta: 19:06:46, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4869, top5_acc: 0.7288, loss_cls: 6.0885, loss: 6.0885 2025-08-18 11:46:42,179 - pyskl - INFO - Epoch [133][800/7492] lr: 1.735e-03, eta: 19:05:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4656, top5_acc: 0.7097, loss_cls: 6.2464, loss: 6.2464 2025-08-18 11:47:33,584 - pyskl - INFO - Epoch [133][900/7492] lr: 1.733e-03, eta: 19:05:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4544, top5_acc: 0.7144, loss_cls: 6.2522, loss: 6.2522 2025-08-18 11:48:24,810 - pyskl - INFO - Epoch [133][1000/7492] lr: 1.730e-03, eta: 19:04:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4750, top5_acc: 0.7278, loss_cls: 6.1408, loss: 6.1408 2025-08-18 11:49:16,201 - pyskl - INFO - Epoch [133][1100/7492] lr: 1.727e-03, eta: 19:03:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4681, top5_acc: 0.7256, loss_cls: 6.0942, loss: 6.0942 2025-08-18 11:50:07,388 - pyskl - INFO - Epoch [133][1200/7492] lr: 1.725e-03, eta: 19:02:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4691, top5_acc: 0.7072, loss_cls: 6.1170, loss: 6.1170 2025-08-18 11:50:58,471 - pyskl - INFO - Epoch [133][1300/7492] lr: 1.722e-03, eta: 19:01:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4650, top5_acc: 0.7169, loss_cls: 6.0781, loss: 6.0781 2025-08-18 11:51:49,945 - pyskl - INFO - Epoch [133][1400/7492] lr: 1.720e-03, eta: 19:00:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4694, top5_acc: 0.7191, loss_cls: 6.1038, loss: 6.1038 2025-08-18 11:52:41,344 - pyskl - INFO - Epoch [133][1500/7492] lr: 1.717e-03, eta: 18:59:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4784, top5_acc: 0.7288, loss_cls: 6.0497, loss: 6.0497 2025-08-18 11:53:32,558 - pyskl - INFO - Epoch [133][1600/7492] lr: 1.715e-03, eta: 18:59:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4775, top5_acc: 0.7072, loss_cls: 6.1606, loss: 6.1606 2025-08-18 11:54:23,708 - pyskl - INFO - Epoch [133][1700/7492] lr: 1.712e-03, eta: 18:58:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4659, top5_acc: 0.7175, loss_cls: 6.1696, loss: 6.1696 2025-08-18 11:55:14,820 - pyskl - INFO - Epoch [133][1800/7492] lr: 1.710e-03, eta: 18:57:22, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4747, top5_acc: 0.7284, loss_cls: 6.0722, loss: 6.0722 2025-08-18 11:56:05,963 - pyskl - INFO - Epoch [133][1900/7492] lr: 1.707e-03, eta: 18:56:31, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4619, top5_acc: 0.7134, loss_cls: 6.1395, loss: 6.1395 2025-08-18 11:56:57,086 - pyskl - INFO - Epoch [133][2000/7492] lr: 1.705e-03, eta: 18:55:40, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4591, top5_acc: 0.7206, loss_cls: 6.2094, loss: 6.2094 2025-08-18 11:57:48,280 - pyskl - INFO - Epoch [133][2100/7492] lr: 1.702e-03, eta: 18:54:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4478, top5_acc: 0.7188, loss_cls: 6.2485, loss: 6.2485 2025-08-18 11:58:39,570 - pyskl - INFO - Epoch [133][2200/7492] lr: 1.699e-03, eta: 18:53:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4625, top5_acc: 0.7197, loss_cls: 6.0585, loss: 6.0585 2025-08-18 11:59:30,762 - pyskl - INFO - Epoch [133][2300/7492] lr: 1.697e-03, eta: 18:53:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4797, top5_acc: 0.7281, loss_cls: 6.0920, loss: 6.0920 2025-08-18 12:00:21,995 - pyskl - INFO - Epoch [133][2400/7492] lr: 1.694e-03, eta: 18:52:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4544, top5_acc: 0.7078, loss_cls: 6.2489, loss: 6.2489 2025-08-18 12:01:13,502 - pyskl - INFO - Epoch [133][2500/7492] lr: 1.692e-03, eta: 18:51:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4634, top5_acc: 0.7191, loss_cls: 6.1545, loss: 6.1545 2025-08-18 12:02:04,821 - pyskl - INFO - Epoch [133][2600/7492] lr: 1.689e-03, eta: 18:50:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4622, top5_acc: 0.7109, loss_cls: 6.1419, loss: 6.1419 2025-08-18 12:02:55,879 - pyskl - INFO - Epoch [133][2700/7492] lr: 1.687e-03, eta: 18:49:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4678, top5_acc: 0.7241, loss_cls: 6.1925, loss: 6.1925 2025-08-18 12:03:47,253 - pyskl - INFO - Epoch [133][2800/7492] lr: 1.684e-03, eta: 18:48:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4678, top5_acc: 0.7116, loss_cls: 6.1531, loss: 6.1531 2025-08-18 12:04:38,694 - pyskl - INFO - Epoch [133][2900/7492] lr: 1.682e-03, eta: 18:47:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4587, top5_acc: 0.7113, loss_cls: 6.1722, loss: 6.1722 2025-08-18 12:05:29,962 - pyskl - INFO - Epoch [133][3000/7492] lr: 1.679e-03, eta: 18:47:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4741, top5_acc: 0.7159, loss_cls: 6.1413, loss: 6.1413 2025-08-18 12:06:21,141 - pyskl - INFO - Epoch [133][3100/7492] lr: 1.677e-03, eta: 18:46:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4713, top5_acc: 0.7288, loss_cls: 6.2030, loss: 6.2030 2025-08-18 12:07:12,379 - pyskl - INFO - Epoch [133][3200/7492] lr: 1.674e-03, eta: 18:45:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4597, top5_acc: 0.7109, loss_cls: 6.2372, loss: 6.2372 2025-08-18 12:08:03,833 - pyskl - INFO - Epoch [133][3300/7492] lr: 1.672e-03, eta: 18:44:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4569, top5_acc: 0.7103, loss_cls: 6.1475, loss: 6.1475 2025-08-18 12:08:55,209 - pyskl - INFO - Epoch [133][3400/7492] lr: 1.669e-03, eta: 18:43:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4484, top5_acc: 0.7053, loss_cls: 6.2677, loss: 6.2677 2025-08-18 12:09:46,469 - pyskl - INFO - Epoch [133][3500/7492] lr: 1.667e-03, eta: 18:42:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4669, top5_acc: 0.7203, loss_cls: 6.1896, loss: 6.1896 2025-08-18 12:10:37,972 - pyskl - INFO - Epoch [133][3600/7492] lr: 1.664e-03, eta: 18:41:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4556, top5_acc: 0.7037, loss_cls: 6.2778, loss: 6.2778 2025-08-18 12:11:29,359 - pyskl - INFO - Epoch [133][3700/7492] lr: 1.662e-03, eta: 18:41:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4778, top5_acc: 0.7194, loss_cls: 6.0774, loss: 6.0774 2025-08-18 12:12:20,518 - pyskl - INFO - Epoch [133][3800/7492] lr: 1.659e-03, eta: 18:40:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4569, top5_acc: 0.7053, loss_cls: 6.2940, loss: 6.2940 2025-08-18 12:13:11,743 - pyskl - INFO - Epoch [133][3900/7492] lr: 1.657e-03, eta: 18:39:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4659, top5_acc: 0.7212, loss_cls: 6.1421, loss: 6.1421 2025-08-18 12:14:02,976 - pyskl - INFO - Epoch [133][4000/7492] lr: 1.654e-03, eta: 18:38:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4603, top5_acc: 0.7303, loss_cls: 6.0667, loss: 6.0667 2025-08-18 12:14:54,214 - pyskl - INFO - Epoch [133][4100/7492] lr: 1.652e-03, eta: 18:37:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4713, top5_acc: 0.7181, loss_cls: 6.0928, loss: 6.0928 2025-08-18 12:15:45,406 - pyskl - INFO - Epoch [133][4200/7492] lr: 1.649e-03, eta: 18:36:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4509, top5_acc: 0.7063, loss_cls: 6.1811, loss: 6.1811 2025-08-18 12:16:36,603 - pyskl - INFO - Epoch [133][4300/7492] lr: 1.647e-03, eta: 18:36:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4603, top5_acc: 0.7063, loss_cls: 6.2497, loss: 6.2497 2025-08-18 12:17:28,074 - pyskl - INFO - Epoch [133][4400/7492] lr: 1.644e-03, eta: 18:35:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4722, top5_acc: 0.7244, loss_cls: 6.1045, loss: 6.1045 2025-08-18 12:18:19,450 - pyskl - INFO - Epoch [133][4500/7492] lr: 1.642e-03, eta: 18:34:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4553, top5_acc: 0.7150, loss_cls: 6.2056, loss: 6.2056 2025-08-18 12:19:10,984 - pyskl - INFO - Epoch [133][4600/7492] lr: 1.639e-03, eta: 18:33:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4559, top5_acc: 0.7041, loss_cls: 6.2704, loss: 6.2704 2025-08-18 12:20:02,332 - pyskl - INFO - Epoch [133][4700/7492] lr: 1.637e-03, eta: 18:32:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4566, top5_acc: 0.7116, loss_cls: 6.2096, loss: 6.2096 2025-08-18 12:20:53,761 - pyskl - INFO - Epoch [133][4800/7492] lr: 1.634e-03, eta: 18:31:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4487, top5_acc: 0.7069, loss_cls: 6.2062, loss: 6.2062 2025-08-18 12:21:45,134 - pyskl - INFO - Epoch [133][4900/7492] lr: 1.632e-03, eta: 18:30:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4581, top5_acc: 0.7156, loss_cls: 6.1831, loss: 6.1831 2025-08-18 12:22:36,379 - pyskl - INFO - Epoch [133][5000/7492] lr: 1.629e-03, eta: 18:30:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4606, top5_acc: 0.7134, loss_cls: 6.2348, loss: 6.2348 2025-08-18 12:23:27,801 - pyskl - INFO - Epoch [133][5100/7492] lr: 1.627e-03, eta: 18:29:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4581, top5_acc: 0.7184, loss_cls: 6.2198, loss: 6.2198 2025-08-18 12:24:19,234 - pyskl - INFO - Epoch [133][5200/7492] lr: 1.624e-03, eta: 18:28:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4803, top5_acc: 0.7344, loss_cls: 5.9830, loss: 5.9830 2025-08-18 12:25:10,555 - pyskl - INFO - Epoch [133][5300/7492] lr: 1.622e-03, eta: 18:27:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4559, top5_acc: 0.7119, loss_cls: 6.2606, loss: 6.2606 2025-08-18 12:26:02,054 - pyskl - INFO - Epoch [133][5400/7492] lr: 1.619e-03, eta: 18:26:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4722, top5_acc: 0.7175, loss_cls: 6.1594, loss: 6.1594 2025-08-18 12:26:53,364 - pyskl - INFO - Epoch [133][5500/7492] lr: 1.617e-03, eta: 18:25:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4713, top5_acc: 0.7147, loss_cls: 6.1381, loss: 6.1381 2025-08-18 12:27:44,660 - pyskl - INFO - Epoch [133][5600/7492] lr: 1.614e-03, eta: 18:24:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4722, top5_acc: 0.7206, loss_cls: 6.1911, loss: 6.1911 2025-08-18 12:28:36,317 - pyskl - INFO - Epoch [133][5700/7492] lr: 1.612e-03, eta: 18:24:02, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4659, top5_acc: 0.7219, loss_cls: 6.1161, loss: 6.1161 2025-08-18 12:29:27,734 - pyskl - INFO - Epoch [133][5800/7492] lr: 1.609e-03, eta: 18:23:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4484, top5_acc: 0.7056, loss_cls: 6.1699, loss: 6.1699 2025-08-18 12:30:19,243 - pyskl - INFO - Epoch [133][5900/7492] lr: 1.607e-03, eta: 18:22:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4672, top5_acc: 0.6997, loss_cls: 6.1606, loss: 6.1606 2025-08-18 12:31:10,630 - pyskl - INFO - Epoch [133][6000/7492] lr: 1.605e-03, eta: 18:21:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4713, top5_acc: 0.7147, loss_cls: 6.1398, loss: 6.1398 2025-08-18 12:32:01,897 - pyskl - INFO - Epoch [133][6100/7492] lr: 1.602e-03, eta: 18:20:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4694, top5_acc: 0.7259, loss_cls: 6.1344, loss: 6.1344 2025-08-18 12:32:53,219 - pyskl - INFO - Epoch [133][6200/7492] lr: 1.600e-03, eta: 18:19:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4628, top5_acc: 0.7194, loss_cls: 6.1638, loss: 6.1638 2025-08-18 12:33:44,448 - pyskl - INFO - Epoch [133][6300/7492] lr: 1.597e-03, eta: 18:18:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4750, top5_acc: 0.7231, loss_cls: 6.0293, loss: 6.0293 2025-08-18 12:34:35,694 - pyskl - INFO - Epoch [133][6400/7492] lr: 1.595e-03, eta: 18:18:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4556, top5_acc: 0.7044, loss_cls: 6.1854, loss: 6.1854 2025-08-18 12:35:26,982 - pyskl - INFO - Epoch [133][6500/7492] lr: 1.592e-03, eta: 18:17:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4478, top5_acc: 0.7181, loss_cls: 6.2637, loss: 6.2637 2025-08-18 12:36:18,221 - pyskl - INFO - Epoch [133][6600/7492] lr: 1.590e-03, eta: 18:16:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4725, top5_acc: 0.7191, loss_cls: 6.0786, loss: 6.0786 2025-08-18 12:37:09,834 - pyskl - INFO - Epoch [133][6700/7492] lr: 1.587e-03, eta: 18:15:29, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4550, top5_acc: 0.6978, loss_cls: 6.2981, loss: 6.2981 2025-08-18 12:38:01,509 - pyskl - INFO - Epoch [133][6800/7492] lr: 1.585e-03, eta: 18:14:38, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4572, top5_acc: 0.7134, loss_cls: 6.2478, loss: 6.2478 2025-08-18 12:38:52,778 - pyskl - INFO - Epoch [133][6900/7492] lr: 1.582e-03, eta: 18:13:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4672, top5_acc: 0.7197, loss_cls: 6.1358, loss: 6.1358 2025-08-18 12:39:44,172 - pyskl - INFO - Epoch [133][7000/7492] lr: 1.580e-03, eta: 18:12:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4669, top5_acc: 0.7181, loss_cls: 6.1318, loss: 6.1318 2025-08-18 12:40:35,582 - pyskl - INFO - Epoch [133][7100/7492] lr: 1.578e-03, eta: 18:12:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4659, top5_acc: 0.7137, loss_cls: 6.1251, loss: 6.1251 2025-08-18 12:41:27,045 - pyskl - INFO - Epoch [133][7200/7492] lr: 1.575e-03, eta: 18:11:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4609, top5_acc: 0.7238, loss_cls: 6.1243, loss: 6.1243 2025-08-18 12:42:18,292 - pyskl - INFO - Epoch [133][7300/7492] lr: 1.573e-03, eta: 18:10:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4584, top5_acc: 0.7091, loss_cls: 6.1598, loss: 6.1598 2025-08-18 12:43:09,858 - pyskl - INFO - Epoch [133][7400/7492] lr: 1.570e-03, eta: 18:09:30, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4656, top5_acc: 0.7153, loss_cls: 6.1109, loss: 6.1109 2025-08-18 12:43:57,764 - pyskl - INFO - Saving checkpoint at 133 epochs 2025-08-18 12:44:54,017 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 12:44:54,751 - pyskl - INFO - top1_acc 0.3905 top5_acc 0.6406 2025-08-18 12:44:54,752 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 12:44:54,787 - pyskl - INFO - mean_acc 0.3903 2025-08-18 12:44:54,842 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_132.pth was removed 2025-08-18 12:44:55,910 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2025-08-18 12:44:55,911 - pyskl - INFO - Best top1_acc is 0.3905 at 133 epoch. 2025-08-18 12:44:55,922 - pyskl - INFO - Epoch(val) [133][617] top1_acc: 0.3905, top5_acc: 0.6406, mean_class_accuracy: 0.3903 2025-08-18 12:46:17,689 - pyskl - INFO - Epoch [134][100/7492] lr: 1.566e-03, eta: 18:07:50, time: 0.818, data_time: 0.303, memory: 13026, top1_acc: 0.4853, top5_acc: 0.7303, loss_cls: 6.0750, loss: 6.0750 2025-08-18 12:47:09,152 - pyskl - INFO - Epoch [134][200/7492] lr: 1.563e-03, eta: 18:06:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4897, top5_acc: 0.7453, loss_cls: 5.9029, loss: 5.9029 2025-08-18 12:48:00,241 - pyskl - INFO - Epoch [134][300/7492] lr: 1.561e-03, eta: 18:06:07, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4784, top5_acc: 0.7431, loss_cls: 6.0463, loss: 6.0463 2025-08-18 12:48:51,444 - pyskl - INFO - Epoch [134][400/7492] lr: 1.558e-03, eta: 18:05:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4716, top5_acc: 0.7181, loss_cls: 6.1451, loss: 6.1451 2025-08-18 12:49:42,857 - pyskl - INFO - Epoch [134][500/7492] lr: 1.556e-03, eta: 18:04:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4706, top5_acc: 0.7275, loss_cls: 6.0839, loss: 6.0839 2025-08-18 12:50:33,965 - pyskl - INFO - Epoch [134][600/7492] lr: 1.553e-03, eta: 18:03:33, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4819, top5_acc: 0.7294, loss_cls: 6.0615, loss: 6.0615 2025-08-18 12:51:25,323 - pyskl - INFO - Epoch [134][700/7492] lr: 1.551e-03, eta: 18:02:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4784, top5_acc: 0.7272, loss_cls: 6.0708, loss: 6.0708 2025-08-18 12:52:16,668 - pyskl - INFO - Epoch [134][800/7492] lr: 1.549e-03, eta: 18:01:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4734, top5_acc: 0.7225, loss_cls: 6.0614, loss: 6.0614 2025-08-18 12:53:07,940 - pyskl - INFO - Epoch [134][900/7492] lr: 1.546e-03, eta: 18:01:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4834, top5_acc: 0.7266, loss_cls: 6.0256, loss: 6.0256 2025-08-18 12:53:59,530 - pyskl - INFO - Epoch [134][1000/7492] lr: 1.544e-03, eta: 18:00:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4709, top5_acc: 0.7216, loss_cls: 6.1436, loss: 6.1436 2025-08-18 12:54:50,878 - pyskl - INFO - Epoch [134][1100/7492] lr: 1.541e-03, eta: 17:59:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4803, top5_acc: 0.7178, loss_cls: 6.1260, loss: 6.1260 2025-08-18 12:55:42,327 - pyskl - INFO - Epoch [134][1200/7492] lr: 1.539e-03, eta: 17:58:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4744, top5_acc: 0.7250, loss_cls: 6.0866, loss: 6.0866 2025-08-18 12:56:33,914 - pyskl - INFO - Epoch [134][1300/7492] lr: 1.536e-03, eta: 17:57:34, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4659, top5_acc: 0.7262, loss_cls: 6.0714, loss: 6.0714 2025-08-18 12:57:25,228 - pyskl - INFO - Epoch [134][1400/7492] lr: 1.534e-03, eta: 17:56:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4769, top5_acc: 0.7266, loss_cls: 6.1114, loss: 6.1114 2025-08-18 12:58:16,561 - pyskl - INFO - Epoch [134][1500/7492] lr: 1.532e-03, eta: 17:55:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4691, top5_acc: 0.7238, loss_cls: 6.0924, loss: 6.0924 2025-08-18 12:59:07,853 - pyskl - INFO - Epoch [134][1600/7492] lr: 1.529e-03, eta: 17:55:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4772, top5_acc: 0.7394, loss_cls: 6.0019, loss: 6.0019 2025-08-18 12:59:59,064 - pyskl - INFO - Epoch [134][1700/7492] lr: 1.527e-03, eta: 17:54:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4694, top5_acc: 0.7272, loss_cls: 6.1571, loss: 6.1571 2025-08-18 13:00:50,386 - pyskl - INFO - Epoch [134][1800/7492] lr: 1.524e-03, eta: 17:53:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4750, top5_acc: 0.7284, loss_cls: 6.0708, loss: 6.0708 2025-08-18 13:01:41,792 - pyskl - INFO - Epoch [134][1900/7492] lr: 1.522e-03, eta: 17:52:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4747, top5_acc: 0.7047, loss_cls: 6.1082, loss: 6.1082 2025-08-18 13:02:33,249 - pyskl - INFO - Epoch [134][2000/7492] lr: 1.520e-03, eta: 17:51:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4628, top5_acc: 0.7206, loss_cls: 6.1766, loss: 6.1766 2025-08-18 13:03:24,863 - pyskl - INFO - Epoch [134][2100/7492] lr: 1.517e-03, eta: 17:50:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4475, top5_acc: 0.7075, loss_cls: 6.2020, loss: 6.2020 2025-08-18 13:04:16,271 - pyskl - INFO - Epoch [134][2200/7492] lr: 1.515e-03, eta: 17:49:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4756, top5_acc: 0.7294, loss_cls: 6.0787, loss: 6.0787 2025-08-18 13:05:07,861 - pyskl - INFO - Epoch [134][2300/7492] lr: 1.512e-03, eta: 17:49:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4881, top5_acc: 0.7306, loss_cls: 6.0892, loss: 6.0892 2025-08-18 13:05:59,663 - pyskl - INFO - Epoch [134][2400/7492] lr: 1.510e-03, eta: 17:48:11, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4825, top5_acc: 0.7325, loss_cls: 5.9699, loss: 5.9699 2025-08-18 13:06:51,013 - pyskl - INFO - Epoch [134][2500/7492] lr: 1.508e-03, eta: 17:47:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4591, top5_acc: 0.7134, loss_cls: 6.2079, loss: 6.2079 2025-08-18 13:07:42,280 - pyskl - INFO - Epoch [134][2600/7492] lr: 1.505e-03, eta: 17:46:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4578, top5_acc: 0.7191, loss_cls: 6.2458, loss: 6.2458 2025-08-18 13:08:33,650 - pyskl - INFO - Epoch [134][2700/7492] lr: 1.503e-03, eta: 17:45:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4722, top5_acc: 0.7178, loss_cls: 6.1577, loss: 6.1577 2025-08-18 13:09:25,036 - pyskl - INFO - Epoch [134][2800/7492] lr: 1.500e-03, eta: 17:44:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4509, top5_acc: 0.7125, loss_cls: 6.3108, loss: 6.3108 2025-08-18 13:10:16,380 - pyskl - INFO - Epoch [134][2900/7492] lr: 1.498e-03, eta: 17:43:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4775, top5_acc: 0.7266, loss_cls: 6.1122, loss: 6.1122 2025-08-18 13:11:08,189 - pyskl - INFO - Epoch [134][3000/7492] lr: 1.496e-03, eta: 17:43:03, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4719, top5_acc: 0.7309, loss_cls: 6.0095, loss: 6.0095 2025-08-18 13:11:59,853 - pyskl - INFO - Epoch [134][3100/7492] lr: 1.493e-03, eta: 17:42:12, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4791, top5_acc: 0.7234, loss_cls: 6.0545, loss: 6.0545 2025-08-18 13:12:51,409 - pyskl - INFO - Epoch [134][3200/7492] lr: 1.491e-03, eta: 17:41:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4775, top5_acc: 0.7234, loss_cls: 6.0496, loss: 6.0496 2025-08-18 13:13:42,695 - pyskl - INFO - Epoch [134][3300/7492] lr: 1.489e-03, eta: 17:40:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4609, top5_acc: 0.7084, loss_cls: 6.1965, loss: 6.1965 2025-08-18 13:14:34,025 - pyskl - INFO - Epoch [134][3400/7492] lr: 1.486e-03, eta: 17:39:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4622, top5_acc: 0.7184, loss_cls: 6.0931, loss: 6.0931 2025-08-18 13:15:25,639 - pyskl - INFO - Epoch [134][3500/7492] lr: 1.484e-03, eta: 17:38:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4631, top5_acc: 0.7197, loss_cls: 6.0656, loss: 6.0656 2025-08-18 13:16:17,075 - pyskl - INFO - Epoch [134][3600/7492] lr: 1.481e-03, eta: 17:37:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4806, top5_acc: 0.7306, loss_cls: 6.0011, loss: 6.0011 2025-08-18 13:17:08,309 - pyskl - INFO - Epoch [134][3700/7492] lr: 1.479e-03, eta: 17:37:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4688, top5_acc: 0.7200, loss_cls: 6.0643, loss: 6.0643 2025-08-18 13:17:59,798 - pyskl - INFO - Epoch [134][3800/7492] lr: 1.477e-03, eta: 17:36:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4869, top5_acc: 0.7231, loss_cls: 6.0182, loss: 6.0182 2025-08-18 13:18:51,117 - pyskl - INFO - Epoch [134][3900/7492] lr: 1.474e-03, eta: 17:35:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4756, top5_acc: 0.7312, loss_cls: 6.0680, loss: 6.0680 2025-08-18 13:19:42,465 - pyskl - INFO - Epoch [134][4000/7492] lr: 1.472e-03, eta: 17:34:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4700, top5_acc: 0.7122, loss_cls: 6.1486, loss: 6.1486 2025-08-18 13:20:33,699 - pyskl - INFO - Epoch [134][4100/7492] lr: 1.470e-03, eta: 17:33:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4844, top5_acc: 0.7275, loss_cls: 6.0053, loss: 6.0053 2025-08-18 13:21:25,068 - pyskl - INFO - Epoch [134][4200/7492] lr: 1.467e-03, eta: 17:32:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4881, top5_acc: 0.7391, loss_cls: 6.0770, loss: 6.0770 2025-08-18 13:22:16,331 - pyskl - INFO - Epoch [134][4300/7492] lr: 1.465e-03, eta: 17:31:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4569, top5_acc: 0.7100, loss_cls: 6.2505, loss: 6.2505 2025-08-18 13:23:07,592 - pyskl - INFO - Epoch [134][4400/7492] lr: 1.463e-03, eta: 17:31:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4603, top5_acc: 0.7297, loss_cls: 6.1939, loss: 6.1939 2025-08-18 13:23:58,780 - pyskl - INFO - Epoch [134][4500/7492] lr: 1.460e-03, eta: 17:30:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4647, top5_acc: 0.7137, loss_cls: 6.1709, loss: 6.1709 2025-08-18 13:24:50,346 - pyskl - INFO - Epoch [134][4600/7492] lr: 1.458e-03, eta: 17:29:22, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4650, top5_acc: 0.7184, loss_cls: 6.2208, loss: 6.2208 2025-08-18 13:25:41,465 - pyskl - INFO - Epoch [134][4700/7492] lr: 1.456e-03, eta: 17:28:31, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4666, top5_acc: 0.7153, loss_cls: 6.2063, loss: 6.2063 2025-08-18 13:26:32,808 - pyskl - INFO - Epoch [134][4800/7492] lr: 1.453e-03, eta: 17:27:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4691, top5_acc: 0.7244, loss_cls: 6.1768, loss: 6.1768 2025-08-18 13:27:24,234 - pyskl - INFO - Epoch [134][4900/7492] lr: 1.451e-03, eta: 17:26:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4734, top5_acc: 0.7316, loss_cls: 6.0254, loss: 6.0254 2025-08-18 13:28:15,721 - pyskl - INFO - Epoch [134][5000/7492] lr: 1.448e-03, eta: 17:25:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4622, top5_acc: 0.7206, loss_cls: 6.1015, loss: 6.1015 2025-08-18 13:29:06,998 - pyskl - INFO - Epoch [134][5100/7492] lr: 1.446e-03, eta: 17:25:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4547, top5_acc: 0.7150, loss_cls: 6.1507, loss: 6.1507 2025-08-18 13:29:58,176 - pyskl - INFO - Epoch [134][5200/7492] lr: 1.444e-03, eta: 17:24:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4741, top5_acc: 0.7266, loss_cls: 6.1075, loss: 6.1075 2025-08-18 13:30:49,435 - pyskl - INFO - Epoch [134][5300/7492] lr: 1.441e-03, eta: 17:23:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4653, top5_acc: 0.7134, loss_cls: 6.1852, loss: 6.1852 2025-08-18 13:31:40,704 - pyskl - INFO - Epoch [134][5400/7492] lr: 1.439e-03, eta: 17:22:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4825, top5_acc: 0.7272, loss_cls: 6.2151, loss: 6.2151 2025-08-18 13:32:31,968 - pyskl - INFO - Epoch [134][5500/7492] lr: 1.437e-03, eta: 17:21:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4809, top5_acc: 0.7234, loss_cls: 5.9859, loss: 5.9859 2025-08-18 13:33:23,292 - pyskl - INFO - Epoch [134][5600/7492] lr: 1.434e-03, eta: 17:20:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4688, top5_acc: 0.7269, loss_cls: 6.0649, loss: 6.0649 2025-08-18 13:34:14,776 - pyskl - INFO - Epoch [134][5700/7492] lr: 1.432e-03, eta: 17:19:58, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4772, top5_acc: 0.7319, loss_cls: 6.0153, loss: 6.0153 2025-08-18 13:35:06,204 - pyskl - INFO - Epoch [134][5800/7492] lr: 1.430e-03, eta: 17:19:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4828, top5_acc: 0.7312, loss_cls: 6.0596, loss: 6.0596 2025-08-18 13:35:57,520 - pyskl - INFO - Epoch [134][5900/7492] lr: 1.427e-03, eta: 17:18:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4675, top5_acc: 0.7137, loss_cls: 6.1061, loss: 6.1061 2025-08-18 13:36:48,992 - pyskl - INFO - Epoch [134][6000/7492] lr: 1.425e-03, eta: 17:17:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4716, top5_acc: 0.7159, loss_cls: 6.1475, loss: 6.1475 2025-08-18 13:37:40,144 - pyskl - INFO - Epoch [134][6100/7492] lr: 1.423e-03, eta: 17:16:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4775, top5_acc: 0.7306, loss_cls: 6.0483, loss: 6.0483 2025-08-18 13:38:31,435 - pyskl - INFO - Epoch [134][6200/7492] lr: 1.420e-03, eta: 17:15:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4653, top5_acc: 0.7212, loss_cls: 6.0670, loss: 6.0670 2025-08-18 13:39:22,698 - pyskl - INFO - Epoch [134][6300/7492] lr: 1.418e-03, eta: 17:14:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4497, top5_acc: 0.7091, loss_cls: 6.1934, loss: 6.1934 2025-08-18 13:40:13,866 - pyskl - INFO - Epoch [134][6400/7492] lr: 1.416e-03, eta: 17:13:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4622, top5_acc: 0.7150, loss_cls: 6.1077, loss: 6.1077 2025-08-18 13:41:05,126 - pyskl - INFO - Epoch [134][6500/7492] lr: 1.414e-03, eta: 17:13:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4738, top5_acc: 0.7131, loss_cls: 6.2008, loss: 6.2008 2025-08-18 13:41:56,342 - pyskl - INFO - Epoch [134][6600/7492] lr: 1.411e-03, eta: 17:12:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4728, top5_acc: 0.7041, loss_cls: 6.1447, loss: 6.1447 2025-08-18 13:42:47,522 - pyskl - INFO - Epoch [134][6700/7492] lr: 1.409e-03, eta: 17:11:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4731, top5_acc: 0.7125, loss_cls: 6.1342, loss: 6.1342 2025-08-18 13:43:38,941 - pyskl - INFO - Epoch [134][6800/7492] lr: 1.407e-03, eta: 17:10:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4728, top5_acc: 0.7175, loss_cls: 6.1056, loss: 6.1056 2025-08-18 13:44:30,121 - pyskl - INFO - Epoch [134][6900/7492] lr: 1.404e-03, eta: 17:09:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4734, top5_acc: 0.7128, loss_cls: 6.1003, loss: 6.1003 2025-08-18 13:45:21,608 - pyskl - INFO - Epoch [134][7000/7492] lr: 1.402e-03, eta: 17:08:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4694, top5_acc: 0.7281, loss_cls: 6.0479, loss: 6.0479 2025-08-18 13:46:13,106 - pyskl - INFO - Epoch [134][7100/7492] lr: 1.400e-03, eta: 17:08:00, time: 0.516, data_time: 0.002, memory: 13026, top1_acc: 0.4622, top5_acc: 0.7144, loss_cls: 6.1675, loss: 6.1675 2025-08-18 13:47:04,311 - pyskl - INFO - Epoch [134][7200/7492] lr: 1.397e-03, eta: 17:07:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4706, top5_acc: 0.7291, loss_cls: 6.0420, loss: 6.0420 2025-08-18 13:47:55,817 - pyskl - INFO - Epoch [134][7300/7492] lr: 1.395e-03, eta: 17:06:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4881, top5_acc: 0.7300, loss_cls: 6.0598, loss: 6.0598 2025-08-18 13:48:47,251 - pyskl - INFO - Epoch [134][7400/7492] lr: 1.393e-03, eta: 17:05:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4728, top5_acc: 0.7166, loss_cls: 6.2014, loss: 6.2014 2025-08-18 13:49:35,184 - pyskl - INFO - Saving checkpoint at 134 epochs 2025-08-18 13:50:33,148 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 13:50:33,882 - pyskl - INFO - top1_acc 0.3964 top5_acc 0.6474 2025-08-18 13:50:33,882 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 13:50:33,917 - pyskl - INFO - mean_acc 0.3963 2025-08-18 13:50:33,985 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_133.pth was removed 2025-08-18 13:50:35,082 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2025-08-18 13:50:35,083 - pyskl - INFO - Best top1_acc is 0.3964 at 134 epoch. 2025-08-18 13:50:35,094 - pyskl - INFO - Epoch(val) [134][617] top1_acc: 0.3964, top5_acc: 0.6474, mean_class_accuracy: 0.3963 2025-08-18 13:51:56,640 - pyskl - INFO - Epoch [135][100/7492] lr: 1.388e-03, eta: 17:03:46, time: 0.815, data_time: 0.302, memory: 13026, top1_acc: 0.4781, top5_acc: 0.7291, loss_cls: 6.1045, loss: 6.1045 2025-08-18 13:52:48,120 - pyskl - INFO - Epoch [135][200/7492] lr: 1.386e-03, eta: 17:02:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4741, top5_acc: 0.7278, loss_cls: 6.0867, loss: 6.0867 2025-08-18 13:53:39,344 - pyskl - INFO - Epoch [135][300/7492] lr: 1.384e-03, eta: 17:02:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4944, top5_acc: 0.7416, loss_cls: 6.0186, loss: 6.0186 2025-08-18 13:54:30,479 - pyskl - INFO - Epoch [135][400/7492] lr: 1.381e-03, eta: 17:01:12, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4819, top5_acc: 0.7325, loss_cls: 5.9336, loss: 5.9336 2025-08-18 13:55:21,889 - pyskl - INFO - Epoch [135][500/7492] lr: 1.379e-03, eta: 17:00:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4934, top5_acc: 0.7422, loss_cls: 5.9342, loss: 5.9342 2025-08-18 13:56:12,974 - pyskl - INFO - Epoch [135][600/7492] lr: 1.377e-03, eta: 16:59:30, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4828, top5_acc: 0.7453, loss_cls: 6.0215, loss: 6.0215 2025-08-18 13:57:04,221 - pyskl - INFO - Epoch [135][700/7492] lr: 1.375e-03, eta: 16:58:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4853, top5_acc: 0.7312, loss_cls: 6.0680, loss: 6.0680 2025-08-18 13:57:55,859 - pyskl - INFO - Epoch [135][800/7492] lr: 1.372e-03, eta: 16:57:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4834, top5_acc: 0.7331, loss_cls: 6.0414, loss: 6.0414 2025-08-18 13:58:47,166 - pyskl - INFO - Epoch [135][900/7492] lr: 1.370e-03, eta: 16:56:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4681, top5_acc: 0.7228, loss_cls: 6.1808, loss: 6.1808 2025-08-18 13:59:38,445 - pyskl - INFO - Epoch [135][1000/7492] lr: 1.368e-03, eta: 16:56:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4825, top5_acc: 0.7341, loss_cls: 6.0449, loss: 6.0449 2025-08-18 14:00:30,192 - pyskl - INFO - Epoch [135][1100/7492] lr: 1.365e-03, eta: 16:55:13, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4850, top5_acc: 0.7300, loss_cls: 6.0752, loss: 6.0752 2025-08-18 14:01:21,470 - pyskl - INFO - Epoch [135][1200/7492] lr: 1.363e-03, eta: 16:54:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4769, top5_acc: 0.7266, loss_cls: 6.0749, loss: 6.0749 2025-08-18 14:02:12,858 - pyskl - INFO - Epoch [135][1300/7492] lr: 1.361e-03, eta: 16:53:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4766, top5_acc: 0.7316, loss_cls: 5.9201, loss: 5.9201 2025-08-18 14:03:04,167 - pyskl - INFO - Epoch [135][1400/7492] lr: 1.359e-03, eta: 16:52:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4853, top5_acc: 0.7303, loss_cls: 5.9771, loss: 5.9771 2025-08-18 14:03:55,475 - pyskl - INFO - Epoch [135][1500/7492] lr: 1.356e-03, eta: 16:51:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4769, top5_acc: 0.7344, loss_cls: 6.0522, loss: 6.0522 2025-08-18 14:04:46,955 - pyskl - INFO - Epoch [135][1600/7492] lr: 1.354e-03, eta: 16:50:57, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4772, top5_acc: 0.7209, loss_cls: 6.1402, loss: 6.1402 2025-08-18 14:05:38,066 - pyskl - INFO - Epoch [135][1700/7492] lr: 1.352e-03, eta: 16:50:06, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4744, top5_acc: 0.7253, loss_cls: 6.1237, loss: 6.1237 2025-08-18 14:06:29,277 - pyskl - INFO - Epoch [135][1800/7492] lr: 1.350e-03, eta: 16:49:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4772, top5_acc: 0.7388, loss_cls: 5.9711, loss: 5.9711 2025-08-18 14:07:20,685 - pyskl - INFO - Epoch [135][1900/7492] lr: 1.347e-03, eta: 16:48:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4794, top5_acc: 0.7231, loss_cls: 6.1130, loss: 6.1130 2025-08-18 14:08:12,058 - pyskl - INFO - Epoch [135][2000/7492] lr: 1.345e-03, eta: 16:47:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4753, top5_acc: 0.7297, loss_cls: 6.0865, loss: 6.0865 2025-08-18 14:09:03,278 - pyskl - INFO - Epoch [135][2100/7492] lr: 1.343e-03, eta: 16:46:40, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4963, top5_acc: 0.7359, loss_cls: 5.9975, loss: 5.9975 2025-08-18 14:09:54,390 - pyskl - INFO - Epoch [135][2200/7492] lr: 1.340e-03, eta: 16:45:49, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4884, top5_acc: 0.7362, loss_cls: 6.0846, loss: 6.0846 2025-08-18 14:10:45,581 - pyskl - INFO - Epoch [135][2300/7492] lr: 1.338e-03, eta: 16:44:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4794, top5_acc: 0.7322, loss_cls: 5.9706, loss: 5.9706 2025-08-18 14:11:36,938 - pyskl - INFO - Epoch [135][2400/7492] lr: 1.336e-03, eta: 16:44:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4697, top5_acc: 0.7344, loss_cls: 6.0282, loss: 6.0282 2025-08-18 14:12:28,080 - pyskl - INFO - Epoch [135][2500/7492] lr: 1.334e-03, eta: 16:43:15, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4750, top5_acc: 0.7262, loss_cls: 6.0682, loss: 6.0682 2025-08-18 14:13:19,441 - pyskl - INFO - Epoch [135][2600/7492] lr: 1.331e-03, eta: 16:42:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4766, top5_acc: 0.7300, loss_cls: 6.0711, loss: 6.0711 2025-08-18 14:14:10,788 - pyskl - INFO - Epoch [135][2700/7492] lr: 1.329e-03, eta: 16:41:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4806, top5_acc: 0.7191, loss_cls: 6.0794, loss: 6.0794 2025-08-18 14:15:02,030 - pyskl - INFO - Epoch [135][2800/7492] lr: 1.327e-03, eta: 16:40:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4997, top5_acc: 0.7466, loss_cls: 5.8990, loss: 5.8990 2025-08-18 14:15:53,184 - pyskl - INFO - Epoch [135][2900/7492] lr: 1.325e-03, eta: 16:39:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4891, top5_acc: 0.7378, loss_cls: 5.9404, loss: 5.9404 2025-08-18 14:16:44,369 - pyskl - INFO - Epoch [135][3000/7492] lr: 1.322e-03, eta: 16:38:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4822, top5_acc: 0.7338, loss_cls: 6.0368, loss: 6.0368 2025-08-18 14:17:35,797 - pyskl - INFO - Epoch [135][3100/7492] lr: 1.320e-03, eta: 16:38:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4609, top5_acc: 0.7319, loss_cls: 6.0487, loss: 6.0487 2025-08-18 14:18:27,278 - pyskl - INFO - Epoch [135][3200/7492] lr: 1.318e-03, eta: 16:37:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4841, top5_acc: 0.7288, loss_cls: 5.9675, loss: 5.9675 2025-08-18 14:19:18,654 - pyskl - INFO - Epoch [135][3300/7492] lr: 1.316e-03, eta: 16:36:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4872, top5_acc: 0.7478, loss_cls: 5.9028, loss: 5.9028 2025-08-18 14:20:10,038 - pyskl - INFO - Epoch [135][3400/7492] lr: 1.314e-03, eta: 16:35:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4763, top5_acc: 0.7331, loss_cls: 6.0580, loss: 6.0580 2025-08-18 14:21:01,190 - pyskl - INFO - Epoch [135][3500/7492] lr: 1.311e-03, eta: 16:34:42, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4719, top5_acc: 0.7262, loss_cls: 6.0560, loss: 6.0560 2025-08-18 14:21:52,431 - pyskl - INFO - Epoch [135][3600/7492] lr: 1.309e-03, eta: 16:33:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4647, top5_acc: 0.7378, loss_cls: 5.9561, loss: 5.9561 2025-08-18 14:22:43,867 - pyskl - INFO - Epoch [135][3700/7492] lr: 1.307e-03, eta: 16:33:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4606, top5_acc: 0.7181, loss_cls: 6.1265, loss: 6.1265 2025-08-18 14:23:35,336 - pyskl - INFO - Epoch [135][3800/7492] lr: 1.305e-03, eta: 16:32:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4644, top5_acc: 0.7194, loss_cls: 6.1023, loss: 6.1023 2025-08-18 14:24:26,467 - pyskl - INFO - Epoch [135][3900/7492] lr: 1.302e-03, eta: 16:31:17, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4825, top5_acc: 0.7312, loss_cls: 6.0053, loss: 6.0053 2025-08-18 14:25:17,550 - pyskl - INFO - Epoch [135][4000/7492] lr: 1.300e-03, eta: 16:30:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4791, top5_acc: 0.7334, loss_cls: 5.9822, loss: 5.9822 2025-08-18 14:26:08,816 - pyskl - INFO - Epoch [135][4100/7492] lr: 1.298e-03, eta: 16:29:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4803, top5_acc: 0.7300, loss_cls: 6.0733, loss: 6.0733 2025-08-18 14:27:00,066 - pyskl - INFO - Epoch [135][4200/7492] lr: 1.296e-03, eta: 16:28:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4853, top5_acc: 0.7475, loss_cls: 5.8656, loss: 5.8656 2025-08-18 14:27:51,178 - pyskl - INFO - Epoch [135][4300/7492] lr: 1.293e-03, eta: 16:27:52, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4784, top5_acc: 0.7238, loss_cls: 6.0317, loss: 6.0317 2025-08-18 14:28:42,279 - pyskl - INFO - Epoch [135][4400/7492] lr: 1.291e-03, eta: 16:27:01, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4859, top5_acc: 0.7266, loss_cls: 6.0626, loss: 6.0626 2025-08-18 14:29:33,697 - pyskl - INFO - Epoch [135][4500/7492] lr: 1.289e-03, eta: 16:26:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4888, top5_acc: 0.7328, loss_cls: 5.9939, loss: 5.9939 2025-08-18 14:30:24,888 - pyskl - INFO - Epoch [135][4600/7492] lr: 1.287e-03, eta: 16:25:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4853, top5_acc: 0.7269, loss_cls: 6.0033, loss: 6.0033 2025-08-18 14:31:16,058 - pyskl - INFO - Epoch [135][4700/7492] lr: 1.285e-03, eta: 16:24:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4659, top5_acc: 0.7181, loss_cls: 6.1293, loss: 6.1293 2025-08-18 14:32:07,227 - pyskl - INFO - Epoch [135][4800/7492] lr: 1.282e-03, eta: 16:23:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4822, top5_acc: 0.7366, loss_cls: 5.9727, loss: 5.9727 2025-08-18 14:32:59,136 - pyskl - INFO - Epoch [135][4900/7492] lr: 1.280e-03, eta: 16:22:44, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.4741, top5_acc: 0.7172, loss_cls: 6.1369, loss: 6.1369 2025-08-18 14:33:50,552 - pyskl - INFO - Epoch [135][5000/7492] lr: 1.278e-03, eta: 16:21:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4637, top5_acc: 0.7147, loss_cls: 6.2076, loss: 6.2076 2025-08-18 14:34:41,760 - pyskl - INFO - Epoch [135][5100/7492] lr: 1.276e-03, eta: 16:21:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4838, top5_acc: 0.7238, loss_cls: 6.1173, loss: 6.1173 2025-08-18 14:35:33,082 - pyskl - INFO - Epoch [135][5200/7492] lr: 1.274e-03, eta: 16:20:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4653, top5_acc: 0.7153, loss_cls: 6.1998, loss: 6.1998 2025-08-18 14:36:24,536 - pyskl - INFO - Epoch [135][5300/7492] lr: 1.271e-03, eta: 16:19:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4853, top5_acc: 0.7328, loss_cls: 5.9809, loss: 5.9809 2025-08-18 14:37:15,825 - pyskl - INFO - Epoch [135][5400/7492] lr: 1.269e-03, eta: 16:18:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4716, top5_acc: 0.7219, loss_cls: 6.0823, loss: 6.0823 2025-08-18 14:38:07,426 - pyskl - INFO - Epoch [135][5500/7492] lr: 1.267e-03, eta: 16:17:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4706, top5_acc: 0.7206, loss_cls: 6.1236, loss: 6.1236 2025-08-18 14:38:58,921 - pyskl - INFO - Epoch [135][5600/7492] lr: 1.265e-03, eta: 16:16:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4672, top5_acc: 0.7256, loss_cls: 6.0460, loss: 6.0460 2025-08-18 14:39:50,327 - pyskl - INFO - Epoch [135][5700/7492] lr: 1.263e-03, eta: 16:15:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4872, top5_acc: 0.7366, loss_cls: 6.0191, loss: 6.0191 2025-08-18 14:40:41,853 - pyskl - INFO - Epoch [135][5800/7492] lr: 1.260e-03, eta: 16:15:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4766, top5_acc: 0.7222, loss_cls: 6.1270, loss: 6.1270 2025-08-18 14:41:33,211 - pyskl - INFO - Epoch [135][5900/7492] lr: 1.258e-03, eta: 16:14:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4859, top5_acc: 0.7322, loss_cls: 5.9672, loss: 5.9672 2025-08-18 14:42:24,767 - pyskl - INFO - Epoch [135][6000/7492] lr: 1.256e-03, eta: 16:13:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4584, top5_acc: 0.7278, loss_cls: 6.1585, loss: 6.1585 2025-08-18 14:43:16,012 - pyskl - INFO - Epoch [135][6100/7492] lr: 1.254e-03, eta: 16:12:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4669, top5_acc: 0.7247, loss_cls: 6.0571, loss: 6.0571 2025-08-18 14:44:07,501 - pyskl - INFO - Epoch [135][6200/7492] lr: 1.252e-03, eta: 16:11:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5038, top5_acc: 0.7431, loss_cls: 5.8841, loss: 5.8841 2025-08-18 14:44:58,798 - pyskl - INFO - Epoch [135][6300/7492] lr: 1.249e-03, eta: 16:10:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4709, top5_acc: 0.7341, loss_cls: 5.9984, loss: 5.9984 2025-08-18 14:45:50,056 - pyskl - INFO - Epoch [135][6400/7492] lr: 1.247e-03, eta: 16:09:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4791, top5_acc: 0.7316, loss_cls: 6.0837, loss: 6.0837 2025-08-18 14:46:41,210 - pyskl - INFO - Epoch [135][6500/7492] lr: 1.245e-03, eta: 16:09:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4850, top5_acc: 0.7309, loss_cls: 6.0037, loss: 6.0037 2025-08-18 14:47:32,474 - pyskl - INFO - Epoch [135][6600/7492] lr: 1.243e-03, eta: 16:08:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4891, top5_acc: 0.7194, loss_cls: 6.0134, loss: 6.0134 2025-08-18 14:48:23,948 - pyskl - INFO - Epoch [135][6700/7492] lr: 1.241e-03, eta: 16:07:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4822, top5_acc: 0.7244, loss_cls: 6.0311, loss: 6.0311 2025-08-18 14:49:15,382 - pyskl - INFO - Epoch [135][6800/7492] lr: 1.239e-03, eta: 16:06:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5003, top5_acc: 0.7319, loss_cls: 5.9245, loss: 5.9245 2025-08-18 14:50:06,941 - pyskl - INFO - Epoch [135][6900/7492] lr: 1.236e-03, eta: 16:05:39, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4775, top5_acc: 0.7278, loss_cls: 5.9995, loss: 5.9995 2025-08-18 14:50:58,499 - pyskl - INFO - Epoch [135][7000/7492] lr: 1.234e-03, eta: 16:04:48, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4803, top5_acc: 0.7241, loss_cls: 5.9379, loss: 5.9379 2025-08-18 14:51:50,100 - pyskl - INFO - Epoch [135][7100/7492] lr: 1.232e-03, eta: 16:03:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4956, top5_acc: 0.7394, loss_cls: 5.9905, loss: 5.9905 2025-08-18 14:52:41,513 - pyskl - INFO - Epoch [135][7200/7492] lr: 1.230e-03, eta: 16:03:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4822, top5_acc: 0.7362, loss_cls: 6.0841, loss: 6.0841 2025-08-18 14:53:32,780 - pyskl - INFO - Epoch [135][7300/7492] lr: 1.228e-03, eta: 16:02:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4700, top5_acc: 0.7341, loss_cls: 6.0251, loss: 6.0251 2025-08-18 14:54:24,078 - pyskl - INFO - Epoch [135][7400/7492] lr: 1.226e-03, eta: 16:01:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4803, top5_acc: 0.7181, loss_cls: 6.0557, loss: 6.0557 2025-08-18 14:55:12,064 - pyskl - INFO - Saving checkpoint at 135 epochs 2025-08-18 14:56:08,515 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 14:56:09,258 - pyskl - INFO - top1_acc 0.3968 top5_acc 0.6527 2025-08-18 14:56:09,258 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 14:56:09,296 - pyskl - INFO - mean_acc 0.3967 2025-08-18 14:56:09,380 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_134.pth was removed 2025-08-18 14:56:10,511 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2025-08-18 14:56:10,512 - pyskl - INFO - Best top1_acc is 0.3968 at 135 epoch. 2025-08-18 14:56:10,523 - pyskl - INFO - Epoch(val) [135][617] top1_acc: 0.3968, top5_acc: 0.6527, mean_class_accuracy: 0.3967 2025-08-18 14:57:33,224 - pyskl - INFO - Epoch [136][100/7492] lr: 1.221e-03, eta: 15:59:42, time: 0.827, data_time: 0.312, memory: 13026, top1_acc: 0.4956, top5_acc: 0.7462, loss_cls: 5.9661, loss: 5.9661 2025-08-18 14:58:24,554 - pyskl - INFO - Epoch [136][200/7492] lr: 1.219e-03, eta: 15:58:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5084, top5_acc: 0.7422, loss_cls: 5.9016, loss: 5.9016 2025-08-18 14:59:15,746 - pyskl - INFO - Epoch [136][300/7492] lr: 1.217e-03, eta: 15:58:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4822, top5_acc: 0.7391, loss_cls: 5.9989, loss: 5.9989 2025-08-18 15:00:06,974 - pyskl - INFO - Epoch [136][400/7492] lr: 1.215e-03, eta: 15:57:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4950, top5_acc: 0.7544, loss_cls: 5.8663, loss: 5.8663 2025-08-18 15:00:58,320 - pyskl - INFO - Epoch [136][500/7492] lr: 1.213e-03, eta: 15:56:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5091, top5_acc: 0.7509, loss_cls: 5.8886, loss: 5.8886 2025-08-18 15:01:49,928 - pyskl - INFO - Epoch [136][600/7492] lr: 1.211e-03, eta: 15:55:26, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4825, top5_acc: 0.7334, loss_cls: 6.0237, loss: 6.0237 2025-08-18 15:02:41,215 - pyskl - INFO - Epoch [136][700/7492] lr: 1.209e-03, eta: 15:54:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4944, top5_acc: 0.7416, loss_cls: 5.9528, loss: 5.9528 2025-08-18 15:03:32,522 - pyskl - INFO - Epoch [136][800/7492] lr: 1.206e-03, eta: 15:53:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4988, top5_acc: 0.7403, loss_cls: 5.9467, loss: 5.9467 2025-08-18 15:04:23,847 - pyskl - INFO - Epoch [136][900/7492] lr: 1.204e-03, eta: 15:52:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5091, top5_acc: 0.7416, loss_cls: 5.9435, loss: 5.9435 2025-08-18 15:05:15,474 - pyskl - INFO - Epoch [136][1000/7492] lr: 1.202e-03, eta: 15:52:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5050, top5_acc: 0.7481, loss_cls: 5.9317, loss: 5.9317 2025-08-18 15:06:07,119 - pyskl - INFO - Epoch [136][1100/7492] lr: 1.200e-03, eta: 15:51:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4928, top5_acc: 0.7459, loss_cls: 5.9096, loss: 5.9096 2025-08-18 15:06:58,522 - pyskl - INFO - Epoch [136][1200/7492] lr: 1.198e-03, eta: 15:50:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4922, top5_acc: 0.7409, loss_cls: 5.9449, loss: 5.9449 2025-08-18 15:07:49,826 - pyskl - INFO - Epoch [136][1300/7492] lr: 1.196e-03, eta: 15:49:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5062, top5_acc: 0.7456, loss_cls: 5.9046, loss: 5.9046 2025-08-18 15:08:41,221 - pyskl - INFO - Epoch [136][1400/7492] lr: 1.194e-03, eta: 15:48:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4931, top5_acc: 0.7391, loss_cls: 5.9066, loss: 5.9066 2025-08-18 15:09:33,350 - pyskl - INFO - Epoch [136][1500/7492] lr: 1.191e-03, eta: 15:47:45, time: 0.521, data_time: 0.000, memory: 13026, top1_acc: 0.4906, top5_acc: 0.7488, loss_cls: 5.8981, loss: 5.8981 2025-08-18 15:10:24,864 - pyskl - INFO - Epoch [136][1600/7492] lr: 1.189e-03, eta: 15:46:53, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4944, top5_acc: 0.7469, loss_cls: 5.8404, loss: 5.8404 2025-08-18 15:11:16,315 - pyskl - INFO - Epoch [136][1700/7492] lr: 1.187e-03, eta: 15:46:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4938, top5_acc: 0.7441, loss_cls: 5.8717, loss: 5.8717 2025-08-18 15:12:08,258 - pyskl - INFO - Epoch [136][1800/7492] lr: 1.185e-03, eta: 15:45:11, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.4934, top5_acc: 0.7394, loss_cls: 6.0009, loss: 6.0009 2025-08-18 15:12:59,585 - pyskl - INFO - Epoch [136][1900/7492] lr: 1.183e-03, eta: 15:44:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4931, top5_acc: 0.7447, loss_cls: 5.8624, loss: 5.8624 2025-08-18 15:13:50,931 - pyskl - INFO - Epoch [136][2000/7492] lr: 1.181e-03, eta: 15:43:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4828, top5_acc: 0.7406, loss_cls: 5.9658, loss: 5.9658 2025-08-18 15:14:42,206 - pyskl - INFO - Epoch [136][2100/7492] lr: 1.179e-03, eta: 15:42:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4947, top5_acc: 0.7366, loss_cls: 6.0584, loss: 6.0584 2025-08-18 15:15:33,639 - pyskl - INFO - Epoch [136][2200/7492] lr: 1.177e-03, eta: 15:41:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4800, top5_acc: 0.7322, loss_cls: 6.0116, loss: 6.0116 2025-08-18 15:16:24,832 - pyskl - INFO - Epoch [136][2300/7492] lr: 1.174e-03, eta: 15:40:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4766, top5_acc: 0.7156, loss_cls: 6.1314, loss: 6.1314 2025-08-18 15:17:16,145 - pyskl - INFO - Epoch [136][2400/7492] lr: 1.172e-03, eta: 15:40:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4750, top5_acc: 0.7172, loss_cls: 6.0528, loss: 6.0528 2025-08-18 15:18:07,551 - pyskl - INFO - Epoch [136][2500/7492] lr: 1.170e-03, eta: 15:39:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4891, top5_acc: 0.7381, loss_cls: 5.9128, loss: 5.9128 2025-08-18 15:18:58,684 - pyskl - INFO - Epoch [136][2600/7492] lr: 1.168e-03, eta: 15:38:21, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4856, top5_acc: 0.7225, loss_cls: 5.9610, loss: 5.9610 2025-08-18 15:19:49,997 - pyskl - INFO - Epoch [136][2700/7492] lr: 1.166e-03, eta: 15:37:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4972, top5_acc: 0.7438, loss_cls: 5.8694, loss: 5.8694 2025-08-18 15:20:41,416 - pyskl - INFO - Epoch [136][2800/7492] lr: 1.164e-03, eta: 15:36:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5078, top5_acc: 0.7475, loss_cls: 5.8502, loss: 5.8502 2025-08-18 15:21:32,631 - pyskl - INFO - Epoch [136][2900/7492] lr: 1.162e-03, eta: 15:35:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4694, top5_acc: 0.7309, loss_cls: 5.9574, loss: 5.9574 2025-08-18 15:22:23,963 - pyskl - INFO - Epoch [136][3000/7492] lr: 1.160e-03, eta: 15:34:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4878, top5_acc: 0.7288, loss_cls: 5.9277, loss: 5.9277 2025-08-18 15:23:15,309 - pyskl - INFO - Epoch [136][3100/7492] lr: 1.158e-03, eta: 15:34:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4894, top5_acc: 0.7453, loss_cls: 5.9117, loss: 5.9117 2025-08-18 15:24:06,769 - pyskl - INFO - Epoch [136][3200/7492] lr: 1.155e-03, eta: 15:33:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4981, top5_acc: 0.7419, loss_cls: 5.9381, loss: 5.9381 2025-08-18 15:24:58,226 - pyskl - INFO - Epoch [136][3300/7492] lr: 1.153e-03, eta: 15:32:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4866, top5_acc: 0.7362, loss_cls: 5.9384, loss: 5.9384 2025-08-18 15:25:49,908 - pyskl - INFO - Epoch [136][3400/7492] lr: 1.151e-03, eta: 15:31:30, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4878, top5_acc: 0.7400, loss_cls: 5.9601, loss: 5.9601 2025-08-18 15:26:41,631 - pyskl - INFO - Epoch [136][3500/7492] lr: 1.149e-03, eta: 15:30:39, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4791, top5_acc: 0.7362, loss_cls: 5.9505, loss: 5.9505 2025-08-18 15:27:32,878 - pyskl - INFO - Epoch [136][3600/7492] lr: 1.147e-03, eta: 15:29:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4794, top5_acc: 0.7350, loss_cls: 6.0102, loss: 6.0102 2025-08-18 15:28:24,281 - pyskl - INFO - Epoch [136][3700/7492] lr: 1.145e-03, eta: 15:28:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4884, top5_acc: 0.7288, loss_cls: 5.9853, loss: 5.9853 2025-08-18 15:29:15,773 - pyskl - INFO - Epoch [136][3800/7492] lr: 1.143e-03, eta: 15:28:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4778, top5_acc: 0.7369, loss_cls: 6.0080, loss: 6.0080 2025-08-18 15:30:07,481 - pyskl - INFO - Epoch [136][3900/7492] lr: 1.141e-03, eta: 15:27:14, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4963, top5_acc: 0.7334, loss_cls: 5.9521, loss: 5.9521 2025-08-18 15:30:58,978 - pyskl - INFO - Epoch [136][4000/7492] lr: 1.139e-03, eta: 15:26:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4828, top5_acc: 0.7400, loss_cls: 6.0055, loss: 6.0055 2025-08-18 15:31:50,382 - pyskl - INFO - Epoch [136][4100/7492] lr: 1.137e-03, eta: 15:25:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4866, top5_acc: 0.7469, loss_cls: 5.9200, loss: 5.9200 2025-08-18 15:32:41,871 - pyskl - INFO - Epoch [136][4200/7492] lr: 1.135e-03, eta: 15:24:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4819, top5_acc: 0.7334, loss_cls: 5.9859, loss: 5.9859 2025-08-18 15:33:33,486 - pyskl - INFO - Epoch [136][4300/7492] lr: 1.132e-03, eta: 15:23:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4822, top5_acc: 0.7406, loss_cls: 5.9436, loss: 5.9436 2025-08-18 15:34:25,119 - pyskl - INFO - Epoch [136][4400/7492] lr: 1.130e-03, eta: 15:22:58, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4891, top5_acc: 0.7391, loss_cls: 5.9795, loss: 5.9795 2025-08-18 15:35:16,492 - pyskl - INFO - Epoch [136][4500/7492] lr: 1.128e-03, eta: 15:22:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4788, top5_acc: 0.7341, loss_cls: 6.0417, loss: 6.0417 2025-08-18 15:36:07,803 - pyskl - INFO - Epoch [136][4600/7492] lr: 1.126e-03, eta: 15:21:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4844, top5_acc: 0.7466, loss_cls: 5.9462, loss: 5.9462 2025-08-18 15:36:59,161 - pyskl - INFO - Epoch [136][4700/7492] lr: 1.124e-03, eta: 15:20:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4741, top5_acc: 0.7359, loss_cls: 5.9506, loss: 5.9506 2025-08-18 15:37:50,770 - pyskl - INFO - Epoch [136][4800/7492] lr: 1.122e-03, eta: 15:19:33, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4800, top5_acc: 0.7338, loss_cls: 6.0627, loss: 6.0627 2025-08-18 15:38:42,084 - pyskl - INFO - Epoch [136][4900/7492] lr: 1.120e-03, eta: 15:18:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4763, top5_acc: 0.7269, loss_cls: 6.0075, loss: 6.0075 2025-08-18 15:39:33,530 - pyskl - INFO - Epoch [136][5000/7492] lr: 1.118e-03, eta: 15:17:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4931, top5_acc: 0.7394, loss_cls: 5.9749, loss: 5.9749 2025-08-18 15:40:24,753 - pyskl - INFO - Epoch [136][5100/7492] lr: 1.116e-03, eta: 15:16:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4794, top5_acc: 0.7353, loss_cls: 5.9070, loss: 5.9070 2025-08-18 15:41:16,126 - pyskl - INFO - Epoch [136][5200/7492] lr: 1.114e-03, eta: 15:16:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4766, top5_acc: 0.7338, loss_cls: 6.0666, loss: 6.0666 2025-08-18 15:42:07,438 - pyskl - INFO - Epoch [136][5300/7492] lr: 1.112e-03, eta: 15:15:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4906, top5_acc: 0.7284, loss_cls: 5.9191, loss: 5.9191 2025-08-18 15:42:58,803 - pyskl - INFO - Epoch [136][5400/7492] lr: 1.110e-03, eta: 15:14:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4763, top5_acc: 0.7250, loss_cls: 6.0158, loss: 6.0158 2025-08-18 15:43:50,597 - pyskl - INFO - Epoch [136][5500/7492] lr: 1.108e-03, eta: 15:13:34, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4825, top5_acc: 0.7297, loss_cls: 6.0051, loss: 6.0051 2025-08-18 15:44:42,094 - pyskl - INFO - Epoch [136][5600/7492] lr: 1.106e-03, eta: 15:12:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4894, top5_acc: 0.7406, loss_cls: 5.8963, loss: 5.8963 2025-08-18 15:45:33,686 - pyskl - INFO - Epoch [136][5700/7492] lr: 1.104e-03, eta: 15:11:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4644, top5_acc: 0.7231, loss_cls: 6.1127, loss: 6.1127 2025-08-18 15:46:25,138 - pyskl - INFO - Epoch [136][5800/7492] lr: 1.101e-03, eta: 15:11:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4803, top5_acc: 0.7347, loss_cls: 5.9952, loss: 5.9952 2025-08-18 15:47:16,730 - pyskl - INFO - Epoch [136][5900/7492] lr: 1.099e-03, eta: 15:10:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4759, top5_acc: 0.7384, loss_cls: 6.0097, loss: 6.0097 2025-08-18 15:48:07,939 - pyskl - INFO - Epoch [136][6000/7492] lr: 1.097e-03, eta: 15:09:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4716, top5_acc: 0.7266, loss_cls: 6.1324, loss: 6.1324 2025-08-18 15:48:59,394 - pyskl - INFO - Epoch [136][6100/7492] lr: 1.095e-03, eta: 15:08:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4991, top5_acc: 0.7378, loss_cls: 5.9353, loss: 5.9353 2025-08-18 15:49:50,665 - pyskl - INFO - Epoch [136][6200/7492] lr: 1.093e-03, eta: 15:07:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4734, top5_acc: 0.7291, loss_cls: 6.0806, loss: 6.0806 2025-08-18 15:50:41,956 - pyskl - INFO - Epoch [136][6300/7492] lr: 1.091e-03, eta: 15:06:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4781, top5_acc: 0.7209, loss_cls: 6.0612, loss: 6.0612 2025-08-18 15:51:33,133 - pyskl - INFO - Epoch [136][6400/7492] lr: 1.089e-03, eta: 15:05:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4909, top5_acc: 0.7416, loss_cls: 5.8982, loss: 5.8982 2025-08-18 15:52:24,520 - pyskl - INFO - Epoch [136][6500/7492] lr: 1.087e-03, eta: 15:05:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4794, top5_acc: 0.7409, loss_cls: 5.9228, loss: 5.9228 2025-08-18 15:53:16,097 - pyskl - INFO - Epoch [136][6600/7492] lr: 1.085e-03, eta: 15:04:10, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4859, top5_acc: 0.7394, loss_cls: 5.9303, loss: 5.9303 2025-08-18 15:54:07,515 - pyskl - INFO - Epoch [136][6700/7492] lr: 1.083e-03, eta: 15:03:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4891, top5_acc: 0.7378, loss_cls: 5.9770, loss: 5.9770 2025-08-18 15:54:59,546 - pyskl - INFO - Epoch [136][6800/7492] lr: 1.081e-03, eta: 15:02:27, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.4822, top5_acc: 0.7312, loss_cls: 6.0277, loss: 6.0277 2025-08-18 15:55:51,309 - pyskl - INFO - Epoch [136][6900/7492] lr: 1.079e-03, eta: 15:01:36, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4866, top5_acc: 0.7438, loss_cls: 5.8646, loss: 5.8646 2025-08-18 15:56:42,820 - pyskl - INFO - Epoch [136][7000/7492] lr: 1.077e-03, eta: 15:00:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4972, top5_acc: 0.7412, loss_cls: 5.8389, loss: 5.8389 2025-08-18 15:57:34,078 - pyskl - INFO - Epoch [136][7100/7492] lr: 1.075e-03, eta: 14:59:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4844, top5_acc: 0.7344, loss_cls: 6.0712, loss: 6.0712 2025-08-18 15:58:25,528 - pyskl - INFO - Epoch [136][7200/7492] lr: 1.073e-03, eta: 14:59:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4822, top5_acc: 0.7262, loss_cls: 6.0764, loss: 6.0764 2025-08-18 15:59:16,894 - pyskl - INFO - Epoch [136][7300/7492] lr: 1.071e-03, eta: 14:58:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4856, top5_acc: 0.7375, loss_cls: 5.9434, loss: 5.9434 2025-08-18 16:00:08,243 - pyskl - INFO - Epoch [136][7400/7492] lr: 1.069e-03, eta: 14:57:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4772, top5_acc: 0.7353, loss_cls: 6.0147, loss: 6.0147 2025-08-18 16:00:56,488 - pyskl - INFO - Saving checkpoint at 136 epochs 2025-08-18 16:01:53,385 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 16:01:54,125 - pyskl - INFO - top1_acc 0.4036 top5_acc 0.6589 2025-08-18 16:01:54,125 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 16:01:54,179 - pyskl - INFO - mean_acc 0.4034 2025-08-18 16:01:54,241 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_135.pth was removed 2025-08-18 16:01:55,387 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2025-08-18 16:01:55,388 - pyskl - INFO - Best top1_acc is 0.4036 at 136 epoch. 2025-08-18 16:01:55,404 - pyskl - INFO - Epoch(val) [136][617] top1_acc: 0.4036, top5_acc: 0.6589, mean_class_accuracy: 0.4034 2025-08-18 16:03:17,090 - pyskl - INFO - Epoch [137][100/7492] lr: 1.065e-03, eta: 14:55:39, time: 0.817, data_time: 0.303, memory: 13026, top1_acc: 0.5053, top5_acc: 0.7528, loss_cls: 5.8240, loss: 5.8240 2025-08-18 16:04:08,307 - pyskl - INFO - Epoch [137][200/7492] lr: 1.063e-03, eta: 14:54:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5025, top5_acc: 0.7488, loss_cls: 5.8673, loss: 5.8673 2025-08-18 16:04:59,570 - pyskl - INFO - Epoch [137][300/7492] lr: 1.061e-03, eta: 14:53:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5066, top5_acc: 0.7500, loss_cls: 5.8717, loss: 5.8717 2025-08-18 16:05:50,737 - pyskl - INFO - Epoch [137][400/7492] lr: 1.059e-03, eta: 14:53:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4934, top5_acc: 0.7312, loss_cls: 5.9254, loss: 5.9254 2025-08-18 16:06:41,885 - pyskl - INFO - Epoch [137][500/7492] lr: 1.057e-03, eta: 14:52:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4994, top5_acc: 0.7456, loss_cls: 5.8153, loss: 5.8153 2025-08-18 16:07:33,335 - pyskl - INFO - Epoch [137][600/7492] lr: 1.055e-03, eta: 14:51:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4897, top5_acc: 0.7469, loss_cls: 5.8503, loss: 5.8503 2025-08-18 16:08:24,725 - pyskl - INFO - Epoch [137][700/7492] lr: 1.053e-03, eta: 14:50:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4931, top5_acc: 0.7428, loss_cls: 5.9879, loss: 5.9879 2025-08-18 16:09:16,026 - pyskl - INFO - Epoch [137][800/7492] lr: 1.051e-03, eta: 14:49:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5128, top5_acc: 0.7584, loss_cls: 5.7963, loss: 5.7963 2025-08-18 16:10:07,411 - pyskl - INFO - Epoch [137][900/7492] lr: 1.049e-03, eta: 14:48:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4872, top5_acc: 0.7378, loss_cls: 5.9125, loss: 5.9125 2025-08-18 16:10:58,793 - pyskl - INFO - Epoch [137][1000/7492] lr: 1.047e-03, eta: 14:47:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4922, top5_acc: 0.7397, loss_cls: 5.9684, loss: 5.9684 2025-08-18 16:11:50,354 - pyskl - INFO - Epoch [137][1100/7492] lr: 1.045e-03, eta: 14:47:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4900, top5_acc: 0.7497, loss_cls: 5.8682, loss: 5.8682 2025-08-18 16:12:41,754 - pyskl - INFO - Epoch [137][1200/7492] lr: 1.043e-03, eta: 14:46:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4975, top5_acc: 0.7453, loss_cls: 5.8767, loss: 5.8767 2025-08-18 16:13:33,231 - pyskl - INFO - Epoch [137][1300/7492] lr: 1.041e-03, eta: 14:45:24, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5062, top5_acc: 0.7438, loss_cls: 5.8571, loss: 5.8571 2025-08-18 16:14:24,489 - pyskl - INFO - Epoch [137][1400/7492] lr: 1.039e-03, eta: 14:44:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5075, top5_acc: 0.7547, loss_cls: 5.8295, loss: 5.8295 2025-08-18 16:15:15,831 - pyskl - INFO - Epoch [137][1500/7492] lr: 1.037e-03, eta: 14:43:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4903, top5_acc: 0.7400, loss_cls: 5.8371, loss: 5.8371 2025-08-18 16:16:07,169 - pyskl - INFO - Epoch [137][1600/7492] lr: 1.035e-03, eta: 14:42:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4900, top5_acc: 0.7512, loss_cls: 5.8997, loss: 5.8997 2025-08-18 16:16:58,730 - pyskl - INFO - Epoch [137][1700/7492] lr: 1.033e-03, eta: 14:41:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4866, top5_acc: 0.7269, loss_cls: 5.9616, loss: 5.9616 2025-08-18 16:17:50,084 - pyskl - INFO - Epoch [137][1800/7492] lr: 1.031e-03, eta: 14:41:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4919, top5_acc: 0.7609, loss_cls: 5.8507, loss: 5.8507 2025-08-18 16:18:41,872 - pyskl - INFO - Epoch [137][1900/7492] lr: 1.029e-03, eta: 14:40:17, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4975, top5_acc: 0.7378, loss_cls: 5.9986, loss: 5.9986 2025-08-18 16:19:33,249 - pyskl - INFO - Epoch [137][2000/7492] lr: 1.027e-03, eta: 14:39:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4963, top5_acc: 0.7469, loss_cls: 5.8975, loss: 5.8975 2025-08-18 16:20:24,671 - pyskl - INFO - Epoch [137][2100/7492] lr: 1.025e-03, eta: 14:38:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5122, top5_acc: 0.7581, loss_cls: 5.8417, loss: 5.8417 2025-08-18 16:21:16,203 - pyskl - INFO - Epoch [137][2200/7492] lr: 1.023e-03, eta: 14:37:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4891, top5_acc: 0.7516, loss_cls: 5.8636, loss: 5.8636 2025-08-18 16:22:07,322 - pyskl - INFO - Epoch [137][2300/7492] lr: 1.021e-03, eta: 14:36:51, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4869, top5_acc: 0.7388, loss_cls: 5.8709, loss: 5.8709 2025-08-18 16:22:58,441 - pyskl - INFO - Epoch [137][2400/7492] lr: 1.019e-03, eta: 14:36:00, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4944, top5_acc: 0.7422, loss_cls: 5.8913, loss: 5.8913 2025-08-18 16:23:49,648 - pyskl - INFO - Epoch [137][2500/7492] lr: 1.017e-03, eta: 14:35:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4813, top5_acc: 0.7316, loss_cls: 5.9323, loss: 5.9323 2025-08-18 16:24:40,967 - pyskl - INFO - Epoch [137][2600/7492] lr: 1.015e-03, eta: 14:34:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4984, top5_acc: 0.7394, loss_cls: 5.8875, loss: 5.8875 2025-08-18 16:25:32,195 - pyskl - INFO - Epoch [137][2700/7492] lr: 1.013e-03, eta: 14:33:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4950, top5_acc: 0.7459, loss_cls: 5.9350, loss: 5.9350 2025-08-18 16:26:23,558 - pyskl - INFO - Epoch [137][2800/7492] lr: 1.011e-03, eta: 14:32:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5038, top5_acc: 0.7525, loss_cls: 5.8297, loss: 5.8297 2025-08-18 16:27:14,814 - pyskl - INFO - Epoch [137][2900/7492] lr: 1.009e-03, eta: 14:31:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4809, top5_acc: 0.7366, loss_cls: 5.9130, loss: 5.9130 2025-08-18 16:28:06,115 - pyskl - INFO - Epoch [137][3000/7492] lr: 1.007e-03, eta: 14:30:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4884, top5_acc: 0.7444, loss_cls: 6.0014, loss: 6.0014 2025-08-18 16:28:57,272 - pyskl - INFO - Epoch [137][3100/7492] lr: 1.005e-03, eta: 14:30:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4769, top5_acc: 0.7347, loss_cls: 5.9893, loss: 5.9893 2025-08-18 16:29:48,491 - pyskl - INFO - Epoch [137][3200/7492] lr: 1.003e-03, eta: 14:29:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5019, top5_acc: 0.7534, loss_cls: 5.7481, loss: 5.7481 2025-08-18 16:30:39,918 - pyskl - INFO - Epoch [137][3300/7492] lr: 1.001e-03, eta: 14:28:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4869, top5_acc: 0.7334, loss_cls: 5.9747, loss: 5.9747 2025-08-18 16:31:31,633 - pyskl - INFO - Epoch [137][3400/7492] lr: 9.994e-04, eta: 14:27:27, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5153, top5_acc: 0.7506, loss_cls: 5.8417, loss: 5.8417 2025-08-18 16:32:22,767 - pyskl - INFO - Epoch [137][3500/7492] lr: 9.975e-04, eta: 14:26:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4797, top5_acc: 0.7322, loss_cls: 5.9812, loss: 5.9812 2025-08-18 16:33:14,026 - pyskl - INFO - Epoch [137][3600/7492] lr: 9.955e-04, eta: 14:25:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5091, top5_acc: 0.7472, loss_cls: 5.8731, loss: 5.8731 2025-08-18 16:34:05,283 - pyskl - INFO - Epoch [137][3700/7492] lr: 9.936e-04, eta: 14:24:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5000, top5_acc: 0.7484, loss_cls: 5.8809, loss: 5.8809 2025-08-18 16:34:56,469 - pyskl - INFO - Epoch [137][3800/7492] lr: 9.916e-04, eta: 14:24:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4881, top5_acc: 0.7322, loss_cls: 5.9354, loss: 5.9354 2025-08-18 16:35:47,909 - pyskl - INFO - Epoch [137][3900/7492] lr: 9.897e-04, eta: 14:23:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4822, top5_acc: 0.7397, loss_cls: 5.8870, loss: 5.8870 2025-08-18 16:36:39,419 - pyskl - INFO - Epoch [137][4000/7492] lr: 9.877e-04, eta: 14:22:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4828, top5_acc: 0.7266, loss_cls: 5.9308, loss: 5.9308 2025-08-18 16:37:30,868 - pyskl - INFO - Epoch [137][4100/7492] lr: 9.858e-04, eta: 14:21:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5069, top5_acc: 0.7544, loss_cls: 5.8558, loss: 5.8558 2025-08-18 16:38:22,327 - pyskl - INFO - Epoch [137][4200/7492] lr: 9.838e-04, eta: 14:20:37, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4888, top5_acc: 0.7362, loss_cls: 5.9575, loss: 5.9575 2025-08-18 16:39:13,660 - pyskl - INFO - Epoch [137][4300/7492] lr: 9.819e-04, eta: 14:19:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4800, top5_acc: 0.7309, loss_cls: 6.0539, loss: 6.0539 2025-08-18 16:40:05,226 - pyskl - INFO - Epoch [137][4400/7492] lr: 9.800e-04, eta: 14:18:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5053, top5_acc: 0.7459, loss_cls: 5.7933, loss: 5.7933 2025-08-18 16:40:56,563 - pyskl - INFO - Epoch [137][4500/7492] lr: 9.780e-04, eta: 14:18:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4944, top5_acc: 0.7334, loss_cls: 5.9542, loss: 5.9542 2025-08-18 16:41:47,975 - pyskl - INFO - Epoch [137][4600/7492] lr: 9.761e-04, eta: 14:17:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4900, top5_acc: 0.7391, loss_cls: 5.9580, loss: 5.9580 2025-08-18 16:42:39,247 - pyskl - INFO - Epoch [137][4700/7492] lr: 9.742e-04, eta: 14:16:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4928, top5_acc: 0.7472, loss_cls: 5.8324, loss: 5.8324 2025-08-18 16:43:30,472 - pyskl - INFO - Epoch [137][4800/7492] lr: 9.722e-04, eta: 14:15:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4888, top5_acc: 0.7462, loss_cls: 5.8807, loss: 5.8807 2025-08-18 16:44:21,799 - pyskl - INFO - Epoch [137][4900/7492] lr: 9.703e-04, eta: 14:14:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4959, top5_acc: 0.7372, loss_cls: 5.9342, loss: 5.9342 2025-08-18 16:45:13,114 - pyskl - INFO - Epoch [137][5000/7492] lr: 9.684e-04, eta: 14:13:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5134, top5_acc: 0.7534, loss_cls: 5.7671, loss: 5.7671 2025-08-18 16:46:04,464 - pyskl - INFO - Epoch [137][5100/7492] lr: 9.664e-04, eta: 14:12:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4956, top5_acc: 0.7550, loss_cls: 5.8312, loss: 5.8312 2025-08-18 16:46:55,886 - pyskl - INFO - Epoch [137][5200/7492] lr: 9.645e-04, eta: 14:12:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5016, top5_acc: 0.7444, loss_cls: 5.8696, loss: 5.8696 2025-08-18 16:47:47,287 - pyskl - INFO - Epoch [137][5300/7492] lr: 9.626e-04, eta: 14:11:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5000, top5_acc: 0.7484, loss_cls: 5.8730, loss: 5.8730 2025-08-18 16:48:38,792 - pyskl - INFO - Epoch [137][5400/7492] lr: 9.607e-04, eta: 14:10:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4947, top5_acc: 0.7412, loss_cls: 5.9338, loss: 5.9338 2025-08-18 16:49:30,575 - pyskl - INFO - Epoch [137][5500/7492] lr: 9.588e-04, eta: 14:09:30, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4944, top5_acc: 0.7481, loss_cls: 5.8071, loss: 5.8071 2025-08-18 16:50:22,051 - pyskl - INFO - Epoch [137][5600/7492] lr: 9.569e-04, eta: 14:08:39, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4809, top5_acc: 0.7266, loss_cls: 6.0000, loss: 6.0000 2025-08-18 16:51:13,254 - pyskl - INFO - Epoch [137][5700/7492] lr: 9.549e-04, eta: 14:07:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4869, top5_acc: 0.7372, loss_cls: 5.9000, loss: 5.9000 2025-08-18 16:52:04,547 - pyskl - INFO - Epoch [137][5800/7492] lr: 9.530e-04, eta: 14:06:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4941, top5_acc: 0.7416, loss_cls: 5.9329, loss: 5.9329 2025-08-18 16:52:55,873 - pyskl - INFO - Epoch [137][5900/7492] lr: 9.511e-04, eta: 14:06:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4919, top5_acc: 0.7434, loss_cls: 6.0309, loss: 6.0309 2025-08-18 16:53:47,073 - pyskl - INFO - Epoch [137][6000/7492] lr: 9.492e-04, eta: 14:05:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4834, top5_acc: 0.7441, loss_cls: 5.9180, loss: 5.9180 2025-08-18 16:54:38,518 - pyskl - INFO - Epoch [137][6100/7492] lr: 9.473e-04, eta: 14:04:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4984, top5_acc: 0.7431, loss_cls: 5.8987, loss: 5.8987 2025-08-18 16:55:29,895 - pyskl - INFO - Epoch [137][6200/7492] lr: 9.454e-04, eta: 14:03:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4819, top5_acc: 0.7322, loss_cls: 6.0157, loss: 6.0157 2025-08-18 16:56:21,150 - pyskl - INFO - Epoch [137][6300/7492] lr: 9.435e-04, eta: 14:02:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4925, top5_acc: 0.7284, loss_cls: 5.9897, loss: 5.9897 2025-08-18 16:57:12,877 - pyskl - INFO - Epoch [137][6400/7492] lr: 9.416e-04, eta: 14:01:49, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4938, top5_acc: 0.7359, loss_cls: 5.9410, loss: 5.9410 2025-08-18 16:58:04,231 - pyskl - INFO - Epoch [137][6500/7492] lr: 9.397e-04, eta: 14:00:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4841, top5_acc: 0.7506, loss_cls: 5.9301, loss: 5.9301 2025-08-18 16:58:55,700 - pyskl - INFO - Epoch [137][6600/7492] lr: 9.378e-04, eta: 14:00:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4894, top5_acc: 0.7444, loss_cls: 5.9084, loss: 5.9084 2025-08-18 16:59:47,081 - pyskl - INFO - Epoch [137][6700/7492] lr: 9.359e-04, eta: 13:59:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5012, top5_acc: 0.7484, loss_cls: 5.8858, loss: 5.8858 2025-08-18 17:00:38,502 - pyskl - INFO - Epoch [137][6800/7492] lr: 9.340e-04, eta: 13:58:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4972, top5_acc: 0.7500, loss_cls: 5.8171, loss: 5.8171 2025-08-18 17:01:30,274 - pyskl - INFO - Epoch [137][6900/7492] lr: 9.321e-04, eta: 13:57:33, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.4925, top5_acc: 0.7353, loss_cls: 5.9346, loss: 5.9346 2025-08-18 17:02:21,529 - pyskl - INFO - Epoch [137][7000/7492] lr: 9.302e-04, eta: 13:56:41, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5012, top5_acc: 0.7522, loss_cls: 5.8843, loss: 5.8843 2025-08-18 17:03:12,875 - pyskl - INFO - Epoch [137][7100/7492] lr: 9.283e-04, eta: 13:55:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4878, top5_acc: 0.7347, loss_cls: 5.9176, loss: 5.9176 2025-08-18 17:04:04,498 - pyskl - INFO - Epoch [137][7200/7492] lr: 9.265e-04, eta: 13:54:59, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4966, top5_acc: 0.7412, loss_cls: 5.9268, loss: 5.9268 2025-08-18 17:04:55,663 - pyskl - INFO - Epoch [137][7300/7492] lr: 9.246e-04, eta: 13:54:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5131, top5_acc: 0.7609, loss_cls: 5.7437, loss: 5.7437 2025-08-18 17:05:46,960 - pyskl - INFO - Epoch [137][7400/7492] lr: 9.227e-04, eta: 13:53:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4981, top5_acc: 0.7441, loss_cls: 5.8432, loss: 5.8432 2025-08-18 17:06:34,867 - pyskl - INFO - Saving checkpoint at 137 epochs 2025-08-18 17:07:31,176 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 17:07:31,911 - pyskl - INFO - top1_acc 0.4050 top5_acc 0.6564 2025-08-18 17:07:31,911 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 17:07:31,946 - pyskl - INFO - mean_acc 0.4048 2025-08-18 17:07:32,003 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_136.pth was removed 2025-08-18 17:07:33,304 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. 2025-08-18 17:07:33,305 - pyskl - INFO - Best top1_acc is 0.4050 at 137 epoch. 2025-08-18 17:07:33,316 - pyskl - INFO - Epoch(val) [137][617] top1_acc: 0.4050, top5_acc: 0.6564, mean_class_accuracy: 0.4048 2025-08-18 17:08:54,814 - pyskl - INFO - Epoch [138][100/7492] lr: 9.191e-04, eta: 13:51:36, time: 0.815, data_time: 0.302, memory: 13026, top1_acc: 0.5156, top5_acc: 0.7500, loss_cls: 5.7224, loss: 5.7224 2025-08-18 17:09:46,072 - pyskl - INFO - Epoch [138][200/7492] lr: 9.172e-04, eta: 13:50:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5044, top5_acc: 0.7725, loss_cls: 5.7340, loss: 5.7340 2025-08-18 17:10:37,532 - pyskl - INFO - Epoch [138][300/7492] lr: 9.153e-04, eta: 13:49:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5166, top5_acc: 0.7516, loss_cls: 5.8262, loss: 5.8262 2025-08-18 17:11:28,843 - pyskl - INFO - Epoch [138][400/7492] lr: 9.135e-04, eta: 13:49:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5138, top5_acc: 0.7659, loss_cls: 5.8388, loss: 5.8388 2025-08-18 17:12:20,216 - pyskl - INFO - Epoch [138][500/7492] lr: 9.116e-04, eta: 13:48:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5103, top5_acc: 0.7500, loss_cls: 5.7841, loss: 5.7841 2025-08-18 17:13:11,671 - pyskl - INFO - Epoch [138][600/7492] lr: 9.097e-04, eta: 13:47:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4963, top5_acc: 0.7481, loss_cls: 5.9396, loss: 5.9396 2025-08-18 17:14:02,904 - pyskl - INFO - Epoch [138][700/7492] lr: 9.078e-04, eta: 13:46:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5106, top5_acc: 0.7562, loss_cls: 5.8473, loss: 5.8473 2025-08-18 17:14:54,044 - pyskl - INFO - Epoch [138][800/7492] lr: 9.060e-04, eta: 13:45:37, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5081, top5_acc: 0.7450, loss_cls: 5.8197, loss: 5.8197 2025-08-18 17:15:45,346 - pyskl - INFO - Epoch [138][900/7492] lr: 9.041e-04, eta: 13:44:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4994, top5_acc: 0.7525, loss_cls: 5.7818, loss: 5.7818 2025-08-18 17:16:36,670 - pyskl - INFO - Epoch [138][1000/7492] lr: 9.023e-04, eta: 13:43:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5012, top5_acc: 0.7516, loss_cls: 5.8449, loss: 5.8449 2025-08-18 17:17:28,120 - pyskl - INFO - Epoch [138][1100/7492] lr: 9.004e-04, eta: 13:43:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5025, top5_acc: 0.7659, loss_cls: 5.7734, loss: 5.7734 2025-08-18 17:18:19,344 - pyskl - INFO - Epoch [138][1200/7492] lr: 8.985e-04, eta: 13:42:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4994, top5_acc: 0.7481, loss_cls: 5.8602, loss: 5.8602 2025-08-18 17:19:10,822 - pyskl - INFO - Epoch [138][1300/7492] lr: 8.967e-04, eta: 13:41:21, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5025, top5_acc: 0.7591, loss_cls: 5.8292, loss: 5.8292 2025-08-18 17:20:02,409 - pyskl - INFO - Epoch [138][1400/7492] lr: 8.948e-04, eta: 13:40:30, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5109, top5_acc: 0.7522, loss_cls: 5.7813, loss: 5.7813 2025-08-18 17:20:53,885 - pyskl - INFO - Epoch [138][1500/7492] lr: 8.930e-04, eta: 13:39:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5134, top5_acc: 0.7522, loss_cls: 5.6744, loss: 5.6744 2025-08-18 17:21:45,499 - pyskl - INFO - Epoch [138][1600/7492] lr: 8.911e-04, eta: 13:38:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4978, top5_acc: 0.7450, loss_cls: 5.8607, loss: 5.8607 2025-08-18 17:22:37,064 - pyskl - INFO - Epoch [138][1700/7492] lr: 8.893e-04, eta: 13:37:56, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5138, top5_acc: 0.7559, loss_cls: 5.7379, loss: 5.7379 2025-08-18 17:23:28,599 - pyskl - INFO - Epoch [138][1800/7492] lr: 8.874e-04, eta: 13:37:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5172, top5_acc: 0.7522, loss_cls: 5.8911, loss: 5.8911 2025-08-18 17:24:19,802 - pyskl - INFO - Epoch [138][1900/7492] lr: 8.856e-04, eta: 13:36:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5088, top5_acc: 0.7631, loss_cls: 5.8071, loss: 5.8071 2025-08-18 17:25:11,272 - pyskl - INFO - Epoch [138][2000/7492] lr: 8.837e-04, eta: 13:35:22, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5147, top5_acc: 0.7575, loss_cls: 5.7251, loss: 5.7251 2025-08-18 17:26:02,683 - pyskl - INFO - Epoch [138][2100/7492] lr: 8.819e-04, eta: 13:34:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5078, top5_acc: 0.7584, loss_cls: 5.6792, loss: 5.6792 2025-08-18 17:26:54,042 - pyskl - INFO - Epoch [138][2200/7492] lr: 8.801e-04, eta: 13:33:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4969, top5_acc: 0.7525, loss_cls: 5.8869, loss: 5.8869 2025-08-18 17:27:45,190 - pyskl - INFO - Epoch [138][2300/7492] lr: 8.782e-04, eta: 13:32:48, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4953, top5_acc: 0.7478, loss_cls: 5.8779, loss: 5.8779 2025-08-18 17:28:36,327 - pyskl - INFO - Epoch [138][2400/7492] lr: 8.764e-04, eta: 13:31:57, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4950, top5_acc: 0.7359, loss_cls: 5.8973, loss: 5.8973 2025-08-18 17:29:27,413 - pyskl - INFO - Epoch [138][2500/7492] lr: 8.746e-04, eta: 13:31:06, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4941, top5_acc: 0.7444, loss_cls: 5.8514, loss: 5.8514 2025-08-18 17:30:18,573 - pyskl - INFO - Epoch [138][2600/7492] lr: 8.727e-04, eta: 13:30:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5016, top5_acc: 0.7522, loss_cls: 5.7971, loss: 5.7971 2025-08-18 17:31:09,773 - pyskl - INFO - Epoch [138][2700/7492] lr: 8.709e-04, eta: 13:29:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5147, top5_acc: 0.7581, loss_cls: 5.7858, loss: 5.7858 2025-08-18 17:32:00,907 - pyskl - INFO - Epoch [138][2800/7492] lr: 8.691e-04, eta: 13:28:32, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4959, top5_acc: 0.7462, loss_cls: 5.8277, loss: 5.8277 2025-08-18 17:32:52,055 - pyskl - INFO - Epoch [138][2900/7492] lr: 8.672e-04, eta: 13:27:40, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4800, top5_acc: 0.7344, loss_cls: 6.0262, loss: 6.0262 2025-08-18 17:33:43,295 - pyskl - INFO - Epoch [138][3000/7492] lr: 8.654e-04, eta: 13:26:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4953, top5_acc: 0.7403, loss_cls: 5.8604, loss: 5.8604 2025-08-18 17:34:34,475 - pyskl - INFO - Epoch [138][3100/7492] lr: 8.636e-04, eta: 13:25:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5128, top5_acc: 0.7556, loss_cls: 5.8021, loss: 5.8021 2025-08-18 17:35:25,649 - pyskl - INFO - Epoch [138][3200/7492] lr: 8.618e-04, eta: 13:25:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5188, top5_acc: 0.7575, loss_cls: 5.7986, loss: 5.7986 2025-08-18 17:36:16,880 - pyskl - INFO - Epoch [138][3300/7492] lr: 8.600e-04, eta: 13:24:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4975, top5_acc: 0.7462, loss_cls: 5.8755, loss: 5.8755 2025-08-18 17:37:08,082 - pyskl - INFO - Epoch [138][3400/7492] lr: 8.581e-04, eta: 13:23:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4994, top5_acc: 0.7609, loss_cls: 5.6941, loss: 5.6941 2025-08-18 17:37:59,169 - pyskl - INFO - Epoch [138][3500/7492] lr: 8.563e-04, eta: 13:22:33, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4944, top5_acc: 0.7519, loss_cls: 5.9079, loss: 5.9079 2025-08-18 17:38:50,254 - pyskl - INFO - Epoch [138][3600/7492] lr: 8.545e-04, eta: 13:21:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5316, top5_acc: 0.7475, loss_cls: 5.7216, loss: 5.7216 2025-08-18 17:39:41,644 - pyskl - INFO - Epoch [138][3700/7492] lr: 8.527e-04, eta: 13:20:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5103, top5_acc: 0.7538, loss_cls: 5.7782, loss: 5.7782 2025-08-18 17:40:33,083 - pyskl - INFO - Epoch [138][3800/7492] lr: 8.509e-04, eta: 13:19:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5175, top5_acc: 0.7622, loss_cls: 5.6929, loss: 5.6929 2025-08-18 17:41:24,180 - pyskl - INFO - Epoch [138][3900/7492] lr: 8.491e-04, eta: 13:19:07, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.4806, top5_acc: 0.7288, loss_cls: 6.0426, loss: 6.0426 2025-08-18 17:42:15,276 - pyskl - INFO - Epoch [138][4000/7492] lr: 8.473e-04, eta: 13:18:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5072, top5_acc: 0.7531, loss_cls: 5.8164, loss: 5.8164 2025-08-18 17:43:06,655 - pyskl - INFO - Epoch [138][4100/7492] lr: 8.455e-04, eta: 13:17:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4981, top5_acc: 0.7491, loss_cls: 5.8804, loss: 5.8804 2025-08-18 17:43:58,103 - pyskl - INFO - Epoch [138][4200/7492] lr: 8.437e-04, eta: 13:16:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4913, top5_acc: 0.7534, loss_cls: 5.8162, loss: 5.8162 2025-08-18 17:44:49,363 - pyskl - INFO - Epoch [138][4300/7492] lr: 8.419e-04, eta: 13:15:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4931, top5_acc: 0.7497, loss_cls: 5.8678, loss: 5.8678 2025-08-18 17:45:40,957 - pyskl - INFO - Epoch [138][4400/7492] lr: 8.401e-04, eta: 13:14:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4869, top5_acc: 0.7378, loss_cls: 5.8131, loss: 5.8131 2025-08-18 17:46:32,440 - pyskl - INFO - Epoch [138][4500/7492] lr: 8.383e-04, eta: 13:14:00, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5162, top5_acc: 0.7644, loss_cls: 5.7093, loss: 5.7093 2025-08-18 17:47:23,718 - pyskl - INFO - Epoch [138][4600/7492] lr: 8.365e-04, eta: 13:13:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4875, top5_acc: 0.7538, loss_cls: 5.8345, loss: 5.8345 2025-08-18 17:48:15,058 - pyskl - INFO - Epoch [138][4700/7492] lr: 8.347e-04, eta: 13:12:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5034, top5_acc: 0.7519, loss_cls: 5.7178, loss: 5.7178 2025-08-18 17:49:06,220 - pyskl - INFO - Epoch [138][4800/7492] lr: 8.329e-04, eta: 13:11:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5075, top5_acc: 0.7541, loss_cls: 5.7162, loss: 5.7162 2025-08-18 17:49:57,394 - pyskl - INFO - Epoch [138][4900/7492] lr: 8.311e-04, eta: 13:10:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5081, top5_acc: 0.7506, loss_cls: 5.8055, loss: 5.8055 2025-08-18 17:50:48,811 - pyskl - INFO - Epoch [138][5000/7492] lr: 8.293e-04, eta: 13:09:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5012, top5_acc: 0.7406, loss_cls: 5.9092, loss: 5.9092 2025-08-18 17:51:40,043 - pyskl - INFO - Epoch [138][5100/7492] lr: 8.276e-04, eta: 13:08:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4941, top5_acc: 0.7516, loss_cls: 5.8121, loss: 5.8121 2025-08-18 17:52:31,496 - pyskl - INFO - Epoch [138][5200/7492] lr: 8.258e-04, eta: 13:08:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5019, top5_acc: 0.7466, loss_cls: 5.8092, loss: 5.8092 2025-08-18 17:53:22,710 - pyskl - INFO - Epoch [138][5300/7492] lr: 8.240e-04, eta: 13:07:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5081, top5_acc: 0.7556, loss_cls: 5.8198, loss: 5.8198 2025-08-18 17:54:13,865 - pyskl - INFO - Epoch [138][5400/7492] lr: 8.222e-04, eta: 13:06:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.4934, top5_acc: 0.7444, loss_cls: 5.8127, loss: 5.8127 2025-08-18 17:55:05,125 - pyskl - INFO - Epoch [138][5500/7492] lr: 8.204e-04, eta: 13:05:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4909, top5_acc: 0.7416, loss_cls: 5.8518, loss: 5.8518 2025-08-18 17:55:56,329 - pyskl - INFO - Epoch [138][5600/7492] lr: 8.187e-04, eta: 13:04:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5031, top5_acc: 0.7541, loss_cls: 5.7567, loss: 5.7567 2025-08-18 17:56:47,530 - pyskl - INFO - Epoch [138][5700/7492] lr: 8.169e-04, eta: 13:03:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5106, top5_acc: 0.7516, loss_cls: 5.7742, loss: 5.7742 2025-08-18 17:57:38,706 - pyskl - INFO - Epoch [138][5800/7492] lr: 8.151e-04, eta: 13:02:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5047, top5_acc: 0.7500, loss_cls: 5.7894, loss: 5.7894 2025-08-18 17:58:30,098 - pyskl - INFO - Epoch [138][5900/7492] lr: 8.133e-04, eta: 13:02:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5062, top5_acc: 0.7516, loss_cls: 5.8771, loss: 5.8771 2025-08-18 17:59:21,694 - pyskl - INFO - Epoch [138][6000/7492] lr: 8.116e-04, eta: 13:01:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4988, top5_acc: 0.7597, loss_cls: 5.7148, loss: 5.7148 2025-08-18 18:00:13,203 - pyskl - INFO - Epoch [138][6100/7492] lr: 8.098e-04, eta: 13:00:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5019, top5_acc: 0.7519, loss_cls: 5.7707, loss: 5.7707 2025-08-18 18:01:04,523 - pyskl - INFO - Epoch [138][6200/7492] lr: 8.081e-04, eta: 12:59:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4938, top5_acc: 0.7506, loss_cls: 5.8939, loss: 5.8939 2025-08-18 18:01:56,218 - pyskl - INFO - Epoch [138][6300/7492] lr: 8.063e-04, eta: 12:58:37, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5159, top5_acc: 0.7556, loss_cls: 5.7024, loss: 5.7024 2025-08-18 18:02:47,570 - pyskl - INFO - Epoch [138][6400/7492] lr: 8.045e-04, eta: 12:57:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5153, top5_acc: 0.7438, loss_cls: 5.8966, loss: 5.8966 2025-08-18 18:03:38,943 - pyskl - INFO - Epoch [138][6500/7492] lr: 8.028e-04, eta: 12:56:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4941, top5_acc: 0.7497, loss_cls: 5.8443, loss: 5.8443 2025-08-18 18:04:30,489 - pyskl - INFO - Epoch [138][6600/7492] lr: 8.010e-04, eta: 12:56:03, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4997, top5_acc: 0.7388, loss_cls: 5.8355, loss: 5.8355 2025-08-18 18:05:21,671 - pyskl - INFO - Epoch [138][6700/7492] lr: 7.993e-04, eta: 12:55:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5009, top5_acc: 0.7447, loss_cls: 5.9097, loss: 5.9097 2025-08-18 18:06:13,086 - pyskl - INFO - Epoch [138][6800/7492] lr: 7.975e-04, eta: 12:54:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5056, top5_acc: 0.7581, loss_cls: 5.7676, loss: 5.7676 2025-08-18 18:07:04,540 - pyskl - INFO - Epoch [138][6900/7492] lr: 7.958e-04, eta: 12:53:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5125, top5_acc: 0.7538, loss_cls: 5.8026, loss: 5.8026 2025-08-18 18:07:56,180 - pyskl - INFO - Epoch [138][7000/7492] lr: 7.940e-04, eta: 12:52:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5006, top5_acc: 0.7488, loss_cls: 5.8170, loss: 5.8170 2025-08-18 18:08:47,743 - pyskl - INFO - Epoch [138][7100/7492] lr: 7.923e-04, eta: 12:51:47, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5012, top5_acc: 0.7550, loss_cls: 5.7157, loss: 5.7157 2025-08-18 18:09:39,339 - pyskl - INFO - Epoch [138][7200/7492] lr: 7.905e-04, eta: 12:50:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.4975, top5_acc: 0.7331, loss_cls: 5.9462, loss: 5.9462 2025-08-18 18:10:30,842 - pyskl - INFO - Epoch [138][7300/7492] lr: 7.888e-04, eta: 12:50:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5075, top5_acc: 0.7416, loss_cls: 5.8641, loss: 5.8641 2025-08-18 18:11:22,134 - pyskl - INFO - Epoch [138][7400/7492] lr: 7.870e-04, eta: 12:49:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5166, top5_acc: 0.7522, loss_cls: 5.8710, loss: 5.8710 2025-08-18 18:12:10,223 - pyskl - INFO - Saving checkpoint at 138 epochs 2025-08-18 18:13:05,842 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 18:13:06,596 - pyskl - INFO - top1_acc 0.4088 top5_acc 0.6560 2025-08-18 18:13:06,596 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 18:13:06,632 - pyskl - INFO - mean_acc 0.4084 2025-08-18 18:13:06,689 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_137.pth was removed 2025-08-18 18:13:07,875 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2025-08-18 18:13:07,876 - pyskl - INFO - Best top1_acc is 0.4088 at 138 epoch. 2025-08-18 18:13:07,888 - pyskl - INFO - Epoch(val) [138][617] top1_acc: 0.4088, top5_acc: 0.6560, mean_class_accuracy: 0.4084 2025-08-18 18:14:29,578 - pyskl - INFO - Epoch [139][100/7492] lr: 7.837e-04, eta: 12:47:33, time: 0.817, data_time: 0.306, memory: 13026, top1_acc: 0.5247, top5_acc: 0.7672, loss_cls: 5.6145, loss: 5.6145 2025-08-18 18:15:20,608 - pyskl - INFO - Epoch [139][200/7492] lr: 7.820e-04, eta: 12:46:42, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5175, top5_acc: 0.7694, loss_cls: 5.7294, loss: 5.7294 2025-08-18 18:16:11,756 - pyskl - INFO - Epoch [139][300/7492] lr: 7.802e-04, eta: 12:45:50, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5019, top5_acc: 0.7534, loss_cls: 5.8107, loss: 5.8107 2025-08-18 18:17:02,928 - pyskl - INFO - Epoch [139][400/7492] lr: 7.785e-04, eta: 12:44:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5159, top5_acc: 0.7594, loss_cls: 5.7069, loss: 5.7069 2025-08-18 18:17:53,957 - pyskl - INFO - Epoch [139][500/7492] lr: 7.768e-04, eta: 12:44:08, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5153, top5_acc: 0.7612, loss_cls: 5.7487, loss: 5.7487 2025-08-18 18:18:45,018 - pyskl - INFO - Epoch [139][600/7492] lr: 7.750e-04, eta: 12:43:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5159, top5_acc: 0.7644, loss_cls: 5.6720, loss: 5.6720 2025-08-18 18:19:36,303 - pyskl - INFO - Epoch [139][700/7492] lr: 7.733e-04, eta: 12:42:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4934, top5_acc: 0.7600, loss_cls: 5.8129, loss: 5.8129 2025-08-18 18:20:27,481 - pyskl - INFO - Epoch [139][800/7492] lr: 7.716e-04, eta: 12:41:34, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5188, top5_acc: 0.7506, loss_cls: 5.8050, loss: 5.8050 2025-08-18 18:21:18,541 - pyskl - INFO - Epoch [139][900/7492] lr: 7.699e-04, eta: 12:40:43, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5250, top5_acc: 0.7638, loss_cls: 5.7488, loss: 5.7488 2025-08-18 18:22:09,966 - pyskl - INFO - Epoch [139][1000/7492] lr: 7.682e-04, eta: 12:39:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5400, top5_acc: 0.7691, loss_cls: 5.6941, loss: 5.6941 2025-08-18 18:23:01,175 - pyskl - INFO - Epoch [139][1100/7492] lr: 7.664e-04, eta: 12:39:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5188, top5_acc: 0.7556, loss_cls: 5.7275, loss: 5.7275 2025-08-18 18:23:52,310 - pyskl - INFO - Epoch [139][1200/7492] lr: 7.647e-04, eta: 12:38:09, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5253, top5_acc: 0.7703, loss_cls: 5.6413, loss: 5.6413 2025-08-18 18:24:43,425 - pyskl - INFO - Epoch [139][1300/7492] lr: 7.630e-04, eta: 12:37:17, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5150, top5_acc: 0.7656, loss_cls: 5.7523, loss: 5.7523 2025-08-18 18:25:34,570 - pyskl - INFO - Epoch [139][1400/7492] lr: 7.613e-04, eta: 12:36:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5047, top5_acc: 0.7594, loss_cls: 5.7898, loss: 5.7898 2025-08-18 18:26:25,651 - pyskl - INFO - Epoch [139][1500/7492] lr: 7.596e-04, eta: 12:35:35, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5281, top5_acc: 0.7641, loss_cls: 5.6650, loss: 5.6650 2025-08-18 18:27:16,814 - pyskl - INFO - Epoch [139][1600/7492] lr: 7.579e-04, eta: 12:34:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5241, top5_acc: 0.7700, loss_cls: 5.6317, loss: 5.6317 2025-08-18 18:28:08,051 - pyskl - INFO - Epoch [139][1700/7492] lr: 7.562e-04, eta: 12:33:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5178, top5_acc: 0.7644, loss_cls: 5.6803, loss: 5.6803 2025-08-18 18:28:59,463 - pyskl - INFO - Epoch [139][1800/7492] lr: 7.545e-04, eta: 12:33:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5241, top5_acc: 0.7597, loss_cls: 5.6862, loss: 5.6862 2025-08-18 18:29:50,674 - pyskl - INFO - Epoch [139][1900/7492] lr: 7.528e-04, eta: 12:32:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5094, top5_acc: 0.7431, loss_cls: 5.8349, loss: 5.8349 2025-08-18 18:30:41,873 - pyskl - INFO - Epoch [139][2000/7492] lr: 7.511e-04, eta: 12:31:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5156, top5_acc: 0.7725, loss_cls: 5.6947, loss: 5.6947 2025-08-18 18:31:33,214 - pyskl - INFO - Epoch [139][2100/7492] lr: 7.494e-04, eta: 12:30:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5131, top5_acc: 0.7547, loss_cls: 5.7289, loss: 5.7289 2025-08-18 18:32:24,514 - pyskl - INFO - Epoch [139][2200/7492] lr: 7.477e-04, eta: 12:29:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5191, top5_acc: 0.7519, loss_cls: 5.7863, loss: 5.7863 2025-08-18 18:33:15,820 - pyskl - INFO - Epoch [139][2300/7492] lr: 7.460e-04, eta: 12:28:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5166, top5_acc: 0.7659, loss_cls: 5.7204, loss: 5.7204 2025-08-18 18:34:07,061 - pyskl - INFO - Epoch [139][2400/7492] lr: 7.443e-04, eta: 12:27:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5169, top5_acc: 0.7488, loss_cls: 5.7328, loss: 5.7328 2025-08-18 18:34:58,417 - pyskl - INFO - Epoch [139][2500/7492] lr: 7.426e-04, eta: 12:27:02, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.4988, top5_acc: 0.7581, loss_cls: 5.7108, loss: 5.7108 2025-08-18 18:35:49,658 - pyskl - INFO - Epoch [139][2600/7492] lr: 7.409e-04, eta: 12:26:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5225, top5_acc: 0.7666, loss_cls: 5.6909, loss: 5.6909 2025-08-18 18:36:41,026 - pyskl - INFO - Epoch [139][2700/7492] lr: 7.392e-04, eta: 12:25:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5322, top5_acc: 0.7691, loss_cls: 5.6470, loss: 5.6470 2025-08-18 18:37:32,862 - pyskl - INFO - Epoch [139][2800/7492] lr: 7.375e-04, eta: 12:24:28, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5212, top5_acc: 0.7625, loss_cls: 5.7273, loss: 5.7273 2025-08-18 18:38:24,244 - pyskl - INFO - Epoch [139][2900/7492] lr: 7.358e-04, eta: 12:23:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5212, top5_acc: 0.7647, loss_cls: 5.6634, loss: 5.6634 2025-08-18 18:39:15,644 - pyskl - INFO - Epoch [139][3000/7492] lr: 7.341e-04, eta: 12:22:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5053, top5_acc: 0.7484, loss_cls: 5.7948, loss: 5.7948 2025-08-18 18:40:06,873 - pyskl - INFO - Epoch [139][3100/7492] lr: 7.325e-04, eta: 12:21:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5116, top5_acc: 0.7628, loss_cls: 5.8247, loss: 5.8247 2025-08-18 18:40:58,190 - pyskl - INFO - Epoch [139][3200/7492] lr: 7.308e-04, eta: 12:21:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5094, top5_acc: 0.7659, loss_cls: 5.7284, loss: 5.7284 2025-08-18 18:41:49,655 - pyskl - INFO - Epoch [139][3300/7492] lr: 7.291e-04, eta: 12:20:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5106, top5_acc: 0.7659, loss_cls: 5.7672, loss: 5.7672 2025-08-18 18:42:41,004 - pyskl - INFO - Epoch [139][3400/7492] lr: 7.274e-04, eta: 12:19:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5025, top5_acc: 0.7512, loss_cls: 5.8855, loss: 5.8855 2025-08-18 18:43:32,470 - pyskl - INFO - Epoch [139][3500/7492] lr: 7.258e-04, eta: 12:18:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.4878, top5_acc: 0.7372, loss_cls: 5.9219, loss: 5.9219 2025-08-18 18:44:23,946 - pyskl - INFO - Epoch [139][3600/7492] lr: 7.241e-04, eta: 12:17:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5103, top5_acc: 0.7572, loss_cls: 5.8131, loss: 5.8131 2025-08-18 18:45:15,349 - pyskl - INFO - Epoch [139][3700/7492] lr: 7.224e-04, eta: 12:16:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5078, top5_acc: 0.7550, loss_cls: 5.7551, loss: 5.7551 2025-08-18 18:46:06,614 - pyskl - INFO - Epoch [139][3800/7492] lr: 7.208e-04, eta: 12:15:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5044, top5_acc: 0.7403, loss_cls: 5.8856, loss: 5.8856 2025-08-18 18:46:58,111 - pyskl - INFO - Epoch [139][3900/7492] lr: 7.191e-04, eta: 12:15:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5103, top5_acc: 0.7675, loss_cls: 5.6680, loss: 5.6680 2025-08-18 18:47:49,349 - pyskl - INFO - Epoch [139][4000/7492] lr: 7.174e-04, eta: 12:14:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5088, top5_acc: 0.7603, loss_cls: 5.7727, loss: 5.7727 2025-08-18 18:48:40,507 - pyskl - INFO - Epoch [139][4100/7492] lr: 7.158e-04, eta: 12:13:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5053, top5_acc: 0.7584, loss_cls: 5.7419, loss: 5.7419 2025-08-18 18:49:31,665 - pyskl - INFO - Epoch [139][4200/7492] lr: 7.141e-04, eta: 12:12:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5041, top5_acc: 0.7428, loss_cls: 6.0049, loss: 6.0049 2025-08-18 18:50:23,330 - pyskl - INFO - Epoch [139][4300/7492] lr: 7.125e-04, eta: 12:11:39, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.4963, top5_acc: 0.7509, loss_cls: 5.7291, loss: 5.7291 2025-08-18 18:51:14,882 - pyskl - INFO - Epoch [139][4400/7492] lr: 7.108e-04, eta: 12:10:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5125, top5_acc: 0.7466, loss_cls: 5.8092, loss: 5.8092 2025-08-18 18:52:06,216 - pyskl - INFO - Epoch [139][4500/7492] lr: 7.091e-04, eta: 12:09:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5094, top5_acc: 0.7519, loss_cls: 5.8338, loss: 5.8338 2025-08-18 18:52:57,544 - pyskl - INFO - Epoch [139][4600/7492] lr: 7.075e-04, eta: 12:09:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5069, top5_acc: 0.7553, loss_cls: 5.7702, loss: 5.7702 2025-08-18 18:53:48,697 - pyskl - INFO - Epoch [139][4700/7492] lr: 7.058e-04, eta: 12:08:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5147, top5_acc: 0.7609, loss_cls: 5.6931, loss: 5.6931 2025-08-18 18:54:39,853 - pyskl - INFO - Epoch [139][4800/7492] lr: 7.042e-04, eta: 12:07:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5062, top5_acc: 0.7538, loss_cls: 5.7154, loss: 5.7154 2025-08-18 18:55:31,195 - pyskl - INFO - Epoch [139][4900/7492] lr: 7.025e-04, eta: 12:06:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5100, top5_acc: 0.7628, loss_cls: 5.7350, loss: 5.7350 2025-08-18 18:56:22,471 - pyskl - INFO - Epoch [139][5000/7492] lr: 7.009e-04, eta: 12:05:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4975, top5_acc: 0.7528, loss_cls: 5.7792, loss: 5.7792 2025-08-18 18:57:13,766 - pyskl - INFO - Epoch [139][5100/7492] lr: 6.993e-04, eta: 12:04:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5166, top5_acc: 0.7709, loss_cls: 5.7139, loss: 5.7139 2025-08-18 18:58:05,241 - pyskl - INFO - Epoch [139][5200/7492] lr: 6.976e-04, eta: 12:03:58, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5084, top5_acc: 0.7584, loss_cls: 5.7280, loss: 5.7280 2025-08-18 18:58:56,456 - pyskl - INFO - Epoch [139][5300/7492] lr: 6.960e-04, eta: 12:03:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5094, top5_acc: 0.7488, loss_cls: 5.8395, loss: 5.8395 2025-08-18 18:59:47,736 - pyskl - INFO - Epoch [139][5400/7492] lr: 6.943e-04, eta: 12:02:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.4991, top5_acc: 0.7453, loss_cls: 5.9659, loss: 5.9659 2025-08-18 19:00:39,132 - pyskl - INFO - Epoch [139][5500/7492] lr: 6.927e-04, eta: 12:01:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5069, top5_acc: 0.7566, loss_cls: 5.7342, loss: 5.7342 2025-08-18 19:01:30,314 - pyskl - INFO - Epoch [139][5600/7492] lr: 6.911e-04, eta: 12:00:32, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5091, top5_acc: 0.7488, loss_cls: 5.7127, loss: 5.7127 2025-08-18 19:02:22,091 - pyskl - INFO - Epoch [139][5700/7492] lr: 6.894e-04, eta: 11:59:41, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5062, top5_acc: 0.7569, loss_cls: 5.7543, loss: 5.7543 2025-08-18 19:03:13,450 - pyskl - INFO - Epoch [139][5800/7492] lr: 6.878e-04, eta: 11:58:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5094, top5_acc: 0.7578, loss_cls: 5.7914, loss: 5.7914 2025-08-18 19:04:04,594 - pyskl - INFO - Epoch [139][5900/7492] lr: 6.862e-04, eta: 11:57:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5159, top5_acc: 0.7628, loss_cls: 5.6661, loss: 5.6661 2025-08-18 19:04:55,729 - pyskl - INFO - Epoch [139][6000/7492] lr: 6.846e-04, eta: 11:57:07, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5266, top5_acc: 0.7622, loss_cls: 5.6333, loss: 5.6333 2025-08-18 19:05:46,846 - pyskl - INFO - Epoch [139][6100/7492] lr: 6.829e-04, eta: 11:56:16, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5153, top5_acc: 0.7694, loss_cls: 5.7305, loss: 5.7305 2025-08-18 19:06:38,200 - pyskl - INFO - Epoch [139][6200/7492] lr: 6.813e-04, eta: 11:55:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5066, top5_acc: 0.7531, loss_cls: 5.8862, loss: 5.8862 2025-08-18 19:07:29,421 - pyskl - INFO - Epoch [139][6300/7492] lr: 6.797e-04, eta: 11:54:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5253, top5_acc: 0.7716, loss_cls: 5.6742, loss: 5.6742 2025-08-18 19:08:20,832 - pyskl - INFO - Epoch [139][6400/7492] lr: 6.781e-04, eta: 11:53:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5172, top5_acc: 0.7662, loss_cls: 5.7197, loss: 5.7197 2025-08-18 19:09:12,380 - pyskl - INFO - Epoch [139][6500/7492] lr: 6.765e-04, eta: 11:52:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5109, top5_acc: 0.7441, loss_cls: 5.8401, loss: 5.8401 2025-08-18 19:10:04,041 - pyskl - INFO - Epoch [139][6600/7492] lr: 6.749e-04, eta: 11:52:00, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5197, top5_acc: 0.7569, loss_cls: 5.6821, loss: 5.6821 2025-08-18 19:10:55,154 - pyskl - INFO - Epoch [139][6700/7492] lr: 6.732e-04, eta: 11:51:08, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5103, top5_acc: 0.7547, loss_cls: 5.7531, loss: 5.7531 2025-08-18 19:11:46,292 - pyskl - INFO - Epoch [139][6800/7492] lr: 6.716e-04, eta: 11:50:17, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5078, top5_acc: 0.7516, loss_cls: 5.7805, loss: 5.7805 2025-08-18 19:12:37,479 - pyskl - INFO - Epoch [139][6900/7492] lr: 6.700e-04, eta: 11:49:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5006, top5_acc: 0.7481, loss_cls: 5.8074, loss: 5.8074 2025-08-18 19:13:28,898 - pyskl - INFO - Epoch [139][7000/7492] lr: 6.684e-04, eta: 11:48:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5228, top5_acc: 0.7647, loss_cls: 5.7843, loss: 5.7843 2025-08-18 19:14:20,087 - pyskl - INFO - Epoch [139][7100/7492] lr: 6.668e-04, eta: 11:47:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5100, top5_acc: 0.7647, loss_cls: 5.7179, loss: 5.7179 2025-08-18 19:15:11,396 - pyskl - INFO - Epoch [139][7200/7492] lr: 6.652e-04, eta: 11:46:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5106, top5_acc: 0.7606, loss_cls: 5.7348, loss: 5.7348 2025-08-18 19:16:03,085 - pyskl - INFO - Epoch [139][7300/7492] lr: 6.636e-04, eta: 11:46:01, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5050, top5_acc: 0.7588, loss_cls: 5.7213, loss: 5.7213 2025-08-18 19:16:54,648 - pyskl - INFO - Epoch [139][7400/7492] lr: 6.620e-04, eta: 11:45:09, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5159, top5_acc: 0.7569, loss_cls: 5.7112, loss: 5.7112 2025-08-18 19:17:42,505 - pyskl - INFO - Saving checkpoint at 139 epochs 2025-08-18 19:18:36,702 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 19:18:37,452 - pyskl - INFO - top1_acc 0.4143 top5_acc 0.6652 2025-08-18 19:18:37,452 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 19:18:37,489 - pyskl - INFO - mean_acc 0.4140 2025-08-18 19:18:37,560 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_138.pth was removed 2025-08-18 19:18:38,682 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2025-08-18 19:18:38,683 - pyskl - INFO - Best top1_acc is 0.4143 at 139 epoch. 2025-08-18 19:18:38,693 - pyskl - INFO - Epoch(val) [139][617] top1_acc: 0.4143, top5_acc: 0.6652, mean_class_accuracy: 0.4140 2025-08-18 19:20:00,076 - pyskl - INFO - Epoch [140][100/7492] lr: 6.589e-04, eta: 11:43:30, time: 0.814, data_time: 0.299, memory: 13026, top1_acc: 0.5403, top5_acc: 0.7878, loss_cls: 5.6231, loss: 5.6231 2025-08-18 19:20:51,559 - pyskl - INFO - Epoch [140][200/7492] lr: 6.574e-04, eta: 11:42:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5278, top5_acc: 0.7734, loss_cls: 5.5577, loss: 5.5577 2025-08-18 19:21:42,964 - pyskl - INFO - Epoch [140][300/7492] lr: 6.558e-04, eta: 11:41:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5294, top5_acc: 0.7731, loss_cls: 5.6853, loss: 5.6853 2025-08-18 19:22:34,275 - pyskl - INFO - Epoch [140][400/7492] lr: 6.542e-04, eta: 11:40:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5097, top5_acc: 0.7588, loss_cls: 5.6946, loss: 5.6946 2025-08-18 19:23:25,790 - pyskl - INFO - Epoch [140][500/7492] lr: 6.526e-04, eta: 11:40:05, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5194, top5_acc: 0.7794, loss_cls: 5.5930, loss: 5.5930 2025-08-18 19:24:17,122 - pyskl - INFO - Epoch [140][600/7492] lr: 6.510e-04, eta: 11:39:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5134, top5_acc: 0.7612, loss_cls: 5.7877, loss: 5.7877 2025-08-18 19:25:08,805 - pyskl - INFO - Epoch [140][700/7492] lr: 6.494e-04, eta: 11:38:22, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5200, top5_acc: 0.7628, loss_cls: 5.6134, loss: 5.6134 2025-08-18 19:26:00,265 - pyskl - INFO - Epoch [140][800/7492] lr: 6.478e-04, eta: 11:37:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5241, top5_acc: 0.7634, loss_cls: 5.6083, loss: 5.6083 2025-08-18 19:26:51,533 - pyskl - INFO - Epoch [140][900/7492] lr: 6.463e-04, eta: 11:36:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5453, top5_acc: 0.7756, loss_cls: 5.6075, loss: 5.6075 2025-08-18 19:27:43,283 - pyskl - INFO - Epoch [140][1000/7492] lr: 6.447e-04, eta: 11:35:48, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5416, top5_acc: 0.7928, loss_cls: 5.4207, loss: 5.4207 2025-08-18 19:28:34,956 - pyskl - INFO - Epoch [140][1100/7492] lr: 6.431e-04, eta: 11:34:57, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5375, top5_acc: 0.7778, loss_cls: 5.6334, loss: 5.6334 2025-08-18 19:29:26,213 - pyskl - INFO - Epoch [140][1200/7492] lr: 6.415e-04, eta: 11:34:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5203, top5_acc: 0.7762, loss_cls: 5.6166, loss: 5.6166 2025-08-18 19:30:17,491 - pyskl - INFO - Epoch [140][1300/7492] lr: 6.400e-04, eta: 11:33:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5381, top5_acc: 0.7794, loss_cls: 5.5406, loss: 5.5406 2025-08-18 19:31:09,056 - pyskl - INFO - Epoch [140][1400/7492] lr: 6.384e-04, eta: 11:32:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5119, top5_acc: 0.7747, loss_cls: 5.7103, loss: 5.7103 2025-08-18 19:32:00,328 - pyskl - INFO - Epoch [140][1500/7492] lr: 6.368e-04, eta: 11:31:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5366, top5_acc: 0.7772, loss_cls: 5.6246, loss: 5.6246 2025-08-18 19:32:51,511 - pyskl - INFO - Epoch [140][1600/7492] lr: 6.353e-04, eta: 11:30:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5159, top5_acc: 0.7662, loss_cls: 5.7385, loss: 5.7385 2025-08-18 19:33:42,660 - pyskl - INFO - Epoch [140][1700/7492] lr: 6.337e-04, eta: 11:29:49, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5172, top5_acc: 0.7569, loss_cls: 5.8015, loss: 5.8015 2025-08-18 19:34:33,952 - pyskl - INFO - Epoch [140][1800/7492] lr: 6.321e-04, eta: 11:28:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5125, top5_acc: 0.7606, loss_cls: 5.7658, loss: 5.7658 2025-08-18 19:35:25,019 - pyskl - INFO - Epoch [140][1900/7492] lr: 6.306e-04, eta: 11:28:07, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5119, top5_acc: 0.7581, loss_cls: 5.6517, loss: 5.6517 2025-08-18 19:36:16,188 - pyskl - INFO - Epoch [140][2000/7492] lr: 6.290e-04, eta: 11:27:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5244, top5_acc: 0.7756, loss_cls: 5.5752, loss: 5.5752 2025-08-18 19:37:07,599 - pyskl - INFO - Epoch [140][2100/7492] lr: 6.274e-04, eta: 11:26:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5238, top5_acc: 0.7722, loss_cls: 5.6954, loss: 5.6954 2025-08-18 19:37:58,806 - pyskl - INFO - Epoch [140][2200/7492] lr: 6.259e-04, eta: 11:25:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5094, top5_acc: 0.7644, loss_cls: 5.7218, loss: 5.7218 2025-08-18 19:38:50,146 - pyskl - INFO - Epoch [140][2300/7492] lr: 6.243e-04, eta: 11:24:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5028, top5_acc: 0.7619, loss_cls: 5.7424, loss: 5.7424 2025-08-18 19:39:41,265 - pyskl - INFO - Epoch [140][2400/7492] lr: 6.228e-04, eta: 11:23:50, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5150, top5_acc: 0.7528, loss_cls: 5.7672, loss: 5.7672 2025-08-18 19:40:32,541 - pyskl - INFO - Epoch [140][2500/7492] lr: 6.212e-04, eta: 11:22:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5375, top5_acc: 0.7728, loss_cls: 5.6533, loss: 5.6533 2025-08-18 19:41:24,134 - pyskl - INFO - Epoch [140][2600/7492] lr: 6.197e-04, eta: 11:22:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5138, top5_acc: 0.7566, loss_cls: 5.6878, loss: 5.6878 2025-08-18 19:42:15,852 - pyskl - INFO - Epoch [140][2700/7492] lr: 6.181e-04, eta: 11:21:16, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5225, top5_acc: 0.7656, loss_cls: 5.6851, loss: 5.6851 2025-08-18 19:43:07,503 - pyskl - INFO - Epoch [140][2800/7492] lr: 6.166e-04, eta: 11:20:25, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5069, top5_acc: 0.7575, loss_cls: 5.9223, loss: 5.9223 2025-08-18 19:43:59,132 - pyskl - INFO - Epoch [140][2900/7492] lr: 6.151e-04, eta: 11:19:34, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5128, top5_acc: 0.7622, loss_cls: 5.6488, loss: 5.6488 2025-08-18 19:44:50,291 - pyskl - INFO - Epoch [140][3000/7492] lr: 6.135e-04, eta: 11:18:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5203, top5_acc: 0.7550, loss_cls: 5.6837, loss: 5.6837 2025-08-18 19:45:41,564 - pyskl - INFO - Epoch [140][3100/7492] lr: 6.120e-04, eta: 11:17:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5266, top5_acc: 0.7578, loss_cls: 5.7400, loss: 5.7400 2025-08-18 19:46:32,913 - pyskl - INFO - Epoch [140][3200/7492] lr: 6.104e-04, eta: 11:17:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5238, top5_acc: 0.7762, loss_cls: 5.5592, loss: 5.5592 2025-08-18 19:47:24,297 - pyskl - INFO - Epoch [140][3300/7492] lr: 6.089e-04, eta: 11:16:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5250, top5_acc: 0.7619, loss_cls: 5.7166, loss: 5.7166 2025-08-18 19:48:15,615 - pyskl - INFO - Epoch [140][3400/7492] lr: 6.074e-04, eta: 11:15:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5106, top5_acc: 0.7638, loss_cls: 5.6787, loss: 5.6787 2025-08-18 19:49:06,955 - pyskl - INFO - Epoch [140][3500/7492] lr: 6.059e-04, eta: 11:14:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5288, top5_acc: 0.7684, loss_cls: 5.7654, loss: 5.7654 2025-08-18 19:49:58,115 - pyskl - INFO - Epoch [140][3600/7492] lr: 6.043e-04, eta: 11:13:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5241, top5_acc: 0.7600, loss_cls: 5.7060, loss: 5.7060 2025-08-18 19:50:49,346 - pyskl - INFO - Epoch [140][3700/7492] lr: 6.028e-04, eta: 11:12:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5000, top5_acc: 0.7525, loss_cls: 5.7345, loss: 5.7345 2025-08-18 19:51:40,593 - pyskl - INFO - Epoch [140][3800/7492] lr: 6.013e-04, eta: 11:11:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5234, top5_acc: 0.7656, loss_cls: 5.7471, loss: 5.7471 2025-08-18 19:52:31,884 - pyskl - INFO - Epoch [140][3900/7492] lr: 5.998e-04, eta: 11:11:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5266, top5_acc: 0.7656, loss_cls: 5.6341, loss: 5.6341 2025-08-18 19:53:23,224 - pyskl - INFO - Epoch [140][4000/7492] lr: 5.982e-04, eta: 11:10:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5356, top5_acc: 0.7781, loss_cls: 5.6639, loss: 5.6639 2025-08-18 19:54:14,422 - pyskl - INFO - Epoch [140][4100/7492] lr: 5.967e-04, eta: 11:09:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5038, top5_acc: 0.7566, loss_cls: 5.7669, loss: 5.7669 2025-08-18 19:55:05,703 - pyskl - INFO - Epoch [140][4200/7492] lr: 5.952e-04, eta: 11:08:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5091, top5_acc: 0.7619, loss_cls: 5.8069, loss: 5.8069 2025-08-18 19:55:57,179 - pyskl - INFO - Epoch [140][4300/7492] lr: 5.937e-04, eta: 11:07:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5047, top5_acc: 0.7516, loss_cls: 5.7766, loss: 5.7766 2025-08-18 19:56:48,465 - pyskl - INFO - Epoch [140][4400/7492] lr: 5.922e-04, eta: 11:06:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5125, top5_acc: 0.7575, loss_cls: 5.7319, loss: 5.7319 2025-08-18 19:57:40,019 - pyskl - INFO - Epoch [140][4500/7492] lr: 5.907e-04, eta: 11:05:54, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5141, top5_acc: 0.7675, loss_cls: 5.7737, loss: 5.7737 2025-08-18 19:58:31,625 - pyskl - INFO - Epoch [140][4600/7492] lr: 5.891e-04, eta: 11:05:02, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5234, top5_acc: 0.7678, loss_cls: 5.6475, loss: 5.6475 2025-08-18 19:59:22,856 - pyskl - INFO - Epoch [140][4700/7492] lr: 5.876e-04, eta: 11:04:11, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5156, top5_acc: 0.7684, loss_cls: 5.6945, loss: 5.6945 2025-08-18 20:00:14,238 - pyskl - INFO - Epoch [140][4800/7492] lr: 5.861e-04, eta: 11:03:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5216, top5_acc: 0.7662, loss_cls: 5.6415, loss: 5.6415 2025-08-18 20:01:05,692 - pyskl - INFO - Epoch [140][4900/7492] lr: 5.846e-04, eta: 11:02:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5141, top5_acc: 0.7750, loss_cls: 5.6621, loss: 5.6621 2025-08-18 20:01:57,299 - pyskl - INFO - Epoch [140][5000/7492] lr: 5.831e-04, eta: 11:01:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5153, top5_acc: 0.7544, loss_cls: 5.6916, loss: 5.6916 2025-08-18 20:02:48,950 - pyskl - INFO - Epoch [140][5100/7492] lr: 5.816e-04, eta: 11:00:46, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5088, top5_acc: 0.7656, loss_cls: 5.7393, loss: 5.7393 2025-08-18 20:03:40,318 - pyskl - INFO - Epoch [140][5200/7492] lr: 5.801e-04, eta: 10:59:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5194, top5_acc: 0.7625, loss_cls: 5.7075, loss: 5.7075 2025-08-18 20:04:31,685 - pyskl - INFO - Epoch [140][5300/7492] lr: 5.786e-04, eta: 10:59:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5303, top5_acc: 0.7666, loss_cls: 5.6336, loss: 5.6336 2025-08-18 20:05:23,071 - pyskl - INFO - Epoch [140][5400/7492] lr: 5.771e-04, eta: 10:58:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5209, top5_acc: 0.7600, loss_cls: 5.6937, loss: 5.6937 2025-08-18 20:06:14,353 - pyskl - INFO - Epoch [140][5500/7492] lr: 5.756e-04, eta: 10:57:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5269, top5_acc: 0.7678, loss_cls: 5.6514, loss: 5.6514 2025-08-18 20:07:05,637 - pyskl - INFO - Epoch [140][5600/7492] lr: 5.742e-04, eta: 10:56:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5244, top5_acc: 0.7650, loss_cls: 5.6633, loss: 5.6633 2025-08-18 20:07:56,766 - pyskl - INFO - Epoch [140][5700/7492] lr: 5.727e-04, eta: 10:55:38, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5144, top5_acc: 0.7700, loss_cls: 5.6990, loss: 5.6990 2025-08-18 20:08:47,939 - pyskl - INFO - Epoch [140][5800/7492] lr: 5.712e-04, eta: 10:54:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5291, top5_acc: 0.7775, loss_cls: 5.6846, loss: 5.6846 2025-08-18 20:09:39,194 - pyskl - INFO - Epoch [140][5900/7492] lr: 5.697e-04, eta: 10:53:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5119, top5_acc: 0.7569, loss_cls: 5.7352, loss: 5.7352 2025-08-18 20:10:30,427 - pyskl - INFO - Epoch [140][6000/7492] lr: 5.682e-04, eta: 10:53:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5175, top5_acc: 0.7641, loss_cls: 5.7205, loss: 5.7205 2025-08-18 20:11:21,430 - pyskl - INFO - Epoch [140][6100/7492] lr: 5.667e-04, eta: 10:52:13, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5188, top5_acc: 0.7650, loss_cls: 5.7145, loss: 5.7145 2025-08-18 20:12:12,702 - pyskl - INFO - Epoch [140][6200/7492] lr: 5.653e-04, eta: 10:51:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5403, top5_acc: 0.7697, loss_cls: 5.5973, loss: 5.5973 2025-08-18 20:13:03,881 - pyskl - INFO - Epoch [140][6300/7492] lr: 5.638e-04, eta: 10:50:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5256, top5_acc: 0.7703, loss_cls: 5.6545, loss: 5.6545 2025-08-18 20:13:54,980 - pyskl - INFO - Epoch [140][6400/7492] lr: 5.623e-04, eta: 10:49:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5138, top5_acc: 0.7556, loss_cls: 5.8219, loss: 5.8219 2025-08-18 20:14:46,557 - pyskl - INFO - Epoch [140][6500/7492] lr: 5.608e-04, eta: 10:48:48, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5219, top5_acc: 0.7650, loss_cls: 5.5954, loss: 5.5954 2025-08-18 20:15:37,917 - pyskl - INFO - Epoch [140][6600/7492] lr: 5.594e-04, eta: 10:47:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5191, top5_acc: 0.7716, loss_cls: 5.6935, loss: 5.6935 2025-08-18 20:16:29,292 - pyskl - INFO - Epoch [140][6700/7492] lr: 5.579e-04, eta: 10:47:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5162, top5_acc: 0.7572, loss_cls: 5.7330, loss: 5.7330 2025-08-18 20:17:20,606 - pyskl - INFO - Epoch [140][6800/7492] lr: 5.564e-04, eta: 10:46:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5231, top5_acc: 0.7625, loss_cls: 5.6382, loss: 5.6382 2025-08-18 20:18:11,666 - pyskl - INFO - Epoch [140][6900/7492] lr: 5.550e-04, eta: 10:45:23, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5103, top5_acc: 0.7556, loss_cls: 5.7654, loss: 5.7654 2025-08-18 20:19:03,150 - pyskl - INFO - Epoch [140][7000/7492] lr: 5.535e-04, eta: 10:44:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5397, top5_acc: 0.7734, loss_cls: 5.6543, loss: 5.6543 2025-08-18 20:19:54,668 - pyskl - INFO - Epoch [140][7100/7492] lr: 5.520e-04, eta: 10:43:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5259, top5_acc: 0.7706, loss_cls: 5.6148, loss: 5.6148 2025-08-18 20:20:46,109 - pyskl - INFO - Epoch [140][7200/7492] lr: 5.506e-04, eta: 10:42:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5125, top5_acc: 0.7584, loss_cls: 5.8071, loss: 5.8071 2025-08-18 20:21:37,632 - pyskl - INFO - Epoch [140][7300/7492] lr: 5.491e-04, eta: 10:41:58, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5178, top5_acc: 0.7628, loss_cls: 5.6739, loss: 5.6739 2025-08-18 20:22:29,016 - pyskl - INFO - Epoch [140][7400/7492] lr: 5.477e-04, eta: 10:41:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5316, top5_acc: 0.7775, loss_cls: 5.6168, loss: 5.6168 2025-08-18 20:23:17,122 - pyskl - INFO - Saving checkpoint at 140 epochs 2025-08-18 20:24:14,874 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 20:24:15,616 - pyskl - INFO - top1_acc 0.4149 top5_acc 0.6685 2025-08-18 20:24:15,616 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 20:24:15,656 - pyskl - INFO - mean_acc 0.4147 2025-08-18 20:24:15,720 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_139.pth was removed 2025-08-18 20:24:16,872 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2025-08-18 20:24:16,873 - pyskl - INFO - Best top1_acc is 0.4149 at 140 epoch. 2025-08-18 20:24:16,885 - pyskl - INFO - Epoch(val) [140][617] top1_acc: 0.4149, top5_acc: 0.6685, mean_class_accuracy: 0.4147 2025-08-18 20:25:38,808 - pyskl - INFO - Epoch [141][100/7492] lr: 5.449e-04, eta: 10:39:27, time: 0.819, data_time: 0.307, memory: 13026, top1_acc: 0.5456, top5_acc: 0.7797, loss_cls: 5.4524, loss: 5.4524 2025-08-18 20:26:29,922 - pyskl - INFO - Epoch [141][200/7492] lr: 5.434e-04, eta: 10:38:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5297, top5_acc: 0.7762, loss_cls: 5.6343, loss: 5.6343 2025-08-18 20:27:21,253 - pyskl - INFO - Epoch [141][300/7492] lr: 5.420e-04, eta: 10:37:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5425, top5_acc: 0.7694, loss_cls: 5.5419, loss: 5.5419 2025-08-18 20:28:12,499 - pyskl - INFO - Epoch [141][400/7492] lr: 5.405e-04, eta: 10:36:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5450, top5_acc: 0.7853, loss_cls: 5.5389, loss: 5.5389 2025-08-18 20:29:03,950 - pyskl - INFO - Epoch [141][500/7492] lr: 5.391e-04, eta: 10:36:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5363, top5_acc: 0.7822, loss_cls: 5.6198, loss: 5.6198 2025-08-18 20:29:55,316 - pyskl - INFO - Epoch [141][600/7492] lr: 5.376e-04, eta: 10:35:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5366, top5_acc: 0.7794, loss_cls: 5.4602, loss: 5.4602 2025-08-18 20:30:46,650 - pyskl - INFO - Epoch [141][700/7492] lr: 5.362e-04, eta: 10:34:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5525, top5_acc: 0.7809, loss_cls: 5.4909, loss: 5.4909 2025-08-18 20:31:38,130 - pyskl - INFO - Epoch [141][800/7492] lr: 5.348e-04, eta: 10:33:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5275, top5_acc: 0.7666, loss_cls: 5.7054, loss: 5.7054 2025-08-18 20:32:29,571 - pyskl - INFO - Epoch [141][900/7492] lr: 5.333e-04, eta: 10:32:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5278, top5_acc: 0.7722, loss_cls: 5.6674, loss: 5.6674 2025-08-18 20:33:20,781 - pyskl - INFO - Epoch [141][1000/7492] lr: 5.319e-04, eta: 10:31:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5459, top5_acc: 0.7909, loss_cls: 5.5011, loss: 5.5011 2025-08-18 20:34:11,964 - pyskl - INFO - Epoch [141][1100/7492] lr: 5.305e-04, eta: 10:30:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5312, top5_acc: 0.7706, loss_cls: 5.6013, loss: 5.6013 2025-08-18 20:35:03,064 - pyskl - INFO - Epoch [141][1200/7492] lr: 5.290e-04, eta: 10:30:03, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5241, top5_acc: 0.7794, loss_cls: 5.6630, loss: 5.6630 2025-08-18 20:35:54,376 - pyskl - INFO - Epoch [141][1300/7492] lr: 5.276e-04, eta: 10:29:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5103, top5_acc: 0.7738, loss_cls: 5.6139, loss: 5.6139 2025-08-18 20:36:45,578 - pyskl - INFO - Epoch [141][1400/7492] lr: 5.262e-04, eta: 10:28:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5262, top5_acc: 0.7759, loss_cls: 5.5880, loss: 5.5880 2025-08-18 20:37:36,858 - pyskl - INFO - Epoch [141][1500/7492] lr: 5.247e-04, eta: 10:27:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5225, top5_acc: 0.7669, loss_cls: 5.6062, loss: 5.6062 2025-08-18 20:38:28,134 - pyskl - INFO - Epoch [141][1600/7492] lr: 5.233e-04, eta: 10:26:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5378, top5_acc: 0.7837, loss_cls: 5.6322, loss: 5.6322 2025-08-18 20:39:19,419 - pyskl - INFO - Epoch [141][1700/7492] lr: 5.219e-04, eta: 10:25:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5341, top5_acc: 0.7766, loss_cls: 5.6658, loss: 5.6658 2025-08-18 20:40:10,682 - pyskl - INFO - Epoch [141][1800/7492] lr: 5.205e-04, eta: 10:24:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5172, top5_acc: 0.7609, loss_cls: 5.5967, loss: 5.5967 2025-08-18 20:41:02,286 - pyskl - INFO - Epoch [141][1900/7492] lr: 5.191e-04, eta: 10:24:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5291, top5_acc: 0.7719, loss_cls: 5.5521, loss: 5.5521 2025-08-18 20:41:53,814 - pyskl - INFO - Epoch [141][2000/7492] lr: 5.176e-04, eta: 10:23:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5394, top5_acc: 0.7709, loss_cls: 5.5209, loss: 5.5209 2025-08-18 20:42:45,149 - pyskl - INFO - Epoch [141][2100/7492] lr: 5.162e-04, eta: 10:22:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5434, top5_acc: 0.7694, loss_cls: 5.5859, loss: 5.5859 2025-08-18 20:43:36,338 - pyskl - INFO - Epoch [141][2200/7492] lr: 5.148e-04, eta: 10:21:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5288, top5_acc: 0.7647, loss_cls: 5.6287, loss: 5.6287 2025-08-18 20:44:27,579 - pyskl - INFO - Epoch [141][2300/7492] lr: 5.134e-04, eta: 10:20:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5184, top5_acc: 0.7625, loss_cls: 5.7173, loss: 5.7173 2025-08-18 20:45:18,944 - pyskl - INFO - Epoch [141][2400/7492] lr: 5.120e-04, eta: 10:19:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5269, top5_acc: 0.7541, loss_cls: 5.6296, loss: 5.6296 2025-08-18 20:46:10,157 - pyskl - INFO - Epoch [141][2500/7492] lr: 5.106e-04, eta: 10:18:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5366, top5_acc: 0.7769, loss_cls: 5.6806, loss: 5.6806 2025-08-18 20:47:01,340 - pyskl - INFO - Epoch [141][2600/7492] lr: 5.092e-04, eta: 10:18:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5356, top5_acc: 0.7703, loss_cls: 5.6128, loss: 5.6128 2025-08-18 20:47:52,954 - pyskl - INFO - Epoch [141][2700/7492] lr: 5.078e-04, eta: 10:17:14, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5250, top5_acc: 0.7734, loss_cls: 5.6199, loss: 5.6199 2025-08-18 20:48:44,013 - pyskl - INFO - Epoch [141][2800/7492] lr: 5.064e-04, eta: 10:16:22, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5309, top5_acc: 0.7691, loss_cls: 5.5845, loss: 5.5845 2025-08-18 20:49:35,468 - pyskl - INFO - Epoch [141][2900/7492] lr: 5.050e-04, eta: 10:15:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5447, top5_acc: 0.7741, loss_cls: 5.5574, loss: 5.5574 2025-08-18 20:50:27,149 - pyskl - INFO - Epoch [141][3000/7492] lr: 5.036e-04, eta: 10:14:40, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5328, top5_acc: 0.7847, loss_cls: 5.5937, loss: 5.5937 2025-08-18 20:51:18,629 - pyskl - INFO - Epoch [141][3100/7492] lr: 5.022e-04, eta: 10:13:49, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5122, top5_acc: 0.7675, loss_cls: 5.6835, loss: 5.6835 2025-08-18 20:52:10,044 - pyskl - INFO - Epoch [141][3200/7492] lr: 5.008e-04, eta: 10:12:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5469, top5_acc: 0.7931, loss_cls: 5.4783, loss: 5.4783 2025-08-18 20:53:01,395 - pyskl - INFO - Epoch [141][3300/7492] lr: 4.994e-04, eta: 10:12:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5344, top5_acc: 0.7731, loss_cls: 5.5924, loss: 5.5924 2025-08-18 20:53:52,795 - pyskl - INFO - Epoch [141][3400/7492] lr: 4.980e-04, eta: 10:11:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5259, top5_acc: 0.7688, loss_cls: 5.6383, loss: 5.6383 2025-08-18 20:54:43,985 - pyskl - INFO - Epoch [141][3500/7492] lr: 4.966e-04, eta: 10:10:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5228, top5_acc: 0.7753, loss_cls: 5.7035, loss: 5.7035 2025-08-18 20:55:35,071 - pyskl - INFO - Epoch [141][3600/7492] lr: 4.953e-04, eta: 10:09:32, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5391, top5_acc: 0.7812, loss_cls: 5.4670, loss: 5.4670 2025-08-18 20:56:26,306 - pyskl - INFO - Epoch [141][3700/7492] lr: 4.939e-04, eta: 10:08:41, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5294, top5_acc: 0.7759, loss_cls: 5.5788, loss: 5.5788 2025-08-18 20:57:17,470 - pyskl - INFO - Epoch [141][3800/7492] lr: 4.925e-04, eta: 10:07:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5253, top5_acc: 0.7691, loss_cls: 5.6086, loss: 5.6086 2025-08-18 20:58:08,545 - pyskl - INFO - Epoch [141][3900/7492] lr: 4.911e-04, eta: 10:06:58, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5478, top5_acc: 0.7803, loss_cls: 5.5515, loss: 5.5515 2025-08-18 20:58:59,634 - pyskl - INFO - Epoch [141][4000/7492] lr: 4.897e-04, eta: 10:06:07, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5262, top5_acc: 0.7837, loss_cls: 5.5902, loss: 5.5902 2025-08-18 20:59:50,982 - pyskl - INFO - Epoch [141][4100/7492] lr: 4.884e-04, eta: 10:05:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5266, top5_acc: 0.7706, loss_cls: 5.6008, loss: 5.6008 2025-08-18 21:00:42,346 - pyskl - INFO - Epoch [141][4200/7492] lr: 4.870e-04, eta: 10:04:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5181, top5_acc: 0.7694, loss_cls: 5.7061, loss: 5.7061 2025-08-18 21:01:33,602 - pyskl - INFO - Epoch [141][4300/7492] lr: 4.856e-04, eta: 10:03:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5331, top5_acc: 0.7550, loss_cls: 5.5873, loss: 5.5873 2025-08-18 21:02:25,176 - pyskl - INFO - Epoch [141][4400/7492] lr: 4.842e-04, eta: 10:02:42, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5303, top5_acc: 0.7772, loss_cls: 5.6671, loss: 5.6671 2025-08-18 21:03:16,409 - pyskl - INFO - Epoch [141][4500/7492] lr: 4.829e-04, eta: 10:01:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5262, top5_acc: 0.7778, loss_cls: 5.5706, loss: 5.5706 2025-08-18 21:04:08,233 - pyskl - INFO - Epoch [141][4600/7492] lr: 4.815e-04, eta: 10:00:59, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5369, top5_acc: 0.7669, loss_cls: 5.6319, loss: 5.6319 2025-08-18 21:04:59,839 - pyskl - INFO - Epoch [141][4700/7492] lr: 4.801e-04, eta: 10:00:08, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5294, top5_acc: 0.7728, loss_cls: 5.5970, loss: 5.5970 2025-08-18 21:05:51,141 - pyskl - INFO - Epoch [141][4800/7492] lr: 4.788e-04, eta: 9:59:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5284, top5_acc: 0.7609, loss_cls: 5.6667, loss: 5.6667 2025-08-18 21:06:42,573 - pyskl - INFO - Epoch [141][4900/7492] lr: 4.774e-04, eta: 9:58:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5294, top5_acc: 0.7825, loss_cls: 5.5444, loss: 5.5444 2025-08-18 21:07:33,929 - pyskl - INFO - Epoch [141][5000/7492] lr: 4.761e-04, eta: 9:57:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5359, top5_acc: 0.7756, loss_cls: 5.5596, loss: 5.5596 2025-08-18 21:08:25,364 - pyskl - INFO - Epoch [141][5100/7492] lr: 4.747e-04, eta: 9:56:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5334, top5_acc: 0.7800, loss_cls: 5.5516, loss: 5.5516 2025-08-18 21:09:16,926 - pyskl - INFO - Epoch [141][5200/7492] lr: 4.734e-04, eta: 9:55:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5319, top5_acc: 0.7706, loss_cls: 5.5852, loss: 5.5852 2025-08-18 21:10:08,793 - pyskl - INFO - Epoch [141][5300/7492] lr: 4.720e-04, eta: 9:55:01, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.5191, top5_acc: 0.7666, loss_cls: 5.7213, loss: 5.7213 2025-08-18 21:11:00,078 - pyskl - INFO - Epoch [141][5400/7492] lr: 4.706e-04, eta: 9:54:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5403, top5_acc: 0.7759, loss_cls: 5.6340, loss: 5.6340 2025-08-18 21:11:51,361 - pyskl - INFO - Epoch [141][5500/7492] lr: 4.693e-04, eta: 9:53:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5413, top5_acc: 0.7863, loss_cls: 5.4379, loss: 5.4379 2025-08-18 21:12:42,767 - pyskl - INFO - Epoch [141][5600/7492] lr: 4.680e-04, eta: 9:52:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5144, top5_acc: 0.7553, loss_cls: 5.6960, loss: 5.6960 2025-08-18 21:13:34,004 - pyskl - INFO - Epoch [141][5700/7492] lr: 4.666e-04, eta: 9:51:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5325, top5_acc: 0.7759, loss_cls: 5.5384, loss: 5.5384 2025-08-18 21:14:25,433 - pyskl - INFO - Epoch [141][5800/7492] lr: 4.653e-04, eta: 9:50:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5131, top5_acc: 0.7734, loss_cls: 5.6244, loss: 5.6244 2025-08-18 21:15:16,755 - pyskl - INFO - Epoch [141][5900/7492] lr: 4.639e-04, eta: 9:49:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5253, top5_acc: 0.7594, loss_cls: 5.6311, loss: 5.6311 2025-08-18 21:16:08,093 - pyskl - INFO - Epoch [141][6000/7492] lr: 4.626e-04, eta: 9:49:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5231, top5_acc: 0.7716, loss_cls: 5.7042, loss: 5.7042 2025-08-18 21:16:59,399 - pyskl - INFO - Epoch [141][6100/7492] lr: 4.612e-04, eta: 9:48:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5322, top5_acc: 0.7725, loss_cls: 5.5702, loss: 5.5702 2025-08-18 21:17:50,859 - pyskl - INFO - Epoch [141][6200/7492] lr: 4.599e-04, eta: 9:47:19, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5203, top5_acc: 0.7806, loss_cls: 5.5892, loss: 5.5892 2025-08-18 21:18:42,399 - pyskl - INFO - Epoch [141][6300/7492] lr: 4.586e-04, eta: 9:46:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5272, top5_acc: 0.7784, loss_cls: 5.5319, loss: 5.5319 2025-08-18 21:19:33,830 - pyskl - INFO - Epoch [141][6400/7492] lr: 4.572e-04, eta: 9:45:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5294, top5_acc: 0.7766, loss_cls: 5.6565, loss: 5.6565 2025-08-18 21:20:25,153 - pyskl - INFO - Epoch [141][6500/7492] lr: 4.559e-04, eta: 9:44:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5353, top5_acc: 0.7675, loss_cls: 5.5411, loss: 5.5411 2025-08-18 21:21:16,519 - pyskl - INFO - Epoch [141][6600/7492] lr: 4.546e-04, eta: 9:43:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5294, top5_acc: 0.7662, loss_cls: 5.7097, loss: 5.7097 2025-08-18 21:22:07,684 - pyskl - INFO - Epoch [141][6700/7492] lr: 4.533e-04, eta: 9:43:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5244, top5_acc: 0.7706, loss_cls: 5.5994, loss: 5.5994 2025-08-18 21:22:59,349 - pyskl - INFO - Epoch [141][6800/7492] lr: 4.519e-04, eta: 9:42:11, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5294, top5_acc: 0.7803, loss_cls: 5.5839, loss: 5.5839 2025-08-18 21:23:50,795 - pyskl - INFO - Epoch [141][6900/7492] lr: 4.506e-04, eta: 9:41:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5344, top5_acc: 0.7812, loss_cls: 5.5063, loss: 5.5063 2025-08-18 21:24:42,055 - pyskl - INFO - Epoch [141][7000/7492] lr: 4.493e-04, eta: 9:40:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5303, top5_acc: 0.7709, loss_cls: 5.6013, loss: 5.6013 2025-08-18 21:25:33,327 - pyskl - INFO - Epoch [141][7100/7492] lr: 4.480e-04, eta: 9:39:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5253, top5_acc: 0.7628, loss_cls: 5.6098, loss: 5.6098 2025-08-18 21:26:24,570 - pyskl - INFO - Epoch [141][7200/7492] lr: 4.467e-04, eta: 9:38:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5147, top5_acc: 0.7622, loss_cls: 5.7288, loss: 5.7288 2025-08-18 21:27:15,778 - pyskl - INFO - Epoch [141][7300/7492] lr: 4.453e-04, eta: 9:37:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5381, top5_acc: 0.7712, loss_cls: 5.6439, loss: 5.6439 2025-08-18 21:28:07,165 - pyskl - INFO - Epoch [141][7400/7492] lr: 4.440e-04, eta: 9:37:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5225, top5_acc: 0.7688, loss_cls: 5.6783, loss: 5.6783 2025-08-18 21:28:55,551 - pyskl - INFO - Saving checkpoint at 141 epochs 2025-08-18 21:29:50,686 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 21:29:51,408 - pyskl - INFO - top1_acc 0.4161 top5_acc 0.6703 2025-08-18 21:29:51,409 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 21:29:51,442 - pyskl - INFO - mean_acc 0.4159 2025-08-18 21:29:51,502 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_140.pth was removed 2025-08-18 21:29:52,541 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. 2025-08-18 21:29:52,542 - pyskl - INFO - Best top1_acc is 0.4161 at 141 epoch. 2025-08-18 21:29:52,553 - pyskl - INFO - Epoch(val) [141][617] top1_acc: 0.4161, top5_acc: 0.6703, mean_class_accuracy: 0.4159 2025-08-18 21:31:13,696 - pyskl - INFO - Epoch [142][100/7492] lr: 4.415e-04, eta: 9:35:24, time: 0.811, data_time: 0.298, memory: 13026, top1_acc: 0.5491, top5_acc: 0.7978, loss_cls: 5.3638, loss: 5.3638 2025-08-18 21:32:04,926 - pyskl - INFO - Epoch [142][200/7492] lr: 4.402e-04, eta: 9:34:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5428, top5_acc: 0.7887, loss_cls: 5.4701, loss: 5.4701 2025-08-18 21:32:56,262 - pyskl - INFO - Epoch [142][300/7492] lr: 4.389e-04, eta: 9:33:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5384, top5_acc: 0.7825, loss_cls: 5.5498, loss: 5.5498 2025-08-18 21:33:47,670 - pyskl - INFO - Epoch [142][400/7492] lr: 4.376e-04, eta: 9:32:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5316, top5_acc: 0.7681, loss_cls: 5.7238, loss: 5.7238 2025-08-18 21:34:38,945 - pyskl - INFO - Epoch [142][500/7492] lr: 4.363e-04, eta: 9:31:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5356, top5_acc: 0.7662, loss_cls: 5.5779, loss: 5.5779 2025-08-18 21:35:30,197 - pyskl - INFO - Epoch [142][600/7492] lr: 4.350e-04, eta: 9:31:08, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5497, top5_acc: 0.7906, loss_cls: 5.5499, loss: 5.5499 2025-08-18 21:36:21,484 - pyskl - INFO - Epoch [142][700/7492] lr: 4.337e-04, eta: 9:30:17, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5484, top5_acc: 0.7884, loss_cls: 5.5882, loss: 5.5882 2025-08-18 21:37:13,083 - pyskl - INFO - Epoch [142][800/7492] lr: 4.324e-04, eta: 9:29:25, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5559, top5_acc: 0.7841, loss_cls: 5.4261, loss: 5.4261 2025-08-18 21:38:04,457 - pyskl - INFO - Epoch [142][900/7492] lr: 4.311e-04, eta: 9:28:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5537, top5_acc: 0.7841, loss_cls: 5.4331, loss: 5.4331 2025-08-18 21:38:55,797 - pyskl - INFO - Epoch [142][1000/7492] lr: 4.298e-04, eta: 9:27:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5628, top5_acc: 0.7816, loss_cls: 5.4381, loss: 5.4381 2025-08-18 21:39:47,068 - pyskl - INFO - Epoch [142][1100/7492] lr: 4.285e-04, eta: 9:26:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5391, top5_acc: 0.7766, loss_cls: 5.5620, loss: 5.5620 2025-08-18 21:40:38,461 - pyskl - INFO - Epoch [142][1200/7492] lr: 4.273e-04, eta: 9:26:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5434, top5_acc: 0.7800, loss_cls: 5.4934, loss: 5.4934 2025-08-18 21:41:29,802 - pyskl - INFO - Epoch [142][1300/7492] lr: 4.260e-04, eta: 9:25:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5506, top5_acc: 0.7878, loss_cls: 5.4357, loss: 5.4357 2025-08-18 21:42:21,378 - pyskl - INFO - Epoch [142][1400/7492] lr: 4.247e-04, eta: 9:24:18, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5400, top5_acc: 0.7828, loss_cls: 5.5651, loss: 5.5651 2025-08-18 21:43:12,727 - pyskl - INFO - Epoch [142][1500/7492] lr: 4.234e-04, eta: 9:23:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5459, top5_acc: 0.7903, loss_cls: 5.4765, loss: 5.4765 2025-08-18 21:44:04,034 - pyskl - INFO - Epoch [142][1600/7492] lr: 4.221e-04, eta: 9:22:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5409, top5_acc: 0.7941, loss_cls: 5.5302, loss: 5.5302 2025-08-18 21:44:55,355 - pyskl - INFO - Epoch [142][1700/7492] lr: 4.208e-04, eta: 9:21:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5628, top5_acc: 0.7925, loss_cls: 5.4470, loss: 5.4470 2025-08-18 21:45:46,635 - pyskl - INFO - Epoch [142][1800/7492] lr: 4.196e-04, eta: 9:20:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5503, top5_acc: 0.7878, loss_cls: 5.4342, loss: 5.4342 2025-08-18 21:46:38,494 - pyskl - INFO - Epoch [142][1900/7492] lr: 4.183e-04, eta: 9:20:01, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.5522, top5_acc: 0.7841, loss_cls: 5.5059, loss: 5.5059 2025-08-18 21:47:29,878 - pyskl - INFO - Epoch [142][2000/7492] lr: 4.170e-04, eta: 9:19:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5306, top5_acc: 0.7769, loss_cls: 5.6466, loss: 5.6466 2025-08-18 21:48:21,210 - pyskl - INFO - Epoch [142][2100/7492] lr: 4.158e-04, eta: 9:18:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5466, top5_acc: 0.7803, loss_cls: 5.5028, loss: 5.5028 2025-08-18 21:49:12,546 - pyskl - INFO - Epoch [142][2200/7492] lr: 4.145e-04, eta: 9:17:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5403, top5_acc: 0.7788, loss_cls: 5.5892, loss: 5.5892 2025-08-18 21:50:04,084 - pyskl - INFO - Epoch [142][2300/7492] lr: 4.132e-04, eta: 9:16:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5375, top5_acc: 0.7712, loss_cls: 5.6491, loss: 5.6491 2025-08-18 21:50:55,440 - pyskl - INFO - Epoch [142][2400/7492] lr: 4.120e-04, eta: 9:15:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5459, top5_acc: 0.7809, loss_cls: 5.5653, loss: 5.5653 2025-08-18 21:51:46,762 - pyskl - INFO - Epoch [142][2500/7492] lr: 4.107e-04, eta: 9:14:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5531, top5_acc: 0.7913, loss_cls: 5.3522, loss: 5.3522 2025-08-18 21:52:38,002 - pyskl - INFO - Epoch [142][2600/7492] lr: 4.094e-04, eta: 9:14:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5400, top5_acc: 0.7834, loss_cls: 5.5459, loss: 5.5459 2025-08-18 21:53:29,378 - pyskl - INFO - Epoch [142][2700/7492] lr: 4.082e-04, eta: 9:13:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5350, top5_acc: 0.7809, loss_cls: 5.5451, loss: 5.5451 2025-08-18 21:54:20,911 - pyskl - INFO - Epoch [142][2800/7492] lr: 4.069e-04, eta: 9:12:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5341, top5_acc: 0.7853, loss_cls: 5.5620, loss: 5.5620 2025-08-18 21:55:12,268 - pyskl - INFO - Epoch [142][2900/7492] lr: 4.057e-04, eta: 9:11:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5347, top5_acc: 0.7709, loss_cls: 5.5796, loss: 5.5796 2025-08-18 21:56:03,687 - pyskl - INFO - Epoch [142][3000/7492] lr: 4.044e-04, eta: 9:10:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5469, top5_acc: 0.7794, loss_cls: 5.4544, loss: 5.4544 2025-08-18 21:56:54,899 - pyskl - INFO - Epoch [142][3100/7492] lr: 4.032e-04, eta: 9:09:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5409, top5_acc: 0.7772, loss_cls: 5.4838, loss: 5.4838 2025-08-18 21:57:46,116 - pyskl - INFO - Epoch [142][3200/7492] lr: 4.019e-04, eta: 9:08:55, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5403, top5_acc: 0.7828, loss_cls: 5.5014, loss: 5.5014 2025-08-18 21:58:37,170 - pyskl - INFO - Epoch [142][3300/7492] lr: 4.007e-04, eta: 9:08:03, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5372, top5_acc: 0.7841, loss_cls: 5.5410, loss: 5.5410 2025-08-18 21:59:28,352 - pyskl - INFO - Epoch [142][3400/7492] lr: 3.994e-04, eta: 9:07:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5437, top5_acc: 0.7841, loss_cls: 5.5232, loss: 5.5232 2025-08-18 22:00:19,795 - pyskl - INFO - Epoch [142][3500/7492] lr: 3.982e-04, eta: 9:06:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5344, top5_acc: 0.7703, loss_cls: 5.5655, loss: 5.5655 2025-08-18 22:01:11,186 - pyskl - INFO - Epoch [142][3600/7492] lr: 3.969e-04, eta: 9:05:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5375, top5_acc: 0.7772, loss_cls: 5.5268, loss: 5.5268 2025-08-18 22:02:02,513 - pyskl - INFO - Epoch [142][3700/7492] lr: 3.957e-04, eta: 9:04:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5478, top5_acc: 0.7906, loss_cls: 5.4951, loss: 5.4951 2025-08-18 22:02:53,891 - pyskl - INFO - Epoch [142][3800/7492] lr: 3.945e-04, eta: 9:03:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5450, top5_acc: 0.7900, loss_cls: 5.4907, loss: 5.4907 2025-08-18 22:03:45,289 - pyskl - INFO - Epoch [142][3900/7492] lr: 3.932e-04, eta: 9:02:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5322, top5_acc: 0.7706, loss_cls: 5.6255, loss: 5.6255 2025-08-18 22:04:36,558 - pyskl - INFO - Epoch [142][4000/7492] lr: 3.920e-04, eta: 9:02:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5384, top5_acc: 0.7781, loss_cls: 5.6474, loss: 5.6474 2025-08-18 22:05:28,282 - pyskl - INFO - Epoch [142][4100/7492] lr: 3.908e-04, eta: 9:01:13, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5363, top5_acc: 0.7722, loss_cls: 5.4595, loss: 5.4595 2025-08-18 22:06:19,577 - pyskl - INFO - Epoch [142][4200/7492] lr: 3.895e-04, eta: 9:00:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5469, top5_acc: 0.7863, loss_cls: 5.4974, loss: 5.4974 2025-08-18 22:07:10,886 - pyskl - INFO - Epoch [142][4300/7492] lr: 3.883e-04, eta: 8:59:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5444, top5_acc: 0.7781, loss_cls: 5.4838, loss: 5.4838 2025-08-18 22:08:02,214 - pyskl - INFO - Epoch [142][4400/7492] lr: 3.871e-04, eta: 8:58:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5331, top5_acc: 0.7841, loss_cls: 5.4983, loss: 5.4983 2025-08-18 22:08:53,532 - pyskl - INFO - Epoch [142][4500/7492] lr: 3.858e-04, eta: 8:57:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5269, top5_acc: 0.7734, loss_cls: 5.5692, loss: 5.5692 2025-08-18 22:09:45,443 - pyskl - INFO - Epoch [142][4600/7492] lr: 3.846e-04, eta: 8:56:57, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.5303, top5_acc: 0.7756, loss_cls: 5.6034, loss: 5.6034 2025-08-18 22:10:36,942 - pyskl - INFO - Epoch [142][4700/7492] lr: 3.834e-04, eta: 8:56:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5306, top5_acc: 0.7678, loss_cls: 5.6420, loss: 5.6420 2025-08-18 22:11:28,430 - pyskl - INFO - Epoch [142][4800/7492] lr: 3.822e-04, eta: 8:55:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5319, top5_acc: 0.7844, loss_cls: 5.5993, loss: 5.5993 2025-08-18 22:12:20,319 - pyskl - INFO - Epoch [142][4900/7492] lr: 3.810e-04, eta: 8:54:23, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.5359, top5_acc: 0.7719, loss_cls: 5.4403, loss: 5.4403 2025-08-18 22:13:11,933 - pyskl - INFO - Epoch [142][5000/7492] lr: 3.798e-04, eta: 8:53:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5463, top5_acc: 0.7928, loss_cls: 5.4752, loss: 5.4752 2025-08-18 22:14:03,550 - pyskl - INFO - Epoch [142][5100/7492] lr: 3.785e-04, eta: 8:52:41, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5497, top5_acc: 0.7775, loss_cls: 5.5006, loss: 5.5006 2025-08-18 22:14:55,389 - pyskl - INFO - Epoch [142][5200/7492] lr: 3.773e-04, eta: 8:51:49, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5441, top5_acc: 0.7784, loss_cls: 5.4967, loss: 5.4967 2025-08-18 22:15:46,641 - pyskl - INFO - Epoch [142][5300/7492] lr: 3.761e-04, eta: 8:50:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5475, top5_acc: 0.7866, loss_cls: 5.5138, loss: 5.5138 2025-08-18 22:16:37,978 - pyskl - INFO - Epoch [142][5400/7492] lr: 3.749e-04, eta: 8:50:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5375, top5_acc: 0.7759, loss_cls: 5.5380, loss: 5.5380 2025-08-18 22:17:29,413 - pyskl - INFO - Epoch [142][5500/7492] lr: 3.737e-04, eta: 8:49:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5400, top5_acc: 0.7797, loss_cls: 5.4491, loss: 5.4491 2025-08-18 22:18:20,778 - pyskl - INFO - Epoch [142][5600/7492] lr: 3.725e-04, eta: 8:48:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5281, top5_acc: 0.7728, loss_cls: 5.7177, loss: 5.7177 2025-08-18 22:19:12,044 - pyskl - INFO - Epoch [142][5700/7492] lr: 3.713e-04, eta: 8:47:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5456, top5_acc: 0.7669, loss_cls: 5.6949, loss: 5.6949 2025-08-18 22:20:03,574 - pyskl - INFO - Epoch [142][5800/7492] lr: 3.701e-04, eta: 8:46:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5391, top5_acc: 0.7875, loss_cls: 5.5272, loss: 5.5272 2025-08-18 22:20:54,949 - pyskl - INFO - Epoch [142][5900/7492] lr: 3.689e-04, eta: 8:45:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5444, top5_acc: 0.7872, loss_cls: 5.4667, loss: 5.4667 2025-08-18 22:21:46,629 - pyskl - INFO - Epoch [142][6000/7492] lr: 3.677e-04, eta: 8:44:59, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5381, top5_acc: 0.7756, loss_cls: 5.5642, loss: 5.5642 2025-08-18 22:22:37,883 - pyskl - INFO - Epoch [142][6100/7492] lr: 3.665e-04, eta: 8:44:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5347, top5_acc: 0.7788, loss_cls: 5.4895, loss: 5.4895 2025-08-18 22:23:29,061 - pyskl - INFO - Epoch [142][6200/7492] lr: 3.653e-04, eta: 8:43:17, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5397, top5_acc: 0.7706, loss_cls: 5.5414, loss: 5.5414 2025-08-18 22:24:20,751 - pyskl - INFO - Epoch [142][6300/7492] lr: 3.641e-04, eta: 8:42:25, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5372, top5_acc: 0.7791, loss_cls: 5.5114, loss: 5.5114 2025-08-18 22:25:12,030 - pyskl - INFO - Epoch [142][6400/7492] lr: 3.630e-04, eta: 8:41:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5425, top5_acc: 0.7887, loss_cls: 5.5119, loss: 5.5119 2025-08-18 22:26:03,443 - pyskl - INFO - Epoch [142][6500/7492] lr: 3.618e-04, eta: 8:40:43, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5306, top5_acc: 0.7831, loss_cls: 5.5950, loss: 5.5950 2025-08-18 22:26:55,003 - pyskl - INFO - Epoch [142][6600/7492] lr: 3.606e-04, eta: 8:39:52, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5216, top5_acc: 0.7719, loss_cls: 5.5789, loss: 5.5789 2025-08-18 22:27:46,588 - pyskl - INFO - Epoch [142][6700/7492] lr: 3.594e-04, eta: 8:39:00, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5253, top5_acc: 0.7653, loss_cls: 5.5854, loss: 5.5854 2025-08-18 22:28:38,444 - pyskl - INFO - Epoch [142][6800/7492] lr: 3.582e-04, eta: 8:38:09, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.5312, top5_acc: 0.7700, loss_cls: 5.4756, loss: 5.4756 2025-08-18 22:29:29,838 - pyskl - INFO - Epoch [142][6900/7492] lr: 3.570e-04, eta: 8:37:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5453, top5_acc: 0.7866, loss_cls: 5.5419, loss: 5.5419 2025-08-18 22:30:21,198 - pyskl - INFO - Epoch [142][7000/7492] lr: 3.559e-04, eta: 8:36:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5444, top5_acc: 0.7809, loss_cls: 5.5264, loss: 5.5264 2025-08-18 22:31:12,549 - pyskl - INFO - Epoch [142][7100/7492] lr: 3.547e-04, eta: 8:35:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5413, top5_acc: 0.7866, loss_cls: 5.5617, loss: 5.5617 2025-08-18 22:32:03,728 - pyskl - INFO - Epoch [142][7200/7492] lr: 3.535e-04, eta: 8:34:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5487, top5_acc: 0.7903, loss_cls: 5.4530, loss: 5.4530 2025-08-18 22:32:54,968 - pyskl - INFO - Epoch [142][7300/7492] lr: 3.524e-04, eta: 8:33:53, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5378, top5_acc: 0.7719, loss_cls: 5.5204, loss: 5.5204 2025-08-18 22:33:46,756 - pyskl - INFO - Epoch [142][7400/7492] lr: 3.512e-04, eta: 8:33:01, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5559, top5_acc: 0.7775, loss_cls: 5.4473, loss: 5.4473 2025-08-18 22:34:34,840 - pyskl - INFO - Saving checkpoint at 142 epochs 2025-08-18 22:35:28,122 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 22:35:28,858 - pyskl - INFO - top1_acc 0.4225 top5_acc 0.6731 2025-08-18 22:35:28,859 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 22:35:28,897 - pyskl - INFO - mean_acc 0.4222 2025-08-18 22:35:28,950 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_141.pth was removed 2025-08-18 22:35:30,000 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2025-08-18 22:35:30,001 - pyskl - INFO - Best top1_acc is 0.4225 at 142 epoch. 2025-08-18 22:35:30,011 - pyskl - INFO - Epoch(val) [142][617] top1_acc: 0.4225, top5_acc: 0.6731, mean_class_accuracy: 0.4222 2025-08-18 22:36:50,861 - pyskl - INFO - Epoch [143][100/7492] lr: 3.489e-04, eta: 8:31:22, time: 0.808, data_time: 0.295, memory: 13026, top1_acc: 0.5450, top5_acc: 0.7847, loss_cls: 5.4897, loss: 5.4897 2025-08-18 22:37:42,014 - pyskl - INFO - Epoch [143][200/7492] lr: 3.478e-04, eta: 8:30:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5494, top5_acc: 0.7819, loss_cls: 5.5081, loss: 5.5081 2025-08-18 22:38:33,313 - pyskl - INFO - Epoch [143][300/7492] lr: 3.466e-04, eta: 8:29:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5441, top5_acc: 0.7897, loss_cls: 5.4405, loss: 5.4405 2025-08-18 22:39:24,569 - pyskl - INFO - Epoch [143][400/7492] lr: 3.455e-04, eta: 8:28:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5469, top5_acc: 0.7859, loss_cls: 5.4613, loss: 5.4613 2025-08-18 22:40:15,754 - pyskl - INFO - Epoch [143][500/7492] lr: 3.443e-04, eta: 8:27:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5416, top5_acc: 0.7884, loss_cls: 5.4263, loss: 5.4263 2025-08-18 22:41:07,051 - pyskl - INFO - Epoch [143][600/7492] lr: 3.432e-04, eta: 8:27:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5637, top5_acc: 0.7903, loss_cls: 5.3417, loss: 5.3417 2025-08-18 22:41:58,319 - pyskl - INFO - Epoch [143][700/7492] lr: 3.420e-04, eta: 8:26:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5463, top5_acc: 0.7775, loss_cls: 5.4386, loss: 5.4386 2025-08-18 22:42:50,081 - pyskl - INFO - Epoch [143][800/7492] lr: 3.408e-04, eta: 8:25:23, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5406, top5_acc: 0.7853, loss_cls: 5.5338, loss: 5.5338 2025-08-18 22:43:41,291 - pyskl - INFO - Epoch [143][900/7492] lr: 3.397e-04, eta: 8:24:32, time: 0.514, data_time: 0.002, memory: 13026, top1_acc: 0.5428, top5_acc: 0.7922, loss_cls: 5.4520, loss: 5.4520 2025-08-18 22:44:32,597 - pyskl - INFO - Epoch [143][1000/7492] lr: 3.386e-04, eta: 8:23:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5547, top5_acc: 0.7856, loss_cls: 5.4229, loss: 5.4229 2025-08-18 22:45:23,664 - pyskl - INFO - Epoch [143][1100/7492] lr: 3.374e-04, eta: 8:22:49, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5519, top5_acc: 0.7959, loss_cls: 5.4529, loss: 5.4529 2025-08-18 22:46:14,824 - pyskl - INFO - Epoch [143][1200/7492] lr: 3.363e-04, eta: 8:21:58, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5506, top5_acc: 0.7903, loss_cls: 5.3433, loss: 5.3433 2025-08-18 22:47:06,397 - pyskl - INFO - Epoch [143][1300/7492] lr: 3.351e-04, eta: 8:21:07, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5437, top5_acc: 0.7828, loss_cls: 5.5598, loss: 5.5598 2025-08-18 22:47:57,546 - pyskl - INFO - Epoch [143][1400/7492] lr: 3.340e-04, eta: 8:20:15, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5294, top5_acc: 0.7731, loss_cls: 5.5499, loss: 5.5499 2025-08-18 22:48:48,828 - pyskl - INFO - Epoch [143][1500/7492] lr: 3.328e-04, eta: 8:19:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5525, top5_acc: 0.7897, loss_cls: 5.4697, loss: 5.4697 2025-08-18 22:49:40,108 - pyskl - INFO - Epoch [143][1600/7492] lr: 3.317e-04, eta: 8:18:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5622, top5_acc: 0.7856, loss_cls: 5.5180, loss: 5.5180 2025-08-18 22:50:31,350 - pyskl - INFO - Epoch [143][1700/7492] lr: 3.306e-04, eta: 8:17:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5594, top5_acc: 0.7884, loss_cls: 5.4663, loss: 5.4663 2025-08-18 22:51:22,962 - pyskl - INFO - Epoch [143][1800/7492] lr: 3.294e-04, eta: 8:16:50, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5506, top5_acc: 0.7819, loss_cls: 5.5901, loss: 5.5901 2025-08-18 22:52:14,798 - pyskl - INFO - Epoch [143][1900/7492] lr: 3.283e-04, eta: 8:15:59, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5572, top5_acc: 0.7931, loss_cls: 5.3611, loss: 5.3611 2025-08-18 22:53:06,231 - pyskl - INFO - Epoch [143][2000/7492] lr: 3.272e-04, eta: 8:15:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5463, top5_acc: 0.7834, loss_cls: 5.4905, loss: 5.4905 2025-08-18 22:53:57,572 - pyskl - INFO - Epoch [143][2100/7492] lr: 3.261e-04, eta: 8:14:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5437, top5_acc: 0.7900, loss_cls: 5.5016, loss: 5.5016 2025-08-18 22:54:48,946 - pyskl - INFO - Epoch [143][2200/7492] lr: 3.249e-04, eta: 8:13:25, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5587, top5_acc: 0.7887, loss_cls: 5.3545, loss: 5.3545 2025-08-18 22:55:40,213 - pyskl - INFO - Epoch [143][2300/7492] lr: 3.238e-04, eta: 8:12:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5503, top5_acc: 0.7791, loss_cls: 5.4956, loss: 5.4956 2025-08-18 22:56:31,524 - pyskl - INFO - Epoch [143][2400/7492] lr: 3.227e-04, eta: 8:11:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5531, top5_acc: 0.7900, loss_cls: 5.3812, loss: 5.3812 2025-08-18 22:57:22,819 - pyskl - INFO - Epoch [143][2500/7492] lr: 3.216e-04, eta: 8:10:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5566, top5_acc: 0.8031, loss_cls: 5.2912, loss: 5.2912 2025-08-18 22:58:14,116 - pyskl - INFO - Epoch [143][2600/7492] lr: 3.205e-04, eta: 8:10:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5475, top5_acc: 0.7869, loss_cls: 5.4447, loss: 5.4447 2025-08-18 22:59:05,370 - pyskl - INFO - Epoch [143][2700/7492] lr: 3.193e-04, eta: 8:09:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5478, top5_acc: 0.7906, loss_cls: 5.4357, loss: 5.4357 2025-08-18 22:59:56,684 - pyskl - INFO - Epoch [143][2800/7492] lr: 3.182e-04, eta: 8:08:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5459, top5_acc: 0.7837, loss_cls: 5.5700, loss: 5.5700 2025-08-18 23:00:48,094 - pyskl - INFO - Epoch [143][2900/7492] lr: 3.171e-04, eta: 8:07:26, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5616, top5_acc: 0.7972, loss_cls: 5.3069, loss: 5.3069 2025-08-18 23:01:39,450 - pyskl - INFO - Epoch [143][3000/7492] lr: 3.160e-04, eta: 8:06:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5472, top5_acc: 0.7762, loss_cls: 5.4885, loss: 5.4885 2025-08-18 23:02:30,670 - pyskl - INFO - Epoch [143][3100/7492] lr: 3.149e-04, eta: 8:05:44, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5381, top5_acc: 0.7900, loss_cls: 5.3840, loss: 5.3840 2025-08-18 23:03:22,101 - pyskl - INFO - Epoch [143][3200/7492] lr: 3.138e-04, eta: 8:04:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5494, top5_acc: 0.7925, loss_cls: 5.4870, loss: 5.4870 2025-08-18 23:04:13,506 - pyskl - INFO - Epoch [143][3300/7492] lr: 3.127e-04, eta: 8:04:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5381, top5_acc: 0.7878, loss_cls: 5.4797, loss: 5.4797 2025-08-18 23:05:04,866 - pyskl - INFO - Epoch [143][3400/7492] lr: 3.116e-04, eta: 8:03:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5413, top5_acc: 0.7828, loss_cls: 5.5428, loss: 5.5428 2025-08-18 23:05:56,628 - pyskl - INFO - Epoch [143][3500/7492] lr: 3.105e-04, eta: 8:02:19, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5487, top5_acc: 0.7928, loss_cls: 5.4734, loss: 5.4734 2025-08-18 23:06:48,105 - pyskl - INFO - Epoch [143][3600/7492] lr: 3.094e-04, eta: 8:01:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5597, top5_acc: 0.7937, loss_cls: 5.5373, loss: 5.5373 2025-08-18 23:07:39,573 - pyskl - INFO - Epoch [143][3700/7492] lr: 3.083e-04, eta: 8:00:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5575, top5_acc: 0.7828, loss_cls: 5.5537, loss: 5.5537 2025-08-18 23:08:31,253 - pyskl - INFO - Epoch [143][3800/7492] lr: 3.072e-04, eta: 7:59:45, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5400, top5_acc: 0.7869, loss_cls: 5.4676, loss: 5.4676 2025-08-18 23:09:22,707 - pyskl - INFO - Epoch [143][3900/7492] lr: 3.061e-04, eta: 7:58:54, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5556, top5_acc: 0.7887, loss_cls: 5.4289, loss: 5.4289 2025-08-18 23:10:14,710 - pyskl - INFO - Epoch [143][4000/7492] lr: 3.050e-04, eta: 7:58:02, time: 0.520, data_time: 0.000, memory: 13026, top1_acc: 0.5484, top5_acc: 0.7900, loss_cls: 5.4460, loss: 5.4460 2025-08-18 23:11:06,359 - pyskl - INFO - Epoch [143][4100/7492] lr: 3.039e-04, eta: 7:57:11, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5459, top5_acc: 0.7875, loss_cls: 5.4360, loss: 5.4360 2025-08-18 23:11:57,751 - pyskl - INFO - Epoch [143][4200/7492] lr: 3.029e-04, eta: 7:56:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5481, top5_acc: 0.7963, loss_cls: 5.4186, loss: 5.4186 2025-08-18 23:12:48,925 - pyskl - INFO - Epoch [143][4300/7492] lr: 3.018e-04, eta: 7:55:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5566, top5_acc: 0.7853, loss_cls: 5.4177, loss: 5.4177 2025-08-18 23:13:40,291 - pyskl - INFO - Epoch [143][4400/7492] lr: 3.007e-04, eta: 7:54:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5513, top5_acc: 0.7903, loss_cls: 5.3658, loss: 5.3658 2025-08-18 23:14:31,401 - pyskl - INFO - Epoch [143][4500/7492] lr: 2.996e-04, eta: 7:53:46, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5484, top5_acc: 0.7997, loss_cls: 5.4489, loss: 5.4489 2025-08-18 23:15:22,721 - pyskl - INFO - Epoch [143][4600/7492] lr: 2.985e-04, eta: 7:52:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5628, top5_acc: 0.7963, loss_cls: 5.3607, loss: 5.3607 2025-08-18 23:16:13,998 - pyskl - INFO - Epoch [143][4700/7492] lr: 2.975e-04, eta: 7:52:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5566, top5_acc: 0.7934, loss_cls: 5.4284, loss: 5.4284 2025-08-18 23:17:05,561 - pyskl - INFO - Epoch [143][4800/7492] lr: 2.964e-04, eta: 7:51:12, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5481, top5_acc: 0.7769, loss_cls: 5.4794, loss: 5.4794 2025-08-18 23:17:57,130 - pyskl - INFO - Epoch [143][4900/7492] lr: 2.953e-04, eta: 7:50:21, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5481, top5_acc: 0.7966, loss_cls: 5.4139, loss: 5.4139 2025-08-18 23:18:48,398 - pyskl - INFO - Epoch [143][5000/7492] lr: 2.942e-04, eta: 7:49:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5422, top5_acc: 0.7850, loss_cls: 5.3559, loss: 5.3559 2025-08-18 23:19:39,849 - pyskl - INFO - Epoch [143][5100/7492] lr: 2.932e-04, eta: 7:48:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5531, top5_acc: 0.7959, loss_cls: 5.4543, loss: 5.4543 2025-08-18 23:20:31,330 - pyskl - INFO - Epoch [143][5200/7492] lr: 2.921e-04, eta: 7:47:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5494, top5_acc: 0.7903, loss_cls: 5.4663, loss: 5.4663 2025-08-18 23:21:22,597 - pyskl - INFO - Epoch [143][5300/7492] lr: 2.910e-04, eta: 7:46:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5575, top5_acc: 0.7891, loss_cls: 5.3733, loss: 5.3733 2025-08-18 23:22:13,970 - pyskl - INFO - Epoch [143][5400/7492] lr: 2.900e-04, eta: 7:46:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5434, top5_acc: 0.7919, loss_cls: 5.4557, loss: 5.4557 2025-08-18 23:23:05,453 - pyskl - INFO - Epoch [143][5500/7492] lr: 2.889e-04, eta: 7:45:13, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5434, top5_acc: 0.7825, loss_cls: 5.4748, loss: 5.4748 2025-08-18 23:23:56,714 - pyskl - INFO - Epoch [143][5600/7492] lr: 2.879e-04, eta: 7:44:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5359, top5_acc: 0.7731, loss_cls: 5.5455, loss: 5.5455 2025-08-18 23:24:48,075 - pyskl - INFO - Epoch [143][5700/7492] lr: 2.868e-04, eta: 7:43:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5522, top5_acc: 0.7844, loss_cls: 5.3631, loss: 5.3631 2025-08-18 23:25:39,352 - pyskl - INFO - Epoch [143][5800/7492] lr: 2.858e-04, eta: 7:42:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5478, top5_acc: 0.7747, loss_cls: 5.5125, loss: 5.5125 2025-08-18 23:26:30,578 - pyskl - INFO - Epoch [143][5900/7492] lr: 2.847e-04, eta: 7:41:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5537, top5_acc: 0.7963, loss_cls: 5.4135, loss: 5.4135 2025-08-18 23:27:21,836 - pyskl - INFO - Epoch [143][6000/7492] lr: 2.836e-04, eta: 7:40:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5600, top5_acc: 0.8025, loss_cls: 5.3694, loss: 5.3694 2025-08-18 23:28:13,073 - pyskl - INFO - Epoch [143][6100/7492] lr: 2.826e-04, eta: 7:40:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5434, top5_acc: 0.7816, loss_cls: 5.5647, loss: 5.5647 2025-08-18 23:29:04,351 - pyskl - INFO - Epoch [143][6200/7492] lr: 2.816e-04, eta: 7:39:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5384, top5_acc: 0.7937, loss_cls: 5.4042, loss: 5.4042 2025-08-18 23:29:55,584 - pyskl - INFO - Epoch [143][6300/7492] lr: 2.805e-04, eta: 7:38:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5600, top5_acc: 0.7913, loss_cls: 5.4565, loss: 5.4565 2025-08-18 23:30:46,855 - pyskl - INFO - Epoch [143][6400/7492] lr: 2.795e-04, eta: 7:37:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5475, top5_acc: 0.7903, loss_cls: 5.3954, loss: 5.3954 2025-08-18 23:31:38,155 - pyskl - INFO - Epoch [143][6500/7492] lr: 2.784e-04, eta: 7:36:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5541, top5_acc: 0.7866, loss_cls: 5.4101, loss: 5.4101 2025-08-18 23:32:29,447 - pyskl - INFO - Epoch [143][6600/7492] lr: 2.774e-04, eta: 7:35:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5397, top5_acc: 0.7863, loss_cls: 5.4084, loss: 5.4084 2025-08-18 23:33:20,838 - pyskl - INFO - Epoch [143][6700/7492] lr: 2.763e-04, eta: 7:34:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5513, top5_acc: 0.7959, loss_cls: 5.4041, loss: 5.4041 2025-08-18 23:34:12,128 - pyskl - INFO - Epoch [143][6800/7492] lr: 2.753e-04, eta: 7:34:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5497, top5_acc: 0.7816, loss_cls: 5.4764, loss: 5.4764 2025-08-18 23:35:03,343 - pyskl - INFO - Epoch [143][6900/7492] lr: 2.743e-04, eta: 7:33:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5450, top5_acc: 0.7909, loss_cls: 5.5026, loss: 5.5026 2025-08-18 23:35:54,623 - pyskl - INFO - Epoch [143][7000/7492] lr: 2.732e-04, eta: 7:32:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5484, top5_acc: 0.7903, loss_cls: 5.4071, loss: 5.4071 2025-08-18 23:36:46,100 - pyskl - INFO - Epoch [143][7100/7492] lr: 2.722e-04, eta: 7:31:33, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5519, top5_acc: 0.7981, loss_cls: 5.3996, loss: 5.3996 2025-08-18 23:37:37,478 - pyskl - INFO - Epoch [143][7200/7492] lr: 2.712e-04, eta: 7:30:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5459, top5_acc: 0.7759, loss_cls: 5.5014, loss: 5.5014 2025-08-18 23:38:28,961 - pyskl - INFO - Epoch [143][7300/7492] lr: 2.702e-04, eta: 7:29:50, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5497, top5_acc: 0.7884, loss_cls: 5.3858, loss: 5.3858 2025-08-18 23:39:20,400 - pyskl - INFO - Epoch [143][7400/7492] lr: 2.691e-04, eta: 7:28:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5466, top5_acc: 0.7903, loss_cls: 5.4478, loss: 5.4478 2025-08-18 23:40:08,326 - pyskl - INFO - Saving checkpoint at 143 epochs 2025-08-18 23:41:03,718 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-18 23:41:04,475 - pyskl - INFO - top1_acc 0.4270 top5_acc 0.6753 2025-08-18 23:41:04,475 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-18 23:41:04,510 - pyskl - INFO - mean_acc 0.4268 2025-08-18 23:41:04,565 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_142.pth was removed 2025-08-18 23:41:05,628 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. 2025-08-18 23:41:05,629 - pyskl - INFO - Best top1_acc is 0.4270 at 143 epoch. 2025-08-18 23:41:05,640 - pyskl - INFO - Epoch(val) [143][617] top1_acc: 0.4270, top5_acc: 0.6753, mean_class_accuracy: 0.4268 2025-08-18 23:42:27,846 - pyskl - INFO - Epoch [144][100/7492] lr: 2.672e-04, eta: 7:27:20, time: 0.822, data_time: 0.307, memory: 13026, top1_acc: 0.5587, top5_acc: 0.8034, loss_cls: 5.3675, loss: 5.3675 2025-08-18 23:43:19,228 - pyskl - INFO - Epoch [144][200/7492] lr: 2.662e-04, eta: 7:26:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5434, top5_acc: 0.7987, loss_cls: 5.3832, loss: 5.3832 2025-08-18 23:44:10,638 - pyskl - INFO - Epoch [144][300/7492] lr: 2.651e-04, eta: 7:25:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5775, top5_acc: 0.7884, loss_cls: 5.3273, loss: 5.3273 2025-08-18 23:45:01,817 - pyskl - INFO - Epoch [144][400/7492] lr: 2.641e-04, eta: 7:24:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5616, top5_acc: 0.7953, loss_cls: 5.4224, loss: 5.4224 2025-08-18 23:45:52,931 - pyskl - INFO - Epoch [144][500/7492] lr: 2.631e-04, eta: 7:23:55, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5616, top5_acc: 0.7972, loss_cls: 5.3719, loss: 5.3719 2025-08-18 23:46:44,057 - pyskl - INFO - Epoch [144][600/7492] lr: 2.621e-04, eta: 7:23:03, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5763, top5_acc: 0.8041, loss_cls: 5.3617, loss: 5.3617 2025-08-18 23:47:35,446 - pyskl - INFO - Epoch [144][700/7492] lr: 2.611e-04, eta: 7:22:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5500, top5_acc: 0.7831, loss_cls: 5.5512, loss: 5.5512 2025-08-18 23:48:26,711 - pyskl - INFO - Epoch [144][800/7492] lr: 2.601e-04, eta: 7:21:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5516, top5_acc: 0.7919, loss_cls: 5.4053, loss: 5.4053 2025-08-18 23:49:18,193 - pyskl - INFO - Epoch [144][900/7492] lr: 2.591e-04, eta: 7:20:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5778, top5_acc: 0.8000, loss_cls: 5.2456, loss: 5.2456 2025-08-18 23:50:09,073 - pyskl - INFO - Epoch [144][1000/7492] lr: 2.581e-04, eta: 7:19:38, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.5631, top5_acc: 0.8013, loss_cls: 5.3466, loss: 5.3466 2025-08-18 23:51:00,188 - pyskl - INFO - Epoch [144][1100/7492] lr: 2.571e-04, eta: 7:18:47, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5697, top5_acc: 0.8087, loss_cls: 5.2345, loss: 5.2345 2025-08-18 23:51:51,446 - pyskl - INFO - Epoch [144][1200/7492] lr: 2.561e-04, eta: 7:17:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5706, top5_acc: 0.8087, loss_cls: 5.3323, loss: 5.3323 2025-08-18 23:52:42,744 - pyskl - INFO - Epoch [144][1300/7492] lr: 2.551e-04, eta: 7:17:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5644, top5_acc: 0.8037, loss_cls: 5.3043, loss: 5.3043 2025-08-18 23:53:34,057 - pyskl - INFO - Epoch [144][1400/7492] lr: 2.541e-04, eta: 7:16:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5663, top5_acc: 0.8059, loss_cls: 5.2780, loss: 5.2780 2025-08-18 23:54:25,454 - pyskl - INFO - Epoch [144][1500/7492] lr: 2.531e-04, eta: 7:15:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5741, top5_acc: 0.8019, loss_cls: 5.2857, loss: 5.2857 2025-08-18 23:55:16,810 - pyskl - INFO - Epoch [144][1600/7492] lr: 2.521e-04, eta: 7:14:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5587, top5_acc: 0.7809, loss_cls: 5.4635, loss: 5.4635 2025-08-18 23:56:08,439 - pyskl - INFO - Epoch [144][1700/7492] lr: 2.511e-04, eta: 7:13:39, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5672, top5_acc: 0.8053, loss_cls: 5.3055, loss: 5.3055 2025-08-18 23:57:00,237 - pyskl - INFO - Epoch [144][1800/7492] lr: 2.501e-04, eta: 7:12:48, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5672, top5_acc: 0.8044, loss_cls: 5.3916, loss: 5.3916 2025-08-18 23:57:51,601 - pyskl - INFO - Epoch [144][1900/7492] lr: 2.492e-04, eta: 7:11:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5556, top5_acc: 0.7991, loss_cls: 5.3736, loss: 5.3736 2025-08-18 23:58:43,121 - pyskl - INFO - Epoch [144][2000/7492] lr: 2.482e-04, eta: 7:11:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5678, top5_acc: 0.8013, loss_cls: 5.3206, loss: 5.3206 2025-08-18 23:59:34,268 - pyskl - INFO - Epoch [144][2100/7492] lr: 2.472e-04, eta: 7:10:14, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5484, top5_acc: 0.7959, loss_cls: 5.3750, loss: 5.3750 2025-08-19 00:00:25,601 - pyskl - INFO - Epoch [144][2200/7492] lr: 2.462e-04, eta: 7:09:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5563, top5_acc: 0.7900, loss_cls: 5.4140, loss: 5.4140 2025-08-19 00:01:17,265 - pyskl - INFO - Epoch [144][2300/7492] lr: 2.452e-04, eta: 7:08:32, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5650, top5_acc: 0.7919, loss_cls: 5.3807, loss: 5.3807 2025-08-19 00:02:08,568 - pyskl - INFO - Epoch [144][2400/7492] lr: 2.443e-04, eta: 7:07:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5587, top5_acc: 0.7987, loss_cls: 5.3382, loss: 5.3382 2025-08-19 00:02:59,863 - pyskl - INFO - Epoch [144][2500/7492] lr: 2.433e-04, eta: 7:06:49, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5753, top5_acc: 0.8053, loss_cls: 5.2375, loss: 5.2375 2025-08-19 00:03:51,194 - pyskl - INFO - Epoch [144][2600/7492] lr: 2.423e-04, eta: 7:05:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5616, top5_acc: 0.7963, loss_cls: 5.4429, loss: 5.4429 2025-08-19 00:04:42,550 - pyskl - INFO - Epoch [144][2700/7492] lr: 2.413e-04, eta: 7:05:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5481, top5_acc: 0.7922, loss_cls: 5.4816, loss: 5.4816 2025-08-19 00:05:33,734 - pyskl - INFO - Epoch [144][2800/7492] lr: 2.404e-04, eta: 7:04:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5509, top5_acc: 0.8003, loss_cls: 5.4606, loss: 5.4606 2025-08-19 00:06:25,053 - pyskl - INFO - Epoch [144][2900/7492] lr: 2.394e-04, eta: 7:03:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5600, top5_acc: 0.7981, loss_cls: 5.3462, loss: 5.3462 2025-08-19 00:07:16,325 - pyskl - INFO - Epoch [144][3000/7492] lr: 2.384e-04, eta: 7:02:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5694, top5_acc: 0.7966, loss_cls: 5.3418, loss: 5.3418 2025-08-19 00:08:07,666 - pyskl - INFO - Epoch [144][3100/7492] lr: 2.375e-04, eta: 7:01:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5734, top5_acc: 0.8037, loss_cls: 5.2093, loss: 5.2093 2025-08-19 00:08:58,902 - pyskl - INFO - Epoch [144][3200/7492] lr: 2.365e-04, eta: 7:00:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5497, top5_acc: 0.7834, loss_cls: 5.4285, loss: 5.4285 2025-08-19 00:09:50,091 - pyskl - INFO - Epoch [144][3300/7492] lr: 2.356e-04, eta: 6:59:59, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5531, top5_acc: 0.7966, loss_cls: 5.4160, loss: 5.4160 2025-08-19 00:10:41,299 - pyskl - INFO - Epoch [144][3400/7492] lr: 2.346e-04, eta: 6:59:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5687, top5_acc: 0.8044, loss_cls: 5.3734, loss: 5.3734 2025-08-19 00:11:32,606 - pyskl - INFO - Epoch [144][3500/7492] lr: 2.337e-04, eta: 6:58:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5594, top5_acc: 0.7966, loss_cls: 5.3934, loss: 5.3934 2025-08-19 00:12:23,806 - pyskl - INFO - Epoch [144][3600/7492] lr: 2.327e-04, eta: 6:57:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5591, top5_acc: 0.7953, loss_cls: 5.3904, loss: 5.3904 2025-08-19 00:13:15,265 - pyskl - INFO - Epoch [144][3700/7492] lr: 2.317e-04, eta: 6:56:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5750, top5_acc: 0.7972, loss_cls: 5.3287, loss: 5.3287 2025-08-19 00:14:06,415 - pyskl - INFO - Epoch [144][3800/7492] lr: 2.308e-04, eta: 6:55:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5669, top5_acc: 0.7975, loss_cls: 5.3060, loss: 5.3060 2025-08-19 00:14:57,660 - pyskl - INFO - Epoch [144][3900/7492] lr: 2.299e-04, eta: 6:54:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5541, top5_acc: 0.7878, loss_cls: 5.4723, loss: 5.4723 2025-08-19 00:15:48,979 - pyskl - INFO - Epoch [144][4000/7492] lr: 2.289e-04, eta: 6:54:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5456, top5_acc: 0.7913, loss_cls: 5.4151, loss: 5.4151 2025-08-19 00:16:40,360 - pyskl - INFO - Epoch [144][4100/7492] lr: 2.280e-04, eta: 6:53:09, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5566, top5_acc: 0.7919, loss_cls: 5.4073, loss: 5.4073 2025-08-19 00:17:31,770 - pyskl - INFO - Epoch [144][4200/7492] lr: 2.270e-04, eta: 6:52:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5675, top5_acc: 0.7969, loss_cls: 5.3732, loss: 5.3732 2025-08-19 00:18:23,389 - pyskl - INFO - Epoch [144][4300/7492] lr: 2.261e-04, eta: 6:51:26, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5491, top5_acc: 0.7950, loss_cls: 5.2620, loss: 5.2620 2025-08-19 00:19:15,039 - pyskl - INFO - Epoch [144][4400/7492] lr: 2.252e-04, eta: 6:50:35, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5622, top5_acc: 0.7922, loss_cls: 5.3154, loss: 5.3154 2025-08-19 00:20:06,620 - pyskl - INFO - Epoch [144][4500/7492] lr: 2.242e-04, eta: 6:49:44, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5609, top5_acc: 0.8069, loss_cls: 5.3640, loss: 5.3640 2025-08-19 00:20:57,837 - pyskl - INFO - Epoch [144][4600/7492] lr: 2.233e-04, eta: 6:48:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5444, top5_acc: 0.8013, loss_cls: 5.3515, loss: 5.3515 2025-08-19 00:21:49,148 - pyskl - INFO - Epoch [144][4700/7492] lr: 2.224e-04, eta: 6:48:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5625, top5_acc: 0.7959, loss_cls: 5.3817, loss: 5.3817 2025-08-19 00:22:40,305 - pyskl - INFO - Epoch [144][4800/7492] lr: 2.214e-04, eta: 6:47:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5566, top5_acc: 0.7922, loss_cls: 5.4708, loss: 5.4708 2025-08-19 00:23:31,530 - pyskl - INFO - Epoch [144][4900/7492] lr: 2.205e-04, eta: 6:46:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5453, top5_acc: 0.7847, loss_cls: 5.4431, loss: 5.4431 2025-08-19 00:24:22,981 - pyskl - INFO - Epoch [144][5000/7492] lr: 2.196e-04, eta: 6:45:27, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5663, top5_acc: 0.7956, loss_cls: 5.2925, loss: 5.2925 2025-08-19 00:25:14,812 - pyskl - INFO - Epoch [144][5100/7492] lr: 2.186e-04, eta: 6:44:36, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5681, top5_acc: 0.8013, loss_cls: 5.4114, loss: 5.4114 2025-08-19 00:26:06,407 - pyskl - INFO - Epoch [144][5200/7492] lr: 2.177e-04, eta: 6:43:45, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5653, top5_acc: 0.8031, loss_cls: 5.2421, loss: 5.2421 2025-08-19 00:26:57,815 - pyskl - INFO - Epoch [144][5300/7492] lr: 2.168e-04, eta: 6:42:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5550, top5_acc: 0.7850, loss_cls: 5.4438, loss: 5.4438 2025-08-19 00:27:49,053 - pyskl - INFO - Epoch [144][5400/7492] lr: 2.159e-04, eta: 6:42:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5687, top5_acc: 0.7975, loss_cls: 5.4236, loss: 5.4236 2025-08-19 00:28:40,320 - pyskl - INFO - Epoch [144][5500/7492] lr: 2.150e-04, eta: 6:41:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5650, top5_acc: 0.8041, loss_cls: 5.3622, loss: 5.3622 2025-08-19 00:29:31,527 - pyskl - INFO - Epoch [144][5600/7492] lr: 2.141e-04, eta: 6:40:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5597, top5_acc: 0.8028, loss_cls: 5.3651, loss: 5.3651 2025-08-19 00:30:22,800 - pyskl - INFO - Epoch [144][5700/7492] lr: 2.131e-04, eta: 6:39:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5509, top5_acc: 0.7937, loss_cls: 5.4677, loss: 5.4677 2025-08-19 00:31:14,212 - pyskl - INFO - Epoch [144][5800/7492] lr: 2.122e-04, eta: 6:38:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5641, top5_acc: 0.7956, loss_cls: 5.3323, loss: 5.3323 2025-08-19 00:32:05,724 - pyskl - INFO - Epoch [144][5900/7492] lr: 2.113e-04, eta: 6:37:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5475, top5_acc: 0.7884, loss_cls: 5.3207, loss: 5.3207 2025-08-19 00:32:57,031 - pyskl - INFO - Epoch [144][6000/7492] lr: 2.104e-04, eta: 6:36:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5775, top5_acc: 0.8113, loss_cls: 5.2848, loss: 5.2848 2025-08-19 00:33:48,251 - pyskl - INFO - Epoch [144][6100/7492] lr: 2.095e-04, eta: 6:36:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5641, top5_acc: 0.8037, loss_cls: 5.3847, loss: 5.3847 2025-08-19 00:34:39,613 - pyskl - INFO - Epoch [144][6200/7492] lr: 2.086e-04, eta: 6:35:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5697, top5_acc: 0.8006, loss_cls: 5.3564, loss: 5.3564 2025-08-19 00:35:30,738 - pyskl - INFO - Epoch [144][6300/7492] lr: 2.077e-04, eta: 6:34:21, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5628, top5_acc: 0.8016, loss_cls: 5.2947, loss: 5.2947 2025-08-19 00:36:22,129 - pyskl - INFO - Epoch [144][6400/7492] lr: 2.068e-04, eta: 6:33:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5578, top5_acc: 0.7900, loss_cls: 5.4249, loss: 5.4249 2025-08-19 00:37:13,727 - pyskl - INFO - Epoch [144][6500/7492] lr: 2.059e-04, eta: 6:32:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5722, top5_acc: 0.8047, loss_cls: 5.3050, loss: 5.3050 2025-08-19 00:38:05,232 - pyskl - INFO - Epoch [144][6600/7492] lr: 2.050e-04, eta: 6:31:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5475, top5_acc: 0.7922, loss_cls: 5.3856, loss: 5.3856 2025-08-19 00:38:56,449 - pyskl - INFO - Epoch [144][6700/7492] lr: 2.041e-04, eta: 6:30:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5453, top5_acc: 0.7978, loss_cls: 5.3839, loss: 5.3839 2025-08-19 00:39:47,539 - pyskl - INFO - Epoch [144][6800/7492] lr: 2.032e-04, eta: 6:30:04, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5544, top5_acc: 0.7966, loss_cls: 5.4089, loss: 5.4089 2025-08-19 00:40:38,797 - pyskl - INFO - Epoch [144][6900/7492] lr: 2.024e-04, eta: 6:29:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5553, top5_acc: 0.7987, loss_cls: 5.4230, loss: 5.4230 2025-08-19 00:41:30,017 - pyskl - INFO - Epoch [144][7000/7492] lr: 2.015e-04, eta: 6:28:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5550, top5_acc: 0.7941, loss_cls: 5.4124, loss: 5.4124 2025-08-19 00:42:21,188 - pyskl - INFO - Epoch [144][7100/7492] lr: 2.006e-04, eta: 6:27:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5519, top5_acc: 0.7853, loss_cls: 5.4253, loss: 5.4253 2025-08-19 00:43:12,361 - pyskl - INFO - Epoch [144][7200/7492] lr: 1.997e-04, eta: 6:26:39, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5584, top5_acc: 0.7903, loss_cls: 5.3642, loss: 5.3642 2025-08-19 00:44:03,712 - pyskl - INFO - Epoch [144][7300/7492] lr: 1.988e-04, eta: 6:25:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5491, top5_acc: 0.7753, loss_cls: 5.5099, loss: 5.5099 2025-08-19 00:44:54,758 - pyskl - INFO - Epoch [144][7400/7492] lr: 1.979e-04, eta: 6:24:57, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5613, top5_acc: 0.7966, loss_cls: 5.4289, loss: 5.4289 2025-08-19 00:45:42,573 - pyskl - INFO - Saving checkpoint at 144 epochs 2025-08-19 00:46:42,162 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-19 00:46:42,924 - pyskl - INFO - top1_acc 0.4291 top5_acc 0.6787 2025-08-19 00:46:42,925 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-19 00:46:42,965 - pyskl - INFO - mean_acc 0.4288 2025-08-19 00:46:43,020 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_143.pth was removed 2025-08-19 00:46:44,135 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2025-08-19 00:46:44,136 - pyskl - INFO - Best top1_acc is 0.4291 at 144 epoch. 2025-08-19 00:46:44,153 - pyskl - INFO - Epoch(val) [144][617] top1_acc: 0.4291, top5_acc: 0.6787, mean_class_accuracy: 0.4288 2025-08-19 00:48:05,387 - pyskl - INFO - Epoch [145][100/7492] lr: 1.963e-04, eta: 6:23:18, time: 0.812, data_time: 0.299, memory: 13026, top1_acc: 0.5616, top5_acc: 0.8016, loss_cls: 5.2084, loss: 5.2084 2025-08-19 00:48:56,634 - pyskl - INFO - Epoch [145][200/7492] lr: 1.954e-04, eta: 6:22:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5734, top5_acc: 0.8137, loss_cls: 5.2951, loss: 5.2951 2025-08-19 00:49:48,054 - pyskl - INFO - Epoch [145][300/7492] lr: 1.945e-04, eta: 6:21:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5666, top5_acc: 0.8100, loss_cls: 5.3134, loss: 5.3134 2025-08-19 00:50:39,139 - pyskl - INFO - Epoch [145][400/7492] lr: 1.937e-04, eta: 6:20:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5769, top5_acc: 0.8128, loss_cls: 5.2825, loss: 5.2825 2025-08-19 00:51:30,007 - pyskl - INFO - Epoch [145][500/7492] lr: 1.928e-04, eta: 6:19:52, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.5675, top5_acc: 0.8037, loss_cls: 5.3265, loss: 5.3265 2025-08-19 00:52:21,350 - pyskl - INFO - Epoch [145][600/7492] lr: 1.919e-04, eta: 6:19:01, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5613, top5_acc: 0.8056, loss_cls: 5.2241, loss: 5.2241 2025-08-19 00:53:12,465 - pyskl - INFO - Epoch [145][700/7492] lr: 1.911e-04, eta: 6:18:10, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5719, top5_acc: 0.8134, loss_cls: 5.3003, loss: 5.3003 2025-08-19 00:54:03,622 - pyskl - INFO - Epoch [145][800/7492] lr: 1.902e-04, eta: 6:17:19, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5806, top5_acc: 0.8181, loss_cls: 5.2584, loss: 5.2584 2025-08-19 00:54:54,838 - pyskl - INFO - Epoch [145][900/7492] lr: 1.893e-04, eta: 6:16:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5759, top5_acc: 0.8169, loss_cls: 5.2618, loss: 5.2618 2025-08-19 00:55:45,945 - pyskl - INFO - Epoch [145][1000/7492] lr: 1.885e-04, eta: 6:15:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5634, top5_acc: 0.8037, loss_cls: 5.3264, loss: 5.3264 2025-08-19 00:56:37,200 - pyskl - INFO - Epoch [145][1100/7492] lr: 1.876e-04, eta: 6:14:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5725, top5_acc: 0.7934, loss_cls: 5.3031, loss: 5.3031 2025-08-19 00:57:28,215 - pyskl - INFO - Epoch [145][1200/7492] lr: 1.868e-04, eta: 6:13:53, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5909, top5_acc: 0.8178, loss_cls: 5.2062, loss: 5.2062 2025-08-19 00:58:19,386 - pyskl - INFO - Epoch [145][1300/7492] lr: 1.859e-04, eta: 6:13:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5672, top5_acc: 0.8050, loss_cls: 5.3984, loss: 5.3984 2025-08-19 00:59:10,742 - pyskl - INFO - Epoch [145][1400/7492] lr: 1.851e-04, eta: 6:12:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5813, top5_acc: 0.8087, loss_cls: 5.2363, loss: 5.2363 2025-08-19 01:00:01,979 - pyskl - INFO - Epoch [145][1500/7492] lr: 1.842e-04, eta: 6:11:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5687, top5_acc: 0.8034, loss_cls: 5.3997, loss: 5.3997 2025-08-19 01:00:53,241 - pyskl - INFO - Epoch [145][1600/7492] lr: 1.834e-04, eta: 6:10:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5763, top5_acc: 0.8025, loss_cls: 5.1915, loss: 5.1915 2025-08-19 01:01:44,595 - pyskl - INFO - Epoch [145][1700/7492] lr: 1.825e-04, eta: 6:09:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5641, top5_acc: 0.8013, loss_cls: 5.3580, loss: 5.3580 2025-08-19 01:02:35,731 - pyskl - INFO - Epoch [145][1800/7492] lr: 1.817e-04, eta: 6:08:46, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5575, top5_acc: 0.8081, loss_cls: 5.2760, loss: 5.2760 2025-08-19 01:03:27,176 - pyskl - INFO - Epoch [145][1900/7492] lr: 1.808e-04, eta: 6:07:55, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5666, top5_acc: 0.7997, loss_cls: 5.3043, loss: 5.3043 2025-08-19 01:04:18,442 - pyskl - INFO - Epoch [145][2000/7492] lr: 1.800e-04, eta: 6:07:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5725, top5_acc: 0.7997, loss_cls: 5.2715, loss: 5.2715 2025-08-19 01:05:09,461 - pyskl - INFO - Epoch [145][2100/7492] lr: 1.792e-04, eta: 6:06:12, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5484, top5_acc: 0.7956, loss_cls: 5.3609, loss: 5.3609 2025-08-19 01:06:00,735 - pyskl - INFO - Epoch [145][2200/7492] lr: 1.783e-04, eta: 6:05:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5531, top5_acc: 0.8103, loss_cls: 5.3528, loss: 5.3528 2025-08-19 01:06:51,938 - pyskl - INFO - Epoch [145][2300/7492] lr: 1.775e-04, eta: 6:04:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5787, top5_acc: 0.7906, loss_cls: 5.3579, loss: 5.3579 2025-08-19 01:07:43,176 - pyskl - INFO - Epoch [145][2400/7492] lr: 1.767e-04, eta: 6:03:38, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5713, top5_acc: 0.8113, loss_cls: 5.2660, loss: 5.2660 2025-08-19 01:08:34,458 - pyskl - INFO - Epoch [145][2500/7492] lr: 1.758e-04, eta: 6:02:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5753, top5_acc: 0.8078, loss_cls: 5.3411, loss: 5.3411 2025-08-19 01:09:25,628 - pyskl - INFO - Epoch [145][2600/7492] lr: 1.750e-04, eta: 6:01:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5825, top5_acc: 0.8159, loss_cls: 5.2240, loss: 5.2240 2025-08-19 01:10:16,796 - pyskl - INFO - Epoch [145][2700/7492] lr: 1.742e-04, eta: 6:01:04, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5741, top5_acc: 0.8009, loss_cls: 5.2993, loss: 5.2993 2025-08-19 01:11:08,156 - pyskl - INFO - Epoch [145][2800/7492] lr: 1.734e-04, eta: 6:00:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5700, top5_acc: 0.8094, loss_cls: 5.3800, loss: 5.3800 2025-08-19 01:11:59,419 - pyskl - INFO - Epoch [145][2900/7492] lr: 1.726e-04, eta: 5:59:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5737, top5_acc: 0.8047, loss_cls: 5.2525, loss: 5.2525 2025-08-19 01:12:50,643 - pyskl - INFO - Epoch [145][3000/7492] lr: 1.717e-04, eta: 5:58:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5806, top5_acc: 0.8006, loss_cls: 5.2725, loss: 5.2725 2025-08-19 01:13:41,940 - pyskl - INFO - Epoch [145][3100/7492] lr: 1.709e-04, eta: 5:57:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5619, top5_acc: 0.7984, loss_cls: 5.3015, loss: 5.3015 2025-08-19 01:14:33,086 - pyskl - INFO - Epoch [145][3200/7492] lr: 1.701e-04, eta: 5:56:48, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5778, top5_acc: 0.8087, loss_cls: 5.2996, loss: 5.2996 2025-08-19 01:15:24,350 - pyskl - INFO - Epoch [145][3300/7492] lr: 1.693e-04, eta: 5:55:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5628, top5_acc: 0.7869, loss_cls: 5.3706, loss: 5.3706 2025-08-19 01:16:15,609 - pyskl - INFO - Epoch [145][3400/7492] lr: 1.685e-04, eta: 5:55:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5587, top5_acc: 0.8081, loss_cls: 5.3846, loss: 5.3846 2025-08-19 01:17:06,881 - pyskl - INFO - Epoch [145][3500/7492] lr: 1.677e-04, eta: 5:54:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5784, top5_acc: 0.8056, loss_cls: 5.2875, loss: 5.2875 2025-08-19 01:17:58,100 - pyskl - INFO - Epoch [145][3600/7492] lr: 1.669e-04, eta: 5:53:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5672, top5_acc: 0.8059, loss_cls: 5.2476, loss: 5.2476 2025-08-19 01:18:49,236 - pyskl - INFO - Epoch [145][3700/7492] lr: 1.661e-04, eta: 5:52:32, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5706, top5_acc: 0.8053, loss_cls: 5.3436, loss: 5.3436 2025-08-19 01:19:40,488 - pyskl - INFO - Epoch [145][3800/7492] lr: 1.653e-04, eta: 5:51:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5759, top5_acc: 0.8097, loss_cls: 5.2727, loss: 5.2727 2025-08-19 01:20:31,736 - pyskl - INFO - Epoch [145][3900/7492] lr: 1.645e-04, eta: 5:50:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5628, top5_acc: 0.8009, loss_cls: 5.2946, loss: 5.2946 2025-08-19 01:21:22,682 - pyskl - INFO - Epoch [145][4000/7492] lr: 1.637e-04, eta: 5:49:58, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.5556, top5_acc: 0.7916, loss_cls: 5.3814, loss: 5.3814 2025-08-19 01:22:14,048 - pyskl - INFO - Epoch [145][4100/7492] lr: 1.629e-04, eta: 5:49:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5656, top5_acc: 0.8044, loss_cls: 5.3469, loss: 5.3469 2025-08-19 01:23:05,693 - pyskl - INFO - Epoch [145][4200/7492] lr: 1.621e-04, eta: 5:48:15, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5691, top5_acc: 0.8072, loss_cls: 5.3323, loss: 5.3323 2025-08-19 01:23:57,073 - pyskl - INFO - Epoch [145][4300/7492] lr: 1.613e-04, eta: 5:47:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5756, top5_acc: 0.8078, loss_cls: 5.2620, loss: 5.2620 2025-08-19 01:24:48,391 - pyskl - INFO - Epoch [145][4400/7492] lr: 1.605e-04, eta: 5:46:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5756, top5_acc: 0.7991, loss_cls: 5.2150, loss: 5.2150 2025-08-19 01:25:39,459 - pyskl - INFO - Epoch [145][4500/7492] lr: 1.597e-04, eta: 5:45:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5763, top5_acc: 0.8087, loss_cls: 5.2826, loss: 5.2826 2025-08-19 01:26:30,558 - pyskl - INFO - Epoch [145][4600/7492] lr: 1.589e-04, eta: 5:44:50, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5597, top5_acc: 0.7909, loss_cls: 5.3700, loss: 5.3700 2025-08-19 01:27:21,673 - pyskl - INFO - Epoch [145][4700/7492] lr: 1.581e-04, eta: 5:43:59, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5528, top5_acc: 0.7934, loss_cls: 5.4140, loss: 5.4140 2025-08-19 01:28:12,876 - pyskl - INFO - Epoch [145][4800/7492] lr: 1.573e-04, eta: 5:43:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5709, top5_acc: 0.7931, loss_cls: 5.2870, loss: 5.2870 2025-08-19 01:29:04,062 - pyskl - INFO - Epoch [145][4900/7492] lr: 1.565e-04, eta: 5:42:16, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5669, top5_acc: 0.7869, loss_cls: 5.3892, loss: 5.3892 2025-08-19 01:29:55,285 - pyskl - INFO - Epoch [145][5000/7492] lr: 1.558e-04, eta: 5:41:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5709, top5_acc: 0.7994, loss_cls: 5.2577, loss: 5.2577 2025-08-19 01:30:46,341 - pyskl - INFO - Epoch [145][5100/7492] lr: 1.550e-04, eta: 5:40:34, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5744, top5_acc: 0.8028, loss_cls: 5.3451, loss: 5.3451 2025-08-19 01:31:37,584 - pyskl - INFO - Epoch [145][5200/7492] lr: 1.542e-04, eta: 5:39:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5725, top5_acc: 0.8050, loss_cls: 5.3539, loss: 5.3539 2025-08-19 01:32:29,413 - pyskl - INFO - Epoch [145][5300/7492] lr: 1.534e-04, eta: 5:38:51, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5675, top5_acc: 0.8009, loss_cls: 5.3948, loss: 5.3948 2025-08-19 01:33:21,284 - pyskl - INFO - Epoch [145][5400/7492] lr: 1.527e-04, eta: 5:38:00, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.5572, top5_acc: 0.7987, loss_cls: 5.3783, loss: 5.3783 2025-08-19 01:34:13,111 - pyskl - INFO - Epoch [145][5500/7492] lr: 1.519e-04, eta: 5:37:09, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5650, top5_acc: 0.7969, loss_cls: 5.3476, loss: 5.3476 2025-08-19 01:35:04,654 - pyskl - INFO - Epoch [145][5600/7492] lr: 1.511e-04, eta: 5:36:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5741, top5_acc: 0.8078, loss_cls: 5.3549, loss: 5.3549 2025-08-19 01:35:55,770 - pyskl - INFO - Epoch [145][5700/7492] lr: 1.504e-04, eta: 5:35:26, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5725, top5_acc: 0.8053, loss_cls: 5.2664, loss: 5.2664 2025-08-19 01:36:46,903 - pyskl - INFO - Epoch [145][5800/7492] lr: 1.496e-04, eta: 5:34:35, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5563, top5_acc: 0.7978, loss_cls: 5.4035, loss: 5.4035 2025-08-19 01:37:37,923 - pyskl - INFO - Epoch [145][5900/7492] lr: 1.488e-04, eta: 5:33:44, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5769, top5_acc: 0.8116, loss_cls: 5.3198, loss: 5.3198 2025-08-19 01:38:29,321 - pyskl - INFO - Epoch [145][6000/7492] lr: 1.481e-04, eta: 5:32:52, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5897, top5_acc: 0.8175, loss_cls: 5.2643, loss: 5.2643 2025-08-19 01:39:21,174 - pyskl - INFO - Epoch [145][6100/7492] lr: 1.473e-04, eta: 5:32:01, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.5578, top5_acc: 0.7953, loss_cls: 5.4313, loss: 5.4313 2025-08-19 01:40:12,645 - pyskl - INFO - Epoch [145][6200/7492] lr: 1.466e-04, eta: 5:31:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5587, top5_acc: 0.8119, loss_cls: 5.2896, loss: 5.2896 2025-08-19 01:41:03,960 - pyskl - INFO - Epoch [145][6300/7492] lr: 1.458e-04, eta: 5:30:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5728, top5_acc: 0.8013, loss_cls: 5.2636, loss: 5.2636 2025-08-19 01:41:55,323 - pyskl - INFO - Epoch [145][6400/7492] lr: 1.451e-04, eta: 5:29:27, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5841, top5_acc: 0.8069, loss_cls: 5.1951, loss: 5.1951 2025-08-19 01:42:46,425 - pyskl - INFO - Epoch [145][6500/7492] lr: 1.443e-04, eta: 5:28:36, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5556, top5_acc: 0.7997, loss_cls: 5.3874, loss: 5.3874 2025-08-19 01:43:37,709 - pyskl - INFO - Epoch [145][6600/7492] lr: 1.436e-04, eta: 5:27:45, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5800, top5_acc: 0.8119, loss_cls: 5.2769, loss: 5.2769 2025-08-19 01:44:28,962 - pyskl - INFO - Epoch [145][6700/7492] lr: 1.428e-04, eta: 5:26:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5784, top5_acc: 0.8016, loss_cls: 5.2849, loss: 5.2849 2025-08-19 01:45:20,148 - pyskl - INFO - Epoch [145][6800/7492] lr: 1.421e-04, eta: 5:26:02, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5769, top5_acc: 0.7984, loss_cls: 5.3151, loss: 5.3151 2025-08-19 01:46:11,236 - pyskl - INFO - Epoch [145][6900/7492] lr: 1.413e-04, eta: 5:25:11, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5728, top5_acc: 0.8000, loss_cls: 5.2998, loss: 5.2998 2025-08-19 01:47:02,601 - pyskl - INFO - Epoch [145][7000/7492] lr: 1.406e-04, eta: 5:24:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5822, top5_acc: 0.8178, loss_cls: 5.2149, loss: 5.2149 2025-08-19 01:47:53,759 - pyskl - INFO - Epoch [145][7100/7492] lr: 1.398e-04, eta: 5:23:28, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5734, top5_acc: 0.7991, loss_cls: 5.3298, loss: 5.3298 2025-08-19 01:48:45,329 - pyskl - INFO - Epoch [145][7200/7492] lr: 1.391e-04, eta: 5:22:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5591, top5_acc: 0.8044, loss_cls: 5.2920, loss: 5.2920 2025-08-19 01:49:36,679 - pyskl - INFO - Epoch [145][7300/7492] lr: 1.384e-04, eta: 5:21:46, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5481, top5_acc: 0.7947, loss_cls: 5.3745, loss: 5.3745 2025-08-19 01:50:28,098 - pyskl - INFO - Epoch [145][7400/7492] lr: 1.376e-04, eta: 5:20:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5613, top5_acc: 0.8006, loss_cls: 5.3227, loss: 5.3227 2025-08-19 01:51:16,005 - pyskl - INFO - Saving checkpoint at 145 epochs 2025-08-19 01:52:11,635 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-19 01:52:12,375 - pyskl - INFO - top1_acc 0.4335 top5_acc 0.6811 2025-08-19 01:52:12,376 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-19 01:52:12,413 - pyskl - INFO - mean_acc 0.4333 2025-08-19 01:52:12,474 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_144.pth was removed 2025-08-19 01:52:13,607 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. 2025-08-19 01:52:13,608 - pyskl - INFO - Best top1_acc is 0.4335 at 145 epoch. 2025-08-19 01:52:13,619 - pyskl - INFO - Epoch(val) [145][617] top1_acc: 0.4335, top5_acc: 0.6811, mean_class_accuracy: 0.4333 2025-08-19 01:53:35,259 - pyskl - INFO - Epoch [146][100/7492] lr: 1.362e-04, eta: 5:19:15, time: 0.816, data_time: 0.304, memory: 13026, top1_acc: 0.5891, top5_acc: 0.8216, loss_cls: 5.2716, loss: 5.2716 2025-08-19 01:54:26,625 - pyskl - INFO - Epoch [146][200/7492] lr: 1.355e-04, eta: 5:18:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5847, top5_acc: 0.8191, loss_cls: 5.1848, loss: 5.1848 2025-08-19 01:55:17,898 - pyskl - INFO - Epoch [146][300/7492] lr: 1.348e-04, eta: 5:17:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5806, top5_acc: 0.8219, loss_cls: 5.2101, loss: 5.2101 2025-08-19 01:56:09,231 - pyskl - INFO - Epoch [146][400/7492] lr: 1.341e-04, eta: 5:16:42, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5784, top5_acc: 0.8159, loss_cls: 5.2754, loss: 5.2754 2025-08-19 01:57:00,546 - pyskl - INFO - Epoch [146][500/7492] lr: 1.333e-04, eta: 5:15:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5625, top5_acc: 0.7944, loss_cls: 5.3196, loss: 5.3196 2025-08-19 01:57:52,318 - pyskl - INFO - Epoch [146][600/7492] lr: 1.326e-04, eta: 5:14:59, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5831, top5_acc: 0.7972, loss_cls: 5.2877, loss: 5.2877 2025-08-19 01:58:43,517 - pyskl - INFO - Epoch [146][700/7492] lr: 1.319e-04, eta: 5:14:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5884, top5_acc: 0.8184, loss_cls: 5.2175, loss: 5.2175 2025-08-19 01:59:34,949 - pyskl - INFO - Epoch [146][800/7492] lr: 1.312e-04, eta: 5:13:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5822, top5_acc: 0.8013, loss_cls: 5.1965, loss: 5.1965 2025-08-19 02:00:26,676 - pyskl - INFO - Epoch [146][900/7492] lr: 1.305e-04, eta: 5:12:25, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5744, top5_acc: 0.8153, loss_cls: 5.3606, loss: 5.3606 2025-08-19 02:01:18,043 - pyskl - INFO - Epoch [146][1000/7492] lr: 1.298e-04, eta: 5:11:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5725, top5_acc: 0.8053, loss_cls: 5.3085, loss: 5.3085 2025-08-19 02:02:09,584 - pyskl - INFO - Epoch [146][1100/7492] lr: 1.290e-04, eta: 5:10:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5753, top5_acc: 0.8019, loss_cls: 5.3433, loss: 5.3433 2025-08-19 02:03:00,722 - pyskl - INFO - Epoch [146][1200/7492] lr: 1.283e-04, eta: 5:09:51, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5837, top5_acc: 0.8131, loss_cls: 5.2123, loss: 5.2123 2025-08-19 02:03:51,930 - pyskl - INFO - Epoch [146][1300/7492] lr: 1.276e-04, eta: 5:09:00, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5850, top5_acc: 0.8034, loss_cls: 5.3085, loss: 5.3085 2025-08-19 02:04:43,176 - pyskl - INFO - Epoch [146][1400/7492] lr: 1.269e-04, eta: 5:08:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5678, top5_acc: 0.8078, loss_cls: 5.1826, loss: 5.1826 2025-08-19 02:05:34,428 - pyskl - INFO - Epoch [146][1500/7492] lr: 1.262e-04, eta: 5:07:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5784, top5_acc: 0.8191, loss_cls: 5.1692, loss: 5.1692 2025-08-19 02:06:25,718 - pyskl - INFO - Epoch [146][1600/7492] lr: 1.255e-04, eta: 5:06:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5819, top5_acc: 0.8103, loss_cls: 5.1885, loss: 5.1885 2025-08-19 02:07:17,143 - pyskl - INFO - Epoch [146][1700/7492] lr: 1.248e-04, eta: 5:05:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5931, top5_acc: 0.8266, loss_cls: 5.1062, loss: 5.1062 2025-08-19 02:08:08,394 - pyskl - INFO - Epoch [146][1800/7492] lr: 1.241e-04, eta: 5:04:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5731, top5_acc: 0.8153, loss_cls: 5.2358, loss: 5.2358 2025-08-19 02:08:59,679 - pyskl - INFO - Epoch [146][1900/7492] lr: 1.234e-04, eta: 5:03:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5725, top5_acc: 0.8016, loss_cls: 5.2196, loss: 5.2196 2025-08-19 02:09:51,089 - pyskl - INFO - Epoch [146][2000/7492] lr: 1.227e-04, eta: 5:03:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5925, top5_acc: 0.8113, loss_cls: 5.2220, loss: 5.2220 2025-08-19 02:10:42,433 - pyskl - INFO - Epoch [146][2100/7492] lr: 1.220e-04, eta: 5:02:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5934, top5_acc: 0.8187, loss_cls: 5.1440, loss: 5.1440 2025-08-19 02:11:33,788 - pyskl - INFO - Epoch [146][2200/7492] lr: 1.214e-04, eta: 5:01:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5772, top5_acc: 0.8147, loss_cls: 5.3327, loss: 5.3327 2025-08-19 02:12:24,995 - pyskl - INFO - Epoch [146][2300/7492] lr: 1.207e-04, eta: 5:00:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5784, top5_acc: 0.8053, loss_cls: 5.3294, loss: 5.3294 2025-08-19 02:13:16,224 - pyskl - INFO - Epoch [146][2400/7492] lr: 1.200e-04, eta: 4:59:36, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5800, top5_acc: 0.8109, loss_cls: 5.2642, loss: 5.2642 2025-08-19 02:14:07,623 - pyskl - INFO - Epoch [146][2500/7492] lr: 1.193e-04, eta: 4:58:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5753, top5_acc: 0.8050, loss_cls: 5.1914, loss: 5.1914 2025-08-19 02:14:58,901 - pyskl - INFO - Epoch [146][2600/7492] lr: 1.186e-04, eta: 4:57:54, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5772, top5_acc: 0.8094, loss_cls: 5.2693, loss: 5.2693 2025-08-19 02:15:50,169 - pyskl - INFO - Epoch [146][2700/7492] lr: 1.179e-04, eta: 4:57:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5928, top5_acc: 0.8209, loss_cls: 5.2234, loss: 5.2234 2025-08-19 02:16:41,610 - pyskl - INFO - Epoch [146][2800/7492] lr: 1.173e-04, eta: 4:56:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5831, top5_acc: 0.8081, loss_cls: 5.2943, loss: 5.2943 2025-08-19 02:17:32,856 - pyskl - INFO - Epoch [146][2900/7492] lr: 1.166e-04, eta: 4:55:20, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5778, top5_acc: 0.8019, loss_cls: 5.2745, loss: 5.2745 2025-08-19 02:18:24,148 - pyskl - INFO - Epoch [146][3000/7492] lr: 1.159e-04, eta: 4:54:29, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5784, top5_acc: 0.8053, loss_cls: 5.2894, loss: 5.2894 2025-08-19 02:19:15,319 - pyskl - INFO - Epoch [146][3100/7492] lr: 1.152e-04, eta: 4:53:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5916, top5_acc: 0.8197, loss_cls: 5.1547, loss: 5.1547 2025-08-19 02:20:06,715 - pyskl - INFO - Epoch [146][3200/7492] lr: 1.146e-04, eta: 4:52:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5722, top5_acc: 0.8072, loss_cls: 5.3379, loss: 5.3379 2025-08-19 02:20:58,300 - pyskl - INFO - Epoch [146][3300/7492] lr: 1.139e-04, eta: 4:51:55, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5878, top5_acc: 0.8175, loss_cls: 5.1789, loss: 5.1789 2025-08-19 02:21:49,715 - pyskl - INFO - Epoch [146][3400/7492] lr: 1.132e-04, eta: 4:51:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5666, top5_acc: 0.8016, loss_cls: 5.3803, loss: 5.3803 2025-08-19 02:22:41,142 - pyskl - INFO - Epoch [146][3500/7492] lr: 1.126e-04, eta: 4:50:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5709, top5_acc: 0.8100, loss_cls: 5.3230, loss: 5.3230 2025-08-19 02:23:32,475 - pyskl - INFO - Epoch [146][3600/7492] lr: 1.119e-04, eta: 4:49:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5841, top5_acc: 0.8056, loss_cls: 5.2785, loss: 5.2785 2025-08-19 02:24:23,844 - pyskl - INFO - Epoch [146][3700/7492] lr: 1.113e-04, eta: 4:48:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5869, top5_acc: 0.8097, loss_cls: 5.2953, loss: 5.2953 2025-08-19 02:25:15,237 - pyskl - INFO - Epoch [146][3800/7492] lr: 1.106e-04, eta: 4:47:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5691, top5_acc: 0.8128, loss_cls: 5.3698, loss: 5.3698 2025-08-19 02:26:06,735 - pyskl - INFO - Epoch [146][3900/7492] lr: 1.099e-04, eta: 4:46:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5706, top5_acc: 0.8056, loss_cls: 5.2435, loss: 5.2435 2025-08-19 02:26:57,982 - pyskl - INFO - Epoch [146][4000/7492] lr: 1.093e-04, eta: 4:45:56, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5697, top5_acc: 0.8003, loss_cls: 5.3453, loss: 5.3453 2025-08-19 02:27:49,161 - pyskl - INFO - Epoch [146][4100/7492] lr: 1.086e-04, eta: 4:45:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5772, top5_acc: 0.8144, loss_cls: 5.1556, loss: 5.1556 2025-08-19 02:28:40,506 - pyskl - INFO - Epoch [146][4200/7492] lr: 1.080e-04, eta: 4:44:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5709, top5_acc: 0.8056, loss_cls: 5.2511, loss: 5.2511 2025-08-19 02:29:31,892 - pyskl - INFO - Epoch [146][4300/7492] lr: 1.073e-04, eta: 4:43:22, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5806, top5_acc: 0.7981, loss_cls: 5.2331, loss: 5.2331 2025-08-19 02:30:23,473 - pyskl - INFO - Epoch [146][4400/7492] lr: 1.067e-04, eta: 4:42:31, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5800, top5_acc: 0.8141, loss_cls: 5.1707, loss: 5.1707 2025-08-19 02:31:14,619 - pyskl - INFO - Epoch [146][4500/7492] lr: 1.061e-04, eta: 4:41:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5644, top5_acc: 0.8034, loss_cls: 5.2337, loss: 5.2337 2025-08-19 02:32:05,801 - pyskl - INFO - Epoch [146][4600/7492] lr: 1.054e-04, eta: 4:40:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5872, top5_acc: 0.8084, loss_cls: 5.2890, loss: 5.2890 2025-08-19 02:32:56,897 - pyskl - INFO - Epoch [146][4700/7492] lr: 1.048e-04, eta: 4:39:57, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5750, top5_acc: 0.8075, loss_cls: 5.3326, loss: 5.3326 2025-08-19 02:33:47,997 - pyskl - INFO - Epoch [146][4800/7492] lr: 1.041e-04, eta: 4:39:06, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5822, top5_acc: 0.8119, loss_cls: 5.2352, loss: 5.2352 2025-08-19 02:34:39,316 - pyskl - INFO - Epoch [146][4900/7492] lr: 1.035e-04, eta: 4:38:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5775, top5_acc: 0.8047, loss_cls: 5.3083, loss: 5.3083 2025-08-19 02:35:30,702 - pyskl - INFO - Epoch [146][5000/7492] lr: 1.029e-04, eta: 4:37:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5813, top5_acc: 0.8103, loss_cls: 5.1921, loss: 5.1921 2025-08-19 02:36:22,131 - pyskl - INFO - Epoch [146][5100/7492] lr: 1.022e-04, eta: 4:36:32, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5775, top5_acc: 0.8125, loss_cls: 5.2477, loss: 5.2477 2025-08-19 02:37:13,237 - pyskl - INFO - Epoch [146][5200/7492] lr: 1.016e-04, eta: 4:35:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5831, top5_acc: 0.8153, loss_cls: 5.1608, loss: 5.1608 2025-08-19 02:38:04,323 - pyskl - INFO - Epoch [146][5300/7492] lr: 1.010e-04, eta: 4:34:49, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5894, top5_acc: 0.8200, loss_cls: 5.2319, loss: 5.2319 2025-08-19 02:38:55,982 - pyskl - INFO - Epoch [146][5400/7492] lr: 1.003e-04, eta: 4:33:58, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5675, top5_acc: 0.8078, loss_cls: 5.2632, loss: 5.2632 2025-08-19 02:39:47,437 - pyskl - INFO - Epoch [146][5500/7492] lr: 9.972e-05, eta: 4:33:07, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5775, top5_acc: 0.8091, loss_cls: 5.2705, loss: 5.2705 2025-08-19 02:40:38,675 - pyskl - INFO - Epoch [146][5600/7492] lr: 9.910e-05, eta: 4:32:15, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5694, top5_acc: 0.7925, loss_cls: 5.3162, loss: 5.3162 2025-08-19 02:41:29,864 - pyskl - INFO - Epoch [146][5700/7492] lr: 9.848e-05, eta: 4:31:24, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5656, top5_acc: 0.8022, loss_cls: 5.3136, loss: 5.3136 2025-08-19 02:42:21,055 - pyskl - INFO - Epoch [146][5800/7492] lr: 9.786e-05, eta: 4:30:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5834, top5_acc: 0.8109, loss_cls: 5.2043, loss: 5.2043 2025-08-19 02:43:12,220 - pyskl - INFO - Epoch [146][5900/7492] lr: 9.724e-05, eta: 4:29:42, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5750, top5_acc: 0.7984, loss_cls: 5.2667, loss: 5.2667 2025-08-19 02:44:03,443 - pyskl - INFO - Epoch [146][6000/7492] lr: 9.663e-05, eta: 4:28:50, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5709, top5_acc: 0.8166, loss_cls: 5.2627, loss: 5.2627 2025-08-19 02:44:54,969 - pyskl - INFO - Epoch [146][6100/7492] lr: 9.601e-05, eta: 4:27:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5687, top5_acc: 0.8075, loss_cls: 5.2327, loss: 5.2327 2025-08-19 02:45:46,127 - pyskl - INFO - Epoch [146][6200/7492] lr: 9.540e-05, eta: 4:27:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5850, top5_acc: 0.8131, loss_cls: 5.2550, loss: 5.2550 2025-08-19 02:46:37,214 - pyskl - INFO - Epoch [146][6300/7492] lr: 9.479e-05, eta: 4:26:17, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5831, top5_acc: 0.8131, loss_cls: 5.1660, loss: 5.1660 2025-08-19 02:47:28,434 - pyskl - INFO - Epoch [146][6400/7492] lr: 9.419e-05, eta: 4:25:25, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5866, top5_acc: 0.8141, loss_cls: 5.2234, loss: 5.2234 2025-08-19 02:48:19,838 - pyskl - INFO - Epoch [146][6500/7492] lr: 9.358e-05, eta: 4:24:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5663, top5_acc: 0.7956, loss_cls: 5.3935, loss: 5.3935 2025-08-19 02:49:10,950 - pyskl - INFO - Epoch [146][6600/7492] lr: 9.298e-05, eta: 4:23:43, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5737, top5_acc: 0.8103, loss_cls: 5.2427, loss: 5.2427 2025-08-19 02:50:02,254 - pyskl - INFO - Epoch [146][6700/7492] lr: 9.238e-05, eta: 4:22:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5884, top5_acc: 0.8072, loss_cls: 5.3088, loss: 5.3088 2025-08-19 02:50:53,374 - pyskl - INFO - Epoch [146][6800/7492] lr: 9.178e-05, eta: 4:22:00, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5784, top5_acc: 0.7987, loss_cls: 5.2681, loss: 5.2681 2025-08-19 02:51:44,884 - pyskl - INFO - Epoch [146][6900/7492] lr: 9.118e-05, eta: 4:21:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5697, top5_acc: 0.8016, loss_cls: 5.3235, loss: 5.3235 2025-08-19 02:52:36,054 - pyskl - INFO - Epoch [146][7000/7492] lr: 9.059e-05, eta: 4:20:18, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5919, top5_acc: 0.8137, loss_cls: 5.2268, loss: 5.2268 2025-08-19 02:53:27,604 - pyskl - INFO - Epoch [146][7100/7492] lr: 8.999e-05, eta: 4:19:26, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5650, top5_acc: 0.7981, loss_cls: 5.3728, loss: 5.3728 2025-08-19 02:54:19,014 - pyskl - INFO - Epoch [146][7200/7492] lr: 8.940e-05, eta: 4:18:35, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5672, top5_acc: 0.8166, loss_cls: 5.3095, loss: 5.3095 2025-08-19 02:55:10,281 - pyskl - INFO - Epoch [146][7300/7492] lr: 8.881e-05, eta: 4:17:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5834, top5_acc: 0.8041, loss_cls: 5.2569, loss: 5.2569 2025-08-19 02:56:01,551 - pyskl - INFO - Epoch [146][7400/7492] lr: 8.822e-05, eta: 4:16:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5728, top5_acc: 0.8022, loss_cls: 5.3447, loss: 5.3447 2025-08-19 02:56:49,359 - pyskl - INFO - Saving checkpoint at 146 epochs 2025-08-19 02:57:48,123 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-19 02:57:48,856 - pyskl - INFO - top1_acc 0.4345 top5_acc 0.6828 2025-08-19 02:57:48,856 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-19 02:57:48,891 - pyskl - INFO - mean_acc 0.4342 2025-08-19 02:57:48,951 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_145.pth was removed 2025-08-19 02:57:50,036 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. 2025-08-19 02:57:50,037 - pyskl - INFO - Best top1_acc is 0.4345 at 146 epoch. 2025-08-19 02:57:50,048 - pyskl - INFO - Epoch(val) [146][617] top1_acc: 0.4345, top5_acc: 0.6828, mean_class_accuracy: 0.4342 2025-08-19 02:59:11,933 - pyskl - INFO - Epoch [147][100/7492] lr: 8.710e-05, eta: 4:15:14, time: 0.819, data_time: 0.305, memory: 13026, top1_acc: 0.5809, top5_acc: 0.8037, loss_cls: 5.2712, loss: 5.2712 2025-08-19 03:00:03,270 - pyskl - INFO - Epoch [147][200/7492] lr: 8.652e-05, eta: 4:14:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5781, top5_acc: 0.8169, loss_cls: 5.2645, loss: 5.2645 2025-08-19 03:00:54,622 - pyskl - INFO - Epoch [147][300/7492] lr: 8.594e-05, eta: 4:13:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5828, top5_acc: 0.8175, loss_cls: 5.1313, loss: 5.1313 2025-08-19 03:01:46,174 - pyskl - INFO - Epoch [147][400/7492] lr: 8.536e-05, eta: 4:12:40, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5984, top5_acc: 0.8187, loss_cls: 5.1616, loss: 5.1616 2025-08-19 03:02:37,850 - pyskl - INFO - Epoch [147][500/7492] lr: 8.478e-05, eta: 4:11:49, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5800, top5_acc: 0.8087, loss_cls: 5.1810, loss: 5.1810 2025-08-19 03:03:29,171 - pyskl - INFO - Epoch [147][600/7492] lr: 8.421e-05, eta: 4:10:57, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5941, top5_acc: 0.8137, loss_cls: 5.1242, loss: 5.1242 2025-08-19 03:04:20,666 - pyskl - INFO - Epoch [147][700/7492] lr: 8.364e-05, eta: 4:10:06, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5916, top5_acc: 0.8278, loss_cls: 5.0990, loss: 5.0990 2025-08-19 03:05:11,954 - pyskl - INFO - Epoch [147][800/7492] lr: 8.307e-05, eta: 4:09:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5806, top5_acc: 0.8075, loss_cls: 5.1897, loss: 5.1897 2025-08-19 03:06:03,236 - pyskl - INFO - Epoch [147][900/7492] lr: 8.250e-05, eta: 4:08:23, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5962, top5_acc: 0.8153, loss_cls: 5.1798, loss: 5.1798 2025-08-19 03:06:54,778 - pyskl - INFO - Epoch [147][1000/7492] lr: 8.193e-05, eta: 4:07:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5897, top5_acc: 0.8109, loss_cls: 5.2049, loss: 5.2049 2025-08-19 03:07:46,473 - pyskl - INFO - Epoch [147][1100/7492] lr: 8.137e-05, eta: 4:06:41, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5847, top5_acc: 0.8156, loss_cls: 5.1280, loss: 5.1280 2025-08-19 03:08:37,765 - pyskl - INFO - Epoch [147][1200/7492] lr: 8.081e-05, eta: 4:05:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5950, top5_acc: 0.8225, loss_cls: 5.1801, loss: 5.1801 2025-08-19 03:09:29,153 - pyskl - INFO - Epoch [147][1300/7492] lr: 8.025e-05, eta: 4:04:58, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5856, top5_acc: 0.8222, loss_cls: 5.1363, loss: 5.1363 2025-08-19 03:10:20,523 - pyskl - INFO - Epoch [147][1400/7492] lr: 7.969e-05, eta: 4:04:07, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5744, top5_acc: 0.8113, loss_cls: 5.2082, loss: 5.2082 2025-08-19 03:11:11,877 - pyskl - INFO - Epoch [147][1500/7492] lr: 7.913e-05, eta: 4:03:16, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5750, top5_acc: 0.8075, loss_cls: 5.3750, loss: 5.3750 2025-08-19 03:12:03,343 - pyskl - INFO - Epoch [147][1600/7492] lr: 7.858e-05, eta: 4:02:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5878, top5_acc: 0.8175, loss_cls: 5.2723, loss: 5.2723 2025-08-19 03:12:54,605 - pyskl - INFO - Epoch [147][1700/7492] lr: 7.802e-05, eta: 4:01:33, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5887, top5_acc: 0.8200, loss_cls: 5.1800, loss: 5.1800 2025-08-19 03:13:45,742 - pyskl - INFO - Epoch [147][1800/7492] lr: 7.747e-05, eta: 4:00:42, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5713, top5_acc: 0.8025, loss_cls: 5.3647, loss: 5.3647 2025-08-19 03:14:36,954 - pyskl - INFO - Epoch [147][1900/7492] lr: 7.692e-05, eta: 3:59:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6009, top5_acc: 0.8197, loss_cls: 5.0650, loss: 5.0650 2025-08-19 03:15:28,308 - pyskl - INFO - Epoch [147][2000/7492] lr: 7.638e-05, eta: 3:58:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5863, top5_acc: 0.8141, loss_cls: 5.2174, loss: 5.2174 2025-08-19 03:16:19,759 - pyskl - INFO - Epoch [147][2100/7492] lr: 7.583e-05, eta: 3:58:08, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5800, top5_acc: 0.8237, loss_cls: 5.1573, loss: 5.1573 2025-08-19 03:17:11,130 - pyskl - INFO - Epoch [147][2200/7492] lr: 7.529e-05, eta: 3:57:17, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5931, top5_acc: 0.8075, loss_cls: 5.1192, loss: 5.1192 2025-08-19 03:18:02,401 - pyskl - INFO - Epoch [147][2300/7492] lr: 7.475e-05, eta: 3:56:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5897, top5_acc: 0.8059, loss_cls: 5.1784, loss: 5.1784 2025-08-19 03:18:53,682 - pyskl - INFO - Epoch [147][2400/7492] lr: 7.421e-05, eta: 3:55:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5756, top5_acc: 0.8106, loss_cls: 5.2902, loss: 5.2902 2025-08-19 03:19:45,141 - pyskl - INFO - Epoch [147][2500/7492] lr: 7.367e-05, eta: 3:54:43, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5628, top5_acc: 0.8063, loss_cls: 5.2959, loss: 5.2959 2025-08-19 03:20:36,381 - pyskl - INFO - Epoch [147][2600/7492] lr: 7.314e-05, eta: 3:53:52, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5866, top5_acc: 0.8066, loss_cls: 5.2061, loss: 5.2061 2025-08-19 03:21:27,894 - pyskl - INFO - Epoch [147][2700/7492] lr: 7.260e-05, eta: 3:53:01, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5925, top5_acc: 0.8103, loss_cls: 5.1808, loss: 5.1808 2025-08-19 03:22:19,203 - pyskl - INFO - Epoch [147][2800/7492] lr: 7.207e-05, eta: 3:52:09, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5878, top5_acc: 0.8147, loss_cls: 5.1650, loss: 5.1650 2025-08-19 03:23:10,624 - pyskl - INFO - Epoch [147][2900/7492] lr: 7.154e-05, eta: 3:51:18, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5759, top5_acc: 0.8044, loss_cls: 5.2605, loss: 5.2605 2025-08-19 03:24:01,956 - pyskl - INFO - Epoch [147][3000/7492] lr: 7.102e-05, eta: 3:50:27, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5859, top5_acc: 0.8184, loss_cls: 5.2126, loss: 5.2126 2025-08-19 03:24:53,352 - pyskl - INFO - Epoch [147][3100/7492] lr: 7.049e-05, eta: 3:49:36, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5725, top5_acc: 0.8134, loss_cls: 5.2272, loss: 5.2272 2025-08-19 03:25:44,889 - pyskl - INFO - Epoch [147][3200/7492] lr: 6.997e-05, eta: 3:48:44, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5806, top5_acc: 0.8216, loss_cls: 5.1967, loss: 5.1967 2025-08-19 03:26:36,264 - pyskl - INFO - Epoch [147][3300/7492] lr: 6.945e-05, eta: 3:47:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5772, top5_acc: 0.8187, loss_cls: 5.1917, loss: 5.1917 2025-08-19 03:27:27,718 - pyskl - INFO - Epoch [147][3400/7492] lr: 6.893e-05, eta: 3:47:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5794, top5_acc: 0.8187, loss_cls: 5.1664, loss: 5.1664 2025-08-19 03:28:19,116 - pyskl - INFO - Epoch [147][3500/7492] lr: 6.841e-05, eta: 3:46:10, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5984, top5_acc: 0.8241, loss_cls: 5.1880, loss: 5.1880 2025-08-19 03:29:10,560 - pyskl - INFO - Epoch [147][3600/7492] lr: 6.789e-05, eta: 3:45:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5869, top5_acc: 0.8256, loss_cls: 5.1500, loss: 5.1500 2025-08-19 03:30:01,963 - pyskl - INFO - Epoch [147][3700/7492] lr: 6.738e-05, eta: 3:44:28, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5822, top5_acc: 0.8075, loss_cls: 5.2399, loss: 5.2399 2025-08-19 03:30:53,799 - pyskl - INFO - Epoch [147][3800/7492] lr: 6.687e-05, eta: 3:43:37, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5869, top5_acc: 0.8122, loss_cls: 5.2089, loss: 5.2089 2025-08-19 03:31:45,305 - pyskl - INFO - Epoch [147][3900/7492] lr: 6.636e-05, eta: 3:42:45, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5806, top5_acc: 0.8094, loss_cls: 5.2378, loss: 5.2378 2025-08-19 03:32:36,664 - pyskl - INFO - Epoch [147][4000/7492] lr: 6.585e-05, eta: 3:41:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5856, top5_acc: 0.8203, loss_cls: 5.1878, loss: 5.1878 2025-08-19 03:33:28,055 - pyskl - INFO - Epoch [147][4100/7492] lr: 6.534e-05, eta: 3:41:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5747, top5_acc: 0.8056, loss_cls: 5.2781, loss: 5.2781 2025-08-19 03:34:19,486 - pyskl - INFO - Epoch [147][4200/7492] lr: 6.484e-05, eta: 3:40:12, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5763, top5_acc: 0.8144, loss_cls: 5.1452, loss: 5.1452 2025-08-19 03:35:11,110 - pyskl - INFO - Epoch [147][4300/7492] lr: 6.434e-05, eta: 3:39:20, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5947, top5_acc: 0.8197, loss_cls: 5.1894, loss: 5.1894 2025-08-19 03:36:02,483 - pyskl - INFO - Epoch [147][4400/7492] lr: 6.384e-05, eta: 3:38:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5850, top5_acc: 0.8131, loss_cls: 5.2065, loss: 5.2065 2025-08-19 03:36:53,910 - pyskl - INFO - Epoch [147][4500/7492] lr: 6.334e-05, eta: 3:37:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5822, top5_acc: 0.8122, loss_cls: 5.2831, loss: 5.2831 2025-08-19 03:37:45,318 - pyskl - INFO - Epoch [147][4600/7492] lr: 6.284e-05, eta: 3:36:46, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5794, top5_acc: 0.8134, loss_cls: 5.2849, loss: 5.2849 2025-08-19 03:38:36,640 - pyskl - INFO - Epoch [147][4700/7492] lr: 6.235e-05, eta: 3:35:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5831, top5_acc: 0.8122, loss_cls: 5.1825, loss: 5.1825 2025-08-19 03:39:28,063 - pyskl - INFO - Epoch [147][4800/7492] lr: 6.186e-05, eta: 3:35:04, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5844, top5_acc: 0.8222, loss_cls: 5.1752, loss: 5.1752 2025-08-19 03:40:19,778 - pyskl - INFO - Epoch [147][4900/7492] lr: 6.137e-05, eta: 3:34:13, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5903, top5_acc: 0.8216, loss_cls: 5.0571, loss: 5.0571 2025-08-19 03:41:11,153 - pyskl - INFO - Epoch [147][5000/7492] lr: 6.088e-05, eta: 3:33:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5834, top5_acc: 0.8072, loss_cls: 5.2723, loss: 5.2723 2025-08-19 03:42:02,566 - pyskl - INFO - Epoch [147][5100/7492] lr: 6.039e-05, eta: 3:32:30, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5863, top5_acc: 0.8194, loss_cls: 5.1715, loss: 5.1715 2025-08-19 03:42:53,934 - pyskl - INFO - Epoch [147][5200/7492] lr: 5.991e-05, eta: 3:31:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5825, top5_acc: 0.8244, loss_cls: 5.2436, loss: 5.2436 2025-08-19 03:43:45,409 - pyskl - INFO - Epoch [147][5300/7492] lr: 5.942e-05, eta: 3:30:48, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5897, top5_acc: 0.8097, loss_cls: 5.2726, loss: 5.2726 2025-08-19 03:44:37,234 - pyskl - INFO - Epoch [147][5400/7492] lr: 5.894e-05, eta: 3:29:56, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.6016, top5_acc: 0.8191, loss_cls: 5.1648, loss: 5.1648 2025-08-19 03:45:28,572 - pyskl - INFO - Epoch [147][5500/7492] lr: 5.846e-05, eta: 3:29:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5763, top5_acc: 0.8203, loss_cls: 5.1330, loss: 5.1330 2025-08-19 03:46:20,250 - pyskl - INFO - Epoch [147][5600/7492] lr: 5.799e-05, eta: 3:28:14, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5791, top5_acc: 0.8028, loss_cls: 5.1104, loss: 5.1104 2025-08-19 03:47:11,737 - pyskl - INFO - Epoch [147][5700/7492] lr: 5.751e-05, eta: 3:27:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5747, top5_acc: 0.8128, loss_cls: 5.2184, loss: 5.2184 2025-08-19 03:48:03,229 - pyskl - INFO - Epoch [147][5800/7492] lr: 5.704e-05, eta: 3:26:31, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5722, top5_acc: 0.8037, loss_cls: 5.2973, loss: 5.2973 2025-08-19 03:48:54,736 - pyskl - INFO - Epoch [147][5900/7492] lr: 5.657e-05, eta: 3:25:40, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5897, top5_acc: 0.8184, loss_cls: 5.1470, loss: 5.1470 2025-08-19 03:49:46,351 - pyskl - INFO - Epoch [147][6000/7492] lr: 5.610e-05, eta: 3:24:49, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5650, top5_acc: 0.8078, loss_cls: 5.3240, loss: 5.3240 2025-08-19 03:50:37,597 - pyskl - INFO - Epoch [147][6100/7492] lr: 5.563e-05, eta: 3:23:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5772, top5_acc: 0.8116, loss_cls: 5.3035, loss: 5.3035 2025-08-19 03:51:28,919 - pyskl - INFO - Epoch [147][6200/7492] lr: 5.517e-05, eta: 3:23:06, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5947, top5_acc: 0.8181, loss_cls: 5.1626, loss: 5.1626 2025-08-19 03:52:20,029 - pyskl - INFO - Epoch [147][6300/7492] lr: 5.471e-05, eta: 3:22:15, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5859, top5_acc: 0.8253, loss_cls: 5.1411, loss: 5.1411 2025-08-19 03:53:11,347 - pyskl - INFO - Epoch [147][6400/7492] lr: 5.424e-05, eta: 3:21:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5909, top5_acc: 0.8191, loss_cls: 5.0843, loss: 5.0843 2025-08-19 03:54:02,819 - pyskl - INFO - Epoch [147][6500/7492] lr: 5.379e-05, eta: 3:20:32, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5859, top5_acc: 0.8247, loss_cls: 5.1307, loss: 5.1307 2025-08-19 03:54:54,232 - pyskl - INFO - Epoch [147][6600/7492] lr: 5.333e-05, eta: 3:19:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5834, top5_acc: 0.8113, loss_cls: 5.2294, loss: 5.2294 2025-08-19 03:55:45,623 - pyskl - INFO - Epoch [147][6700/7492] lr: 5.287e-05, eta: 3:18:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5887, top5_acc: 0.8234, loss_cls: 5.1767, loss: 5.1767 2025-08-19 03:56:36,941 - pyskl - INFO - Epoch [147][6800/7492] lr: 5.242e-05, eta: 3:17:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5681, top5_acc: 0.8075, loss_cls: 5.2429, loss: 5.2429 2025-08-19 03:57:28,266 - pyskl - INFO - Epoch [147][6900/7492] lr: 5.197e-05, eta: 3:17:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5806, top5_acc: 0.8128, loss_cls: 5.1714, loss: 5.1714 2025-08-19 03:58:19,735 - pyskl - INFO - Epoch [147][7000/7492] lr: 5.152e-05, eta: 3:16:16, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5894, top5_acc: 0.8084, loss_cls: 5.1839, loss: 5.1839 2025-08-19 03:59:11,276 - pyskl - INFO - Epoch [147][7100/7492] lr: 5.107e-05, eta: 3:15:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5906, top5_acc: 0.8222, loss_cls: 5.1829, loss: 5.1829 2025-08-19 04:00:02,427 - pyskl - INFO - Epoch [147][7200/7492] lr: 5.063e-05, eta: 3:14:33, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6000, top5_acc: 0.8222, loss_cls: 5.1806, loss: 5.1806 2025-08-19 04:00:53,845 - pyskl - INFO - Epoch [147][7300/7492] lr: 5.018e-05, eta: 3:13:42, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5797, top5_acc: 0.8137, loss_cls: 5.2922, loss: 5.2922 2025-08-19 04:01:45,075 - pyskl - INFO - Epoch [147][7400/7492] lr: 4.974e-05, eta: 3:12:51, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5944, top5_acc: 0.8197, loss_cls: 5.1928, loss: 5.1928 2025-08-19 04:02:33,098 - pyskl - INFO - Saving checkpoint at 147 epochs 2025-08-19 04:03:29,915 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-19 04:03:30,677 - pyskl - INFO - top1_acc 0.4355 top5_acc 0.6830 2025-08-19 04:03:30,677 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-19 04:03:30,728 - pyskl - INFO - mean_acc 0.4352 2025-08-19 04:03:30,789 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_146.pth was removed 2025-08-19 04:03:31,979 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. 2025-08-19 04:03:31,980 - pyskl - INFO - Best top1_acc is 0.4355 at 147 epoch. 2025-08-19 04:03:31,991 - pyskl - INFO - Epoch(val) [147][617] top1_acc: 0.4355, top5_acc: 0.6830, mean_class_accuracy: 0.4352 2025-08-19 04:04:53,726 - pyskl - INFO - Epoch [148][100/7492] lr: 4.890e-05, eta: 3:11:12, time: 0.817, data_time: 0.304, memory: 13026, top1_acc: 0.5925, top5_acc: 0.8172, loss_cls: 5.1585, loss: 5.1585 2025-08-19 04:05:44,924 - pyskl - INFO - Epoch [148][200/7492] lr: 4.846e-05, eta: 3:10:21, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6031, top5_acc: 0.8266, loss_cls: 5.1249, loss: 5.1249 2025-08-19 04:06:36,252 - pyskl - INFO - Epoch [148][300/7492] lr: 4.803e-05, eta: 3:09:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5947, top5_acc: 0.8194, loss_cls: 5.1414, loss: 5.1414 2025-08-19 04:07:27,744 - pyskl - INFO - Epoch [148][400/7492] lr: 4.760e-05, eta: 3:08:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5859, top5_acc: 0.8228, loss_cls: 5.1656, loss: 5.1656 2025-08-19 04:08:18,984 - pyskl - INFO - Epoch [148][500/7492] lr: 4.717e-05, eta: 3:07:47, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6119, top5_acc: 0.8297, loss_cls: 5.1012, loss: 5.1012 2025-08-19 04:09:10,377 - pyskl - INFO - Epoch [148][600/7492] lr: 4.674e-05, eta: 3:06:56, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6128, top5_acc: 0.8316, loss_cls: 4.9555, loss: 4.9555 2025-08-19 04:10:01,734 - pyskl - INFO - Epoch [148][700/7492] lr: 4.631e-05, eta: 3:06:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5900, top5_acc: 0.8184, loss_cls: 5.1413, loss: 5.1413 2025-08-19 04:10:53,022 - pyskl - INFO - Epoch [148][800/7492] lr: 4.589e-05, eta: 3:05:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5934, top5_acc: 0.8156, loss_cls: 5.2028, loss: 5.2028 2025-08-19 04:11:44,280 - pyskl - INFO - Epoch [148][900/7492] lr: 4.547e-05, eta: 3:04:22, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5994, top5_acc: 0.8209, loss_cls: 5.1182, loss: 5.1182 2025-08-19 04:12:35,591 - pyskl - INFO - Epoch [148][1000/7492] lr: 4.505e-05, eta: 3:03:31, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5856, top5_acc: 0.8078, loss_cls: 5.2886, loss: 5.2886 2025-08-19 04:13:26,988 - pyskl - INFO - Epoch [148][1100/7492] lr: 4.463e-05, eta: 3:02:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5969, top5_acc: 0.8228, loss_cls: 5.1135, loss: 5.1135 2025-08-19 04:14:18,193 - pyskl - INFO - Epoch [148][1200/7492] lr: 4.421e-05, eta: 3:01:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5994, top5_acc: 0.8244, loss_cls: 5.1061, loss: 5.1061 2025-08-19 04:15:09,395 - pyskl - INFO - Epoch [148][1300/7492] lr: 4.380e-05, eta: 3:00:57, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5928, top5_acc: 0.8219, loss_cls: 5.0851, loss: 5.0851 2025-08-19 04:16:00,641 - pyskl - INFO - Epoch [148][1400/7492] lr: 4.338e-05, eta: 3:00:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5947, top5_acc: 0.8250, loss_cls: 5.1130, loss: 5.1130 2025-08-19 04:16:51,941 - pyskl - INFO - Epoch [148][1500/7492] lr: 4.297e-05, eta: 2:59:14, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5947, top5_acc: 0.8228, loss_cls: 5.1741, loss: 5.1741 2025-08-19 04:17:43,450 - pyskl - INFO - Epoch [148][1600/7492] lr: 4.256e-05, eta: 2:58:23, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5894, top5_acc: 0.8109, loss_cls: 5.2708, loss: 5.2708 2025-08-19 04:18:35,093 - pyskl - INFO - Epoch [148][1700/7492] lr: 4.216e-05, eta: 2:57:32, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5706, top5_acc: 0.8122, loss_cls: 5.1802, loss: 5.1802 2025-08-19 04:19:26,522 - pyskl - INFO - Epoch [148][1800/7492] lr: 4.175e-05, eta: 2:56:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5778, top5_acc: 0.8072, loss_cls: 5.2141, loss: 5.2141 2025-08-19 04:20:17,762 - pyskl - INFO - Epoch [148][1900/7492] lr: 4.135e-05, eta: 2:55:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5856, top5_acc: 0.8163, loss_cls: 5.1630, loss: 5.1630 2025-08-19 04:21:09,050 - pyskl - INFO - Epoch [148][2000/7492] lr: 4.095e-05, eta: 2:54:58, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5925, top5_acc: 0.8234, loss_cls: 5.2427, loss: 5.2427 2025-08-19 04:22:00,287 - pyskl - INFO - Epoch [148][2100/7492] lr: 4.055e-05, eta: 2:54:07, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5797, top5_acc: 0.8050, loss_cls: 5.1945, loss: 5.1945 2025-08-19 04:22:51,701 - pyskl - INFO - Epoch [148][2200/7492] lr: 4.015e-05, eta: 2:53:15, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5881, top5_acc: 0.8216, loss_cls: 5.1695, loss: 5.1695 2025-08-19 04:23:43,041 - pyskl - INFO - Epoch [148][2300/7492] lr: 3.976e-05, eta: 2:52:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6034, top5_acc: 0.8294, loss_cls: 5.2201, loss: 5.2201 2025-08-19 04:24:34,051 - pyskl - INFO - Epoch [148][2400/7492] lr: 3.937e-05, eta: 2:51:33, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5922, top5_acc: 0.8203, loss_cls: 5.1421, loss: 5.1421 2025-08-19 04:25:25,057 - pyskl - INFO - Epoch [148][2500/7492] lr: 3.897e-05, eta: 2:50:42, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5984, top5_acc: 0.8228, loss_cls: 5.1006, loss: 5.1006 2025-08-19 04:26:16,454 - pyskl - INFO - Epoch [148][2600/7492] lr: 3.859e-05, eta: 2:49:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5769, top5_acc: 0.8225, loss_cls: 5.1875, loss: 5.1875 2025-08-19 04:27:07,751 - pyskl - INFO - Epoch [148][2700/7492] lr: 3.820e-05, eta: 2:48:59, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6000, top5_acc: 0.8331, loss_cls: 5.0842, loss: 5.0842 2025-08-19 04:27:58,982 - pyskl - INFO - Epoch [148][2800/7492] lr: 3.781e-05, eta: 2:48:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5894, top5_acc: 0.8159, loss_cls: 5.2304, loss: 5.2304 2025-08-19 04:28:50,495 - pyskl - INFO - Epoch [148][2900/7492] lr: 3.743e-05, eta: 2:47:17, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5891, top5_acc: 0.8209, loss_cls: 5.2326, loss: 5.2326 2025-08-19 04:29:41,758 - pyskl - INFO - Epoch [148][3000/7492] lr: 3.705e-05, eta: 2:46:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5956, top5_acc: 0.8169, loss_cls: 5.2509, loss: 5.2509 2025-08-19 04:30:33,138 - pyskl - INFO - Epoch [148][3100/7492] lr: 3.667e-05, eta: 2:45:34, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5825, top5_acc: 0.8194, loss_cls: 5.2273, loss: 5.2273 2025-08-19 04:31:24,407 - pyskl - INFO - Epoch [148][3200/7492] lr: 3.629e-05, eta: 2:44:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6006, top5_acc: 0.8237, loss_cls: 5.0706, loss: 5.0706 2025-08-19 04:32:15,788 - pyskl - INFO - Epoch [148][3300/7492] lr: 3.592e-05, eta: 2:43:51, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5700, top5_acc: 0.8169, loss_cls: 5.1301, loss: 5.1301 2025-08-19 04:33:06,849 - pyskl - INFO - Epoch [148][3400/7492] lr: 3.554e-05, eta: 2:43:00, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5834, top5_acc: 0.8191, loss_cls: 5.2033, loss: 5.2033 2025-08-19 04:33:58,011 - pyskl - INFO - Epoch [148][3500/7492] lr: 3.517e-05, eta: 2:42:09, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5791, top5_acc: 0.8078, loss_cls: 5.1946, loss: 5.1946 2025-08-19 04:34:49,293 - pyskl - INFO - Epoch [148][3600/7492] lr: 3.480e-05, eta: 2:41:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5959, top5_acc: 0.8228, loss_cls: 5.1537, loss: 5.1537 2025-08-19 04:35:40,886 - pyskl - INFO - Epoch [148][3700/7492] lr: 3.443e-05, eta: 2:40:26, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5913, top5_acc: 0.8153, loss_cls: 5.1328, loss: 5.1328 2025-08-19 04:36:32,164 - pyskl - INFO - Epoch [148][3800/7492] lr: 3.407e-05, eta: 2:39:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5837, top5_acc: 0.8109, loss_cls: 5.2277, loss: 5.2277 2025-08-19 04:37:23,448 - pyskl - INFO - Epoch [148][3900/7492] lr: 3.370e-05, eta: 2:38:44, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5925, top5_acc: 0.8297, loss_cls: 5.0258, loss: 5.0258 2025-08-19 04:38:14,477 - pyskl - INFO - Epoch [148][4000/7492] lr: 3.334e-05, eta: 2:37:53, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5938, top5_acc: 0.8131, loss_cls: 5.2275, loss: 5.2275 2025-08-19 04:39:06,113 - pyskl - INFO - Epoch [148][4100/7492] lr: 3.298e-05, eta: 2:37:01, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5928, top5_acc: 0.8119, loss_cls: 5.1740, loss: 5.1740 2025-08-19 04:39:57,626 - pyskl - INFO - Epoch [148][4200/7492] lr: 3.262e-05, eta: 2:36:10, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5841, top5_acc: 0.8175, loss_cls: 5.2396, loss: 5.2396 2025-08-19 04:40:49,220 - pyskl - INFO - Epoch [148][4300/7492] lr: 3.227e-05, eta: 2:35:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5966, top5_acc: 0.8353, loss_cls: 5.0315, loss: 5.0315 2025-08-19 04:41:40,882 - pyskl - INFO - Epoch [148][4400/7492] lr: 3.191e-05, eta: 2:34:27, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5794, top5_acc: 0.8137, loss_cls: 5.2119, loss: 5.2119 2025-08-19 04:42:32,349 - pyskl - INFO - Epoch [148][4500/7492] lr: 3.156e-05, eta: 2:33:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.6041, top5_acc: 0.8263, loss_cls: 5.0512, loss: 5.0512 2025-08-19 04:43:23,591 - pyskl - INFO - Epoch [148][4600/7492] lr: 3.121e-05, eta: 2:32:45, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5909, top5_acc: 0.8306, loss_cls: 5.1148, loss: 5.1148 2025-08-19 04:44:14,773 - pyskl - INFO - Epoch [148][4700/7492] lr: 3.086e-05, eta: 2:31:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6009, top5_acc: 0.8234, loss_cls: 5.0176, loss: 5.0176 2025-08-19 04:45:06,053 - pyskl - INFO - Epoch [148][4800/7492] lr: 3.052e-05, eta: 2:31:02, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5875, top5_acc: 0.8131, loss_cls: 5.2644, loss: 5.2644 2025-08-19 04:45:57,467 - pyskl - INFO - Epoch [148][4900/7492] lr: 3.017e-05, eta: 2:30:11, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5878, top5_acc: 0.8194, loss_cls: 5.1735, loss: 5.1735 2025-08-19 04:46:48,566 - pyskl - INFO - Epoch [148][5000/7492] lr: 2.983e-05, eta: 2:29:20, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5959, top5_acc: 0.8200, loss_cls: 5.0817, loss: 5.0817 2025-08-19 04:47:39,786 - pyskl - INFO - Epoch [148][5100/7492] lr: 2.949e-05, eta: 2:28:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5819, top5_acc: 0.7994, loss_cls: 5.3182, loss: 5.3182 2025-08-19 04:48:31,006 - pyskl - INFO - Epoch [148][5200/7492] lr: 2.915e-05, eta: 2:27:37, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5872, top5_acc: 0.8084, loss_cls: 5.2077, loss: 5.2077 2025-08-19 04:49:22,211 - pyskl - INFO - Epoch [148][5300/7492] lr: 2.882e-05, eta: 2:26:46, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5934, top5_acc: 0.8216, loss_cls: 5.1136, loss: 5.1136 2025-08-19 04:50:13,519 - pyskl - INFO - Epoch [148][5400/7492] lr: 2.848e-05, eta: 2:25:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5863, top5_acc: 0.8184, loss_cls: 5.2493, loss: 5.2493 2025-08-19 04:51:05,180 - pyskl - INFO - Epoch [148][5500/7492] lr: 2.815e-05, eta: 2:25:03, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5966, top5_acc: 0.8284, loss_cls: 5.0844, loss: 5.0844 2025-08-19 04:51:56,520 - pyskl - INFO - Epoch [148][5600/7492] lr: 2.782e-05, eta: 2:24:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5806, top5_acc: 0.8087, loss_cls: 5.1975, loss: 5.1975 2025-08-19 04:52:47,841 - pyskl - INFO - Epoch [148][5700/7492] lr: 2.749e-05, eta: 2:23:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5991, top5_acc: 0.8216, loss_cls: 5.0422, loss: 5.0422 2025-08-19 04:53:39,130 - pyskl - INFO - Epoch [148][5800/7492] lr: 2.716e-05, eta: 2:22:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5916, top5_acc: 0.8241, loss_cls: 5.2408, loss: 5.2408 2025-08-19 04:54:30,723 - pyskl - INFO - Epoch [148][5900/7492] lr: 2.684e-05, eta: 2:21:38, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5859, top5_acc: 0.8125, loss_cls: 5.1683, loss: 5.1683 2025-08-19 04:55:22,094 - pyskl - INFO - Epoch [148][6000/7492] lr: 2.652e-05, eta: 2:20:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5934, top5_acc: 0.8159, loss_cls: 5.1635, loss: 5.1635 2025-08-19 04:56:13,033 - pyskl - INFO - Epoch [148][6100/7492] lr: 2.620e-05, eta: 2:19:56, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.5913, top5_acc: 0.8172, loss_cls: 5.1383, loss: 5.1383 2025-08-19 04:57:04,231 - pyskl - INFO - Epoch [148][6200/7492] lr: 2.588e-05, eta: 2:19:05, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5962, top5_acc: 0.8191, loss_cls: 5.1499, loss: 5.1499 2025-08-19 04:57:55,667 - pyskl - INFO - Epoch [148][6300/7492] lr: 2.556e-05, eta: 2:18:13, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5875, top5_acc: 0.8187, loss_cls: 5.1869, loss: 5.1869 2025-08-19 04:58:46,869 - pyskl - INFO - Epoch [148][6400/7492] lr: 2.524e-05, eta: 2:17:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5931, top5_acc: 0.8225, loss_cls: 5.0810, loss: 5.0810 2025-08-19 04:59:38,272 - pyskl - INFO - Epoch [148][6500/7492] lr: 2.493e-05, eta: 2:16:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5947, top5_acc: 0.8097, loss_cls: 5.1687, loss: 5.1687 2025-08-19 05:00:29,559 - pyskl - INFO - Epoch [148][6600/7492] lr: 2.462e-05, eta: 2:15:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5941, top5_acc: 0.8263, loss_cls: 5.1825, loss: 5.1825 2025-08-19 05:01:20,921 - pyskl - INFO - Epoch [148][6700/7492] lr: 2.431e-05, eta: 2:14:48, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5913, top5_acc: 0.8131, loss_cls: 5.1768, loss: 5.1768 2025-08-19 05:02:11,822 - pyskl - INFO - Epoch [148][6800/7492] lr: 2.400e-05, eta: 2:13:57, time: 0.509, data_time: 0.000, memory: 13026, top1_acc: 0.5853, top5_acc: 0.8222, loss_cls: 5.1741, loss: 5.1741 2025-08-19 05:03:03,048 - pyskl - INFO - Epoch [148][6900/7492] lr: 2.370e-05, eta: 2:13:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5894, top5_acc: 0.8231, loss_cls: 5.1408, loss: 5.1408 2025-08-19 05:03:54,546 - pyskl - INFO - Epoch [148][7000/7492] lr: 2.340e-05, eta: 2:12:14, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5841, top5_acc: 0.8175, loss_cls: 5.2521, loss: 5.2521 2025-08-19 05:04:45,764 - pyskl - INFO - Epoch [148][7100/7492] lr: 2.309e-05, eta: 2:11:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5909, top5_acc: 0.8200, loss_cls: 5.1537, loss: 5.1537 2025-08-19 05:05:37,050 - pyskl - INFO - Epoch [148][7200/7492] lr: 2.280e-05, eta: 2:10:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5819, top5_acc: 0.8119, loss_cls: 5.1675, loss: 5.1675 2025-08-19 05:06:28,101 - pyskl - INFO - Epoch [148][7300/7492] lr: 2.250e-05, eta: 2:09:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5806, top5_acc: 0.8197, loss_cls: 5.1748, loss: 5.1748 2025-08-19 05:07:19,273 - pyskl - INFO - Epoch [148][7400/7492] lr: 2.220e-05, eta: 2:08:49, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5844, top5_acc: 0.8066, loss_cls: 5.1902, loss: 5.1902 2025-08-19 05:08:07,151 - pyskl - INFO - Saving checkpoint at 148 epochs 2025-08-19 05:09:04,309 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-19 05:09:05,053 - pyskl - INFO - top1_acc 0.4365 top5_acc 0.6857 2025-08-19 05:09:05,054 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-19 05:09:05,093 - pyskl - INFO - mean_acc 0.4363 2025-08-19 05:09:05,162 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/k400/bm/best_top1_acc_epoch_147.pth was removed 2025-08-19 05:09:06,326 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. 2025-08-19 05:09:06,327 - pyskl - INFO - Best top1_acc is 0.4365 at 148 epoch. 2025-08-19 05:09:06,349 - pyskl - INFO - Epoch(val) [148][617] top1_acc: 0.4365, top5_acc: 0.6857, mean_class_accuracy: 0.4363 2025-08-19 05:10:28,513 - pyskl - INFO - Epoch [149][100/7492] lr: 2.164e-05, eta: 2:07:11, time: 0.822, data_time: 0.308, memory: 13026, top1_acc: 0.5872, top5_acc: 0.8194, loss_cls: 5.1389, loss: 5.1389 2025-08-19 05:11:19,829 - pyskl - INFO - Epoch [149][200/7492] lr: 2.135e-05, eta: 2:06:19, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6044, top5_acc: 0.8225, loss_cls: 5.1360, loss: 5.1360 2025-08-19 05:12:11,308 - pyskl - INFO - Epoch [149][300/7492] lr: 2.106e-05, eta: 2:05:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5956, top5_acc: 0.8134, loss_cls: 5.2079, loss: 5.2079 2025-08-19 05:13:02,617 - pyskl - INFO - Epoch [149][400/7492] lr: 2.078e-05, eta: 2:04:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5925, top5_acc: 0.8328, loss_cls: 5.1231, loss: 5.1231 2025-08-19 05:13:54,083 - pyskl - INFO - Epoch [149][500/7492] lr: 2.049e-05, eta: 2:03:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5975, top5_acc: 0.8284, loss_cls: 5.1032, loss: 5.1032 2025-08-19 05:14:45,438 - pyskl - INFO - Epoch [149][600/7492] lr: 2.021e-05, eta: 2:02:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6016, top5_acc: 0.8137, loss_cls: 5.0759, loss: 5.0759 2025-08-19 05:15:36,751 - pyskl - INFO - Epoch [149][700/7492] lr: 1.993e-05, eta: 2:02:03, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5831, top5_acc: 0.8163, loss_cls: 5.2013, loss: 5.2013 2025-08-19 05:16:27,996 - pyskl - INFO - Epoch [149][800/7492] lr: 1.965e-05, eta: 2:01:12, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6050, top5_acc: 0.8228, loss_cls: 5.1887, loss: 5.1887 2025-08-19 05:17:19,451 - pyskl - INFO - Epoch [149][900/7492] lr: 1.938e-05, eta: 2:00:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5962, top5_acc: 0.8172, loss_cls: 5.1421, loss: 5.1421 2025-08-19 05:18:10,618 - pyskl - INFO - Epoch [149][1000/7492] lr: 1.910e-05, eta: 1:59:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6109, top5_acc: 0.8228, loss_cls: 5.1296, loss: 5.1296 2025-08-19 05:19:02,025 - pyskl - INFO - Epoch [149][1100/7492] lr: 1.883e-05, eta: 1:58:38, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6003, top5_acc: 0.8222, loss_cls: 5.0933, loss: 5.0933 2025-08-19 05:19:53,297 - pyskl - INFO - Epoch [149][1200/7492] lr: 1.856e-05, eta: 1:57:47, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5906, top5_acc: 0.8247, loss_cls: 5.2000, loss: 5.2000 2025-08-19 05:20:44,586 - pyskl - INFO - Epoch [149][1300/7492] lr: 1.829e-05, eta: 1:56:55, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5856, top5_acc: 0.8156, loss_cls: 5.1625, loss: 5.1625 2025-08-19 05:21:36,060 - pyskl - INFO - Epoch [149][1400/7492] lr: 1.803e-05, eta: 1:56:04, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5947, top5_acc: 0.8234, loss_cls: 5.1006, loss: 5.1006 2025-08-19 05:22:27,246 - pyskl - INFO - Epoch [149][1500/7492] lr: 1.776e-05, eta: 1:55:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5925, top5_acc: 0.8313, loss_cls: 5.0605, loss: 5.0605 2025-08-19 05:23:18,473 - pyskl - INFO - Epoch [149][1600/7492] lr: 1.750e-05, eta: 1:54:22, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5931, top5_acc: 0.8131, loss_cls: 5.1849, loss: 5.1849 2025-08-19 05:24:09,965 - pyskl - INFO - Epoch [149][1700/7492] lr: 1.724e-05, eta: 1:53:30, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5994, top5_acc: 0.8203, loss_cls: 5.1474, loss: 5.1474 2025-08-19 05:25:01,097 - pyskl - INFO - Epoch [149][1800/7492] lr: 1.698e-05, eta: 1:52:39, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5900, top5_acc: 0.8222, loss_cls: 5.1277, loss: 5.1277 2025-08-19 05:25:52,283 - pyskl - INFO - Epoch [149][1900/7492] lr: 1.672e-05, eta: 1:51:48, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5978, top5_acc: 0.8281, loss_cls: 5.0876, loss: 5.0876 2025-08-19 05:26:43,699 - pyskl - INFO - Epoch [149][2000/7492] lr: 1.647e-05, eta: 1:50:57, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5934, top5_acc: 0.8106, loss_cls: 5.1594, loss: 5.1594 2025-08-19 05:27:35,029 - pyskl - INFO - Epoch [149][2100/7492] lr: 1.622e-05, eta: 1:50:05, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5894, top5_acc: 0.8297, loss_cls: 5.0714, loss: 5.0714 2025-08-19 05:28:26,870 - pyskl - INFO - Epoch [149][2200/7492] lr: 1.597e-05, eta: 1:49:14, time: 0.518, data_time: 0.000, memory: 13026, top1_acc: 0.5981, top5_acc: 0.8213, loss_cls: 5.0832, loss: 5.0832 2025-08-19 05:29:18,258 - pyskl - INFO - Epoch [149][2300/7492] lr: 1.572e-05, eta: 1:48:23, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5994, top5_acc: 0.8209, loss_cls: 5.1833, loss: 5.1833 2025-08-19 05:30:09,629 - pyskl - INFO - Epoch [149][2400/7492] lr: 1.547e-05, eta: 1:47:31, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5922, top5_acc: 0.8213, loss_cls: 5.0629, loss: 5.0629 2025-08-19 05:31:01,312 - pyskl - INFO - Epoch [149][2500/7492] lr: 1.523e-05, eta: 1:46:40, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5875, top5_acc: 0.8153, loss_cls: 5.1659, loss: 5.1659 2025-08-19 05:31:52,717 - pyskl - INFO - Epoch [149][2600/7492] lr: 1.498e-05, eta: 1:45:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5897, top5_acc: 0.8216, loss_cls: 5.0875, loss: 5.0875 2025-08-19 05:32:44,181 - pyskl - INFO - Epoch [149][2700/7492] lr: 1.474e-05, eta: 1:44:58, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5797, top5_acc: 0.8194, loss_cls: 5.1669, loss: 5.1669 2025-08-19 05:33:35,626 - pyskl - INFO - Epoch [149][2800/7492] lr: 1.450e-05, eta: 1:44:06, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6056, top5_acc: 0.8219, loss_cls: 5.1893, loss: 5.1893 2025-08-19 05:34:26,952 - pyskl - INFO - Epoch [149][2900/7492] lr: 1.427e-05, eta: 1:43:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6050, top5_acc: 0.8250, loss_cls: 5.0389, loss: 5.0389 2025-08-19 05:35:18,224 - pyskl - INFO - Epoch [149][3000/7492] lr: 1.403e-05, eta: 1:42:24, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6078, top5_acc: 0.8325, loss_cls: 4.9501, loss: 4.9501 2025-08-19 05:36:09,347 - pyskl - INFO - Epoch [149][3100/7492] lr: 1.380e-05, eta: 1:41:33, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5981, top5_acc: 0.8287, loss_cls: 5.0426, loss: 5.0426 2025-08-19 05:37:00,439 - pyskl - INFO - Epoch [149][3200/7492] lr: 1.357e-05, eta: 1:40:41, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.6006, top5_acc: 0.8163, loss_cls: 5.0953, loss: 5.0953 2025-08-19 05:37:51,805 - pyskl - INFO - Epoch [149][3300/7492] lr: 1.334e-05, eta: 1:39:50, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6088, top5_acc: 0.8313, loss_cls: 4.9734, loss: 4.9734 2025-08-19 05:38:43,290 - pyskl - INFO - Epoch [149][3400/7492] lr: 1.311e-05, eta: 1:38:59, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.6075, top5_acc: 0.8287, loss_cls: 5.0943, loss: 5.0943 2025-08-19 05:39:34,571 - pyskl - INFO - Epoch [149][3500/7492] lr: 1.288e-05, eta: 1:38:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5884, top5_acc: 0.8287, loss_cls: 5.0482, loss: 5.0482 2025-08-19 05:40:26,170 - pyskl - INFO - Epoch [149][3600/7492] lr: 1.266e-05, eta: 1:37:16, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5869, top5_acc: 0.8134, loss_cls: 5.2989, loss: 5.2989 2025-08-19 05:41:17,646 - pyskl - INFO - Epoch [149][3700/7492] lr: 1.244e-05, eta: 1:36:25, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5878, top5_acc: 0.8134, loss_cls: 5.2024, loss: 5.2024 2025-08-19 05:42:08,925 - pyskl - INFO - Epoch [149][3800/7492] lr: 1.222e-05, eta: 1:35:34, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5962, top5_acc: 0.8278, loss_cls: 5.0828, loss: 5.0828 2025-08-19 05:43:00,460 - pyskl - INFO - Epoch [149][3900/7492] lr: 1.200e-05, eta: 1:34:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5969, top5_acc: 0.8294, loss_cls: 5.0572, loss: 5.0572 2025-08-19 05:43:51,788 - pyskl - INFO - Epoch [149][4000/7492] lr: 1.179e-05, eta: 1:33:51, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6006, top5_acc: 0.8309, loss_cls: 5.1298, loss: 5.1298 2025-08-19 05:44:43,198 - pyskl - INFO - Epoch [149][4100/7492] lr: 1.157e-05, eta: 1:33:00, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5925, top5_acc: 0.8244, loss_cls: 5.0088, loss: 5.0088 2025-08-19 05:45:34,664 - pyskl - INFO - Epoch [149][4200/7492] lr: 1.136e-05, eta: 1:32:09, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5859, top5_acc: 0.8116, loss_cls: 5.1556, loss: 5.1556 2025-08-19 05:46:25,684 - pyskl - INFO - Epoch [149][4300/7492] lr: 1.115e-05, eta: 1:31:17, time: 0.510, data_time: 0.000, memory: 13026, top1_acc: 0.5906, top5_acc: 0.8228, loss_cls: 5.0729, loss: 5.0729 2025-08-19 05:47:16,990 - pyskl - INFO - Epoch [149][4400/7492] lr: 1.094e-05, eta: 1:30:26, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6034, top5_acc: 0.8225, loss_cls: 5.1178, loss: 5.1178 2025-08-19 05:48:08,311 - pyskl - INFO - Epoch [149][4500/7492] lr: 1.074e-05, eta: 1:29:35, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5953, top5_acc: 0.8166, loss_cls: 5.2086, loss: 5.2086 2025-08-19 05:48:59,560 - pyskl - INFO - Epoch [149][4600/7492] lr: 1.053e-05, eta: 1:28:43, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5847, top5_acc: 0.8194, loss_cls: 5.2037, loss: 5.2037 2025-08-19 05:49:51,032 - pyskl - INFO - Epoch [149][4700/7492] lr: 1.033e-05, eta: 1:27:52, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5931, top5_acc: 0.8131, loss_cls: 5.1300, loss: 5.1300 2025-08-19 05:50:42,429 - pyskl - INFO - Epoch [149][4800/7492] lr: 1.013e-05, eta: 1:27:01, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6006, top5_acc: 0.8163, loss_cls: 5.1051, loss: 5.1051 2025-08-19 05:51:33,648 - pyskl - INFO - Epoch [149][4900/7492] lr: 9.935e-06, eta: 1:26:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5906, top5_acc: 0.8159, loss_cls: 5.1806, loss: 5.1806 2025-08-19 05:52:25,136 - pyskl - INFO - Epoch [149][5000/7492] lr: 9.739e-06, eta: 1:25:18, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5947, top5_acc: 0.8250, loss_cls: 5.0008, loss: 5.0008 2025-08-19 05:53:16,375 - pyskl - INFO - Epoch [149][5100/7492] lr: 9.545e-06, eta: 1:24:27, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5831, top5_acc: 0.8247, loss_cls: 5.0636, loss: 5.0636 2025-08-19 05:54:07,631 - pyskl - INFO - Epoch [149][5200/7492] lr: 9.352e-06, eta: 1:23:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5991, top5_acc: 0.8081, loss_cls: 5.0766, loss: 5.0766 2025-08-19 05:54:59,004 - pyskl - INFO - Epoch [149][5300/7492] lr: 9.162e-06, eta: 1:22:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6097, top5_acc: 0.8316, loss_cls: 5.0282, loss: 5.0282 2025-08-19 05:55:50,602 - pyskl - INFO - Epoch [149][5400/7492] lr: 8.974e-06, eta: 1:21:53, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5966, top5_acc: 0.8216, loss_cls: 5.2199, loss: 5.2199 2025-08-19 05:56:42,265 - pyskl - INFO - Epoch [149][5500/7492] lr: 8.788e-06, eta: 1:21:02, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.6062, top5_acc: 0.8159, loss_cls: 4.9920, loss: 4.9920 2025-08-19 05:57:33,582 - pyskl - INFO - Epoch [149][5600/7492] lr: 8.604e-06, eta: 1:20:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5962, top5_acc: 0.8222, loss_cls: 5.1886, loss: 5.1886 2025-08-19 05:58:24,938 - pyskl - INFO - Epoch [149][5700/7492] lr: 8.421e-06, eta: 1:19:20, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5872, top5_acc: 0.8122, loss_cls: 5.2583, loss: 5.2583 2025-08-19 05:59:16,804 - pyskl - INFO - Epoch [149][5800/7492] lr: 8.241e-06, eta: 1:18:28, time: 0.519, data_time: 0.000, memory: 13026, top1_acc: 0.5753, top5_acc: 0.8059, loss_cls: 5.2128, loss: 5.2128 2025-08-19 06:00:08,395 - pyskl - INFO - Epoch [149][5900/7492] lr: 8.062e-06, eta: 1:17:37, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5881, top5_acc: 0.8075, loss_cls: 5.2037, loss: 5.2037 2025-08-19 06:01:00,098 - pyskl - INFO - Epoch [149][6000/7492] lr: 7.886e-06, eta: 1:16:46, time: 0.517, data_time: 0.000, memory: 13026, top1_acc: 0.5944, top5_acc: 0.8256, loss_cls: 5.1213, loss: 5.1213 2025-08-19 06:01:51,503 - pyskl - INFO - Epoch [149][6100/7492] lr: 7.711e-06, eta: 1:15:54, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6075, top5_acc: 0.8334, loss_cls: 4.9792, loss: 4.9792 2025-08-19 06:02:42,690 - pyskl - INFO - Epoch [149][6200/7492] lr: 7.539e-06, eta: 1:15:03, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6016, top5_acc: 0.8303, loss_cls: 5.0135, loss: 5.0135 2025-08-19 06:03:33,790 - pyskl - INFO - Epoch [149][6300/7492] lr: 7.368e-06, eta: 1:14:12, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5931, top5_acc: 0.8166, loss_cls: 5.1196, loss: 5.1196 2025-08-19 06:04:25,091 - pyskl - INFO - Epoch [149][6400/7492] lr: 7.199e-06, eta: 1:13:21, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5950, top5_acc: 0.8247, loss_cls: 5.1369, loss: 5.1369 2025-08-19 06:05:16,557 - pyskl - INFO - Epoch [149][6500/7492] lr: 7.033e-06, eta: 1:12:29, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5925, top5_acc: 0.8200, loss_cls: 5.1902, loss: 5.1902 2025-08-19 06:06:08,077 - pyskl - INFO - Epoch [149][6600/7492] lr: 6.868e-06, eta: 1:11:38, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.6006, top5_acc: 0.8278, loss_cls: 5.0869, loss: 5.0869 2025-08-19 06:06:59,624 - pyskl - INFO - Epoch [149][6700/7492] lr: 6.705e-06, eta: 1:10:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5966, top5_acc: 0.8184, loss_cls: 5.0735, loss: 5.0735 2025-08-19 06:07:50,956 - pyskl - INFO - Epoch [149][6800/7492] lr: 6.544e-06, eta: 1:09:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6000, top5_acc: 0.8291, loss_cls: 5.0301, loss: 5.0301 2025-08-19 06:08:42,286 - pyskl - INFO - Epoch [149][6900/7492] lr: 6.385e-06, eta: 1:09:04, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5988, top5_acc: 0.8187, loss_cls: 5.1556, loss: 5.1556 2025-08-19 06:09:33,480 - pyskl - INFO - Epoch [149][7000/7492] lr: 6.228e-06, eta: 1:08:13, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5834, top5_acc: 0.8172, loss_cls: 5.1590, loss: 5.1590 2025-08-19 06:10:24,609 - pyskl - INFO - Epoch [149][7100/7492] lr: 6.073e-06, eta: 1:07:22, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5884, top5_acc: 0.8166, loss_cls: 5.2044, loss: 5.2044 2025-08-19 06:11:15,869 - pyskl - INFO - Epoch [149][7200/7492] lr: 5.920e-06, eta: 1:06:30, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5784, top5_acc: 0.8119, loss_cls: 5.2507, loss: 5.2507 2025-08-19 06:12:07,159 - pyskl - INFO - Epoch [149][7300/7492] lr: 5.769e-06, eta: 1:05:39, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5900, top5_acc: 0.8066, loss_cls: 5.2178, loss: 5.2178 2025-08-19 06:12:58,454 - pyskl - INFO - Epoch [149][7400/7492] lr: 5.620e-06, eta: 1:04:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5916, top5_acc: 0.8178, loss_cls: 5.1534, loss: 5.1534 2025-08-19 06:13:46,414 - pyskl - INFO - Saving checkpoint at 149 epochs 2025-08-19 06:14:54,215 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-19 06:14:54,960 - pyskl - INFO - top1_acc 0.4358 top5_acc 0.6855 2025-08-19 06:14:54,960 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-19 06:14:54,998 - pyskl - INFO - mean_acc 0.4356 2025-08-19 06:14:55,009 - pyskl - INFO - Epoch(val) [149][617] top1_acc: 0.4358, top5_acc: 0.6855, mean_class_accuracy: 0.4356 2025-08-19 06:16:16,360 - pyskl - INFO - Epoch [150][100/7492] lr: 5.339e-06, eta: 1:03:09, time: 0.813, data_time: 0.298, memory: 13026, top1_acc: 0.5891, top5_acc: 0.8278, loss_cls: 5.1867, loss: 5.1867 2025-08-19 06:17:07,499 - pyskl - INFO - Epoch [150][200/7492] lr: 5.196e-06, eta: 1:02:18, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5997, top5_acc: 0.8331, loss_cls: 5.0235, loss: 5.0235 2025-08-19 06:17:59,079 - pyskl - INFO - Epoch [150][300/7492] lr: 5.054e-06, eta: 1:01:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5853, top5_acc: 0.8234, loss_cls: 5.1721, loss: 5.1721 2025-08-19 06:18:50,336 - pyskl - INFO - Epoch [150][400/7492] lr: 4.914e-06, eta: 1:00:36, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5906, top5_acc: 0.8263, loss_cls: 5.2458, loss: 5.2458 2025-08-19 06:19:41,482 - pyskl - INFO - Epoch [150][500/7492] lr: 4.777e-06, eta: 0:59:44, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5856, top5_acc: 0.8219, loss_cls: 5.1321, loss: 5.1321 2025-08-19 06:20:32,746 - pyskl - INFO - Epoch [150][600/7492] lr: 4.641e-06, eta: 0:58:53, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6091, top5_acc: 0.8347, loss_cls: 5.0061, loss: 5.0061 2025-08-19 06:21:23,882 - pyskl - INFO - Epoch [150][700/7492] lr: 4.508e-06, eta: 0:58:02, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5894, top5_acc: 0.8166, loss_cls: 5.0357, loss: 5.0357 2025-08-19 06:22:15,130 - pyskl - INFO - Epoch [150][800/7492] lr: 4.376e-06, eta: 0:57:10, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5856, top5_acc: 0.8256, loss_cls: 5.1802, loss: 5.1802 2025-08-19 06:23:06,534 - pyskl - INFO - Epoch [150][900/7492] lr: 4.246e-06, eta: 0:56:19, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5981, top5_acc: 0.8287, loss_cls: 5.1781, loss: 5.1781 2025-08-19 06:23:57,989 - pyskl - INFO - Epoch [150][1000/7492] lr: 4.118e-06, eta: 0:55:28, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.6041, top5_acc: 0.8247, loss_cls: 5.1092, loss: 5.1092 2025-08-19 06:24:49,393 - pyskl - INFO - Epoch [150][1100/7492] lr: 3.992e-06, eta: 0:54:37, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6088, top5_acc: 0.8303, loss_cls: 5.0987, loss: 5.0987 2025-08-19 06:25:40,822 - pyskl - INFO - Epoch [150][1200/7492] lr: 3.868e-06, eta: 0:53:45, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5959, top5_acc: 0.8203, loss_cls: 5.0836, loss: 5.0836 2025-08-19 06:26:31,973 - pyskl - INFO - Epoch [150][1300/7492] lr: 3.746e-06, eta: 0:52:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6091, top5_acc: 0.8134, loss_cls: 5.1548, loss: 5.1548 2025-08-19 06:27:23,534 - pyskl - INFO - Epoch [150][1400/7492] lr: 3.626e-06, eta: 0:52:03, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5975, top5_acc: 0.8222, loss_cls: 5.1576, loss: 5.1576 2025-08-19 06:28:15,002 - pyskl - INFO - Epoch [150][1500/7492] lr: 3.508e-06, eta: 0:51:12, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5975, top5_acc: 0.8256, loss_cls: 5.0970, loss: 5.0970 2025-08-19 06:29:06,453 - pyskl - INFO - Epoch [150][1600/7492] lr: 3.392e-06, eta: 0:50:20, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.6069, top5_acc: 0.8222, loss_cls: 5.0021, loss: 5.0021 2025-08-19 06:29:57,700 - pyskl - INFO - Epoch [150][1700/7492] lr: 3.278e-06, eta: 0:49:29, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6003, top5_acc: 0.8306, loss_cls: 5.0696, loss: 5.0696 2025-08-19 06:30:49,034 - pyskl - INFO - Epoch [150][1800/7492] lr: 3.166e-06, eta: 0:48:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6028, top5_acc: 0.8303, loss_cls: 5.0231, loss: 5.0231 2025-08-19 06:31:40,487 - pyskl - INFO - Epoch [150][1900/7492] lr: 3.056e-06, eta: 0:47:47, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.6081, top5_acc: 0.8278, loss_cls: 5.0384, loss: 5.0384 2025-08-19 06:32:32,006 - pyskl - INFO - Epoch [150][2000/7492] lr: 2.947e-06, eta: 0:46:55, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5878, top5_acc: 0.8116, loss_cls: 5.1487, loss: 5.1487 2025-08-19 06:33:23,630 - pyskl - INFO - Epoch [150][2100/7492] lr: 2.841e-06, eta: 0:46:04, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5978, top5_acc: 0.8303, loss_cls: 5.0077, loss: 5.0077 2025-08-19 06:34:14,977 - pyskl - INFO - Epoch [150][2200/7492] lr: 2.737e-06, eta: 0:45:13, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5981, top5_acc: 0.8344, loss_cls: 5.1181, loss: 5.1181 2025-08-19 06:35:06,394 - pyskl - INFO - Epoch [150][2300/7492] lr: 2.634e-06, eta: 0:44:21, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5906, top5_acc: 0.8181, loss_cls: 5.1513, loss: 5.1513 2025-08-19 06:35:57,635 - pyskl - INFO - Epoch [150][2400/7492] lr: 2.534e-06, eta: 0:43:30, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5900, top5_acc: 0.8156, loss_cls: 5.1209, loss: 5.1209 2025-08-19 06:36:49,027 - pyskl - INFO - Epoch [150][2500/7492] lr: 2.435e-06, eta: 0:42:39, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5863, top5_acc: 0.8175, loss_cls: 5.1319, loss: 5.1319 2025-08-19 06:37:40,307 - pyskl - INFO - Epoch [150][2600/7492] lr: 2.339e-06, eta: 0:41:48, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5950, top5_acc: 0.8297, loss_cls: 5.1189, loss: 5.1189 2025-08-19 06:38:31,561 - pyskl - INFO - Epoch [150][2700/7492] lr: 2.244e-06, eta: 0:40:56, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5831, top5_acc: 0.8144, loss_cls: 5.1736, loss: 5.1736 2025-08-19 06:39:22,944 - pyskl - INFO - Epoch [150][2800/7492] lr: 2.151e-06, eta: 0:40:05, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5856, top5_acc: 0.8228, loss_cls: 5.2088, loss: 5.2088 2025-08-19 06:40:14,123 - pyskl - INFO - Epoch [150][2900/7492] lr: 2.061e-06, eta: 0:39:14, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5978, top5_acc: 0.8237, loss_cls: 5.1817, loss: 5.1817 2025-08-19 06:41:05,358 - pyskl - INFO - Epoch [150][3000/7492] lr: 1.972e-06, eta: 0:38:23, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5956, top5_acc: 0.8166, loss_cls: 5.1640, loss: 5.1640 2025-08-19 06:41:56,562 - pyskl - INFO - Epoch [150][3100/7492] lr: 1.885e-06, eta: 0:37:31, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5975, top5_acc: 0.8191, loss_cls: 5.0491, loss: 5.0491 2025-08-19 06:42:47,809 - pyskl - INFO - Epoch [150][3200/7492] lr: 1.800e-06, eta: 0:36:40, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5956, top5_acc: 0.8134, loss_cls: 5.1655, loss: 5.1655 2025-08-19 06:43:39,181 - pyskl - INFO - Epoch [150][3300/7492] lr: 1.717e-06, eta: 0:35:49, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5931, top5_acc: 0.8194, loss_cls: 5.1695, loss: 5.1695 2025-08-19 06:44:30,799 - pyskl - INFO - Epoch [150][3400/7492] lr: 1.636e-06, eta: 0:34:57, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5934, top5_acc: 0.8137, loss_cls: 5.1869, loss: 5.1869 2025-08-19 06:45:22,035 - pyskl - INFO - Epoch [150][3500/7492] lr: 1.557e-06, eta: 0:34:06, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5909, top5_acc: 0.8209, loss_cls: 5.1736, loss: 5.1736 2025-08-19 06:46:13,291 - pyskl - INFO - Epoch [150][3600/7492] lr: 1.480e-06, eta: 0:33:15, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6022, top5_acc: 0.8341, loss_cls: 5.0424, loss: 5.0424 2025-08-19 06:47:04,737 - pyskl - INFO - Epoch [150][3700/7492] lr: 1.405e-06, eta: 0:32:24, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5894, top5_acc: 0.8237, loss_cls: 5.0790, loss: 5.0790 2025-08-19 06:47:56,000 - pyskl - INFO - Epoch [150][3800/7492] lr: 1.332e-06, eta: 0:31:32, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5837, top5_acc: 0.8131, loss_cls: 5.1813, loss: 5.1813 2025-08-19 06:48:47,419 - pyskl - INFO - Epoch [150][3900/7492] lr: 1.261e-06, eta: 0:30:41, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6022, top5_acc: 0.8250, loss_cls: 5.1026, loss: 5.1026 2025-08-19 06:49:38,718 - pyskl - INFO - Epoch [150][4000/7492] lr: 1.192e-06, eta: 0:29:50, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5894, top5_acc: 0.8278, loss_cls: 5.1094, loss: 5.1094 2025-08-19 06:50:30,153 - pyskl - INFO - Epoch [150][4100/7492] lr: 1.125e-06, eta: 0:28:59, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5981, top5_acc: 0.8209, loss_cls: 5.1427, loss: 5.1427 2025-08-19 06:51:21,460 - pyskl - INFO - Epoch [150][4200/7492] lr: 1.059e-06, eta: 0:28:07, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5947, top5_acc: 0.8219, loss_cls: 5.1994, loss: 5.1994 2025-08-19 06:52:12,796 - pyskl - INFO - Epoch [150][4300/7492] lr: 9.959e-07, eta: 0:27:16, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5866, top5_acc: 0.8191, loss_cls: 5.2279, loss: 5.2279 2025-08-19 06:53:04,140 - pyskl - INFO - Epoch [150][4400/7492] lr: 9.345e-07, eta: 0:26:25, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6106, top5_acc: 0.8159, loss_cls: 5.0929, loss: 5.0929 2025-08-19 06:53:55,601 - pyskl - INFO - Epoch [150][4500/7492] lr: 8.751e-07, eta: 0:25:34, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.6153, top5_acc: 0.8294, loss_cls: 5.0593, loss: 5.0593 2025-08-19 06:54:47,135 - pyskl - INFO - Epoch [150][4600/7492] lr: 8.176e-07, eta: 0:24:42, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5841, top5_acc: 0.8178, loss_cls: 5.0952, loss: 5.0952 2025-08-19 06:55:38,725 - pyskl - INFO - Epoch [150][4700/7492] lr: 7.620e-07, eta: 0:23:51, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.6062, top5_acc: 0.8291, loss_cls: 5.0835, loss: 5.0835 2025-08-19 06:56:30,006 - pyskl - INFO - Epoch [150][4800/7492] lr: 7.084e-07, eta: 0:23:00, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6044, top5_acc: 0.8263, loss_cls: 5.0580, loss: 5.0580 2025-08-19 06:57:21,183 - pyskl - INFO - Epoch [150][4900/7492] lr: 6.568e-07, eta: 0:22:08, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.5831, top5_acc: 0.8200, loss_cls: 5.1272, loss: 5.1272 2025-08-19 06:58:12,295 - pyskl - INFO - Epoch [150][5000/7492] lr: 6.071e-07, eta: 0:21:17, time: 0.511, data_time: 0.000, memory: 13026, top1_acc: 0.5972, top5_acc: 0.8209, loss_cls: 5.0765, loss: 5.0765 2025-08-19 06:59:03,534 - pyskl - INFO - Epoch [150][5100/7492] lr: 5.594e-07, eta: 0:20:26, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6059, top5_acc: 0.8209, loss_cls: 5.0904, loss: 5.0904 2025-08-19 06:59:54,711 - pyskl - INFO - Epoch [150][5200/7492] lr: 5.136e-07, eta: 0:19:35, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6019, top5_acc: 0.8237, loss_cls: 5.1139, loss: 5.1139 2025-08-19 07:00:46,019 - pyskl - INFO - Epoch [150][5300/7492] lr: 4.698e-07, eta: 0:18:43, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6069, top5_acc: 0.8281, loss_cls: 5.0726, loss: 5.0726 2025-08-19 07:01:37,354 - pyskl - INFO - Epoch [150][5400/7492] lr: 4.279e-07, eta: 0:17:52, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5953, top5_acc: 0.8200, loss_cls: 5.1922, loss: 5.1922 2025-08-19 07:02:28,543 - pyskl - INFO - Epoch [150][5500/7492] lr: 3.880e-07, eta: 0:17:01, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6038, top5_acc: 0.8319, loss_cls: 5.0083, loss: 5.0083 2025-08-19 07:03:19,891 - pyskl - INFO - Epoch [150][5600/7492] lr: 3.501e-07, eta: 0:16:10, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5972, top5_acc: 0.8294, loss_cls: 5.0627, loss: 5.0627 2025-08-19 07:04:11,210 - pyskl - INFO - Epoch [150][5700/7492] lr: 3.140e-07, eta: 0:15:18, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5991, top5_acc: 0.8228, loss_cls: 5.1119, loss: 5.1119 2025-08-19 07:05:02,785 - pyskl - INFO - Epoch [150][5800/7492] lr: 2.800e-07, eta: 0:14:27, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.5944, top5_acc: 0.8109, loss_cls: 5.1292, loss: 5.1292 2025-08-19 07:05:54,285 - pyskl - INFO - Epoch [150][5900/7492] lr: 2.479e-07, eta: 0:13:36, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5881, top5_acc: 0.8225, loss_cls: 5.1004, loss: 5.1004 2025-08-19 07:06:45,699 - pyskl - INFO - Epoch [150][6000/7492] lr: 2.177e-07, eta: 0:12:44, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6053, top5_acc: 0.8241, loss_cls: 5.2186, loss: 5.2186 2025-08-19 07:07:37,073 - pyskl - INFO - Epoch [150][6100/7492] lr: 1.896e-07, eta: 0:11:53, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5747, top5_acc: 0.8084, loss_cls: 5.2873, loss: 5.2873 2025-08-19 07:08:28,528 - pyskl - INFO - Epoch [150][6200/7492] lr: 1.633e-07, eta: 0:11:02, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.5991, top5_acc: 0.8187, loss_cls: 5.0709, loss: 5.0709 2025-08-19 07:09:19,790 - pyskl - INFO - Epoch [150][6300/7492] lr: 1.390e-07, eta: 0:10:11, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6006, top5_acc: 0.8244, loss_cls: 5.1993, loss: 5.1993 2025-08-19 07:10:11,348 - pyskl - INFO - Epoch [150][6400/7492] lr: 1.167e-07, eta: 0:09:19, time: 0.516, data_time: 0.000, memory: 13026, top1_acc: 0.6012, top5_acc: 0.8209, loss_cls: 5.0460, loss: 5.0460 2025-08-19 07:11:02,690 - pyskl - INFO - Epoch [150][6500/7492] lr: 9.632e-08, eta: 0:08:28, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5981, top5_acc: 0.8316, loss_cls: 5.0233, loss: 5.0233 2025-08-19 07:11:53,994 - pyskl - INFO - Epoch [150][6600/7492] lr: 7.790e-08, eta: 0:07:37, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6038, top5_acc: 0.8253, loss_cls: 5.1257, loss: 5.1257 2025-08-19 07:12:45,457 - pyskl - INFO - Epoch [150][6700/7492] lr: 6.143e-08, eta: 0:06:46, time: 0.515, data_time: 0.000, memory: 13026, top1_acc: 0.6003, top5_acc: 0.8228, loss_cls: 5.0961, loss: 5.0961 2025-08-19 07:13:36,688 - pyskl - INFO - Epoch [150][6800/7492] lr: 4.691e-08, eta: 0:05:54, time: 0.512, data_time: 0.000, memory: 13026, top1_acc: 0.6047, top5_acc: 0.8325, loss_cls: 5.0058, loss: 5.0058 2025-08-19 07:14:28,048 - pyskl - INFO - Epoch [150][6900/7492] lr: 3.435e-08, eta: 0:05:03, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5950, top5_acc: 0.8266, loss_cls: 5.1185, loss: 5.1185 2025-08-19 07:15:19,375 - pyskl - INFO - Epoch [150][7000/7492] lr: 2.374e-08, eta: 0:04:12, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5900, top5_acc: 0.8172, loss_cls: 5.1352, loss: 5.1352 2025-08-19 07:16:10,662 - pyskl - INFO - Epoch [150][7100/7492] lr: 1.509e-08, eta: 0:03:20, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.6022, top5_acc: 0.8281, loss_cls: 4.9596, loss: 4.9596 2025-08-19 07:17:02,029 - pyskl - INFO - Epoch [150][7200/7492] lr: 8.386e-09, eta: 0:02:29, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.5844, top5_acc: 0.8216, loss_cls: 5.1886, loss: 5.1886 2025-08-19 07:17:53,316 - pyskl - INFO - Epoch [150][7300/7492] lr: 3.639e-09, eta: 0:01:38, time: 0.513, data_time: 0.000, memory: 13026, top1_acc: 0.5994, top5_acc: 0.8222, loss_cls: 5.0665, loss: 5.0665 2025-08-19 07:18:44,715 - pyskl - INFO - Epoch [150][7400/7492] lr: 8.449e-10, eta: 0:00:47, time: 0.514, data_time: 0.000, memory: 13026, top1_acc: 0.6138, top5_acc: 0.8331, loss_cls: 4.9417, loss: 4.9417 2025-08-19 07:19:32,606 - pyskl - INFO - Saving checkpoint at 150 epochs 2025-08-19 07:20:29,110 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-08-19 07:20:29,843 - pyskl - INFO - top1_acc 0.4349 top5_acc 0.6848 2025-08-19 07:20:29,843 - pyskl - INFO - Evaluating mean_class_accuracy ... 2025-08-19 07:20:29,876 - pyskl - INFO - mean_acc 0.4347 2025-08-19 07:20:29,887 - pyskl - INFO - Epoch(val) [150][617] top1_acc: 0.4349, top5_acc: 0.6848, mean_class_accuracy: 0.4347 2025-08-19 07:20:41,787 - pyskl - INFO - 19743 videos remain after valid thresholding 2025-08-19 07:25:50,390 - pyskl - INFO - Testing results of the last checkpoint 2025-08-19 07:25:50,391 - pyskl - INFO - top1_acc: 0.4488 2025-08-19 07:25:50,391 - pyskl - INFO - top5_acc: 0.7038 2025-08-19 07:25:50,391 - pyskl - INFO - mean_class_accuracy: 0.4486 2025-08-19 07:25:50,391 - pyskl - INFO - load checkpoint from local path: ./work_dirs/k400/bm/best_top1_acc_epoch_148.pth 2025-08-19 07:30:57,686 - pyskl - INFO - Testing results of the best checkpoint 2025-08-19 07:30:57,686 - pyskl - INFO - top1_acc: 0.4490 2025-08-19 07:30:57,687 - pyskl - INFO - top5_acc: 0.7040 2025-08-19 07:30:57,687 - pyskl - INFO - mean_class_accuracy: 0.4488