2024-12-26 01:46:12,799 - pyskl - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] CUDA available: True GPU 0: Tesla V100-PCIE-32GB CUDA_HOME: /usr/local/cuda-11.7 NVCC: Cuda compilation tools, release 11.7, V11.7.64 GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.2) 9.4.0 PyTorch: 1.11.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.3 - 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 8.2 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, 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 -DEDGE_PROFILER_USE_KINETO -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-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=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.12.0 OpenCV: 4.8.0 MMCV: 1.5.0 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 11.3 pyskl: 0.1.0+ ------------------------------------------------------------ 2024-12-26 01:46:13,185 - pyskl - INFO - Config: modality = 'bm' graph = 'coco_new' work_dir = './work_dirs/test_aclnet/k400/bm' model = dict( type='RecognizerGCN', backbone=dict( type='GCN_Module', gcn_ratio=0.125, gcn_ctr='T', gcn_ada='T', 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', data_cfg='k400', num_classes=400, in_channels=384)) 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=64, workers_per_gpu=16, 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=0.1, 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, 1) 2024-12-26 01:46:13,185 - pyskl - INFO - Set random seed to 1828476928, deterministic: False 2024-12-26 01:46:23,451 - pyskl - INFO - 239737 videos remain after valid thresholding 2024-12-26 01:46:37,412 - pyskl - INFO - 19743 videos remain after valid thresholding 2024-12-26 01:46:37,414 - pyskl - INFO - Start running, host: lhd@zkyd, work_dir: /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm 2024-12-26 01:46:37,421 - pyskl - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) CheckpointHook (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 ) CheckpointHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (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 -------------------- 2024-12-26 01:46:37,444 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2024-12-26 01:46:37,448 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm by HardDiskBackend. 2024-12-26 01:49:52,263 - pyskl - INFO - Epoch [1][100/3746] lr: 1.000e-01, eta: 12 days, 16:00:30, time: 1.948, data_time: 1.243, memory: 15990, top1_acc: 0.0052, top5_acc: 0.0239, loss_cls: 6.4785, loss: 6.4785 2024-12-26 01:51:02,453 - pyskl - INFO - Epoch [1][200/3746] lr: 1.000e-01, eta: 8 days, 14:44:03, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0097, top5_acc: 0.0436, loss_cls: 6.4414, loss: 6.4414 2024-12-26 01:52:13,509 - pyskl - INFO - Epoch [1][300/3746] lr: 1.000e-01, eta: 7 days, 6:44:48, time: 0.711, data_time: 0.001, memory: 15990, top1_acc: 0.0150, top5_acc: 0.0581, loss_cls: 6.2688, loss: 6.2688 2024-12-26 01:53:24,883 - pyskl - INFO - Epoch [1][400/3746] lr: 1.000e-01, eta: 6 days, 14:52:02, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.0170, top5_acc: 0.0698, loss_cls: 6.1636, loss: 6.1636 2024-12-26 01:54:36,269 - pyskl - INFO - Epoch [1][500/3746] lr: 1.000e-01, eta: 6 days, 5:20:07, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.0231, top5_acc: 0.0825, loss_cls: 6.1142, loss: 6.1142 2024-12-26 01:55:47,633 - pyskl - INFO - Epoch [1][600/3746] lr: 1.000e-01, eta: 5 days, 22:58:06, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.0234, top5_acc: 0.0897, loss_cls: 6.0307, loss: 6.0307 2024-12-26 01:56:58,739 - pyskl - INFO - Epoch [1][700/3746] lr: 1.000e-01, eta: 5 days, 18:21:26, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.0256, top5_acc: 0.1000, loss_cls: 5.9525, loss: 5.9525 2024-12-26 01:58:09,804 - pyskl - INFO - Epoch [1][800/3746] lr: 1.000e-01, eta: 5 days, 14:53:11, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.0278, top5_acc: 0.1062, loss_cls: 5.9337, loss: 5.9337 2024-12-26 01:59:21,125 - pyskl - INFO - Epoch [1][900/3746] lr: 1.000e-01, eta: 5 days, 12:13:35, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.0253, top5_acc: 0.1114, loss_cls: 5.8775, loss: 5.8775 2024-12-26 02:00:32,468 - pyskl - INFO - Epoch [1][1000/3746] lr: 1.000e-01, eta: 5 days, 10:05:53, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.0333, top5_acc: 0.1236, loss_cls: 5.8272, loss: 5.8272 2024-12-26 02:01:43,877 - pyskl - INFO - Epoch [1][1100/3746] lr: 1.000e-01, eta: 5 days, 8:21:44, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.0372, top5_acc: 0.1255, loss_cls: 5.8295, loss: 5.8295 2024-12-26 02:02:54,974 - pyskl - INFO - Epoch [1][1200/3746] lr: 1.000e-01, eta: 5 days, 6:52:20, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.0373, top5_acc: 0.1256, loss_cls: 5.7605, loss: 5.7605 2024-12-26 02:04:06,491 - pyskl - INFO - Epoch [1][1300/3746] lr: 1.000e-01, eta: 5 days, 5:39:31, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.0383, top5_acc: 0.1372, loss_cls: 5.7597, loss: 5.7597 2024-12-26 02:05:17,980 - pyskl - INFO - Epoch [1][1400/3746] lr: 1.000e-01, eta: 5 days, 4:36:44, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.0342, top5_acc: 0.1297, loss_cls: 5.7581, loss: 5.7581 2024-12-26 02:06:29,202 - pyskl - INFO - Epoch [1][1500/3746] lr: 1.000e-01, eta: 5 days, 3:40:30, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.0419, top5_acc: 0.1420, loss_cls: 5.7300, loss: 5.7300 2024-12-26 02:07:40,643 - pyskl - INFO - Epoch [1][1600/3746] lr: 1.000e-01, eta: 5 days, 2:52:26, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.0473, top5_acc: 0.1530, loss_cls: 5.6835, loss: 5.6835 2024-12-26 02:08:52,263 - pyskl - INFO - Epoch [1][1700/3746] lr: 1.000e-01, eta: 5 days, 2:10:52, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.0380, top5_acc: 0.1470, loss_cls: 5.6831, loss: 5.6831 2024-12-26 02:10:04,477 - pyskl - INFO - Epoch [1][1800/3746] lr: 1.000e-01, eta: 5 days, 1:36:51, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.0481, top5_acc: 0.1522, loss_cls: 5.6504, loss: 5.6504 2024-12-26 02:11:16,087 - pyskl - INFO - Epoch [1][1900/3746] lr: 1.000e-01, eta: 5 days, 1:03:21, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.0477, top5_acc: 0.1516, loss_cls: 5.6660, loss: 5.6660 2024-12-26 02:12:27,938 - pyskl - INFO - Epoch [1][2000/3746] lr: 1.000e-01, eta: 5 days, 0:34:11, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.0481, top5_acc: 0.1530, loss_cls: 5.6640, loss: 5.6640 2024-12-26 02:13:39,990 - pyskl - INFO - Epoch [1][2100/3746] lr: 1.000e-01, eta: 5 days, 0:08:34, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.0516, top5_acc: 0.1625, loss_cls: 5.6090, loss: 5.6090 2024-12-26 02:14:51,908 - pyskl - INFO - Epoch [1][2200/3746] lr: 1.000e-01, eta: 4 days, 23:44:37, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.0498, top5_acc: 0.1642, loss_cls: 5.5966, loss: 5.5966 2024-12-26 02:16:03,659 - pyskl - INFO - Epoch [1][2300/3746] lr: 1.000e-01, eta: 4 days, 23:21:58, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.0533, top5_acc: 0.1608, loss_cls: 5.6188, loss: 5.6188 2024-12-26 02:17:15,867 - pyskl - INFO - Epoch [1][2400/3746] lr: 1.000e-01, eta: 4 days, 23:02:53, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.0567, top5_acc: 0.1719, loss_cls: 5.5845, loss: 5.5845 2024-12-26 02:18:27,895 - pyskl - INFO - Epoch [1][2500/3746] lr: 1.000e-01, eta: 4 days, 22:44:33, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.0563, top5_acc: 0.1816, loss_cls: 5.5664, loss: 5.5664 2024-12-26 02:19:39,650 - pyskl - INFO - Epoch [1][2600/3746] lr: 9.999e-02, eta: 4 days, 22:26:33, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.0597, top5_acc: 0.1770, loss_cls: 5.5623, loss: 5.5623 2024-12-26 02:20:51,430 - pyskl - INFO - Epoch [1][2700/3746] lr: 9.999e-02, eta: 4 days, 22:09:54, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.0570, top5_acc: 0.1839, loss_cls: 5.5344, loss: 5.5344 2024-12-26 02:22:03,221 - pyskl - INFO - Epoch [1][2800/3746] lr: 9.999e-02, eta: 4 days, 21:54:23, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.0597, top5_acc: 0.1855, loss_cls: 5.5180, loss: 5.5180 2024-12-26 02:23:15,318 - pyskl - INFO - Epoch [1][2900/3746] lr: 9.999e-02, eta: 4 days, 21:40:50, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.0581, top5_acc: 0.1830, loss_cls: 5.5166, loss: 5.5166 2024-12-26 02:24:27,080 - pyskl - INFO - Epoch [1][3000/3746] lr: 9.999e-02, eta: 4 days, 21:27:04, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.0628, top5_acc: 0.1913, loss_cls: 5.5040, loss: 5.5040 2024-12-26 02:25:39,229 - pyskl - INFO - Epoch [1][3100/3746] lr: 9.999e-02, eta: 4 days, 21:15:16, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.0684, top5_acc: 0.1948, loss_cls: 5.4759, loss: 5.4759 2024-12-26 02:26:50,793 - pyskl - INFO - Epoch [1][3200/3746] lr: 9.999e-02, eta: 4 days, 21:02:26, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.0603, top5_acc: 0.1920, loss_cls: 5.4538, loss: 5.4538 2024-12-26 02:28:02,926 - pyskl - INFO - Epoch [1][3300/3746] lr: 9.999e-02, eta: 4 days, 20:51:55, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.0658, top5_acc: 0.2008, loss_cls: 5.4535, loss: 5.4535 2024-12-26 02:29:14,435 - pyskl - INFO - Epoch [1][3400/3746] lr: 9.999e-02, eta: 4 days, 20:40:14, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.0691, top5_acc: 0.2108, loss_cls: 5.4374, loss: 5.4374 2024-12-26 02:30:26,342 - pyskl - INFO - Epoch [1][3500/3746] lr: 9.999e-02, eta: 4 days, 20:30:13, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.0722, top5_acc: 0.2100, loss_cls: 5.4533, loss: 5.4533 2024-12-26 02:31:38,270 - pyskl - INFO - Epoch [1][3600/3746] lr: 9.999e-02, eta: 4 days, 20:20:44, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.0731, top5_acc: 0.2144, loss_cls: 5.4225, loss: 5.4225 2024-12-26 02:32:50,178 - pyskl - INFO - Epoch [1][3700/3746] lr: 9.999e-02, eta: 4 days, 20:11:39, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.0706, top5_acc: 0.2173, loss_cls: 5.3835, loss: 5.3835 2024-12-26 02:33:25,733 - pyskl - INFO - Saving checkpoint at 1 epochs 2024-12-26 02:35:22,614 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 02:35:23,396 - pyskl - INFO - top1_acc 0.0462 top5_acc 0.1450 2024-12-26 02:35:23,397 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 02:35:23,434 - pyskl - INFO - mean_acc 0.0463 2024-12-26 02:35:23,690 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2024-12-26 02:35:23,691 - pyskl - INFO - Best top1_acc is 0.0462 at 1 epoch. 2024-12-26 02:35:23,700 - pyskl - INFO - Epoch(val) [1][309] top1_acc: 0.0462, top5_acc: 0.1450, mean_class_accuracy: 0.0463 2024-12-26 02:38:58,428 - pyskl - INFO - Epoch [2][100/3746] lr: 9.999e-02, eta: 5 days, 0:24:30, time: 2.147, data_time: 1.431, memory: 15990, top1_acc: 0.0716, top5_acc: 0.2238, loss_cls: 5.3279, loss: 5.3279 2024-12-26 02:40:10,100 - pyskl - INFO - Epoch [2][200/3746] lr: 9.999e-02, eta: 5 days, 0:09:04, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.0798, top5_acc: 0.2338, loss_cls: 5.3496, loss: 5.3496 2024-12-26 02:41:21,497 - pyskl - INFO - Epoch [2][300/3746] lr: 9.999e-02, eta: 4 days, 23:53:41, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.0803, top5_acc: 0.2309, loss_cls: 5.3252, loss: 5.3252 2024-12-26 02:42:32,837 - pyskl - INFO - Epoch [2][400/3746] lr: 9.999e-02, eta: 4 days, 23:38:52, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.0769, top5_acc: 0.2316, loss_cls: 5.3303, loss: 5.3303 2024-12-26 02:43:43,763 - pyskl - INFO - Epoch [2][500/3746] lr: 9.999e-02, eta: 4 days, 23:23:47, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.0833, top5_acc: 0.2358, loss_cls: 5.3009, loss: 5.3009 2024-12-26 02:44:54,556 - pyskl - INFO - Epoch [2][600/3746] lr: 9.999e-02, eta: 4 days, 23:09:04, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.0867, top5_acc: 0.2423, loss_cls: 5.2743, loss: 5.2743 2024-12-26 02:46:05,451 - pyskl - INFO - Epoch [2][700/3746] lr: 9.998e-02, eta: 4 days, 22:55:10, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.0825, top5_acc: 0.2345, loss_cls: 5.3021, loss: 5.3021 2024-12-26 02:47:16,834 - pyskl - INFO - Epoch [2][800/3746] lr: 9.998e-02, eta: 4 days, 22:42:49, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.0875, top5_acc: 0.2430, loss_cls: 5.2899, loss: 5.2899 2024-12-26 02:48:27,726 - pyskl - INFO - Epoch [2][900/3746] lr: 9.998e-02, eta: 4 days, 22:29:58, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.0934, top5_acc: 0.2503, loss_cls: 5.2469, loss: 5.2469 2024-12-26 02:49:38,831 - pyskl - INFO - Epoch [2][1000/3746] lr: 9.998e-02, eta: 4 days, 22:18:02, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.0880, top5_acc: 0.2533, loss_cls: 5.2480, loss: 5.2480 2024-12-26 02:50:50,129 - pyskl - INFO - Epoch [2][1100/3746] lr: 9.998e-02, eta: 4 days, 22:06:54, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.0911, top5_acc: 0.2573, loss_cls: 5.2193, loss: 5.2193 2024-12-26 02:52:01,565 - pyskl - INFO - Epoch [2][1200/3746] lr: 9.998e-02, eta: 4 days, 21:56:26, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.0948, top5_acc: 0.2630, loss_cls: 5.1841, loss: 5.1841 2024-12-26 02:53:13,078 - pyskl - INFO - Epoch [2][1300/3746] lr: 9.998e-02, eta: 4 days, 21:46:29, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.0920, top5_acc: 0.2678, loss_cls: 5.1643, loss: 5.1643 2024-12-26 02:54:24,886 - pyskl - INFO - Epoch [2][1400/3746] lr: 9.998e-02, eta: 4 days, 21:37:24, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.0945, top5_acc: 0.2614, loss_cls: 5.2214, loss: 5.2214 2024-12-26 02:55:36,774 - pyskl - INFO - Epoch [2][1500/3746] lr: 9.998e-02, eta: 4 days, 21:28:46, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1058, top5_acc: 0.2761, loss_cls: 5.1531, loss: 5.1531 2024-12-26 02:56:48,277 - pyskl - INFO - Epoch [2][1600/3746] lr: 9.998e-02, eta: 4 days, 21:19:44, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.0964, top5_acc: 0.2637, loss_cls: 5.1772, loss: 5.1772 2024-12-26 02:58:00,131 - pyskl - INFO - Epoch [2][1700/3746] lr: 9.998e-02, eta: 4 days, 21:11:35, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.0986, top5_acc: 0.2759, loss_cls: 5.1722, loss: 5.1722 2024-12-26 02:59:12,109 - pyskl - INFO - Epoch [2][1800/3746] lr: 9.998e-02, eta: 4 days, 21:03:54, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1031, top5_acc: 0.2706, loss_cls: 5.1805, loss: 5.1805 2024-12-26 03:00:24,069 - pyskl - INFO - Epoch [2][1900/3746] lr: 9.998e-02, eta: 4 days, 20:56:25, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1123, top5_acc: 0.2773, loss_cls: 5.1030, loss: 5.1030 2024-12-26 03:01:35,804 - pyskl - INFO - Epoch [2][2000/3746] lr: 9.997e-02, eta: 4 days, 20:48:47, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1053, top5_acc: 0.2770, loss_cls: 5.1226, loss: 5.1226 2024-12-26 03:02:47,703 - pyskl - INFO - Epoch [2][2100/3746] lr: 9.997e-02, eta: 4 days, 20:41:38, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1000, top5_acc: 0.2809, loss_cls: 5.1391, loss: 5.1391 2024-12-26 03:03:59,440 - pyskl - INFO - Epoch [2][2200/3746] lr: 9.997e-02, eta: 4 days, 20:34:25, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1087, top5_acc: 0.2795, loss_cls: 5.1102, loss: 5.1102 2024-12-26 03:05:11,377 - pyskl - INFO - Epoch [2][2300/3746] lr: 9.997e-02, eta: 4 days, 20:27:44, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1089, top5_acc: 0.2859, loss_cls: 5.0964, loss: 5.0964 2024-12-26 03:06:23,150 - pyskl - INFO - Epoch [2][2400/3746] lr: 9.997e-02, eta: 4 days, 20:20:58, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1109, top5_acc: 0.2880, loss_cls: 5.0810, loss: 5.0810 2024-12-26 03:07:35,061 - pyskl - INFO - Epoch [2][2500/3746] lr: 9.997e-02, eta: 4 days, 20:14:35, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1094, top5_acc: 0.2917, loss_cls: 5.0937, loss: 5.0937 2024-12-26 03:08:46,810 - pyskl - INFO - Epoch [2][2600/3746] lr: 9.997e-02, eta: 4 days, 20:08:07, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1075, top5_acc: 0.2892, loss_cls: 5.0652, loss: 5.0652 2024-12-26 03:09:58,749 - pyskl - INFO - Epoch [2][2700/3746] lr: 9.997e-02, eta: 4 days, 20:02:06, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1109, top5_acc: 0.3002, loss_cls: 5.0926, loss: 5.0926 2024-12-26 03:11:10,802 - pyskl - INFO - Epoch [2][2800/3746] lr: 9.997e-02, eta: 4 days, 19:56:23, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1042, top5_acc: 0.2817, loss_cls: 5.1067, loss: 5.1067 2024-12-26 03:12:22,615 - pyskl - INFO - Epoch [2][2900/3746] lr: 9.997e-02, eta: 4 days, 19:50:29, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1105, top5_acc: 0.2970, loss_cls: 5.0551, loss: 5.0551 2024-12-26 03:13:34,387 - pyskl - INFO - Epoch [2][3000/3746] lr: 9.996e-02, eta: 4 days, 19:44:39, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1005, top5_acc: 0.2873, loss_cls: 5.0593, loss: 5.0593 2024-12-26 03:14:46,258 - pyskl - INFO - Epoch [2][3100/3746] lr: 9.996e-02, eta: 4 days, 19:39:06, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1177, top5_acc: 0.3061, loss_cls: 5.0341, loss: 5.0341 2024-12-26 03:15:58,081 - pyskl - INFO - Epoch [2][3200/3746] lr: 9.996e-02, eta: 4 days, 19:33:36, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1170, top5_acc: 0.3098, loss_cls: 5.0057, loss: 5.0057 2024-12-26 03:17:09,785 - pyskl - INFO - Epoch [2][3300/3746] lr: 9.996e-02, eta: 4 days, 19:28:04, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1209, top5_acc: 0.3120, loss_cls: 4.9935, loss: 4.9935 2024-12-26 03:18:21,459 - pyskl - INFO - Epoch [2][3400/3746] lr: 9.996e-02, eta: 4 days, 19:22:37, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1136, top5_acc: 0.3019, loss_cls: 5.0450, loss: 5.0450 2024-12-26 03:19:33,201 - pyskl - INFO - Epoch [2][3500/3746] lr: 9.996e-02, eta: 4 days, 19:17:23, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1184, top5_acc: 0.3014, loss_cls: 5.0227, loss: 5.0227 2024-12-26 03:20:45,332 - pyskl - INFO - Epoch [2][3600/3746] lr: 9.996e-02, eta: 4 days, 19:12:44, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1239, top5_acc: 0.3092, loss_cls: 4.9953, loss: 4.9953 2024-12-26 03:21:57,225 - pyskl - INFO - Epoch [2][3700/3746] lr: 9.996e-02, eta: 4 days, 19:07:53, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1178, top5_acc: 0.3127, loss_cls: 5.0175, loss: 5.0175 2024-12-26 03:22:32,937 - pyskl - INFO - Saving checkpoint at 2 epochs 2024-12-26 03:24:31,124 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 03:24:32,078 - pyskl - INFO - top1_acc 0.0822 top5_acc 0.2384 2024-12-26 03:24:32,078 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 03:24:32,115 - pyskl - INFO - mean_acc 0.0820 2024-12-26 03:24:32,120 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_1.pth was removed 2024-12-26 03:24:32,377 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2024-12-26 03:24:32,377 - pyskl - INFO - Best top1_acc is 0.0822 at 2 epoch. 2024-12-26 03:24:32,387 - pyskl - INFO - Epoch(val) [2][309] top1_acc: 0.0822, top5_acc: 0.2384, mean_class_accuracy: 0.0820 2024-12-26 03:28:06,826 - pyskl - INFO - Epoch [3][100/3746] lr: 9.995e-02, eta: 4 days, 21:14:12, time: 2.144, data_time: 1.427, memory: 15990, top1_acc: 0.1237, top5_acc: 0.3109, loss_cls: 5.0033, loss: 5.0033 2024-12-26 03:29:18,532 - pyskl - INFO - Epoch [3][200/3746] lr: 9.995e-02, eta: 4 days, 21:07:36, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1228, top5_acc: 0.3113, loss_cls: 4.9857, loss: 4.9857 2024-12-26 03:30:29,846 - pyskl - INFO - Epoch [3][300/3746] lr: 9.995e-02, eta: 4 days, 21:00:41, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1278, top5_acc: 0.3173, loss_cls: 4.9498, loss: 4.9498 2024-12-26 03:31:41,054 - pyskl - INFO - Epoch [3][400/3746] lr: 9.995e-02, eta: 4 days, 20:53:47, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1197, top5_acc: 0.3119, loss_cls: 4.9904, loss: 4.9904 2024-12-26 03:32:51,987 - pyskl - INFO - Epoch [3][500/3746] lr: 9.995e-02, eta: 4 days, 20:46:42, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1269, top5_acc: 0.3250, loss_cls: 4.9444, loss: 4.9444 2024-12-26 03:34:02,769 - pyskl - INFO - Epoch [3][600/3746] lr: 9.995e-02, eta: 4 days, 20:39:36, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1266, top5_acc: 0.3166, loss_cls: 4.9680, loss: 4.9680 2024-12-26 03:35:13,627 - pyskl - INFO - Epoch [3][700/3746] lr: 9.995e-02, eta: 4 days, 20:32:44, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1286, top5_acc: 0.3220, loss_cls: 4.9422, loss: 4.9422 2024-12-26 03:36:24,441 - pyskl - INFO - Epoch [3][800/3746] lr: 9.995e-02, eta: 4 days, 20:25:57, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1216, top5_acc: 0.3181, loss_cls: 4.9642, loss: 4.9642 2024-12-26 03:37:35,466 - pyskl - INFO - Epoch [3][900/3746] lr: 9.994e-02, eta: 4 days, 20:19:32, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1217, top5_acc: 0.3116, loss_cls: 4.9748, loss: 4.9748 2024-12-26 03:38:46,886 - pyskl - INFO - Epoch [3][1000/3746] lr: 9.994e-02, eta: 4 days, 20:13:40, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1356, top5_acc: 0.3280, loss_cls: 4.9089, loss: 4.9089 2024-12-26 03:39:57,880 - pyskl - INFO - Epoch [3][1100/3746] lr: 9.994e-02, eta: 4 days, 20:07:27, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1375, top5_acc: 0.3319, loss_cls: 4.9108, loss: 4.9108 2024-12-26 03:41:09,056 - pyskl - INFO - Epoch [3][1200/3746] lr: 9.994e-02, eta: 4 days, 20:01:33, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1306, top5_acc: 0.3205, loss_cls: 4.9381, loss: 4.9381 2024-12-26 03:42:19,971 - pyskl - INFO - Epoch [3][1300/3746] lr: 9.994e-02, eta: 4 days, 19:55:29, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1291, top5_acc: 0.3298, loss_cls: 4.9208, loss: 4.9208 2024-12-26 03:43:31,268 - pyskl - INFO - Epoch [3][1400/3746] lr: 9.994e-02, eta: 4 days, 19:49:55, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1359, top5_acc: 0.3325, loss_cls: 4.8891, loss: 4.8891 2024-12-26 03:44:42,704 - pyskl - INFO - Epoch [3][1500/3746] lr: 9.994e-02, eta: 4 days, 19:44:35, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1261, top5_acc: 0.3211, loss_cls: 4.9437, loss: 4.9437 2024-12-26 03:45:54,042 - pyskl - INFO - Epoch [3][1600/3746] lr: 9.994e-02, eta: 4 days, 19:39:15, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1338, top5_acc: 0.3314, loss_cls: 4.8727, loss: 4.8727 2024-12-26 03:47:05,462 - pyskl - INFO - Epoch [3][1700/3746] lr: 9.993e-02, eta: 4 days, 19:34:05, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1345, top5_acc: 0.3297, loss_cls: 4.9278, loss: 4.9278 2024-12-26 03:48:16,854 - pyskl - INFO - Epoch [3][1800/3746] lr: 9.993e-02, eta: 4 days, 19:28:59, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1366, top5_acc: 0.3278, loss_cls: 4.8907, loss: 4.8907 2024-12-26 03:49:28,644 - pyskl - INFO - Epoch [3][1900/3746] lr: 9.993e-02, eta: 4 days, 19:24:21, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1313, top5_acc: 0.3319, loss_cls: 4.9014, loss: 4.9014 2024-12-26 03:50:40,458 - pyskl - INFO - Epoch [3][2000/3746] lr: 9.993e-02, eta: 4 days, 19:19:49, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1425, top5_acc: 0.3366, loss_cls: 4.8680, loss: 4.8680 2024-12-26 03:51:52,244 - pyskl - INFO - Epoch [3][2100/3746] lr: 9.993e-02, eta: 4 days, 19:15:20, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1400, top5_acc: 0.3336, loss_cls: 4.8722, loss: 4.8722 2024-12-26 03:53:04,039 - pyskl - INFO - Epoch [3][2200/3746] lr: 9.993e-02, eta: 4 days, 19:10:55, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1328, top5_acc: 0.3311, loss_cls: 4.8864, loss: 4.8864 2024-12-26 03:54:16,022 - pyskl - INFO - Epoch [3][2300/3746] lr: 9.993e-02, eta: 4 days, 19:06:45, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1406, top5_acc: 0.3392, loss_cls: 4.8623, loss: 4.8623 2024-12-26 03:55:27,845 - pyskl - INFO - Epoch [3][2400/3746] lr: 9.992e-02, eta: 4 days, 19:02:29, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1348, top5_acc: 0.3248, loss_cls: 4.9284, loss: 4.9284 2024-12-26 03:56:39,508 - pyskl - INFO - Epoch [3][2500/3746] lr: 9.992e-02, eta: 4 days, 18:58:08, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1322, top5_acc: 0.3292, loss_cls: 4.8705, loss: 4.8705 2024-12-26 03:57:51,351 - pyskl - INFO - Epoch [3][2600/3746] lr: 9.992e-02, eta: 4 days, 18:54:01, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1428, top5_acc: 0.3478, loss_cls: 4.8265, loss: 4.8265 2024-12-26 03:59:03,482 - pyskl - INFO - Epoch [3][2700/3746] lr: 9.992e-02, eta: 4 days, 18:50:13, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1367, top5_acc: 0.3373, loss_cls: 4.9027, loss: 4.9027 2024-12-26 04:00:15,119 - pyskl - INFO - Epoch [3][2800/3746] lr: 9.992e-02, eta: 4 days, 18:46:01, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1414, top5_acc: 0.3400, loss_cls: 4.8688, loss: 4.8688 2024-12-26 04:01:27,232 - pyskl - INFO - Epoch [3][2900/3746] lr: 9.992e-02, eta: 4 days, 18:42:18, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1314, top5_acc: 0.3311, loss_cls: 4.8887, loss: 4.8887 2024-12-26 04:02:38,878 - pyskl - INFO - Epoch [3][3000/3746] lr: 9.991e-02, eta: 4 days, 18:38:13, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1356, top5_acc: 0.3409, loss_cls: 4.8477, loss: 4.8477 2024-12-26 04:03:50,662 - pyskl - INFO - Epoch [3][3100/3746] lr: 9.991e-02, eta: 4 days, 18:34:19, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1398, top5_acc: 0.3447, loss_cls: 4.8370, loss: 4.8370 2024-12-26 04:05:02,724 - pyskl - INFO - Epoch [3][3200/3746] lr: 9.991e-02, eta: 4 days, 18:30:42, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1439, top5_acc: 0.3398, loss_cls: 4.8466, loss: 4.8466 2024-12-26 04:06:14,554 - pyskl - INFO - Epoch [3][3300/3746] lr: 9.991e-02, eta: 4 days, 18:26:56, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1402, top5_acc: 0.3459, loss_cls: 4.8533, loss: 4.8533 2024-12-26 04:07:26,396 - pyskl - INFO - Epoch [3][3400/3746] lr: 9.991e-02, eta: 4 days, 18:23:14, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1441, top5_acc: 0.3503, loss_cls: 4.8096, loss: 4.8096 2024-12-26 04:08:38,068 - pyskl - INFO - Epoch [3][3500/3746] lr: 9.991e-02, eta: 4 days, 18:19:26, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1405, top5_acc: 0.3419, loss_cls: 4.8584, loss: 4.8584 2024-12-26 04:09:49,864 - pyskl - INFO - Epoch [3][3600/3746] lr: 9.990e-02, eta: 4 days, 18:15:46, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1480, top5_acc: 0.3559, loss_cls: 4.8067, loss: 4.8067 2024-12-26 04:11:01,964 - pyskl - INFO - Epoch [3][3700/3746] lr: 9.990e-02, eta: 4 days, 18:12:24, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1481, top5_acc: 0.3473, loss_cls: 4.8368, loss: 4.8368 2024-12-26 04:11:37,536 - pyskl - INFO - Saving checkpoint at 3 epochs 2024-12-26 04:13:35,684 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 04:13:36,424 - pyskl - INFO - top1_acc 0.0767 top5_acc 0.2122 2024-12-26 04:13:36,424 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 04:13:36,474 - pyskl - INFO - mean_acc 0.0765 2024-12-26 04:13:36,489 - pyskl - INFO - Epoch(val) [3][309] top1_acc: 0.0767, top5_acc: 0.2122, mean_class_accuracy: 0.0765 2024-12-26 04:17:10,944 - pyskl - INFO - Epoch [4][100/3746] lr: 9.990e-02, eta: 4 days, 19:35:56, time: 2.144, data_time: 1.427, memory: 15990, top1_acc: 0.1325, top5_acc: 0.3380, loss_cls: 4.8570, loss: 4.8570 2024-12-26 04:18:22,922 - pyskl - INFO - Epoch [4][200/3746] lr: 9.990e-02, eta: 4 days, 19:31:46, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1550, top5_acc: 0.3597, loss_cls: 4.8021, loss: 4.8021 2024-12-26 04:19:34,377 - pyskl - INFO - Epoch [4][300/3746] lr: 9.990e-02, eta: 4 days, 19:27:15, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1417, top5_acc: 0.3472, loss_cls: 4.8058, loss: 4.8058 2024-12-26 04:20:45,839 - pyskl - INFO - Epoch [4][400/3746] lr: 9.989e-02, eta: 4 days, 19:22:48, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1497, top5_acc: 0.3475, loss_cls: 4.7958, loss: 4.7958 2024-12-26 04:21:57,252 - pyskl - INFO - Epoch [4][500/3746] lr: 9.989e-02, eta: 4 days, 19:18:21, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1437, top5_acc: 0.3477, loss_cls: 4.8157, loss: 4.8157 2024-12-26 04:23:08,037 - pyskl - INFO - Epoch [4][600/3746] lr: 9.989e-02, eta: 4 days, 19:13:29, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1519, top5_acc: 0.3538, loss_cls: 4.7996, loss: 4.7996 2024-12-26 04:24:19,442 - pyskl - INFO - Epoch [4][700/3746] lr: 9.989e-02, eta: 4 days, 19:09:09, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1491, top5_acc: 0.3567, loss_cls: 4.8061, loss: 4.8061 2024-12-26 04:25:30,430 - pyskl - INFO - Epoch [4][800/3746] lr: 9.989e-02, eta: 4 days, 19:04:33, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1469, top5_acc: 0.3486, loss_cls: 4.8121, loss: 4.8121 2024-12-26 04:26:41,591 - pyskl - INFO - Epoch [4][900/3746] lr: 9.988e-02, eta: 4 days, 19:00:08, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1525, top5_acc: 0.3502, loss_cls: 4.8069, loss: 4.8069 2024-12-26 04:27:52,572 - pyskl - INFO - Epoch [4][1000/3746] lr: 9.988e-02, eta: 4 days, 18:55:39, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1470, top5_acc: 0.3614, loss_cls: 4.7820, loss: 4.7820 2024-12-26 04:29:03,649 - pyskl - INFO - Epoch [4][1100/3746] lr: 9.988e-02, eta: 4 days, 18:51:16, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1473, top5_acc: 0.3444, loss_cls: 4.7882, loss: 4.7882 2024-12-26 04:30:14,703 - pyskl - INFO - Epoch [4][1200/3746] lr: 9.988e-02, eta: 4 days, 18:46:56, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1552, top5_acc: 0.3542, loss_cls: 4.7882, loss: 4.7882 2024-12-26 04:31:25,658 - pyskl - INFO - Epoch [4][1300/3746] lr: 9.988e-02, eta: 4 days, 18:42:35, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1506, top5_acc: 0.3627, loss_cls: 4.7570, loss: 4.7570 2024-12-26 04:32:36,503 - pyskl - INFO - Epoch [4][1400/3746] lr: 9.988e-02, eta: 4 days, 18:38:12, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1519, top5_acc: 0.3517, loss_cls: 4.8078, loss: 4.8078 2024-12-26 04:33:47,699 - pyskl - INFO - Epoch [4][1500/3746] lr: 9.987e-02, eta: 4 days, 18:34:07, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1606, top5_acc: 0.3711, loss_cls: 4.7180, loss: 4.7180 2024-12-26 04:34:58,849 - pyskl - INFO - Epoch [4][1600/3746] lr: 9.987e-02, eta: 4 days, 18:30:02, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1528, top5_acc: 0.3667, loss_cls: 4.7930, loss: 4.7930 2024-12-26 04:36:09,877 - pyskl - INFO - Epoch [4][1700/3746] lr: 9.987e-02, eta: 4 days, 18:25:56, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1458, top5_acc: 0.3606, loss_cls: 4.7658, loss: 4.7658 2024-12-26 04:37:21,308 - pyskl - INFO - Epoch [4][1800/3746] lr: 9.987e-02, eta: 4 days, 18:22:08, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1547, top5_acc: 0.3570, loss_cls: 4.7869, loss: 4.7869 2024-12-26 04:38:32,217 - pyskl - INFO - Epoch [4][1900/3746] lr: 9.987e-02, eta: 4 days, 18:18:02, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1470, top5_acc: 0.3558, loss_cls: 4.7810, loss: 4.7810 2024-12-26 04:39:43,412 - pyskl - INFO - Epoch [4][2000/3746] lr: 9.986e-02, eta: 4 days, 18:14:10, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1584, top5_acc: 0.3664, loss_cls: 4.7552, loss: 4.7552 2024-12-26 04:40:54,735 - pyskl - INFO - Epoch [4][2100/3746] lr: 9.986e-02, eta: 4 days, 18:10:25, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1566, top5_acc: 0.3706, loss_cls: 4.7696, loss: 4.7696 2024-12-26 04:42:06,103 - pyskl - INFO - Epoch [4][2200/3746] lr: 9.986e-02, eta: 4 days, 18:06:45, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1594, top5_acc: 0.3641, loss_cls: 4.7485, loss: 4.7485 2024-12-26 04:43:17,354 - pyskl - INFO - Epoch [4][2300/3746] lr: 9.986e-02, eta: 4 days, 18:03:02, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1505, top5_acc: 0.3589, loss_cls: 4.7858, loss: 4.7858 2024-12-26 04:44:28,646 - pyskl - INFO - Epoch [4][2400/3746] lr: 9.985e-02, eta: 4 days, 17:59:23, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1475, top5_acc: 0.3555, loss_cls: 4.7904, loss: 4.7904 2024-12-26 04:45:40,131 - pyskl - INFO - Epoch [4][2500/3746] lr: 9.985e-02, eta: 4 days, 17:55:54, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1558, top5_acc: 0.3681, loss_cls: 4.7774, loss: 4.7774 2024-12-26 04:46:52,284 - pyskl - INFO - Epoch [4][2600/3746] lr: 9.985e-02, eta: 4 days, 17:52:54, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1503, top5_acc: 0.3505, loss_cls: 4.7983, loss: 4.7983 2024-12-26 04:48:04,015 - pyskl - INFO - Epoch [4][2700/3746] lr: 9.985e-02, eta: 4 days, 17:49:38, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1622, top5_acc: 0.3705, loss_cls: 4.7100, loss: 4.7100 2024-12-26 04:49:15,718 - pyskl - INFO - Epoch [4][2800/3746] lr: 9.985e-02, eta: 4 days, 17:46:23, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1623, top5_acc: 0.3689, loss_cls: 4.7105, loss: 4.7105 2024-12-26 04:50:27,459 - pyskl - INFO - Epoch [4][2900/3746] lr: 9.984e-02, eta: 4 days, 17:43:11, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1600, top5_acc: 0.3681, loss_cls: 4.7252, loss: 4.7252 2024-12-26 04:51:39,381 - pyskl - INFO - Epoch [4][3000/3746] lr: 9.984e-02, eta: 4 days, 17:40:08, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1605, top5_acc: 0.3738, loss_cls: 4.7308, loss: 4.7308 2024-12-26 04:52:51,187 - pyskl - INFO - Epoch [4][3100/3746] lr: 9.984e-02, eta: 4 days, 17:37:02, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1522, top5_acc: 0.3613, loss_cls: 4.7582, loss: 4.7582 2024-12-26 04:54:02,936 - pyskl - INFO - Epoch [4][3200/3746] lr: 9.984e-02, eta: 4 days, 17:33:55, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1584, top5_acc: 0.3639, loss_cls: 4.7166, loss: 4.7166 2024-12-26 04:55:15,036 - pyskl - INFO - Epoch [4][3300/3746] lr: 9.983e-02, eta: 4 days, 17:31:04, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1539, top5_acc: 0.3539, loss_cls: 4.7734, loss: 4.7734 2024-12-26 04:56:26,800 - pyskl - INFO - Epoch [4][3400/3746] lr: 9.983e-02, eta: 4 days, 17:28:01, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1605, top5_acc: 0.3734, loss_cls: 4.7467, loss: 4.7467 2024-12-26 04:57:38,852 - pyskl - INFO - Epoch [4][3500/3746] lr: 9.983e-02, eta: 4 days, 17:25:10, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1642, top5_acc: 0.3730, loss_cls: 4.7135, loss: 4.7135 2024-12-26 04:58:50,615 - pyskl - INFO - Epoch [4][3600/3746] lr: 9.983e-02, eta: 4 days, 17:22:10, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1622, top5_acc: 0.3734, loss_cls: 4.7388, loss: 4.7388 2024-12-26 05:00:02,384 - pyskl - INFO - Epoch [4][3700/3746] lr: 9.983e-02, eta: 4 days, 17:19:11, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1708, top5_acc: 0.3805, loss_cls: 4.7028, loss: 4.7028 2024-12-26 05:00:38,009 - pyskl - INFO - Saving checkpoint at 4 epochs 2024-12-26 05:02:36,116 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 05:02:37,151 - pyskl - INFO - top1_acc 0.0964 top5_acc 0.2659 2024-12-26 05:02:37,151 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 05:02:37,206 - pyskl - INFO - mean_acc 0.0963 2024-12-26 05:02:37,214 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_2.pth was removed 2024-12-26 05:02:37,725 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2024-12-26 05:02:37,726 - pyskl - INFO - Best top1_acc is 0.0964 at 4 epoch. 2024-12-26 05:02:37,739 - pyskl - INFO - Epoch(val) [4][309] top1_acc: 0.0964, top5_acc: 0.2659, mean_class_accuracy: 0.0963 2024-12-26 05:06:15,780 - pyskl - INFO - Epoch [5][100/3746] lr: 9.982e-02, eta: 4 days, 18:23:19, time: 2.180, data_time: 1.460, memory: 15990, top1_acc: 0.1606, top5_acc: 0.3772, loss_cls: 4.6992, loss: 4.6992 2024-12-26 05:07:27,805 - pyskl - INFO - Epoch [5][200/3746] lr: 9.982e-02, eta: 4 days, 18:20:05, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1631, top5_acc: 0.3777, loss_cls: 4.6963, loss: 4.6963 2024-12-26 05:08:39,828 - pyskl - INFO - Epoch [5][300/3746] lr: 9.982e-02, eta: 4 days, 18:16:53, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1566, top5_acc: 0.3777, loss_cls: 4.7023, loss: 4.7023 2024-12-26 05:09:51,620 - pyskl - INFO - Epoch [5][400/3746] lr: 9.982e-02, eta: 4 days, 18:13:34, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1703, top5_acc: 0.3789, loss_cls: 4.6838, loss: 4.6838 2024-12-26 05:11:03,304 - pyskl - INFO - Epoch [5][500/3746] lr: 9.981e-02, eta: 4 days, 18:10:14, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1625, top5_acc: 0.3688, loss_cls: 4.7228, loss: 4.7228 2024-12-26 05:12:14,487 - pyskl - INFO - Epoch [5][600/3746] lr: 9.981e-02, eta: 4 days, 18:06:37, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1689, top5_acc: 0.3797, loss_cls: 4.6779, loss: 4.6779 2024-12-26 05:13:25,916 - pyskl - INFO - Epoch [5][700/3746] lr: 9.981e-02, eta: 4 days, 18:03:10, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1545, top5_acc: 0.3733, loss_cls: 4.7190, loss: 4.7190 2024-12-26 05:14:37,301 - pyskl - INFO - Epoch [5][800/3746] lr: 9.981e-02, eta: 4 days, 17:59:44, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1555, top5_acc: 0.3727, loss_cls: 4.7302, loss: 4.7302 2024-12-26 05:15:49,061 - pyskl - INFO - Epoch [5][900/3746] lr: 9.980e-02, eta: 4 days, 17:56:33, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1645, top5_acc: 0.3755, loss_cls: 4.6883, loss: 4.6883 2024-12-26 05:17:00,600 - pyskl - INFO - Epoch [5][1000/3746] lr: 9.980e-02, eta: 4 days, 17:53:15, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1681, top5_acc: 0.3859, loss_cls: 4.6924, loss: 4.6924 2024-12-26 05:18:11,967 - pyskl - INFO - Epoch [5][1100/3746] lr: 9.980e-02, eta: 4 days, 17:49:53, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1539, top5_acc: 0.3680, loss_cls: 4.7522, loss: 4.7522 2024-12-26 05:19:23,316 - pyskl - INFO - Epoch [5][1200/3746] lr: 9.980e-02, eta: 4 days, 17:46:32, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1652, top5_acc: 0.3827, loss_cls: 4.6855, loss: 4.6855 2024-12-26 05:20:34,461 - pyskl - INFO - Epoch [5][1300/3746] lr: 9.979e-02, eta: 4 days, 17:43:06, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1642, top5_acc: 0.3758, loss_cls: 4.7251, loss: 4.7251 2024-12-26 05:21:45,627 - pyskl - INFO - Epoch [5][1400/3746] lr: 9.979e-02, eta: 4 days, 17:39:42, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1675, top5_acc: 0.3825, loss_cls: 4.6953, loss: 4.6953 2024-12-26 05:22:57,011 - pyskl - INFO - Epoch [5][1500/3746] lr: 9.979e-02, eta: 4 days, 17:36:27, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1631, top5_acc: 0.3762, loss_cls: 4.7155, loss: 4.7155 2024-12-26 05:24:08,343 - pyskl - INFO - Epoch [5][1600/3746] lr: 9.979e-02, eta: 4 days, 17:33:12, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1666, top5_acc: 0.3791, loss_cls: 4.7029, loss: 4.7029 2024-12-26 05:25:20,164 - pyskl - INFO - Epoch [5][1700/3746] lr: 9.978e-02, eta: 4 days, 17:30:14, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1608, top5_acc: 0.3663, loss_cls: 4.7188, loss: 4.7188 2024-12-26 05:26:31,249 - pyskl - INFO - Epoch [5][1800/3746] lr: 9.978e-02, eta: 4 days, 17:26:54, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1545, top5_acc: 0.3702, loss_cls: 4.7212, loss: 4.7212 2024-12-26 05:27:42,844 - pyskl - INFO - Epoch [5][1900/3746] lr: 9.978e-02, eta: 4 days, 17:23:52, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1648, top5_acc: 0.3767, loss_cls: 4.6935, loss: 4.6935 2024-12-26 05:28:54,109 - pyskl - INFO - Epoch [5][2000/3746] lr: 9.977e-02, eta: 4 days, 17:20:40, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1620, top5_acc: 0.3764, loss_cls: 4.6756, loss: 4.6756 2024-12-26 05:30:05,587 - pyskl - INFO - Epoch [5][2100/3746] lr: 9.977e-02, eta: 4 days, 17:17:37, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1595, top5_acc: 0.3752, loss_cls: 4.6967, loss: 4.6967 2024-12-26 05:31:16,599 - pyskl - INFO - Epoch [5][2200/3746] lr: 9.977e-02, eta: 4 days, 17:14:20, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1736, top5_acc: 0.3850, loss_cls: 4.6664, loss: 4.6664 2024-12-26 05:32:28,218 - pyskl - INFO - Epoch [5][2300/3746] lr: 9.977e-02, eta: 4 days, 17:11:23, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1694, top5_acc: 0.3847, loss_cls: 4.6616, loss: 4.6616 2024-12-26 05:33:39,769 - pyskl - INFO - Epoch [5][2400/3746] lr: 9.976e-02, eta: 4 days, 17:08:26, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1703, top5_acc: 0.3866, loss_cls: 4.6375, loss: 4.6375 2024-12-26 05:34:51,575 - pyskl - INFO - Epoch [5][2500/3746] lr: 9.976e-02, eta: 4 days, 17:05:38, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1586, top5_acc: 0.3700, loss_cls: 4.7173, loss: 4.7173 2024-12-26 05:36:02,960 - pyskl - INFO - Epoch [5][2600/3746] lr: 9.976e-02, eta: 4 days, 17:02:38, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1566, top5_acc: 0.3828, loss_cls: 4.6860, loss: 4.6860 2024-12-26 05:37:14,236 - pyskl - INFO - Epoch [5][2700/3746] lr: 9.976e-02, eta: 4 days, 16:59:36, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1708, top5_acc: 0.3856, loss_cls: 4.6608, loss: 4.6608 2024-12-26 05:38:26,289 - pyskl - INFO - Epoch [5][2800/3746] lr: 9.975e-02, eta: 4 days, 16:56:59, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1658, top5_acc: 0.3837, loss_cls: 4.6802, loss: 4.6802 2024-12-26 05:39:38,121 - pyskl - INFO - Epoch [5][2900/3746] lr: 9.975e-02, eta: 4 days, 16:54:16, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1731, top5_acc: 0.3919, loss_cls: 4.6756, loss: 4.6756 2024-12-26 05:40:50,078 - pyskl - INFO - Epoch [5][3000/3746] lr: 9.975e-02, eta: 4 days, 16:51:38, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1709, top5_acc: 0.3709, loss_cls: 4.6674, loss: 4.6674 2024-12-26 05:42:02,140 - pyskl - INFO - Epoch [5][3100/3746] lr: 9.974e-02, eta: 4 days, 16:49:04, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1700, top5_acc: 0.3839, loss_cls: 4.6821, loss: 4.6821 2024-12-26 05:43:14,098 - pyskl - INFO - Epoch [5][3200/3746] lr: 9.974e-02, eta: 4 days, 16:46:27, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1638, top5_acc: 0.3819, loss_cls: 4.6895, loss: 4.6895 2024-12-26 05:44:25,913 - pyskl - INFO - Epoch [5][3300/3746] lr: 9.974e-02, eta: 4 days, 16:43:48, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1680, top5_acc: 0.3791, loss_cls: 4.6967, loss: 4.6967 2024-12-26 05:45:37,774 - pyskl - INFO - Epoch [5][3400/3746] lr: 9.974e-02, eta: 4 days, 16:41:10, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1648, top5_acc: 0.3906, loss_cls: 4.6673, loss: 4.6673 2024-12-26 05:46:49,590 - pyskl - INFO - Epoch [5][3500/3746] lr: 9.973e-02, eta: 4 days, 16:38:33, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1673, top5_acc: 0.3828, loss_cls: 4.6695, loss: 4.6695 2024-12-26 05:48:01,393 - pyskl - INFO - Epoch [5][3600/3746] lr: 9.973e-02, eta: 4 days, 16:35:56, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1664, top5_acc: 0.3820, loss_cls: 4.6825, loss: 4.6825 2024-12-26 05:49:13,444 - pyskl - INFO - Epoch [5][3700/3746] lr: 9.973e-02, eta: 4 days, 16:33:27, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1748, top5_acc: 0.3923, loss_cls: 4.6552, loss: 4.6552 2024-12-26 05:49:48,776 - pyskl - INFO - Saving checkpoint at 5 epochs 2024-12-26 05:51:45,693 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 05:51:46,660 - pyskl - INFO - top1_acc 0.0990 top5_acc 0.2651 2024-12-26 05:51:46,660 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 05:51:46,699 - pyskl - INFO - mean_acc 0.0988 2024-12-26 05:51:46,704 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_4.pth was removed 2024-12-26 05:51:47,012 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2024-12-26 05:51:47,013 - pyskl - INFO - Best top1_acc is 0.0990 at 5 epoch. 2024-12-26 05:51:47,025 - pyskl - INFO - Epoch(val) [5][309] top1_acc: 0.0990, top5_acc: 0.2651, mean_class_accuracy: 0.0988 2024-12-26 05:55:22,962 - pyskl - INFO - Epoch [6][100/3746] lr: 9.972e-02, eta: 4 days, 17:23:04, time: 2.159, data_time: 1.442, memory: 15990, top1_acc: 0.1775, top5_acc: 0.4077, loss_cls: 4.5947, loss: 4.5947 2024-12-26 05:56:34,847 - pyskl - INFO - Epoch [6][200/3746] lr: 9.972e-02, eta: 4 days, 17:20:15, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1753, top5_acc: 0.3903, loss_cls: 4.6116, loss: 4.6116 2024-12-26 05:57:46,566 - pyskl - INFO - Epoch [6][300/3746] lr: 9.972e-02, eta: 4 days, 17:17:22, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1653, top5_acc: 0.3809, loss_cls: 4.6397, loss: 4.6397 2024-12-26 05:58:58,174 - pyskl - INFO - Epoch [6][400/3746] lr: 9.971e-02, eta: 4 days, 17:14:27, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1709, top5_acc: 0.3789, loss_cls: 4.6810, loss: 4.6810 2024-12-26 06:00:09,594 - pyskl - INFO - Epoch [6][500/3746] lr: 9.971e-02, eta: 4 days, 17:11:28, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1723, top5_acc: 0.3894, loss_cls: 4.6671, loss: 4.6671 2024-12-26 06:01:21,204 - pyskl - INFO - Epoch [6][600/3746] lr: 9.971e-02, eta: 4 days, 17:08:35, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1716, top5_acc: 0.3889, loss_cls: 4.6372, loss: 4.6372 2024-12-26 06:02:32,826 - pyskl - INFO - Epoch [6][700/3746] lr: 9.971e-02, eta: 4 days, 17:05:44, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1777, top5_acc: 0.3902, loss_cls: 4.6405, loss: 4.6405 2024-12-26 06:03:44,345 - pyskl - INFO - Epoch [6][800/3746] lr: 9.970e-02, eta: 4 days, 17:02:50, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1744, top5_acc: 0.4000, loss_cls: 4.6449, loss: 4.6449 2024-12-26 06:04:55,675 - pyskl - INFO - Epoch [6][900/3746] lr: 9.970e-02, eta: 4 days, 16:59:53, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1673, top5_acc: 0.3859, loss_cls: 4.6711, loss: 4.6711 2024-12-26 06:06:06,883 - pyskl - INFO - Epoch [6][1000/3746] lr: 9.970e-02, eta: 4 days, 16:56:53, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1692, top5_acc: 0.3858, loss_cls: 4.6737, loss: 4.6737 2024-12-26 06:07:18,688 - pyskl - INFO - Epoch [6][1100/3746] lr: 9.969e-02, eta: 4 days, 16:54:11, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1589, top5_acc: 0.3744, loss_cls: 4.6942, loss: 4.6942 2024-12-26 06:08:29,898 - pyskl - INFO - Epoch [6][1200/3746] lr: 9.969e-02, eta: 4 days, 16:51:13, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1812, top5_acc: 0.3969, loss_cls: 4.6256, loss: 4.6256 2024-12-26 06:09:41,307 - pyskl - INFO - Epoch [6][1300/3746] lr: 9.969e-02, eta: 4 days, 16:48:22, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1708, top5_acc: 0.3883, loss_cls: 4.6676, loss: 4.6676 2024-12-26 06:10:52,976 - pyskl - INFO - Epoch [6][1400/3746] lr: 9.968e-02, eta: 4 days, 16:45:39, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1655, top5_acc: 0.3773, loss_cls: 4.6948, loss: 4.6948 2024-12-26 06:12:04,893 - pyskl - INFO - Epoch [6][1500/3746] lr: 9.968e-02, eta: 4 days, 16:43:04, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1773, top5_acc: 0.3877, loss_cls: 4.6097, loss: 4.6097 2024-12-26 06:13:16,572 - pyskl - INFO - Epoch [6][1600/3746] lr: 9.968e-02, eta: 4 days, 16:40:22, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1803, top5_acc: 0.3955, loss_cls: 4.6333, loss: 4.6333 2024-12-26 06:14:28,195 - pyskl - INFO - Epoch [6][1700/3746] lr: 9.967e-02, eta: 4 days, 16:37:41, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1733, top5_acc: 0.3837, loss_cls: 4.6608, loss: 4.6608 2024-12-26 06:15:39,774 - pyskl - INFO - Epoch [6][1800/3746] lr: 9.967e-02, eta: 4 days, 16:34:59, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1748, top5_acc: 0.3886, loss_cls: 4.6254, loss: 4.6254 2024-12-26 06:16:51,348 - pyskl - INFO - Epoch [6][1900/3746] lr: 9.967e-02, eta: 4 days, 16:32:18, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1761, top5_acc: 0.3934, loss_cls: 4.6144, loss: 4.6144 2024-12-26 06:18:02,986 - pyskl - INFO - Epoch [6][2000/3746] lr: 9.966e-02, eta: 4 days, 16:29:39, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1688, top5_acc: 0.3923, loss_cls: 4.6377, loss: 4.6377 2024-12-26 06:19:14,674 - pyskl - INFO - Epoch [6][2100/3746] lr: 9.966e-02, eta: 4 days, 16:27:02, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1702, top5_acc: 0.3909, loss_cls: 4.6419, loss: 4.6419 2024-12-26 06:20:26,726 - pyskl - INFO - Epoch [6][2200/3746] lr: 9.966e-02, eta: 4 days, 16:24:36, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1717, top5_acc: 0.3917, loss_cls: 4.6320, loss: 4.6320 2024-12-26 06:21:38,425 - pyskl - INFO - Epoch [6][2300/3746] lr: 9.965e-02, eta: 4 days, 16:22:01, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1734, top5_acc: 0.3902, loss_cls: 4.6426, loss: 4.6426 2024-12-26 06:22:50,760 - pyskl - INFO - Epoch [6][2400/3746] lr: 9.965e-02, eta: 4 days, 16:19:43, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.1691, top5_acc: 0.3889, loss_cls: 4.6690, loss: 4.6690 2024-12-26 06:24:02,833 - pyskl - INFO - Epoch [6][2500/3746] lr: 9.965e-02, eta: 4 days, 16:17:20, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1720, top5_acc: 0.3900, loss_cls: 4.6488, loss: 4.6488 2024-12-26 06:25:14,886 - pyskl - INFO - Epoch [6][2600/3746] lr: 9.964e-02, eta: 4 days, 16:14:56, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1627, top5_acc: 0.3783, loss_cls: 4.6911, loss: 4.6911 2024-12-26 06:26:26,621 - pyskl - INFO - Epoch [6][2700/3746] lr: 9.964e-02, eta: 4 days, 16:12:25, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1702, top5_acc: 0.3914, loss_cls: 4.6502, loss: 4.6502 2024-12-26 06:27:38,651 - pyskl - INFO - Epoch [6][2800/3746] lr: 9.964e-02, eta: 4 days, 16:10:02, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1719, top5_acc: 0.3912, loss_cls: 4.6436, loss: 4.6436 2024-12-26 06:28:50,458 - pyskl - INFO - Epoch [6][2900/3746] lr: 9.963e-02, eta: 4 days, 16:07:35, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1750, top5_acc: 0.3945, loss_cls: 4.6299, loss: 4.6299 2024-12-26 06:30:02,375 - pyskl - INFO - Epoch [6][3000/3746] lr: 9.963e-02, eta: 4 days, 16:05:10, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1775, top5_acc: 0.3908, loss_cls: 4.6487, loss: 4.6487 2024-12-26 06:31:14,792 - pyskl - INFO - Epoch [6][3100/3746] lr: 9.963e-02, eta: 4 days, 16:02:59, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.1722, top5_acc: 0.3917, loss_cls: 4.6110, loss: 4.6110 2024-12-26 06:32:26,734 - pyskl - INFO - Epoch [6][3200/3746] lr: 9.962e-02, eta: 4 days, 16:00:37, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1750, top5_acc: 0.3939, loss_cls: 4.6396, loss: 4.6396 2024-12-26 06:33:38,791 - pyskl - INFO - Epoch [6][3300/3746] lr: 9.962e-02, eta: 4 days, 15:58:18, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1723, top5_acc: 0.3920, loss_cls: 4.6088, loss: 4.6088 2024-12-26 06:34:50,663 - pyskl - INFO - Epoch [6][3400/3746] lr: 9.962e-02, eta: 4 days, 15:55:55, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1789, top5_acc: 0.3906, loss_cls: 4.6235, loss: 4.6235 2024-12-26 06:36:02,910 - pyskl - INFO - Epoch [6][3500/3746] lr: 9.961e-02, eta: 4 days, 15:53:42, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1741, top5_acc: 0.3948, loss_cls: 4.6059, loss: 4.6059 2024-12-26 06:37:15,312 - pyskl - INFO - Epoch [6][3600/3746] lr: 9.961e-02, eta: 4 days, 15:51:33, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.1748, top5_acc: 0.3881, loss_cls: 4.6163, loss: 4.6163 2024-12-26 06:38:27,550 - pyskl - INFO - Epoch [6][3700/3746] lr: 9.961e-02, eta: 4 days, 15:49:21, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1736, top5_acc: 0.3917, loss_cls: 4.6265, loss: 4.6265 2024-12-26 06:39:03,277 - pyskl - INFO - Saving checkpoint at 6 epochs 2024-12-26 06:41:02,571 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 06:41:03,675 - pyskl - INFO - top1_acc 0.0858 top5_acc 0.2386 2024-12-26 06:41:03,675 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 06:41:03,713 - pyskl - INFO - mean_acc 0.0857 2024-12-26 06:41:03,731 - pyskl - INFO - Epoch(val) [6][309] top1_acc: 0.0858, top5_acc: 0.2386, mean_class_accuracy: 0.0857 2024-12-26 06:44:41,821 - pyskl - INFO - Epoch [7][100/3746] lr: 9.960e-02, eta: 4 days, 16:30:59, time: 2.181, data_time: 1.459, memory: 15990, top1_acc: 0.1809, top5_acc: 0.4116, loss_cls: 4.5591, loss: 4.5591 2024-12-26 06:45:53,568 - pyskl - INFO - Epoch [7][200/3746] lr: 9.960e-02, eta: 4 days, 16:28:24, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1850, top5_acc: 0.4069, loss_cls: 4.5799, loss: 4.5799 2024-12-26 06:47:05,364 - pyskl - INFO - Epoch [7][300/3746] lr: 9.960e-02, eta: 4 days, 16:25:51, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1775, top5_acc: 0.4016, loss_cls: 4.5844, loss: 4.5844 2024-12-26 06:48:17,051 - pyskl - INFO - Epoch [7][400/3746] lr: 9.959e-02, eta: 4 days, 16:23:16, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1864, top5_acc: 0.4061, loss_cls: 4.5763, loss: 4.5763 2024-12-26 06:49:28,719 - pyskl - INFO - Epoch [7][500/3746] lr: 9.959e-02, eta: 4 days, 16:20:41, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1717, top5_acc: 0.4005, loss_cls: 4.6028, loss: 4.6028 2024-12-26 06:50:39,873 - pyskl - INFO - Epoch [7][600/3746] lr: 9.958e-02, eta: 4 days, 16:17:55, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1725, top5_acc: 0.3867, loss_cls: 4.6461, loss: 4.6461 2024-12-26 06:51:51,247 - pyskl - INFO - Epoch [7][700/3746] lr: 9.958e-02, eta: 4 days, 16:15:15, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1778, top5_acc: 0.4102, loss_cls: 4.5706, loss: 4.5706 2024-12-26 06:53:02,615 - pyskl - INFO - Epoch [7][800/3746] lr: 9.958e-02, eta: 4 days, 16:12:36, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1744, top5_acc: 0.3844, loss_cls: 4.6491, loss: 4.6491 2024-12-26 06:54:13,684 - pyskl - INFO - Epoch [7][900/3746] lr: 9.957e-02, eta: 4 days, 16:09:50, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1808, top5_acc: 0.4052, loss_cls: 4.5842, loss: 4.5842 2024-12-26 06:55:25,171 - pyskl - INFO - Epoch [7][1000/3746] lr: 9.957e-02, eta: 4 days, 16:07:15, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1769, top5_acc: 0.3989, loss_cls: 4.6254, loss: 4.6254 2024-12-26 06:56:36,433 - pyskl - INFO - Epoch [7][1100/3746] lr: 9.957e-02, eta: 4 days, 16:04:36, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1761, top5_acc: 0.3902, loss_cls: 4.6360, loss: 4.6360 2024-12-26 06:57:47,771 - pyskl - INFO - Epoch [7][1200/3746] lr: 9.956e-02, eta: 4 days, 16:01:59, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1816, top5_acc: 0.3991, loss_cls: 4.6009, loss: 4.6009 2024-12-26 06:58:58,925 - pyskl - INFO - Epoch [7][1300/3746] lr: 9.956e-02, eta: 4 days, 15:59:18, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1764, top5_acc: 0.3908, loss_cls: 4.6300, loss: 4.6300 2024-12-26 07:00:10,373 - pyskl - INFO - Epoch [7][1400/3746] lr: 9.956e-02, eta: 4 days, 15:56:45, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1828, top5_acc: 0.3967, loss_cls: 4.6043, loss: 4.6043 2024-12-26 07:01:22,129 - pyskl - INFO - Epoch [7][1500/3746] lr: 9.955e-02, eta: 4 days, 15:54:19, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1817, top5_acc: 0.4061, loss_cls: 4.6104, loss: 4.6104 2024-12-26 07:02:33,673 - pyskl - INFO - Epoch [7][1600/3746] lr: 9.955e-02, eta: 4 days, 15:51:50, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1753, top5_acc: 0.4000, loss_cls: 4.6258, loss: 4.6258 2024-12-26 07:03:45,242 - pyskl - INFO - Epoch [7][1700/3746] lr: 9.954e-02, eta: 4 days, 15:49:21, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1725, top5_acc: 0.4059, loss_cls: 4.5853, loss: 4.5853 2024-12-26 07:04:57,308 - pyskl - INFO - Epoch [7][1800/3746] lr: 9.954e-02, eta: 4 days, 15:47:04, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1775, top5_acc: 0.3936, loss_cls: 4.6067, loss: 4.6067 2024-12-26 07:06:09,108 - pyskl - INFO - Epoch [7][1900/3746] lr: 9.954e-02, eta: 4 days, 15:44:42, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1812, top5_acc: 0.3905, loss_cls: 4.6261, loss: 4.6261 2024-12-26 07:07:21,195 - pyskl - INFO - Epoch [7][2000/3746] lr: 9.953e-02, eta: 4 days, 15:42:27, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1823, top5_acc: 0.4016, loss_cls: 4.6007, loss: 4.6007 2024-12-26 07:08:32,693 - pyskl - INFO - Epoch [7][2100/3746] lr: 9.953e-02, eta: 4 days, 15:39:59, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1869, top5_acc: 0.4119, loss_cls: 4.5508, loss: 4.5508 2024-12-26 07:09:44,476 - pyskl - INFO - Epoch [7][2200/3746] lr: 9.952e-02, eta: 4 days, 15:37:38, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1734, top5_acc: 0.3903, loss_cls: 4.6238, loss: 4.6238 2024-12-26 07:10:56,006 - pyskl - INFO - Epoch [7][2300/3746] lr: 9.952e-02, eta: 4 days, 15:35:12, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1817, top5_acc: 0.3952, loss_cls: 4.6200, loss: 4.6200 2024-12-26 07:12:08,035 - pyskl - INFO - Epoch [7][2400/3746] lr: 9.952e-02, eta: 4 days, 15:32:58, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1795, top5_acc: 0.4016, loss_cls: 4.5765, loss: 4.5765 2024-12-26 07:13:19,657 - pyskl - INFO - Epoch [7][2500/3746] lr: 9.951e-02, eta: 4 days, 15:30:35, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1800, top5_acc: 0.3978, loss_cls: 4.5863, loss: 4.5863 2024-12-26 07:14:31,625 - pyskl - INFO - Epoch [7][2600/3746] lr: 9.951e-02, eta: 4 days, 15:28:21, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1830, top5_acc: 0.4016, loss_cls: 4.5867, loss: 4.5867 2024-12-26 07:15:43,189 - pyskl - INFO - Epoch [7][2700/3746] lr: 9.951e-02, eta: 4 days, 15:25:58, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1842, top5_acc: 0.3944, loss_cls: 4.6073, loss: 4.6073 2024-12-26 07:16:55,088 - pyskl - INFO - Epoch [7][2800/3746] lr: 9.950e-02, eta: 4 days, 15:23:43, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1702, top5_acc: 0.3908, loss_cls: 4.6317, loss: 4.6317 2024-12-26 07:18:06,616 - pyskl - INFO - Epoch [7][2900/3746] lr: 9.950e-02, eta: 4 days, 15:21:20, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1897, top5_acc: 0.4050, loss_cls: 4.5807, loss: 4.5807 2024-12-26 07:19:18,451 - pyskl - INFO - Epoch [7][3000/3746] lr: 9.949e-02, eta: 4 days, 15:19:05, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1855, top5_acc: 0.4062, loss_cls: 4.5492, loss: 4.5492 2024-12-26 07:20:30,608 - pyskl - INFO - Epoch [7][3100/3746] lr: 9.949e-02, eta: 4 days, 15:16:57, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1892, top5_acc: 0.4031, loss_cls: 4.5727, loss: 4.5727 2024-12-26 07:21:42,725 - pyskl - INFO - Epoch [7][3200/3746] lr: 9.949e-02, eta: 4 days, 15:14:48, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1759, top5_acc: 0.4012, loss_cls: 4.5873, loss: 4.5873 2024-12-26 07:22:55,112 - pyskl - INFO - Epoch [7][3300/3746] lr: 9.948e-02, eta: 4 days, 15:12:45, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.1859, top5_acc: 0.4056, loss_cls: 4.5945, loss: 4.5945 2024-12-26 07:24:06,998 - pyskl - INFO - Epoch [7][3400/3746] lr: 9.948e-02, eta: 4 days, 15:10:33, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1808, top5_acc: 0.3953, loss_cls: 4.5995, loss: 4.5995 2024-12-26 07:25:19,473 - pyskl - INFO - Epoch [7][3500/3746] lr: 9.947e-02, eta: 4 days, 15:08:33, time: 0.725, data_time: 0.000, memory: 15990, top1_acc: 0.1786, top5_acc: 0.4008, loss_cls: 4.5802, loss: 4.5802 2024-12-26 07:26:31,157 - pyskl - INFO - Epoch [7][3600/3746] lr: 9.947e-02, eta: 4 days, 15:06:17, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1767, top5_acc: 0.4050, loss_cls: 4.5871, loss: 4.5871 2024-12-26 07:27:42,935 - pyskl - INFO - Epoch [7][3700/3746] lr: 9.947e-02, eta: 4 days, 15:04:04, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1748, top5_acc: 0.3906, loss_cls: 4.6524, loss: 4.6524 2024-12-26 07:28:18,382 - pyskl - INFO - Saving checkpoint at 7 epochs 2024-12-26 07:30:16,794 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 07:30:17,709 - pyskl - INFO - top1_acc 0.1233 top5_acc 0.3097 2024-12-26 07:30:17,709 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 07:30:17,751 - pyskl - INFO - mean_acc 0.1232 2024-12-26 07:30:17,756 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_5.pth was removed 2024-12-26 07:30:18,050 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2024-12-26 07:30:18,050 - pyskl - INFO - Best top1_acc is 0.1233 at 7 epoch. 2024-12-26 07:30:18,062 - pyskl - INFO - Epoch(val) [7][309] top1_acc: 0.1233, top5_acc: 0.3097, mean_class_accuracy: 0.1232 2024-12-26 07:33:56,560 - pyskl - INFO - Epoch [8][100/3746] lr: 9.946e-02, eta: 4 days, 15:39:23, time: 2.185, data_time: 1.470, memory: 15990, top1_acc: 0.1795, top5_acc: 0.4047, loss_cls: 4.5550, loss: 4.5550 2024-12-26 07:35:08,404 - pyskl - INFO - Epoch [8][200/3746] lr: 9.946e-02, eta: 4 days, 15:37:03, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4161, loss_cls: 4.5170, loss: 4.5170 2024-12-26 07:36:20,170 - pyskl - INFO - Epoch [8][300/3746] lr: 9.945e-02, eta: 4 days, 15:34:42, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1794, top5_acc: 0.4128, loss_cls: 4.5404, loss: 4.5404 2024-12-26 07:37:32,169 - pyskl - INFO - Epoch [8][400/3746] lr: 9.945e-02, eta: 4 days, 15:32:26, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1859, top5_acc: 0.4097, loss_cls: 4.5809, loss: 4.5809 2024-12-26 07:38:43,976 - pyskl - INFO - Epoch [8][500/3746] lr: 9.944e-02, eta: 4 days, 15:30:07, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1773, top5_acc: 0.4052, loss_cls: 4.5534, loss: 4.5534 2024-12-26 07:39:55,111 - pyskl - INFO - Epoch [8][600/3746] lr: 9.944e-02, eta: 4 days, 15:27:34, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1900, top5_acc: 0.4163, loss_cls: 4.5077, loss: 4.5077 2024-12-26 07:41:06,610 - pyskl - INFO - Epoch [8][700/3746] lr: 9.943e-02, eta: 4 days, 15:25:10, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1772, top5_acc: 0.3998, loss_cls: 4.5835, loss: 4.5835 2024-12-26 07:42:18,013 - pyskl - INFO - Epoch [8][800/3746] lr: 9.943e-02, eta: 4 days, 15:22:44, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1778, top5_acc: 0.4034, loss_cls: 4.5692, loss: 4.5692 2024-12-26 07:43:29,087 - pyskl - INFO - Epoch [8][900/3746] lr: 9.943e-02, eta: 4 days, 15:20:13, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1747, top5_acc: 0.3969, loss_cls: 4.5914, loss: 4.5914 2024-12-26 07:44:40,529 - pyskl - INFO - Epoch [8][1000/3746] lr: 9.942e-02, eta: 4 days, 15:17:49, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1817, top5_acc: 0.3958, loss_cls: 4.6078, loss: 4.6078 2024-12-26 07:45:51,768 - pyskl - INFO - Epoch [8][1100/3746] lr: 9.942e-02, eta: 4 days, 15:15:22, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1963, top5_acc: 0.4172, loss_cls: 4.5254, loss: 4.5254 2024-12-26 07:47:03,151 - pyskl - INFO - Epoch [8][1200/3746] lr: 9.941e-02, eta: 4 days, 15:12:58, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1869, top5_acc: 0.4066, loss_cls: 4.5797, loss: 4.5797 2024-12-26 07:48:14,242 - pyskl - INFO - Epoch [8][1300/3746] lr: 9.941e-02, eta: 4 days, 15:10:28, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1797, top5_acc: 0.3986, loss_cls: 4.5935, loss: 4.5935 2024-12-26 07:49:25,754 - pyskl - INFO - Epoch [8][1400/3746] lr: 9.940e-02, eta: 4 days, 15:08:08, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1880, top5_acc: 0.4034, loss_cls: 4.5914, loss: 4.5914 2024-12-26 07:50:36,925 - pyskl - INFO - Epoch [8][1500/3746] lr: 9.940e-02, eta: 4 days, 15:05:42, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1839, top5_acc: 0.4164, loss_cls: 4.5061, loss: 4.5061 2024-12-26 07:51:48,352 - pyskl - INFO - Epoch [8][1600/3746] lr: 9.940e-02, eta: 4 days, 15:03:21, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1856, top5_acc: 0.4092, loss_cls: 4.5648, loss: 4.5648 2024-12-26 07:52:59,879 - pyskl - INFO - Epoch [8][1700/3746] lr: 9.939e-02, eta: 4 days, 15:01:02, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1902, top5_acc: 0.4098, loss_cls: 4.5389, loss: 4.5389 2024-12-26 07:54:12,023 - pyskl - INFO - Epoch [8][1800/3746] lr: 9.939e-02, eta: 4 days, 14:58:56, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1928, top5_acc: 0.4152, loss_cls: 4.5205, loss: 4.5205 2024-12-26 07:55:23,730 - pyskl - INFO - Epoch [8][1900/3746] lr: 9.938e-02, eta: 4 days, 14:56:41, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1897, top5_acc: 0.4067, loss_cls: 4.5438, loss: 4.5438 2024-12-26 07:56:35,487 - pyskl - INFO - Epoch [8][2000/3746] lr: 9.938e-02, eta: 4 days, 14:54:29, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1822, top5_acc: 0.4041, loss_cls: 4.5975, loss: 4.5975 2024-12-26 07:57:47,413 - pyskl - INFO - Epoch [8][2100/3746] lr: 9.937e-02, eta: 4 days, 14:52:19, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1792, top5_acc: 0.4039, loss_cls: 4.5726, loss: 4.5726 2024-12-26 07:58:59,069 - pyskl - INFO - Epoch [8][2200/3746] lr: 9.937e-02, eta: 4 days, 14:50:05, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1836, top5_acc: 0.4022, loss_cls: 4.5909, loss: 4.5909 2024-12-26 08:00:10,906 - pyskl - INFO - Epoch [8][2300/3746] lr: 9.937e-02, eta: 4 days, 14:47:55, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1903, top5_acc: 0.4127, loss_cls: 4.5562, loss: 4.5562 2024-12-26 08:01:22,794 - pyskl - INFO - Epoch [8][2400/3746] lr: 9.936e-02, eta: 4 days, 14:45:47, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1787, top5_acc: 0.4005, loss_cls: 4.5999, loss: 4.5999 2024-12-26 08:02:34,840 - pyskl - INFO - Epoch [8][2500/3746] lr: 9.936e-02, eta: 4 days, 14:43:41, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1800, top5_acc: 0.4033, loss_cls: 4.5694, loss: 4.5694 2024-12-26 08:03:46,675 - pyskl - INFO - Epoch [8][2600/3746] lr: 9.935e-02, eta: 4 days, 14:41:32, time: 0.718, data_time: 0.001, memory: 15990, top1_acc: 0.1777, top5_acc: 0.4052, loss_cls: 4.5661, loss: 4.5661 2024-12-26 08:04:58,772 - pyskl - INFO - Epoch [8][2700/3746] lr: 9.935e-02, eta: 4 days, 14:39:28, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1750, top5_acc: 0.3995, loss_cls: 4.5680, loss: 4.5680 2024-12-26 08:06:10,431 - pyskl - INFO - Epoch [8][2800/3746] lr: 9.934e-02, eta: 4 days, 14:37:17, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1781, top5_acc: 0.3975, loss_cls: 4.5873, loss: 4.5873 2024-12-26 08:07:22,323 - pyskl - INFO - Epoch [8][2900/3746] lr: 9.934e-02, eta: 4 days, 14:35:10, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1906, top5_acc: 0.4161, loss_cls: 4.5196, loss: 4.5196 2024-12-26 08:08:34,008 - pyskl - INFO - Epoch [8][3000/3746] lr: 9.933e-02, eta: 4 days, 14:33:00, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1859, top5_acc: 0.4045, loss_cls: 4.5782, loss: 4.5782 2024-12-26 08:09:45,770 - pyskl - INFO - Epoch [8][3100/3746] lr: 9.933e-02, eta: 4 days, 14:30:52, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1894, top5_acc: 0.4081, loss_cls: 4.5540, loss: 4.5540 2024-12-26 08:10:57,517 - pyskl - INFO - Epoch [8][3200/3746] lr: 9.933e-02, eta: 4 days, 14:28:44, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1883, top5_acc: 0.4039, loss_cls: 4.5925, loss: 4.5925 2024-12-26 08:12:09,591 - pyskl - INFO - Epoch [8][3300/3746] lr: 9.932e-02, eta: 4 days, 14:26:42, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1844, top5_acc: 0.4025, loss_cls: 4.5850, loss: 4.5850 2024-12-26 08:13:21,351 - pyskl - INFO - Epoch [8][3400/3746] lr: 9.932e-02, eta: 4 days, 14:24:34, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1883, top5_acc: 0.4141, loss_cls: 4.5236, loss: 4.5236 2024-12-26 08:14:32,988 - pyskl - INFO - Epoch [8][3500/3746] lr: 9.931e-02, eta: 4 days, 14:22:25, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1902, top5_acc: 0.4119, loss_cls: 4.5379, loss: 4.5379 2024-12-26 08:15:44,804 - pyskl - INFO - Epoch [8][3600/3746] lr: 9.931e-02, eta: 4 days, 14:20:20, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1864, top5_acc: 0.4058, loss_cls: 4.5583, loss: 4.5583 2024-12-26 08:16:56,807 - pyskl - INFO - Epoch [8][3700/3746] lr: 9.930e-02, eta: 4 days, 14:18:18, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1723, top5_acc: 0.4012, loss_cls: 4.5932, loss: 4.5932 2024-12-26 08:17:32,460 - pyskl - INFO - Saving checkpoint at 8 epochs 2024-12-26 08:19:31,179 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 08:19:32,035 - pyskl - INFO - top1_acc 0.1203 top5_acc 0.3104 2024-12-26 08:19:32,036 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 08:19:32,083 - pyskl - INFO - mean_acc 0.1201 2024-12-26 08:19:32,099 - pyskl - INFO - Epoch(val) [8][309] top1_acc: 0.1203, top5_acc: 0.3104, mean_class_accuracy: 0.1201 2024-12-26 08:23:08,354 - pyskl - INFO - Epoch [9][100/3746] lr: 9.930e-02, eta: 4 days, 14:48:06, time: 2.162, data_time: 1.451, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4192, loss_cls: 4.4953, loss: 4.4953 2024-12-26 08:24:20,377 - pyskl - INFO - Epoch [9][200/3746] lr: 9.929e-02, eta: 4 days, 14:45:59, time: 0.720, data_time: 0.001, memory: 15990, top1_acc: 0.1942, top5_acc: 0.4217, loss_cls: 4.4964, loss: 4.4964 2024-12-26 08:25:32,113 - pyskl - INFO - Epoch [9][300/3746] lr: 9.929e-02, eta: 4 days, 14:43:46, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1947, top5_acc: 0.4134, loss_cls: 4.5061, loss: 4.5061 2024-12-26 08:26:43,809 - pyskl - INFO - Epoch [9][400/3746] lr: 9.928e-02, eta: 4 days, 14:41:34, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1811, top5_acc: 0.4123, loss_cls: 4.5618, loss: 4.5618 2024-12-26 08:27:55,285 - pyskl - INFO - Epoch [9][500/3746] lr: 9.928e-02, eta: 4 days, 14:39:18, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1914, top5_acc: 0.4242, loss_cls: 4.4973, loss: 4.4973 2024-12-26 08:29:06,883 - pyskl - INFO - Epoch [9][600/3746] lr: 9.927e-02, eta: 4 days, 14:37:05, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1917, top5_acc: 0.4155, loss_cls: 4.5197, loss: 4.5197 2024-12-26 08:30:18,400 - pyskl - INFO - Epoch [9][700/3746] lr: 9.927e-02, eta: 4 days, 14:34:50, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1881, top5_acc: 0.4191, loss_cls: 4.5202, loss: 4.5202 2024-12-26 08:31:29,614 - pyskl - INFO - Epoch [9][800/3746] lr: 9.926e-02, eta: 4 days, 14:32:31, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1928, top5_acc: 0.4088, loss_cls: 4.5538, loss: 4.5538 2024-12-26 08:32:40,999 - pyskl - INFO - Epoch [9][900/3746] lr: 9.926e-02, eta: 4 days, 14:30:15, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1952, top5_acc: 0.4139, loss_cls: 4.4997, loss: 4.4997 2024-12-26 08:33:51,865 - pyskl - INFO - Epoch [9][1000/3746] lr: 9.925e-02, eta: 4 days, 14:27:51, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1847, top5_acc: 0.4062, loss_cls: 4.5779, loss: 4.5779 2024-12-26 08:35:03,304 - pyskl - INFO - Epoch [9][1100/3746] lr: 9.925e-02, eta: 4 days, 14:25:37, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1886, top5_acc: 0.4091, loss_cls: 4.5386, loss: 4.5386 2024-12-26 08:36:14,555 - pyskl - INFO - Epoch [9][1200/3746] lr: 9.924e-02, eta: 4 days, 14:23:20, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1791, top5_acc: 0.4058, loss_cls: 4.5614, loss: 4.5614 2024-12-26 08:37:26,143 - pyskl - INFO - Epoch [9][1300/3746] lr: 9.924e-02, eta: 4 days, 14:21:09, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1877, top5_acc: 0.4145, loss_cls: 4.5343, loss: 4.5343 2024-12-26 08:38:37,367 - pyskl - INFO - Epoch [9][1400/3746] lr: 9.923e-02, eta: 4 days, 14:18:53, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1902, top5_acc: 0.4095, loss_cls: 4.5293, loss: 4.5293 2024-12-26 08:39:48,582 - pyskl - INFO - Epoch [9][1500/3746] lr: 9.923e-02, eta: 4 days, 14:16:36, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1845, top5_acc: 0.4047, loss_cls: 4.5882, loss: 4.5882 2024-12-26 08:40:59,968 - pyskl - INFO - Epoch [9][1600/3746] lr: 9.922e-02, eta: 4 days, 14:14:23, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1812, top5_acc: 0.4109, loss_cls: 4.5397, loss: 4.5397 2024-12-26 08:42:11,425 - pyskl - INFO - Epoch [9][1700/3746] lr: 9.922e-02, eta: 4 days, 14:12:12, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1920, top5_acc: 0.4164, loss_cls: 4.5406, loss: 4.5406 2024-12-26 08:43:22,763 - pyskl - INFO - Epoch [9][1800/3746] lr: 9.921e-02, eta: 4 days, 14:09:59, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1889, top5_acc: 0.4077, loss_cls: 4.5406, loss: 4.5406 2024-12-26 08:44:33,734 - pyskl - INFO - Epoch [9][1900/3746] lr: 9.921e-02, eta: 4 days, 14:07:40, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1900, top5_acc: 0.4184, loss_cls: 4.5101, loss: 4.5101 2024-12-26 08:45:44,943 - pyskl - INFO - Epoch [9][2000/3746] lr: 9.920e-02, eta: 4 days, 14:05:26, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1866, top5_acc: 0.4025, loss_cls: 4.5937, loss: 4.5937 2024-12-26 08:46:56,970 - pyskl - INFO - Epoch [9][2100/3746] lr: 9.920e-02, eta: 4 days, 14:03:26, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1894, top5_acc: 0.4198, loss_cls: 4.5241, loss: 4.5241 2024-12-26 08:48:09,170 - pyskl - INFO - Epoch [9][2200/3746] lr: 9.919e-02, eta: 4 days, 14:01:28, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1852, top5_acc: 0.4095, loss_cls: 4.5622, loss: 4.5622 2024-12-26 08:49:20,812 - pyskl - INFO - Epoch [9][2300/3746] lr: 9.919e-02, eta: 4 days, 13:59:22, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1964, top5_acc: 0.4106, loss_cls: 4.5154, loss: 4.5154 2024-12-26 08:50:32,544 - pyskl - INFO - Epoch [9][2400/3746] lr: 9.918e-02, eta: 4 days, 13:57:18, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4184, loss_cls: 4.5293, loss: 4.5293 2024-12-26 08:51:44,282 - pyskl - INFO - Epoch [9][2500/3746] lr: 9.918e-02, eta: 4 days, 13:55:14, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1955, top5_acc: 0.4030, loss_cls: 4.5585, loss: 4.5585 2024-12-26 08:52:56,092 - pyskl - INFO - Epoch [9][2600/3746] lr: 9.917e-02, eta: 4 days, 13:53:11, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1883, top5_acc: 0.4016, loss_cls: 4.5558, loss: 4.5558 2024-12-26 08:54:07,952 - pyskl - INFO - Epoch [9][2700/3746] lr: 9.917e-02, eta: 4 days, 13:51:10, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1930, top5_acc: 0.4134, loss_cls: 4.5000, loss: 4.5000 2024-12-26 08:55:19,764 - pyskl - INFO - Epoch [9][2800/3746] lr: 9.916e-02, eta: 4 days, 13:49:08, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1916, top5_acc: 0.4033, loss_cls: 4.5430, loss: 4.5430 2024-12-26 08:56:31,729 - pyskl - INFO - Epoch [9][2900/3746] lr: 9.916e-02, eta: 4 days, 13:47:09, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1837, top5_acc: 0.4023, loss_cls: 4.5467, loss: 4.5467 2024-12-26 08:57:43,458 - pyskl - INFO - Epoch [9][3000/3746] lr: 9.915e-02, eta: 4 days, 13:45:07, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1953, top5_acc: 0.4147, loss_cls: 4.4785, loss: 4.4785 2024-12-26 08:58:55,148 - pyskl - INFO - Epoch [9][3100/3746] lr: 9.915e-02, eta: 4 days, 13:43:04, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1809, top5_acc: 0.4014, loss_cls: 4.6060, loss: 4.6060 2024-12-26 09:00:07,175 - pyskl - INFO - Epoch [9][3200/3746] lr: 9.914e-02, eta: 4 days, 13:41:07, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1903, top5_acc: 0.4080, loss_cls: 4.5414, loss: 4.5414 2024-12-26 09:01:19,185 - pyskl - INFO - Epoch [9][3300/3746] lr: 9.914e-02, eta: 4 days, 13:39:10, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1913, top5_acc: 0.4053, loss_cls: 4.5502, loss: 4.5502 2024-12-26 09:02:31,285 - pyskl - INFO - Epoch [9][3400/3746] lr: 9.913e-02, eta: 4 days, 13:37:14, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1977, top5_acc: 0.4252, loss_cls: 4.5100, loss: 4.5100 2024-12-26 09:03:43,320 - pyskl - INFO - Epoch [9][3500/3746] lr: 9.913e-02, eta: 4 days, 13:35:18, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1870, top5_acc: 0.4113, loss_cls: 4.5270, loss: 4.5270 2024-12-26 09:04:55,053 - pyskl - INFO - Epoch [9][3600/3746] lr: 9.912e-02, eta: 4 days, 13:33:17, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1841, top5_acc: 0.4081, loss_cls: 4.5722, loss: 4.5722 2024-12-26 09:06:07,030 - pyskl - INFO - Epoch [9][3700/3746] lr: 9.912e-02, eta: 4 days, 13:31:21, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1856, top5_acc: 0.4094, loss_cls: 4.5387, loss: 4.5387 2024-12-26 09:06:42,193 - pyskl - INFO - Saving checkpoint at 9 epochs 2024-12-26 09:08:39,537 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 09:08:40,599 - pyskl - INFO - top1_acc 0.1258 top5_acc 0.3110 2024-12-26 09:08:40,599 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 09:08:40,635 - pyskl - INFO - mean_acc 0.1256 2024-12-26 09:08:40,640 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_7.pth was removed 2024-12-26 09:08:40,913 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2024-12-26 09:08:40,913 - pyskl - INFO - Best top1_acc is 0.1258 at 9 epoch. 2024-12-26 09:08:40,923 - pyskl - INFO - Epoch(val) [9][309] top1_acc: 0.1258, top5_acc: 0.3110, mean_class_accuracy: 0.1256 2024-12-26 09:12:19,706 - pyskl - INFO - Epoch [10][100/3746] lr: 9.911e-02, eta: 4 days, 13:58:06, time: 2.188, data_time: 1.468, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4305, loss_cls: 4.4565, loss: 4.4565 2024-12-26 09:13:31,823 - pyskl - INFO - Epoch [10][200/3746] lr: 9.910e-02, eta: 4 days, 13:56:07, time: 0.721, data_time: 0.001, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4258, loss_cls: 4.4795, loss: 4.4795 2024-12-26 09:14:43,459 - pyskl - INFO - Epoch [10][300/3746] lr: 9.910e-02, eta: 4 days, 13:54:01, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1853, top5_acc: 0.4044, loss_cls: 4.5474, loss: 4.5474 2024-12-26 09:15:54,940 - pyskl - INFO - Epoch [10][400/3746] lr: 9.909e-02, eta: 4 days, 13:51:52, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1819, top5_acc: 0.4089, loss_cls: 4.5451, loss: 4.5451 2024-12-26 09:17:06,385 - pyskl - INFO - Epoch [10][500/3746] lr: 9.909e-02, eta: 4 days, 13:49:43, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1894, top5_acc: 0.4214, loss_cls: 4.4929, loss: 4.4929 2024-12-26 09:18:17,595 - pyskl - INFO - Epoch [10][600/3746] lr: 9.908e-02, eta: 4 days, 13:47:31, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1920, top5_acc: 0.4206, loss_cls: 4.5066, loss: 4.5066 2024-12-26 09:19:28,633 - pyskl - INFO - Epoch [10][700/3746] lr: 9.908e-02, eta: 4 days, 13:45:17, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1916, top5_acc: 0.4181, loss_cls: 4.5013, loss: 4.5013 2024-12-26 09:20:39,934 - pyskl - INFO - Epoch [10][800/3746] lr: 9.907e-02, eta: 4 days, 13:43:07, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1888, top5_acc: 0.4037, loss_cls: 4.5514, loss: 4.5514 2024-12-26 09:21:51,137 - pyskl - INFO - Epoch [10][900/3746] lr: 9.907e-02, eta: 4 days, 13:40:55, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1909, top5_acc: 0.4172, loss_cls: 4.5109, loss: 4.5109 2024-12-26 09:23:02,341 - pyskl - INFO - Epoch [10][1000/3746] lr: 9.906e-02, eta: 4 days, 13:38:45, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1880, top5_acc: 0.4233, loss_cls: 4.4939, loss: 4.4939 2024-12-26 09:24:13,774 - pyskl - INFO - Epoch [10][1100/3746] lr: 9.906e-02, eta: 4 days, 13:36:38, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1902, top5_acc: 0.4150, loss_cls: 4.5178, loss: 4.5178 2024-12-26 09:25:25,030 - pyskl - INFO - Epoch [10][1200/3746] lr: 9.905e-02, eta: 4 days, 13:34:28, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1847, top5_acc: 0.4091, loss_cls: 4.5744, loss: 4.5744 2024-12-26 09:26:36,415 - pyskl - INFO - Epoch [10][1300/3746] lr: 9.905e-02, eta: 4 days, 13:32:21, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1869, top5_acc: 0.4134, loss_cls: 4.5330, loss: 4.5330 2024-12-26 09:27:47,764 - pyskl - INFO - Epoch [10][1400/3746] lr: 9.904e-02, eta: 4 days, 13:30:14, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1839, top5_acc: 0.4097, loss_cls: 4.5604, loss: 4.5604 2024-12-26 09:28:59,059 - pyskl - INFO - Epoch [10][1500/3746] lr: 9.903e-02, eta: 4 days, 13:28:06, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4256, loss_cls: 4.4647, loss: 4.4647 2024-12-26 09:30:10,245 - pyskl - INFO - Epoch [10][1600/3746] lr: 9.903e-02, eta: 4 days, 13:25:57, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1870, top5_acc: 0.4191, loss_cls: 4.4775, loss: 4.4775 2024-12-26 09:31:22,073 - pyskl - INFO - Epoch [10][1700/3746] lr: 9.902e-02, eta: 4 days, 13:23:58, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1900, top5_acc: 0.4158, loss_cls: 4.5183, loss: 4.5183 2024-12-26 09:32:33,287 - pyskl - INFO - Epoch [10][1800/3746] lr: 9.902e-02, eta: 4 days, 13:21:50, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1827, top5_acc: 0.4080, loss_cls: 4.5532, loss: 4.5532 2024-12-26 09:33:44,835 - pyskl - INFO - Epoch [10][1900/3746] lr: 9.901e-02, eta: 4 days, 13:19:47, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4192, loss_cls: 4.5262, loss: 4.5262 2024-12-26 09:34:55,965 - pyskl - INFO - Epoch [10][2000/3746] lr: 9.901e-02, eta: 4 days, 13:17:38, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1872, top5_acc: 0.4034, loss_cls: 4.5533, loss: 4.5533 2024-12-26 09:36:07,458 - pyskl - INFO - Epoch [10][2100/3746] lr: 9.900e-02, eta: 4 days, 13:15:35, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1963, top5_acc: 0.4250, loss_cls: 4.4840, loss: 4.4840 2024-12-26 09:37:19,134 - pyskl - INFO - Epoch [10][2200/3746] lr: 9.900e-02, eta: 4 days, 13:13:35, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1894, top5_acc: 0.4125, loss_cls: 4.5551, loss: 4.5551 2024-12-26 09:38:31,041 - pyskl - INFO - Epoch [10][2300/3746] lr: 9.899e-02, eta: 4 days, 13:11:39, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1867, top5_acc: 0.4103, loss_cls: 4.5450, loss: 4.5450 2024-12-26 09:39:42,741 - pyskl - INFO - Epoch [10][2400/3746] lr: 9.898e-02, eta: 4 days, 13:09:40, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1939, top5_acc: 0.4155, loss_cls: 4.5177, loss: 4.5177 2024-12-26 09:40:54,530 - pyskl - INFO - Epoch [10][2500/3746] lr: 9.898e-02, eta: 4 days, 13:07:42, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1848, top5_acc: 0.4083, loss_cls: 4.5482, loss: 4.5482 2024-12-26 09:42:06,416 - pyskl - INFO - Epoch [10][2600/3746] lr: 9.897e-02, eta: 4 days, 13:05:46, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1941, top5_acc: 0.4152, loss_cls: 4.5408, loss: 4.5408 2024-12-26 09:43:18,508 - pyskl - INFO - Epoch [10][2700/3746] lr: 9.897e-02, eta: 4 days, 13:03:53, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1953, top5_acc: 0.4272, loss_cls: 4.4601, loss: 4.4601 2024-12-26 09:44:30,371 - pyskl - INFO - Epoch [10][2800/3746] lr: 9.896e-02, eta: 4 days, 13:01:58, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2016, top5_acc: 0.4242, loss_cls: 4.4692, loss: 4.4692 2024-12-26 09:45:42,267 - pyskl - INFO - Epoch [10][2900/3746] lr: 9.896e-02, eta: 4 days, 13:00:02, time: 0.719, data_time: 0.001, memory: 15990, top1_acc: 0.1966, top5_acc: 0.4131, loss_cls: 4.5252, loss: 4.5252 2024-12-26 09:46:54,199 - pyskl - INFO - Epoch [10][3000/3746] lr: 9.895e-02, eta: 4 days, 12:58:08, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1916, top5_acc: 0.4128, loss_cls: 4.5270, loss: 4.5270 2024-12-26 09:48:06,102 - pyskl - INFO - Epoch [10][3100/3746] lr: 9.894e-02, eta: 4 days, 12:56:14, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1913, top5_acc: 0.4144, loss_cls: 4.5062, loss: 4.5062 2024-12-26 09:49:17,972 - pyskl - INFO - Epoch [10][3200/3746] lr: 9.894e-02, eta: 4 days, 12:54:19, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1942, top5_acc: 0.4195, loss_cls: 4.5075, loss: 4.5075 2024-12-26 09:50:29,947 - pyskl - INFO - Epoch [10][3300/3746] lr: 9.893e-02, eta: 4 days, 12:52:26, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1866, top5_acc: 0.4141, loss_cls: 4.5631, loss: 4.5631 2024-12-26 09:51:41,990 - pyskl - INFO - Epoch [10][3400/3746] lr: 9.893e-02, eta: 4 days, 12:50:34, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1950, top5_acc: 0.4225, loss_cls: 4.4889, loss: 4.4889 2024-12-26 09:52:53,690 - pyskl - INFO - Epoch [10][3500/3746] lr: 9.892e-02, eta: 4 days, 12:48:37, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1944, top5_acc: 0.4248, loss_cls: 4.4840, loss: 4.4840 2024-12-26 09:54:05,648 - pyskl - INFO - Epoch [10][3600/3746] lr: 9.892e-02, eta: 4 days, 12:46:45, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1972, top5_acc: 0.4189, loss_cls: 4.5187, loss: 4.5187 2024-12-26 09:55:17,472 - pyskl - INFO - Epoch [10][3700/3746] lr: 9.891e-02, eta: 4 days, 12:44:50, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1973, top5_acc: 0.4166, loss_cls: 4.5230, loss: 4.5230 2024-12-26 09:55:53,130 - pyskl - INFO - Saving checkpoint at 10 epochs 2024-12-26 09:57:50,517 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 09:57:51,522 - pyskl - INFO - top1_acc 0.1123 top5_acc 0.2919 2024-12-26 09:57:51,523 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 09:57:51,564 - pyskl - INFO - mean_acc 0.1121 2024-12-26 09:57:51,579 - pyskl - INFO - Epoch(val) [10][309] top1_acc: 0.1123, top5_acc: 0.2919, mean_class_accuracy: 0.1121 2024-12-26 10:01:25,903 - pyskl - INFO - Epoch [11][100/3746] lr: 9.890e-02, eta: 4 days, 13:07:32, time: 2.143, data_time: 1.427, memory: 15990, top1_acc: 0.1875, top5_acc: 0.4195, loss_cls: 4.5069, loss: 4.5069 2024-12-26 10:02:37,362 - pyskl - INFO - Epoch [11][200/3746] lr: 9.890e-02, eta: 4 days, 13:05:29, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1916, top5_acc: 0.4163, loss_cls: 4.4945, loss: 4.4945 2024-12-26 10:03:49,095 - pyskl - INFO - Epoch [11][300/3746] lr: 9.889e-02, eta: 4 days, 13:03:30, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1994, top5_acc: 0.4245, loss_cls: 4.4925, loss: 4.4925 2024-12-26 10:05:00,822 - pyskl - INFO - Epoch [11][400/3746] lr: 9.888e-02, eta: 4 days, 13:01:31, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1897, top5_acc: 0.4145, loss_cls: 4.5266, loss: 4.5266 2024-12-26 10:06:12,413 - pyskl - INFO - Epoch [11][500/3746] lr: 9.888e-02, eta: 4 days, 12:59:30, time: 0.716, data_time: 0.001, memory: 15990, top1_acc: 0.1900, top5_acc: 0.4230, loss_cls: 4.4968, loss: 4.4968 2024-12-26 10:07:23,801 - pyskl - INFO - Epoch [11][600/3746] lr: 9.887e-02, eta: 4 days, 12:57:27, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1917, top5_acc: 0.4214, loss_cls: 4.5199, loss: 4.5199 2024-12-26 10:08:35,263 - pyskl - INFO - Epoch [11][700/3746] lr: 9.887e-02, eta: 4 days, 12:55:25, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4036, loss_cls: 4.5386, loss: 4.5386 2024-12-26 10:09:46,681 - pyskl - INFO - Epoch [11][800/3746] lr: 9.886e-02, eta: 4 days, 12:53:23, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1964, top5_acc: 0.4206, loss_cls: 4.5110, loss: 4.5110 2024-12-26 10:10:58,103 - pyskl - INFO - Epoch [11][900/3746] lr: 9.885e-02, eta: 4 days, 12:51:21, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1886, top5_acc: 0.4142, loss_cls: 4.5134, loss: 4.5134 2024-12-26 10:12:10,164 - pyskl - INFO - Epoch [11][1000/3746] lr: 9.885e-02, eta: 4 days, 12:49:29, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1864, top5_acc: 0.4100, loss_cls: 4.5171, loss: 4.5171 2024-12-26 10:13:21,774 - pyskl - INFO - Epoch [11][1100/3746] lr: 9.884e-02, eta: 4 days, 12:47:30, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1850, top5_acc: 0.4141, loss_cls: 4.5441, loss: 4.5441 2024-12-26 10:14:33,858 - pyskl - INFO - Epoch [11][1200/3746] lr: 9.884e-02, eta: 4 days, 12:45:38, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1875, top5_acc: 0.4228, loss_cls: 4.4982, loss: 4.4982 2024-12-26 10:15:45,912 - pyskl - INFO - Epoch [11][1300/3746] lr: 9.883e-02, eta: 4 days, 12:43:45, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1834, top5_acc: 0.4066, loss_cls: 4.5241, loss: 4.5241 2024-12-26 10:16:58,118 - pyskl - INFO - Epoch [11][1400/3746] lr: 9.882e-02, eta: 4 days, 12:41:55, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1798, top5_acc: 0.4120, loss_cls: 4.5441, loss: 4.5441 2024-12-26 10:18:10,267 - pyskl - INFO - Epoch [11][1500/3746] lr: 9.882e-02, eta: 4 days, 12:40:05, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1920, top5_acc: 0.4189, loss_cls: 4.5153, loss: 4.5153 2024-12-26 10:19:22,593 - pyskl - INFO - Epoch [11][1600/3746] lr: 9.881e-02, eta: 4 days, 12:38:17, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.1844, top5_acc: 0.4097, loss_cls: 4.5418, loss: 4.5418 2024-12-26 10:20:34,647 - pyskl - INFO - Epoch [11][1700/3746] lr: 9.881e-02, eta: 4 days, 12:36:25, time: 0.721, data_time: 0.001, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4278, loss_cls: 4.4462, loss: 4.4462 2024-12-26 10:21:46,732 - pyskl - INFO - Epoch [11][1800/3746] lr: 9.880e-02, eta: 4 days, 12:34:34, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2025, top5_acc: 0.4372, loss_cls: 4.4667, loss: 4.4667 2024-12-26 10:22:58,539 - pyskl - INFO - Epoch [11][1900/3746] lr: 9.879e-02, eta: 4 days, 12:32:40, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1922, top5_acc: 0.4138, loss_cls: 4.4987, loss: 4.4987 2024-12-26 10:24:10,565 - pyskl - INFO - Epoch [11][2000/3746] lr: 9.879e-02, eta: 4 days, 12:30:49, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4203, loss_cls: 4.4734, loss: 4.4734 2024-12-26 10:25:22,598 - pyskl - INFO - Epoch [11][2100/3746] lr: 9.878e-02, eta: 4 days, 12:28:58, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1995, top5_acc: 0.4230, loss_cls: 4.4928, loss: 4.4928 2024-12-26 10:26:34,842 - pyskl - INFO - Epoch [11][2200/3746] lr: 9.878e-02, eta: 4 days, 12:27:10, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1983, top5_acc: 0.4222, loss_cls: 4.5022, loss: 4.5022 2024-12-26 10:27:46,931 - pyskl - INFO - Epoch [11][2300/3746] lr: 9.877e-02, eta: 4 days, 12:25:20, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4109, loss_cls: 4.5373, loss: 4.5373 2024-12-26 10:28:59,004 - pyskl - INFO - Epoch [11][2400/3746] lr: 9.876e-02, eta: 4 days, 12:23:30, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1917, top5_acc: 0.4148, loss_cls: 4.5235, loss: 4.5235 2024-12-26 10:30:10,971 - pyskl - INFO - Epoch [11][2500/3746] lr: 9.876e-02, eta: 4 days, 12:21:39, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4277, loss_cls: 4.4718, loss: 4.4718 2024-12-26 10:31:22,996 - pyskl - INFO - Epoch [11][2600/3746] lr: 9.875e-02, eta: 4 days, 12:19:49, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1998, top5_acc: 0.4217, loss_cls: 4.4777, loss: 4.4777 2024-12-26 10:32:35,260 - pyskl - INFO - Epoch [11][2700/3746] lr: 9.874e-02, eta: 4 days, 12:18:02, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4261, loss_cls: 4.4929, loss: 4.4929 2024-12-26 10:33:47,186 - pyskl - INFO - Epoch [11][2800/3746] lr: 9.874e-02, eta: 4 days, 12:16:11, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1902, top5_acc: 0.4222, loss_cls: 4.4912, loss: 4.4912 2024-12-26 10:34:59,435 - pyskl - INFO - Epoch [11][2900/3746] lr: 9.873e-02, eta: 4 days, 12:14:24, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1902, top5_acc: 0.4166, loss_cls: 4.5022, loss: 4.5022 2024-12-26 10:36:11,576 - pyskl - INFO - Epoch [11][3000/3746] lr: 9.873e-02, eta: 4 days, 12:12:36, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2022, top5_acc: 0.4264, loss_cls: 4.4764, loss: 4.4764 2024-12-26 10:37:23,579 - pyskl - INFO - Epoch [11][3100/3746] lr: 9.872e-02, eta: 4 days, 12:10:47, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1934, top5_acc: 0.4136, loss_cls: 4.5092, loss: 4.5092 2024-12-26 10:38:35,907 - pyskl - INFO - Epoch [11][3200/3746] lr: 9.871e-02, eta: 4 days, 12:09:02, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4234, loss_cls: 4.4894, loss: 4.4894 2024-12-26 10:39:47,889 - pyskl - INFO - Epoch [11][3300/3746] lr: 9.871e-02, eta: 4 days, 12:07:12, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2022, top5_acc: 0.4289, loss_cls: 4.4550, loss: 4.4550 2024-12-26 10:40:59,907 - pyskl - INFO - Epoch [11][3400/3746] lr: 9.870e-02, eta: 4 days, 12:05:23, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1928, top5_acc: 0.4166, loss_cls: 4.5242, loss: 4.5242 2024-12-26 10:42:11,795 - pyskl - INFO - Epoch [11][3500/3746] lr: 9.869e-02, eta: 4 days, 12:03:33, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1948, top5_acc: 0.4153, loss_cls: 4.4938, loss: 4.4938 2024-12-26 10:43:24,493 - pyskl - INFO - Epoch [11][3600/3746] lr: 9.869e-02, eta: 4 days, 12:01:53, time: 0.727, data_time: 0.000, memory: 15990, top1_acc: 0.1875, top5_acc: 0.4155, loss_cls: 4.5219, loss: 4.5219 2024-12-26 10:44:36,435 - pyskl - INFO - Epoch [11][3700/3746] lr: 9.868e-02, eta: 4 days, 12:00:04, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4167, loss_cls: 4.5009, loss: 4.5009 2024-12-26 10:45:11,943 - pyskl - INFO - Saving checkpoint at 11 epochs 2024-12-26 10:47:11,665 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 10:47:12,558 - pyskl - INFO - top1_acc 0.1217 top5_acc 0.3060 2024-12-26 10:47:12,558 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 10:47:12,614 - pyskl - INFO - mean_acc 0.1215 2024-12-26 10:47:12,632 - pyskl - INFO - Epoch(val) [11][309] top1_acc: 0.1217, top5_acc: 0.3060, mean_class_accuracy: 0.1215 2024-12-26 10:50:51,854 - pyskl - INFO - Epoch [12][100/3746] lr: 9.867e-02, eta: 4 days, 12:21:24, time: 2.192, data_time: 1.475, memory: 15990, top1_acc: 0.2106, top5_acc: 0.4406, loss_cls: 4.3968, loss: 4.3968 2024-12-26 10:52:03,903 - pyskl - INFO - Epoch [12][200/3746] lr: 9.867e-02, eta: 4 days, 12:19:33, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1958, top5_acc: 0.4248, loss_cls: 4.4503, loss: 4.4503 2024-12-26 10:53:15,519 - pyskl - INFO - Epoch [12][300/3746] lr: 9.866e-02, eta: 4 days, 12:17:36, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4233, loss_cls: 4.4590, loss: 4.4590 2024-12-26 10:54:26,879 - pyskl - INFO - Epoch [12][400/3746] lr: 9.865e-02, eta: 4 days, 12:15:37, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4186, loss_cls: 4.4753, loss: 4.4753 2024-12-26 10:55:38,293 - pyskl - INFO - Epoch [12][500/3746] lr: 9.865e-02, eta: 4 days, 12:13:39, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1973, top5_acc: 0.4219, loss_cls: 4.4736, loss: 4.4736 2024-12-26 10:56:49,572 - pyskl - INFO - Epoch [12][600/3746] lr: 9.864e-02, eta: 4 days, 12:11:39, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1938, top5_acc: 0.4209, loss_cls: 4.4777, loss: 4.4777 2024-12-26 10:58:01,241 - pyskl - INFO - Epoch [12][700/3746] lr: 9.863e-02, eta: 4 days, 12:09:44, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2033, top5_acc: 0.4241, loss_cls: 4.4628, loss: 4.4628 2024-12-26 10:59:12,543 - pyskl - INFO - Epoch [12][800/3746] lr: 9.863e-02, eta: 4 days, 12:07:44, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1927, top5_acc: 0.4272, loss_cls: 4.4835, loss: 4.4835 2024-12-26 11:00:24,087 - pyskl - INFO - Epoch [12][900/3746] lr: 9.862e-02, eta: 4 days, 12:05:48, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1984, top5_acc: 0.4292, loss_cls: 4.4648, loss: 4.4648 2024-12-26 11:01:35,509 - pyskl - INFO - Epoch [12][1000/3746] lr: 9.861e-02, eta: 4 days, 12:03:51, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1939, top5_acc: 0.4142, loss_cls: 4.4936, loss: 4.4936 2024-12-26 11:02:46,690 - pyskl - INFO - Epoch [12][1100/3746] lr: 9.861e-02, eta: 4 days, 12:01:51, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4186, loss_cls: 4.4980, loss: 4.4980 2024-12-26 11:03:58,751 - pyskl - INFO - Epoch [12][1200/3746] lr: 9.860e-02, eta: 4 days, 12:00:02, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4222, loss_cls: 4.4633, loss: 4.4633 2024-12-26 11:05:10,568 - pyskl - INFO - Epoch [12][1300/3746] lr: 9.859e-02, eta: 4 days, 11:58:10, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1936, top5_acc: 0.4214, loss_cls: 4.4859, loss: 4.4859 2024-12-26 11:06:22,663 - pyskl - INFO - Epoch [12][1400/3746] lr: 9.859e-02, eta: 4 days, 11:56:22, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4277, loss_cls: 4.4386, loss: 4.4386 2024-12-26 11:07:34,438 - pyskl - INFO - Epoch [12][1500/3746] lr: 9.858e-02, eta: 4 days, 11:54:30, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4200, loss_cls: 4.5072, loss: 4.5072 2024-12-26 11:08:46,504 - pyskl - INFO - Epoch [12][1600/3746] lr: 9.857e-02, eta: 4 days, 11:52:42, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4097, loss_cls: 4.5385, loss: 4.5385 2024-12-26 11:09:58,743 - pyskl - INFO - Epoch [12][1700/3746] lr: 9.857e-02, eta: 4 days, 11:50:56, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1970, top5_acc: 0.4131, loss_cls: 4.5316, loss: 4.5316 2024-12-26 11:11:10,482 - pyskl - INFO - Epoch [12][1800/3746] lr: 9.856e-02, eta: 4 days, 11:49:04, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4153, loss_cls: 4.5104, loss: 4.5104 2024-12-26 11:12:22,318 - pyskl - INFO - Epoch [12][1900/3746] lr: 9.855e-02, eta: 4 days, 11:47:13, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4216, loss_cls: 4.4748, loss: 4.4748 2024-12-26 11:13:34,126 - pyskl - INFO - Epoch [12][2000/3746] lr: 9.855e-02, eta: 4 days, 11:45:23, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1894, top5_acc: 0.4211, loss_cls: 4.5085, loss: 4.5085 2024-12-26 11:14:46,075 - pyskl - INFO - Epoch [12][2100/3746] lr: 9.854e-02, eta: 4 days, 11:43:34, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1911, top5_acc: 0.4248, loss_cls: 4.4866, loss: 4.4866 2024-12-26 11:15:57,962 - pyskl - INFO - Epoch [12][2200/3746] lr: 9.853e-02, eta: 4 days, 11:41:45, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1917, top5_acc: 0.4234, loss_cls: 4.4983, loss: 4.4983 2024-12-26 11:17:09,754 - pyskl - INFO - Epoch [12][2300/3746] lr: 9.853e-02, eta: 4 days, 11:39:54, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1945, top5_acc: 0.4208, loss_cls: 4.4970, loss: 4.4970 2024-12-26 11:18:21,913 - pyskl - INFO - Epoch [12][2400/3746] lr: 9.852e-02, eta: 4 days, 11:38:08, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1992, top5_acc: 0.4172, loss_cls: 4.4751, loss: 4.4751 2024-12-26 11:19:34,227 - pyskl - INFO - Epoch [12][2500/3746] lr: 9.851e-02, eta: 4 days, 11:36:25, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.1956, top5_acc: 0.4198, loss_cls: 4.5020, loss: 4.5020 2024-12-26 11:20:46,185 - pyskl - INFO - Epoch [12][2600/3746] lr: 9.851e-02, eta: 4 days, 11:34:37, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1923, top5_acc: 0.4159, loss_cls: 4.4992, loss: 4.4992 2024-12-26 11:21:58,311 - pyskl - INFO - Epoch [12][2700/3746] lr: 9.850e-02, eta: 4 days, 11:32:51, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4364, loss_cls: 4.4491, loss: 4.4491 2024-12-26 11:23:10,212 - pyskl - INFO - Epoch [12][2800/3746] lr: 9.849e-02, eta: 4 days, 11:31:03, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1902, top5_acc: 0.4166, loss_cls: 4.5065, loss: 4.5065 2024-12-26 11:24:22,265 - pyskl - INFO - Epoch [12][2900/3746] lr: 9.849e-02, eta: 4 days, 11:29:17, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1989, top5_acc: 0.4150, loss_cls: 4.5137, loss: 4.5137 2024-12-26 11:25:34,405 - pyskl - INFO - Epoch [12][3000/3746] lr: 9.848e-02, eta: 4 days, 11:27:31, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1841, top5_acc: 0.4122, loss_cls: 4.5331, loss: 4.5331 2024-12-26 11:26:46,262 - pyskl - INFO - Epoch [12][3100/3746] lr: 9.847e-02, eta: 4 days, 11:25:43, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4280, loss_cls: 4.4801, loss: 4.4801 2024-12-26 11:27:58,354 - pyskl - INFO - Epoch [12][3200/3746] lr: 9.847e-02, eta: 4 days, 11:23:58, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1989, top5_acc: 0.4247, loss_cls: 4.4623, loss: 4.4623 2024-12-26 11:29:10,258 - pyskl - INFO - Epoch [12][3300/3746] lr: 9.846e-02, eta: 4 days, 11:22:10, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4205, loss_cls: 4.5178, loss: 4.5178 2024-12-26 11:30:22,033 - pyskl - INFO - Epoch [12][3400/3746] lr: 9.845e-02, eta: 4 days, 11:20:22, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1944, top5_acc: 0.4238, loss_cls: 4.4954, loss: 4.4954 2024-12-26 11:31:34,149 - pyskl - INFO - Epoch [12][3500/3746] lr: 9.845e-02, eta: 4 days, 11:18:37, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1927, top5_acc: 0.4222, loss_cls: 4.4913, loss: 4.4913 2024-12-26 11:32:46,208 - pyskl - INFO - Epoch [12][3600/3746] lr: 9.844e-02, eta: 4 days, 11:16:52, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1911, top5_acc: 0.4197, loss_cls: 4.4952, loss: 4.4952 2024-12-26 11:33:58,234 - pyskl - INFO - Epoch [12][3700/3746] lr: 9.843e-02, eta: 4 days, 11:15:07, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1898, top5_acc: 0.4178, loss_cls: 4.5191, loss: 4.5191 2024-12-26 11:34:33,901 - pyskl - INFO - Saving checkpoint at 12 epochs 2024-12-26 11:36:32,898 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 11:36:33,702 - pyskl - INFO - top1_acc 0.1101 top5_acc 0.2819 2024-12-26 11:36:33,702 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 11:36:33,751 - pyskl - INFO - mean_acc 0.1098 2024-12-26 11:36:33,765 - pyskl - INFO - Epoch(val) [12][309] top1_acc: 0.1101, top5_acc: 0.2819, mean_class_accuracy: 0.1098 2024-12-26 11:40:08,210 - pyskl - INFO - Epoch [13][100/3746] lr: 9.842e-02, eta: 4 days, 11:33:27, time: 2.144, data_time: 1.430, memory: 15990, top1_acc: 0.1877, top5_acc: 0.4163, loss_cls: 4.5016, loss: 4.5016 2024-12-26 11:41:19,676 - pyskl - INFO - Epoch [13][200/3746] lr: 9.842e-02, eta: 4 days, 11:31:32, time: 0.715, data_time: 0.001, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4350, loss_cls: 4.4476, loss: 4.4476 2024-12-26 11:42:31,357 - pyskl - INFO - Epoch [13][300/3746] lr: 9.841e-02, eta: 4 days, 11:29:40, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4294, loss_cls: 4.4563, loss: 4.4563 2024-12-26 11:43:43,026 - pyskl - INFO - Epoch [13][400/3746] lr: 9.840e-02, eta: 4 days, 11:27:49, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4341, loss_cls: 4.4170, loss: 4.4170 2024-12-26 11:44:54,511 - pyskl - INFO - Epoch [13][500/3746] lr: 9.839e-02, eta: 4 days, 11:25:55, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1975, top5_acc: 0.4222, loss_cls: 4.4631, loss: 4.4631 2024-12-26 11:46:05,984 - pyskl - INFO - Epoch [13][600/3746] lr: 9.839e-02, eta: 4 days, 11:24:01, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4242, loss_cls: 4.4520, loss: 4.4520 2024-12-26 11:47:17,446 - pyskl - INFO - Epoch [13][700/3746] lr: 9.838e-02, eta: 4 days, 11:22:08, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4300, loss_cls: 4.4584, loss: 4.4584 2024-12-26 11:48:28,972 - pyskl - INFO - Epoch [13][800/3746] lr: 9.837e-02, eta: 4 days, 11:20:15, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4236, loss_cls: 4.4886, loss: 4.4886 2024-12-26 11:49:40,289 - pyskl - INFO - Epoch [13][900/3746] lr: 9.837e-02, eta: 4 days, 11:18:20, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1975, top5_acc: 0.4206, loss_cls: 4.4849, loss: 4.4849 2024-12-26 11:50:51,520 - pyskl - INFO - Epoch [13][1000/3746] lr: 9.836e-02, eta: 4 days, 11:16:25, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1978, top5_acc: 0.4264, loss_cls: 4.4747, loss: 4.4747 2024-12-26 11:52:02,925 - pyskl - INFO - Epoch [13][1100/3746] lr: 9.835e-02, eta: 4 days, 11:14:31, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1881, top5_acc: 0.4148, loss_cls: 4.5298, loss: 4.5298 2024-12-26 11:53:14,520 - pyskl - INFO - Epoch [13][1200/3746] lr: 9.834e-02, eta: 4 days, 11:12:40, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1948, top5_acc: 0.4139, loss_cls: 4.5022, loss: 4.5022 2024-12-26 11:54:26,531 - pyskl - INFO - Epoch [13][1300/3746] lr: 9.834e-02, eta: 4 days, 11:10:54, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1956, top5_acc: 0.4138, loss_cls: 4.5143, loss: 4.5143 2024-12-26 11:55:38,400 - pyskl - INFO - Epoch [13][1400/3746] lr: 9.833e-02, eta: 4 days, 11:09:06, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4302, loss_cls: 4.4328, loss: 4.4328 2024-12-26 11:56:50,851 - pyskl - INFO - Epoch [13][1500/3746] lr: 9.832e-02, eta: 4 days, 11:07:25, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.1970, top5_acc: 0.4242, loss_cls: 4.4613, loss: 4.4613 2024-12-26 11:58:02,772 - pyskl - INFO - Epoch [13][1600/3746] lr: 9.832e-02, eta: 4 days, 11:05:38, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4108, loss_cls: 4.4874, loss: 4.4874 2024-12-26 11:59:14,705 - pyskl - INFO - Epoch [13][1700/3746] lr: 9.831e-02, eta: 4 days, 11:03:51, time: 0.719, data_time: 0.001, memory: 15990, top1_acc: 0.2005, top5_acc: 0.4353, loss_cls: 4.4279, loss: 4.4279 2024-12-26 12:00:26,657 - pyskl - INFO - Epoch [13][1800/3746] lr: 9.830e-02, eta: 4 days, 11:02:05, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4333, loss_cls: 4.4534, loss: 4.4534 2024-12-26 12:01:38,559 - pyskl - INFO - Epoch [13][1900/3746] lr: 9.829e-02, eta: 4 days, 11:00:19, time: 0.719, data_time: 0.001, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4314, loss_cls: 4.4543, loss: 4.4543 2024-12-26 12:02:50,628 - pyskl - INFO - Epoch [13][2000/3746] lr: 9.829e-02, eta: 4 days, 10:58:34, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4342, loss_cls: 4.4366, loss: 4.4366 2024-12-26 12:04:02,961 - pyskl - INFO - Epoch [13][2100/3746] lr: 9.828e-02, eta: 4 days, 10:56:52, time: 0.723, data_time: 0.001, memory: 15990, top1_acc: 0.1883, top5_acc: 0.4194, loss_cls: 4.4949, loss: 4.4949 2024-12-26 12:05:15,126 - pyskl - INFO - Epoch [13][2200/3746] lr: 9.827e-02, eta: 4 days, 10:55:09, time: 0.722, data_time: 0.001, memory: 15990, top1_acc: 0.1972, top5_acc: 0.4200, loss_cls: 4.4752, loss: 4.4752 2024-12-26 12:06:27,147 - pyskl - INFO - Epoch [13][2300/3746] lr: 9.827e-02, eta: 4 days, 10:53:24, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2014, top5_acc: 0.4202, loss_cls: 4.4728, loss: 4.4728 2024-12-26 12:07:39,291 - pyskl - INFO - Epoch [13][2400/3746] lr: 9.826e-02, eta: 4 days, 10:51:41, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1959, top5_acc: 0.4222, loss_cls: 4.4991, loss: 4.4991 2024-12-26 12:08:51,106 - pyskl - INFO - Epoch [13][2500/3746] lr: 9.825e-02, eta: 4 days, 10:49:54, time: 0.718, data_time: 0.001, memory: 15990, top1_acc: 0.1955, top5_acc: 0.4294, loss_cls: 4.4858, loss: 4.4858 2024-12-26 12:10:03,314 - pyskl - INFO - Epoch [13][2600/3746] lr: 9.824e-02, eta: 4 days, 10:48:12, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1944, top5_acc: 0.4242, loss_cls: 4.4730, loss: 4.4730 2024-12-26 12:11:15,548 - pyskl - INFO - Epoch [13][2700/3746] lr: 9.824e-02, eta: 4 days, 10:46:30, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1942, top5_acc: 0.4191, loss_cls: 4.4971, loss: 4.4971 2024-12-26 12:12:27,450 - pyskl - INFO - Epoch [13][2800/3746] lr: 9.823e-02, eta: 4 days, 10:44:44, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4191, loss_cls: 4.5032, loss: 4.5032 2024-12-26 12:13:39,725 - pyskl - INFO - Epoch [13][2900/3746] lr: 9.822e-02, eta: 4 days, 10:43:03, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.1973, top5_acc: 0.4200, loss_cls: 4.5051, loss: 4.5051 2024-12-26 12:14:51,709 - pyskl - INFO - Epoch [13][3000/3746] lr: 9.821e-02, eta: 4 days, 10:41:19, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1992, top5_acc: 0.4219, loss_cls: 4.4881, loss: 4.4881 2024-12-26 12:16:03,914 - pyskl - INFO - Epoch [13][3100/3746] lr: 9.821e-02, eta: 4 days, 10:39:37, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1950, top5_acc: 0.4141, loss_cls: 4.5069, loss: 4.5069 2024-12-26 12:17:15,675 - pyskl - INFO - Epoch [13][3200/3746] lr: 9.820e-02, eta: 4 days, 10:37:51, time: 0.718, data_time: 0.001, memory: 15990, top1_acc: 0.1892, top5_acc: 0.4219, loss_cls: 4.4827, loss: 4.4827 2024-12-26 12:18:27,851 - pyskl - INFO - Epoch [13][3300/3746] lr: 9.819e-02, eta: 4 days, 10:36:09, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4278, loss_cls: 4.4653, loss: 4.4653 2024-12-26 12:19:39,619 - pyskl - INFO - Epoch [13][3400/3746] lr: 9.818e-02, eta: 4 days, 10:34:23, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4127, loss_cls: 4.5015, loss: 4.5015 2024-12-26 12:20:51,663 - pyskl - INFO - Epoch [13][3500/3746] lr: 9.818e-02, eta: 4 days, 10:32:40, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4277, loss_cls: 4.4391, loss: 4.4391 2024-12-26 12:22:03,441 - pyskl - INFO - Epoch [13][3600/3746] lr: 9.817e-02, eta: 4 days, 10:30:54, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1963, top5_acc: 0.4147, loss_cls: 4.5244, loss: 4.5244 2024-12-26 12:23:15,543 - pyskl - INFO - Epoch [13][3700/3746] lr: 9.816e-02, eta: 4 days, 10:29:12, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1963, top5_acc: 0.4256, loss_cls: 4.4832, loss: 4.4832 2024-12-26 12:23:51,353 - pyskl - INFO - Saving checkpoint at 13 epochs 2024-12-26 12:25:50,292 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 12:25:51,107 - pyskl - INFO - top1_acc 0.1433 top5_acc 0.3419 2024-12-26 12:25:51,107 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 12:25:51,149 - pyskl - INFO - mean_acc 0.1430 2024-12-26 12:25:51,154 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_9.pth was removed 2024-12-26 12:25:51,417 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2024-12-26 12:25:51,418 - pyskl - INFO - Best top1_acc is 0.1433 at 13 epoch. 2024-12-26 12:25:51,427 - pyskl - INFO - Epoch(val) [13][309] top1_acc: 0.1433, top5_acc: 0.3419, mean_class_accuracy: 0.1430 2024-12-26 12:29:25,847 - pyskl - INFO - Epoch [14][100/3746] lr: 9.815e-02, eta: 4 days, 10:45:51, time: 2.144, data_time: 1.428, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4317, loss_cls: 4.4325, loss: 4.4325 2024-12-26 12:30:37,241 - pyskl - INFO - Epoch [14][200/3746] lr: 9.814e-02, eta: 4 days, 10:43:59, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4308, loss_cls: 4.4505, loss: 4.4505 2024-12-26 12:31:48,955 - pyskl - INFO - Epoch [14][300/3746] lr: 9.814e-02, eta: 4 days, 10:42:11, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4325, loss_cls: 4.4477, loss: 4.4477 2024-12-26 12:33:00,378 - pyskl - INFO - Epoch [14][400/3746] lr: 9.813e-02, eta: 4 days, 10:40:20, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4297, loss_cls: 4.4532, loss: 4.4532 2024-12-26 12:34:11,647 - pyskl - INFO - Epoch [14][500/3746] lr: 9.812e-02, eta: 4 days, 10:38:27, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2027, top5_acc: 0.4297, loss_cls: 4.4640, loss: 4.4640 2024-12-26 12:35:23,290 - pyskl - INFO - Epoch [14][600/3746] lr: 9.811e-02, eta: 4 days, 10:36:38, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2003, top5_acc: 0.4273, loss_cls: 4.4528, loss: 4.4528 2024-12-26 12:36:34,609 - pyskl - INFO - Epoch [14][700/3746] lr: 9.811e-02, eta: 4 days, 10:34:47, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4216, loss_cls: 4.4493, loss: 4.4493 2024-12-26 12:37:46,567 - pyskl - INFO - Epoch [14][800/3746] lr: 9.810e-02, eta: 4 days, 10:33:02, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1958, top5_acc: 0.4239, loss_cls: 4.4851, loss: 4.4851 2024-12-26 12:38:58,095 - pyskl - INFO - Epoch [14][900/3746] lr: 9.809e-02, eta: 4 days, 10:31:12, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1955, top5_acc: 0.4264, loss_cls: 4.4873, loss: 4.4873 2024-12-26 12:40:09,438 - pyskl - INFO - Epoch [14][1000/3746] lr: 9.808e-02, eta: 4 days, 10:29:21, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1939, top5_acc: 0.4264, loss_cls: 4.4827, loss: 4.4827 2024-12-26 12:41:21,229 - pyskl - INFO - Epoch [14][1100/3746] lr: 9.807e-02, eta: 4 days, 10:27:35, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4245, loss_cls: 4.4739, loss: 4.4739 2024-12-26 12:42:33,337 - pyskl - INFO - Epoch [14][1200/3746] lr: 9.807e-02, eta: 4 days, 10:25:52, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1992, top5_acc: 0.4241, loss_cls: 4.4559, loss: 4.4559 2024-12-26 12:43:45,637 - pyskl - INFO - Epoch [14][1300/3746] lr: 9.806e-02, eta: 4 days, 10:24:11, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4289, loss_cls: 4.4547, loss: 4.4547 2024-12-26 12:44:58,045 - pyskl - INFO - Epoch [14][1400/3746] lr: 9.805e-02, eta: 4 days, 10:22:32, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4228, loss_cls: 4.4665, loss: 4.4665 2024-12-26 12:46:10,016 - pyskl - INFO - Epoch [14][1500/3746] lr: 9.804e-02, eta: 4 days, 10:20:48, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1983, top5_acc: 0.4234, loss_cls: 4.4690, loss: 4.4690 2024-12-26 12:47:21,885 - pyskl - INFO - Epoch [14][1600/3746] lr: 9.804e-02, eta: 4 days, 10:19:03, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1973, top5_acc: 0.4255, loss_cls: 4.4601, loss: 4.4601 2024-12-26 12:48:34,257 - pyskl - INFO - Epoch [14][1700/3746] lr: 9.803e-02, eta: 4 days, 10:17:24, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4247, loss_cls: 4.4738, loss: 4.4738 2024-12-26 12:49:46,201 - pyskl - INFO - Epoch [14][1800/3746] lr: 9.802e-02, eta: 4 days, 10:15:40, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4281, loss_cls: 4.4498, loss: 4.4498 2024-12-26 12:50:57,874 - pyskl - INFO - Epoch [14][1900/3746] lr: 9.801e-02, eta: 4 days, 10:13:53, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1967, top5_acc: 0.4183, loss_cls: 4.4831, loss: 4.4831 2024-12-26 12:52:10,055 - pyskl - INFO - Epoch [14][2000/3746] lr: 9.800e-02, eta: 4 days, 10:12:12, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4313, loss_cls: 4.4795, loss: 4.4795 2024-12-26 12:53:21,947 - pyskl - INFO - Epoch [14][2100/3746] lr: 9.800e-02, eta: 4 days, 10:10:28, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1984, top5_acc: 0.4227, loss_cls: 4.4875, loss: 4.4875 2024-12-26 12:54:33,867 - pyskl - INFO - Epoch [14][2200/3746] lr: 9.799e-02, eta: 4 days, 10:08:45, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4319, loss_cls: 4.4829, loss: 4.4829 2024-12-26 12:55:45,438 - pyskl - INFO - Epoch [14][2300/3746] lr: 9.798e-02, eta: 4 days, 10:06:58, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1891, top5_acc: 0.4234, loss_cls: 4.4742, loss: 4.4742 2024-12-26 12:56:57,329 - pyskl - INFO - Epoch [14][2400/3746] lr: 9.797e-02, eta: 4 days, 10:05:14, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1983, top5_acc: 0.4283, loss_cls: 4.4524, loss: 4.4524 2024-12-26 12:58:09,179 - pyskl - INFO - Epoch [14][2500/3746] lr: 9.797e-02, eta: 4 days, 10:03:30, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4245, loss_cls: 4.4838, loss: 4.4838 2024-12-26 12:59:21,057 - pyskl - INFO - Epoch [14][2600/3746] lr: 9.796e-02, eta: 4 days, 10:01:47, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1966, top5_acc: 0.4213, loss_cls: 4.4726, loss: 4.4726 2024-12-26 13:00:32,844 - pyskl - INFO - Epoch [14][2700/3746] lr: 9.795e-02, eta: 4 days, 10:00:02, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1955, top5_acc: 0.4238, loss_cls: 4.4761, loss: 4.4761 2024-12-26 13:01:44,763 - pyskl - INFO - Epoch [14][2800/3746] lr: 9.794e-02, eta: 4 days, 9:58:20, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4263, loss_cls: 4.4544, loss: 4.4544 2024-12-26 13:02:57,156 - pyskl - INFO - Epoch [14][2900/3746] lr: 9.793e-02, eta: 4 days, 9:56:42, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.1997, top5_acc: 0.4278, loss_cls: 4.4768, loss: 4.4768 2024-12-26 13:04:09,162 - pyskl - INFO - Epoch [14][3000/3746] lr: 9.793e-02, eta: 4 days, 9:55:00, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1983, top5_acc: 0.4233, loss_cls: 4.4940, loss: 4.4940 2024-12-26 13:05:20,900 - pyskl - INFO - Epoch [14][3100/3746] lr: 9.792e-02, eta: 4 days, 9:53:16, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4363, loss_cls: 4.4412, loss: 4.4412 2024-12-26 13:06:32,671 - pyskl - INFO - Epoch [14][3200/3746] lr: 9.791e-02, eta: 4 days, 9:51:32, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4305, loss_cls: 4.4337, loss: 4.4337 2024-12-26 13:07:44,442 - pyskl - INFO - Epoch [14][3300/3746] lr: 9.790e-02, eta: 4 days, 9:49:48, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4330, loss_cls: 4.4628, loss: 4.4628 2024-12-26 13:08:56,549 - pyskl - INFO - Epoch [14][3400/3746] lr: 9.789e-02, eta: 4 days, 9:48:08, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1956, top5_acc: 0.4197, loss_cls: 4.4876, loss: 4.4876 2024-12-26 13:10:08,482 - pyskl - INFO - Epoch [14][3500/3746] lr: 9.789e-02, eta: 4 days, 9:46:26, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2025, top5_acc: 0.4367, loss_cls: 4.4326, loss: 4.4326 2024-12-26 13:11:20,523 - pyskl - INFO - Epoch [14][3600/3746] lr: 9.788e-02, eta: 4 days, 9:44:45, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1952, top5_acc: 0.4233, loss_cls: 4.4821, loss: 4.4821 2024-12-26 13:12:32,628 - pyskl - INFO - Epoch [14][3700/3746] lr: 9.787e-02, eta: 4 days, 9:43:05, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1894, top5_acc: 0.4194, loss_cls: 4.5132, loss: 4.5132 2024-12-26 13:13:08,211 - pyskl - INFO - Saving checkpoint at 14 epochs 2024-12-26 13:15:06,135 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 13:15:07,008 - pyskl - INFO - top1_acc 0.1266 top5_acc 0.3128 2024-12-26 13:15:07,008 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 13:15:07,055 - pyskl - INFO - mean_acc 0.1265 2024-12-26 13:15:07,066 - pyskl - INFO - Epoch(val) [14][309] top1_acc: 0.1266, top5_acc: 0.3128, mean_class_accuracy: 0.1265 2024-12-26 13:18:42,898 - pyskl - INFO - Epoch [15][100/3746] lr: 9.786e-02, eta: 4 days, 9:58:31, time: 2.158, data_time: 1.443, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4414, loss_cls: 4.4290, loss: 4.4290 2024-12-26 13:19:54,246 - pyskl - INFO - Epoch [15][200/3746] lr: 9.785e-02, eta: 4 days, 9:56:42, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4356, loss_cls: 4.4437, loss: 4.4437 2024-12-26 13:21:05,751 - pyskl - INFO - Epoch [15][300/3746] lr: 9.784e-02, eta: 4 days, 9:54:54, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4372, loss_cls: 4.4024, loss: 4.4024 2024-12-26 13:22:16,996 - pyskl - INFO - Epoch [15][400/3746] lr: 9.783e-02, eta: 4 days, 9:53:04, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1997, top5_acc: 0.4338, loss_cls: 4.4534, loss: 4.4534 2024-12-26 13:23:28,679 - pyskl - INFO - Epoch [15][500/3746] lr: 9.783e-02, eta: 4 days, 9:51:19, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1967, top5_acc: 0.4330, loss_cls: 4.4517, loss: 4.4517 2024-12-26 13:24:40,221 - pyskl - INFO - Epoch [15][600/3746] lr: 9.782e-02, eta: 4 days, 9:49:32, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4236, loss_cls: 4.4657, loss: 4.4657 2024-12-26 13:25:51,412 - pyskl - INFO - Epoch [15][700/3746] lr: 9.781e-02, eta: 4 days, 9:47:42, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1978, top5_acc: 0.4245, loss_cls: 4.4445, loss: 4.4445 2024-12-26 13:27:02,901 - pyskl - INFO - Epoch [15][800/3746] lr: 9.780e-02, eta: 4 days, 9:45:55, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1984, top5_acc: 0.4308, loss_cls: 4.4559, loss: 4.4559 2024-12-26 13:28:14,168 - pyskl - INFO - Epoch [15][900/3746] lr: 9.779e-02, eta: 4 days, 9:44:05, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4314, loss_cls: 4.4211, loss: 4.4211 2024-12-26 13:29:25,664 - pyskl - INFO - Epoch [15][1000/3746] lr: 9.778e-02, eta: 4 days, 9:42:19, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4345, loss_cls: 4.3915, loss: 4.3915 2024-12-26 13:30:37,684 - pyskl - INFO - Epoch [15][1100/3746] lr: 9.778e-02, eta: 4 days, 9:40:37, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1994, top5_acc: 0.4278, loss_cls: 4.4298, loss: 4.4298 2024-12-26 13:31:49,550 - pyskl - INFO - Epoch [15][1200/3746] lr: 9.777e-02, eta: 4 days, 9:38:54, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2033, top5_acc: 0.4319, loss_cls: 4.4451, loss: 4.4451 2024-12-26 13:33:00,736 - pyskl - INFO - Epoch [15][1300/3746] lr: 9.776e-02, eta: 4 days, 9:37:05, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1973, top5_acc: 0.4200, loss_cls: 4.4760, loss: 4.4760 2024-12-26 13:34:12,577 - pyskl - INFO - Epoch [15][1400/3746] lr: 9.775e-02, eta: 4 days, 9:35:22, time: 0.718, data_time: 0.001, memory: 15990, top1_acc: 0.1823, top5_acc: 0.4166, loss_cls: 4.4937, loss: 4.4937 2024-12-26 13:35:24,642 - pyskl - INFO - Epoch [15][1500/3746] lr: 9.774e-02, eta: 4 days, 9:33:41, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1997, top5_acc: 0.4255, loss_cls: 4.4631, loss: 4.4631 2024-12-26 13:36:36,279 - pyskl - INFO - Epoch [15][1600/3746] lr: 9.773e-02, eta: 4 days, 9:31:56, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4288, loss_cls: 4.4473, loss: 4.4473 2024-12-26 13:37:48,045 - pyskl - INFO - Epoch [15][1700/3746] lr: 9.773e-02, eta: 4 days, 9:30:13, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4394, loss_cls: 4.4202, loss: 4.4202 2024-12-26 13:39:00,108 - pyskl - INFO - Epoch [15][1800/3746] lr: 9.772e-02, eta: 4 days, 9:28:33, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1975, top5_acc: 0.4263, loss_cls: 4.4865, loss: 4.4865 2024-12-26 13:40:12,143 - pyskl - INFO - Epoch [15][1900/3746] lr: 9.771e-02, eta: 4 days, 9:26:52, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4306, loss_cls: 4.4488, loss: 4.4488 2024-12-26 13:41:24,092 - pyskl - INFO - Epoch [15][2000/3746] lr: 9.770e-02, eta: 4 days, 9:25:11, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4244, loss_cls: 4.4716, loss: 4.4716 2024-12-26 13:42:36,171 - pyskl - INFO - Epoch [15][2100/3746] lr: 9.769e-02, eta: 4 days, 9:23:31, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1938, top5_acc: 0.4191, loss_cls: 4.5158, loss: 4.5158 2024-12-26 13:43:48,380 - pyskl - INFO - Epoch [15][2200/3746] lr: 9.768e-02, eta: 4 days, 9:21:52, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1975, top5_acc: 0.4250, loss_cls: 4.4601, loss: 4.4601 2024-12-26 13:45:00,494 - pyskl - INFO - Epoch [15][2300/3746] lr: 9.768e-02, eta: 4 days, 9:20:12, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4269, loss_cls: 4.4544, loss: 4.4544 2024-12-26 13:46:12,571 - pyskl - INFO - Epoch [15][2400/3746] lr: 9.767e-02, eta: 4 days, 9:18:33, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1961, top5_acc: 0.4088, loss_cls: 4.5124, loss: 4.5124 2024-12-26 13:47:24,631 - pyskl - INFO - Epoch [15][2500/3746] lr: 9.766e-02, eta: 4 days, 9:16:53, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1977, top5_acc: 0.4297, loss_cls: 4.4698, loss: 4.4698 2024-12-26 13:48:36,690 - pyskl - INFO - Epoch [15][2600/3746] lr: 9.765e-02, eta: 4 days, 9:15:13, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2019, top5_acc: 0.4273, loss_cls: 4.4539, loss: 4.4539 2024-12-26 13:49:48,569 - pyskl - INFO - Epoch [15][2700/3746] lr: 9.764e-02, eta: 4 days, 9:13:32, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2047, top5_acc: 0.4398, loss_cls: 4.4322, loss: 4.4322 2024-12-26 13:51:00,561 - pyskl - INFO - Epoch [15][2800/3746] lr: 9.763e-02, eta: 4 days, 9:11:52, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2058, top5_acc: 0.4402, loss_cls: 4.4234, loss: 4.4234 2024-12-26 13:52:12,279 - pyskl - INFO - Epoch [15][2900/3746] lr: 9.763e-02, eta: 4 days, 9:10:10, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1953, top5_acc: 0.4264, loss_cls: 4.5102, loss: 4.5102 2024-12-26 13:53:24,543 - pyskl - INFO - Epoch [15][3000/3746] lr: 9.762e-02, eta: 4 days, 9:08:32, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4200, loss_cls: 4.4857, loss: 4.4857 2024-12-26 13:54:36,580 - pyskl - INFO - Epoch [15][3100/3746] lr: 9.761e-02, eta: 4 days, 9:06:53, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4306, loss_cls: 4.4093, loss: 4.4093 2024-12-26 13:55:48,664 - pyskl - INFO - Epoch [15][3200/3746] lr: 9.760e-02, eta: 4 days, 9:05:14, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1923, top5_acc: 0.4261, loss_cls: 4.4584, loss: 4.4584 2024-12-26 13:57:00,574 - pyskl - INFO - Epoch [15][3300/3746] lr: 9.759e-02, eta: 4 days, 9:03:34, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1902, top5_acc: 0.4200, loss_cls: 4.4744, loss: 4.4744 2024-12-26 13:58:12,418 - pyskl - INFO - Epoch [15][3400/3746] lr: 9.758e-02, eta: 4 days, 9:01:53, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2031, top5_acc: 0.4302, loss_cls: 4.4589, loss: 4.4589 2024-12-26 13:59:24,473 - pyskl - INFO - Epoch [15][3500/3746] lr: 9.757e-02, eta: 4 days, 9:00:14, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1984, top5_acc: 0.4275, loss_cls: 4.4835, loss: 4.4835 2024-12-26 14:00:36,723 - pyskl - INFO - Epoch [15][3600/3746] lr: 9.757e-02, eta: 4 days, 8:58:37, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1995, top5_acc: 0.4280, loss_cls: 4.4658, loss: 4.4658 2024-12-26 14:01:48,785 - pyskl - INFO - Epoch [15][3700/3746] lr: 9.756e-02, eta: 4 days, 8:56:58, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4330, loss_cls: 4.4404, loss: 4.4404 2024-12-26 14:02:24,306 - pyskl - INFO - Saving checkpoint at 15 epochs 2024-12-26 14:04:23,526 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 14:04:24,469 - pyskl - INFO - top1_acc 0.1356 top5_acc 0.3332 2024-12-26 14:04:24,469 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 14:04:24,514 - pyskl - INFO - mean_acc 0.1356 2024-12-26 14:04:24,529 - pyskl - INFO - Epoch(val) [15][309] top1_acc: 0.1356, top5_acc: 0.3332, mean_class_accuracy: 0.1356 2024-12-26 14:08:03,562 - pyskl - INFO - Epoch [16][100/3746] lr: 9.754e-02, eta: 4 days, 9:11:37, time: 2.190, data_time: 1.472, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4356, loss_cls: 4.4070, loss: 4.4070 2024-12-26 14:09:15,262 - pyskl - INFO - Epoch [16][200/3746] lr: 9.754e-02, eta: 4 days, 9:09:53, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2025, top5_acc: 0.4298, loss_cls: 4.4886, loss: 4.4886 2024-12-26 14:10:26,925 - pyskl - INFO - Epoch [16][300/3746] lr: 9.753e-02, eta: 4 days, 9:08:10, time: 0.717, data_time: 0.001, memory: 15990, top1_acc: 0.2022, top5_acc: 0.4297, loss_cls: 4.4337, loss: 4.4337 2024-12-26 14:11:37,990 - pyskl - INFO - Epoch [16][400/3746] lr: 9.752e-02, eta: 4 days, 9:06:21, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4314, loss_cls: 4.4694, loss: 4.4694 2024-12-26 14:12:49,398 - pyskl - INFO - Epoch [16][500/3746] lr: 9.751e-02, eta: 4 days, 9:04:35, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4277, loss_cls: 4.4463, loss: 4.4463 2024-12-26 14:14:00,660 - pyskl - INFO - Epoch [16][600/3746] lr: 9.750e-02, eta: 4 days, 9:02:48, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1975, top5_acc: 0.4189, loss_cls: 4.4671, loss: 4.4671 2024-12-26 14:15:11,821 - pyskl - INFO - Epoch [16][700/3746] lr: 9.749e-02, eta: 4 days, 9:01:00, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4266, loss_cls: 4.4583, loss: 4.4583 2024-12-26 14:16:22,910 - pyskl - INFO - Epoch [16][800/3746] lr: 9.748e-02, eta: 4 days, 8:59:12, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1963, top5_acc: 0.4258, loss_cls: 4.4586, loss: 4.4586 2024-12-26 14:17:34,504 - pyskl - INFO - Epoch [16][900/3746] lr: 9.747e-02, eta: 4 days, 8:57:28, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4314, loss_cls: 4.4404, loss: 4.4404 2024-12-26 14:18:45,777 - pyskl - INFO - Epoch [16][1000/3746] lr: 9.747e-02, eta: 4 days, 8:55:42, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1983, top5_acc: 0.4342, loss_cls: 4.4563, loss: 4.4563 2024-12-26 14:19:57,187 - pyskl - INFO - Epoch [16][1100/3746] lr: 9.746e-02, eta: 4 days, 8:53:56, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1945, top5_acc: 0.4230, loss_cls: 4.4721, loss: 4.4721 2024-12-26 14:21:08,697 - pyskl - INFO - Epoch [16][1200/3746] lr: 9.745e-02, eta: 4 days, 8:52:12, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4336, loss_cls: 4.4099, loss: 4.4099 2024-12-26 14:22:20,999 - pyskl - INFO - Epoch [16][1300/3746] lr: 9.744e-02, eta: 4 days, 8:50:35, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.1959, top5_acc: 0.4286, loss_cls: 4.4475, loss: 4.4475 2024-12-26 14:23:32,817 - pyskl - INFO - Epoch [16][1400/3746] lr: 9.743e-02, eta: 4 days, 8:48:54, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4253, loss_cls: 4.4708, loss: 4.4708 2024-12-26 14:24:44,721 - pyskl - INFO - Epoch [16][1500/3746] lr: 9.742e-02, eta: 4 days, 8:47:14, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4292, loss_cls: 4.4387, loss: 4.4387 2024-12-26 14:25:56,642 - pyskl - INFO - Epoch [16][1600/3746] lr: 9.741e-02, eta: 4 days, 8:45:34, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2039, top5_acc: 0.4370, loss_cls: 4.4310, loss: 4.4310 2024-12-26 14:27:09,051 - pyskl - INFO - Epoch [16][1700/3746] lr: 9.740e-02, eta: 4 days, 8:43:58, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4295, loss_cls: 4.4398, loss: 4.4398 2024-12-26 14:28:21,071 - pyskl - INFO - Epoch [16][1800/3746] lr: 9.740e-02, eta: 4 days, 8:42:19, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4197, loss_cls: 4.4783, loss: 4.4783 2024-12-26 14:29:33,236 - pyskl - INFO - Epoch [16][1900/3746] lr: 9.739e-02, eta: 4 days, 8:40:41, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2003, top5_acc: 0.4194, loss_cls: 4.4581, loss: 4.4581 2024-12-26 14:30:45,253 - pyskl - INFO - Epoch [16][2000/3746] lr: 9.738e-02, eta: 4 days, 8:39:02, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2033, top5_acc: 0.4334, loss_cls: 4.4440, loss: 4.4440 2024-12-26 14:31:57,522 - pyskl - INFO - Epoch [16][2100/3746] lr: 9.737e-02, eta: 4 days, 8:37:26, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4220, loss_cls: 4.4483, loss: 4.4483 2024-12-26 14:33:09,105 - pyskl - INFO - Epoch [16][2200/3746] lr: 9.736e-02, eta: 4 days, 8:35:43, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2019, top5_acc: 0.4323, loss_cls: 4.4259, loss: 4.4259 2024-12-26 14:34:21,428 - pyskl - INFO - Epoch [16][2300/3746] lr: 9.735e-02, eta: 4 days, 8:34:07, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.1858, top5_acc: 0.4316, loss_cls: 4.4782, loss: 4.4782 2024-12-26 14:35:33,227 - pyskl - INFO - Epoch [16][2400/3746] lr: 9.734e-02, eta: 4 days, 8:32:27, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4486, loss_cls: 4.4133, loss: 4.4133 2024-12-26 14:36:45,086 - pyskl - INFO - Epoch [16][2500/3746] lr: 9.733e-02, eta: 4 days, 8:30:47, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4275, loss_cls: 4.4717, loss: 4.4717 2024-12-26 14:37:56,780 - pyskl - INFO - Epoch [16][2600/3746] lr: 9.732e-02, eta: 4 days, 8:29:06, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4416, loss_cls: 4.4236, loss: 4.4236 2024-12-26 14:39:08,724 - pyskl - INFO - Epoch [16][2700/3746] lr: 9.731e-02, eta: 4 days, 8:27:27, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4339, loss_cls: 4.4480, loss: 4.4480 2024-12-26 14:40:21,017 - pyskl - INFO - Epoch [16][2800/3746] lr: 9.731e-02, eta: 4 days, 8:25:51, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4380, loss_cls: 4.4352, loss: 4.4352 2024-12-26 14:41:32,672 - pyskl - INFO - Epoch [16][2900/3746] lr: 9.730e-02, eta: 4 days, 8:24:10, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2030, top5_acc: 0.4345, loss_cls: 4.4331, loss: 4.4331 2024-12-26 14:42:44,885 - pyskl - INFO - Epoch [16][3000/3746] lr: 9.729e-02, eta: 4 days, 8:22:34, time: 0.722, data_time: 0.001, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4200, loss_cls: 4.4818, loss: 4.4818 2024-12-26 14:43:57,097 - pyskl - INFO - Epoch [16][3100/3746] lr: 9.728e-02, eta: 4 days, 8:20:58, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4256, loss_cls: 4.4584, loss: 4.4584 2024-12-26 14:45:09,363 - pyskl - INFO - Epoch [16][3200/3746] lr: 9.727e-02, eta: 4 days, 8:19:22, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4344, loss_cls: 4.4319, loss: 4.4319 2024-12-26 14:46:21,279 - pyskl - INFO - Epoch [16][3300/3746] lr: 9.726e-02, eta: 4 days, 8:17:43, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4359, loss_cls: 4.4221, loss: 4.4221 2024-12-26 14:47:33,319 - pyskl - INFO - Epoch [16][3400/3746] lr: 9.725e-02, eta: 4 days, 8:16:06, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2014, top5_acc: 0.4230, loss_cls: 4.4668, loss: 4.4668 2024-12-26 14:48:45,173 - pyskl - INFO - Epoch [16][3500/3746] lr: 9.724e-02, eta: 4 days, 8:14:27, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4317, loss_cls: 4.4641, loss: 4.4641 2024-12-26 14:49:56,959 - pyskl - INFO - Epoch [16][3600/3746] lr: 9.723e-02, eta: 4 days, 8:12:48, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4266, loss_cls: 4.4796, loss: 4.4796 2024-12-26 14:51:09,111 - pyskl - INFO - Epoch [16][3700/3746] lr: 9.722e-02, eta: 4 days, 8:11:11, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2027, top5_acc: 0.4345, loss_cls: 4.4547, loss: 4.4547 2024-12-26 14:51:45,049 - pyskl - INFO - Saving checkpoint at 16 epochs 2024-12-26 14:53:43,884 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 14:53:44,908 - pyskl - INFO - top1_acc 0.1431 top5_acc 0.3427 2024-12-26 14:53:44,908 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 14:53:44,957 - pyskl - INFO - mean_acc 0.1431 2024-12-26 14:53:44,969 - pyskl - INFO - Epoch(val) [16][309] top1_acc: 0.1431, top5_acc: 0.3427, mean_class_accuracy: 0.1431 2024-12-26 14:57:19,487 - pyskl - INFO - Epoch [17][100/3746] lr: 9.721e-02, eta: 4 days, 8:24:04, time: 2.145, data_time: 1.427, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4444, loss_cls: 4.4201, loss: 4.4201 2024-12-26 14:58:30,629 - pyskl - INFO - Epoch [17][200/3746] lr: 9.720e-02, eta: 4 days, 8:22:17, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1933, top5_acc: 0.4258, loss_cls: 4.4649, loss: 4.4649 2024-12-26 14:59:42,158 - pyskl - INFO - Epoch [17][300/3746] lr: 9.719e-02, eta: 4 days, 8:20:35, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1989, top5_acc: 0.4319, loss_cls: 4.4317, loss: 4.4317 2024-12-26 15:00:53,349 - pyskl - INFO - Epoch [17][400/3746] lr: 9.718e-02, eta: 4 days, 8:18:49, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1963, top5_acc: 0.4269, loss_cls: 4.4372, loss: 4.4372 2024-12-26 15:02:04,828 - pyskl - INFO - Epoch [17][500/3746] lr: 9.717e-02, eta: 4 days, 8:17:06, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4269, loss_cls: 4.4679, loss: 4.4679 2024-12-26 15:03:16,442 - pyskl - INFO - Epoch [17][600/3746] lr: 9.716e-02, eta: 4 days, 8:15:24, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4219, loss_cls: 4.4684, loss: 4.4684 2024-12-26 15:04:27,705 - pyskl - INFO - Epoch [17][700/3746] lr: 9.715e-02, eta: 4 days, 8:13:40, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4322, loss_cls: 4.4445, loss: 4.4445 2024-12-26 15:05:39,030 - pyskl - INFO - Epoch [17][800/3746] lr: 9.714e-02, eta: 4 days, 8:11:56, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4366, loss_cls: 4.3964, loss: 4.3964 2024-12-26 15:06:50,519 - pyskl - INFO - Epoch [17][900/3746] lr: 9.714e-02, eta: 4 days, 8:10:13, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2016, top5_acc: 0.4369, loss_cls: 4.4048, loss: 4.4048 2024-12-26 15:08:01,874 - pyskl - INFO - Epoch [17][1000/3746] lr: 9.713e-02, eta: 4 days, 8:08:30, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4288, loss_cls: 4.4730, loss: 4.4730 2024-12-26 15:09:13,213 - pyskl - INFO - Epoch [17][1100/3746] lr: 9.712e-02, eta: 4 days, 8:06:46, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4234, loss_cls: 4.4599, loss: 4.4599 2024-12-26 15:10:24,495 - pyskl - INFO - Epoch [17][1200/3746] lr: 9.711e-02, eta: 4 days, 8:05:02, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4272, loss_cls: 4.4460, loss: 4.4460 2024-12-26 15:11:36,096 - pyskl - INFO - Epoch [17][1300/3746] lr: 9.710e-02, eta: 4 days, 8:03:21, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4361, loss_cls: 4.4373, loss: 4.4373 2024-12-26 15:12:48,073 - pyskl - INFO - Epoch [17][1400/3746] lr: 9.709e-02, eta: 4 days, 8:01:43, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4300, loss_cls: 4.4386, loss: 4.4386 2024-12-26 15:14:00,100 - pyskl - INFO - Epoch [17][1500/3746] lr: 9.708e-02, eta: 4 days, 8:00:05, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1970, top5_acc: 0.4230, loss_cls: 4.4718, loss: 4.4718 2024-12-26 15:15:11,967 - pyskl - INFO - Epoch [17][1600/3746] lr: 9.707e-02, eta: 4 days, 7:58:26, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2019, top5_acc: 0.4308, loss_cls: 4.4611, loss: 4.4611 2024-12-26 15:16:24,286 - pyskl - INFO - Epoch [17][1700/3746] lr: 9.706e-02, eta: 4 days, 7:56:51, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4259, loss_cls: 4.4498, loss: 4.4498 2024-12-26 15:17:35,961 - pyskl - INFO - Epoch [17][1800/3746] lr: 9.705e-02, eta: 4 days, 7:55:11, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4363, loss_cls: 4.4215, loss: 4.4215 2024-12-26 15:18:48,047 - pyskl - INFO - Epoch [17][1900/3746] lr: 9.704e-02, eta: 4 days, 7:53:35, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4391, loss_cls: 4.4190, loss: 4.4190 2024-12-26 15:19:59,947 - pyskl - INFO - Epoch [17][2000/3746] lr: 9.703e-02, eta: 4 days, 7:51:56, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4289, loss_cls: 4.4528, loss: 4.4528 2024-12-26 15:21:12,329 - pyskl - INFO - Epoch [17][2100/3746] lr: 9.702e-02, eta: 4 days, 7:50:22, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.1916, top5_acc: 0.4320, loss_cls: 4.4780, loss: 4.4780 2024-12-26 15:22:24,418 - pyskl - INFO - Epoch [17][2200/3746] lr: 9.701e-02, eta: 4 days, 7:48:46, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4425, loss_cls: 4.4132, loss: 4.4132 2024-12-26 15:23:36,347 - pyskl - INFO - Epoch [17][2300/3746] lr: 9.700e-02, eta: 4 days, 7:47:08, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4238, loss_cls: 4.4315, loss: 4.4315 2024-12-26 15:24:48,743 - pyskl - INFO - Epoch [17][2400/3746] lr: 9.699e-02, eta: 4 days, 7:45:34, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4330, loss_cls: 4.4238, loss: 4.4238 2024-12-26 15:26:00,782 - pyskl - INFO - Epoch [17][2500/3746] lr: 9.698e-02, eta: 4 days, 7:43:58, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1967, top5_acc: 0.4295, loss_cls: 4.4530, loss: 4.4530 2024-12-26 15:27:13,091 - pyskl - INFO - Epoch [17][2600/3746] lr: 9.697e-02, eta: 4 days, 7:42:23, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4367, loss_cls: 4.4423, loss: 4.4423 2024-12-26 15:28:25,190 - pyskl - INFO - Epoch [17][2700/3746] lr: 9.697e-02, eta: 4 days, 7:40:47, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4298, loss_cls: 4.3998, loss: 4.3998 2024-12-26 15:29:37,023 - pyskl - INFO - Epoch [17][2800/3746] lr: 9.696e-02, eta: 4 days, 7:39:09, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2045, top5_acc: 0.4359, loss_cls: 4.4221, loss: 4.4221 2024-12-26 15:30:48,645 - pyskl - INFO - Epoch [17][2900/3746] lr: 9.695e-02, eta: 4 days, 7:37:29, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4292, loss_cls: 4.4737, loss: 4.4737 2024-12-26 15:32:00,662 - pyskl - INFO - Epoch [17][3000/3746] lr: 9.694e-02, eta: 4 days, 7:35:53, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4448, loss_cls: 4.4262, loss: 4.4262 2024-12-26 15:33:12,481 - pyskl - INFO - Epoch [17][3100/3746] lr: 9.693e-02, eta: 4 days, 7:34:15, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2069, top5_acc: 0.4333, loss_cls: 4.4022, loss: 4.4022 2024-12-26 15:34:24,241 - pyskl - INFO - Epoch [17][3200/3746] lr: 9.692e-02, eta: 4 days, 7:32:37, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2022, top5_acc: 0.4223, loss_cls: 4.4799, loss: 4.4799 2024-12-26 15:35:36,269 - pyskl - INFO - Epoch [17][3300/3746] lr: 9.691e-02, eta: 4 days, 7:31:01, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2039, top5_acc: 0.4333, loss_cls: 4.4250, loss: 4.4250 2024-12-26 15:36:48,232 - pyskl - INFO - Epoch [17][3400/3746] lr: 9.690e-02, eta: 4 days, 7:29:24, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4284, loss_cls: 4.4599, loss: 4.4599 2024-12-26 15:38:00,111 - pyskl - INFO - Epoch [17][3500/3746] lr: 9.689e-02, eta: 4 days, 7:27:47, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4397, loss_cls: 4.4581, loss: 4.4581 2024-12-26 15:39:12,217 - pyskl - INFO - Epoch [17][3600/3746] lr: 9.688e-02, eta: 4 days, 7:26:12, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4437, loss_cls: 4.4294, loss: 4.4294 2024-12-26 15:40:24,371 - pyskl - INFO - Epoch [17][3700/3746] lr: 9.687e-02, eta: 4 days, 7:24:37, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4370, loss_cls: 4.4180, loss: 4.4180 2024-12-26 15:40:59,690 - pyskl - INFO - Saving checkpoint at 17 epochs 2024-12-26 15:42:58,365 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 15:42:59,400 - pyskl - INFO - top1_acc 0.1323 top5_acc 0.3129 2024-12-26 15:42:59,400 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 15:42:59,461 - pyskl - INFO - mean_acc 0.1322 2024-12-26 15:42:59,472 - pyskl - INFO - Epoch(val) [17][309] top1_acc: 0.1323, top5_acc: 0.3129, mean_class_accuracy: 0.1322 2024-12-26 15:46:36,876 - pyskl - INFO - Epoch [18][100/3746] lr: 9.685e-02, eta: 4 days, 7:36:54, time: 2.174, data_time: 1.459, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4456, loss_cls: 4.3925, loss: 4.3925 2024-12-26 15:47:48,315 - pyskl - INFO - Epoch [18][200/3746] lr: 9.684e-02, eta: 4 days, 7:35:12, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4327, loss_cls: 4.4548, loss: 4.4548 2024-12-26 15:49:00,009 - pyskl - INFO - Epoch [18][300/3746] lr: 9.683e-02, eta: 4 days, 7:33:32, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1905, top5_acc: 0.4258, loss_cls: 4.4700, loss: 4.4700 2024-12-26 15:50:11,741 - pyskl - INFO - Epoch [18][400/3746] lr: 9.683e-02, eta: 4 days, 7:31:53, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4359, loss_cls: 4.4171, loss: 4.4171 2024-12-26 15:51:23,282 - pyskl - INFO - Epoch [18][500/3746] lr: 9.682e-02, eta: 4 days, 7:30:12, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2003, top5_acc: 0.4241, loss_cls: 4.4578, loss: 4.4578 2024-12-26 15:52:34,899 - pyskl - INFO - Epoch [18][600/3746] lr: 9.681e-02, eta: 4 days, 7:28:32, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4330, loss_cls: 4.4303, loss: 4.4303 2024-12-26 15:53:46,279 - pyskl - INFO - Epoch [18][700/3746] lr: 9.680e-02, eta: 4 days, 7:26:51, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4281, loss_cls: 4.4465, loss: 4.4465 2024-12-26 15:54:57,518 - pyskl - INFO - Epoch [18][800/3746] lr: 9.679e-02, eta: 4 days, 7:25:08, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4394, loss_cls: 4.4012, loss: 4.4012 2024-12-26 15:56:08,760 - pyskl - INFO - Epoch [18][900/3746] lr: 9.678e-02, eta: 4 days, 7:23:25, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2025, top5_acc: 0.4409, loss_cls: 4.4154, loss: 4.4154 2024-12-26 15:57:20,378 - pyskl - INFO - Epoch [18][1000/3746] lr: 9.677e-02, eta: 4 days, 7:21:45, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4319, loss_cls: 4.4136, loss: 4.4136 2024-12-26 15:58:32,088 - pyskl - INFO - Epoch [18][1100/3746] lr: 9.676e-02, eta: 4 days, 7:20:07, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1984, top5_acc: 0.4273, loss_cls: 4.4442, loss: 4.4442 2024-12-26 15:59:43,959 - pyskl - INFO - Epoch [18][1200/3746] lr: 9.675e-02, eta: 4 days, 7:18:29, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4447, loss_cls: 4.4071, loss: 4.4071 2024-12-26 16:00:55,414 - pyskl - INFO - Epoch [18][1300/3746] lr: 9.674e-02, eta: 4 days, 7:16:48, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4305, loss_cls: 4.4166, loss: 4.4166 2024-12-26 16:02:06,873 - pyskl - INFO - Epoch [18][1400/3746] lr: 9.673e-02, eta: 4 days, 7:15:08, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4302, loss_cls: 4.4355, loss: 4.4355 2024-12-26 16:03:19,264 - pyskl - INFO - Epoch [18][1500/3746] lr: 9.672e-02, eta: 4 days, 7:13:35, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.2037, top5_acc: 0.4255, loss_cls: 4.4282, loss: 4.4282 2024-12-26 16:04:31,508 - pyskl - INFO - Epoch [18][1600/3746] lr: 9.671e-02, eta: 4 days, 7:12:00, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1966, top5_acc: 0.4289, loss_cls: 4.4614, loss: 4.4614 2024-12-26 16:05:43,291 - pyskl - INFO - Epoch [18][1700/3746] lr: 9.670e-02, eta: 4 days, 7:10:22, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4378, loss_cls: 4.4317, loss: 4.4317 2024-12-26 16:06:55,494 - pyskl - INFO - Epoch [18][1800/3746] lr: 9.669e-02, eta: 4 days, 7:08:48, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1948, top5_acc: 0.4245, loss_cls: 4.4631, loss: 4.4631 2024-12-26 16:08:07,490 - pyskl - INFO - Epoch [18][1900/3746] lr: 9.668e-02, eta: 4 days, 7:07:12, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4420, loss_cls: 4.3952, loss: 4.3952 2024-12-26 16:09:19,655 - pyskl - INFO - Epoch [18][2000/3746] lr: 9.667e-02, eta: 4 days, 7:05:37, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1978, top5_acc: 0.4281, loss_cls: 4.4531, loss: 4.4531 2024-12-26 16:10:31,788 - pyskl - INFO - Epoch [18][2100/3746] lr: 9.666e-02, eta: 4 days, 7:04:02, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4341, loss_cls: 4.4224, loss: 4.4224 2024-12-26 16:11:43,716 - pyskl - INFO - Epoch [18][2200/3746] lr: 9.665e-02, eta: 4 days, 7:02:26, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4306, loss_cls: 4.4362, loss: 4.4362 2024-12-26 16:12:55,841 - pyskl - INFO - Epoch [18][2300/3746] lr: 9.664e-02, eta: 4 days, 7:00:51, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4322, loss_cls: 4.4132, loss: 4.4132 2024-12-26 16:14:07,637 - pyskl - INFO - Epoch [18][2400/3746] lr: 9.663e-02, eta: 4 days, 6:59:14, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2022, top5_acc: 0.4325, loss_cls: 4.4178, loss: 4.4178 2024-12-26 16:15:19,343 - pyskl - INFO - Epoch [18][2500/3746] lr: 9.662e-02, eta: 4 days, 6:57:36, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4409, loss_cls: 4.4213, loss: 4.4213 2024-12-26 16:16:30,842 - pyskl - INFO - Epoch [18][2600/3746] lr: 9.661e-02, eta: 4 days, 6:55:57, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4297, loss_cls: 4.4282, loss: 4.4282 2024-12-26 16:17:42,568 - pyskl - INFO - Epoch [18][2700/3746] lr: 9.660e-02, eta: 4 days, 6:54:19, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4350, loss_cls: 4.4115, loss: 4.4115 2024-12-26 16:18:54,459 - pyskl - INFO - Epoch [18][2800/3746] lr: 9.659e-02, eta: 4 days, 6:52:43, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4411, loss_cls: 4.4163, loss: 4.4163 2024-12-26 16:20:06,674 - pyskl - INFO - Epoch [18][2900/3746] lr: 9.658e-02, eta: 4 days, 6:51:10, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4258, loss_cls: 4.4445, loss: 4.4445 2024-12-26 16:21:18,917 - pyskl - INFO - Epoch [18][3000/3746] lr: 9.657e-02, eta: 4 days, 6:49:36, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1963, top5_acc: 0.4316, loss_cls: 4.4542, loss: 4.4542 2024-12-26 16:22:30,581 - pyskl - INFO - Epoch [18][3100/3746] lr: 9.656e-02, eta: 4 days, 6:47:59, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2022, top5_acc: 0.4303, loss_cls: 4.4375, loss: 4.4375 2024-12-26 16:23:42,541 - pyskl - INFO - Epoch [18][3200/3746] lr: 9.654e-02, eta: 4 days, 6:46:23, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2037, top5_acc: 0.4369, loss_cls: 4.4164, loss: 4.4164 2024-12-26 16:24:54,707 - pyskl - INFO - Epoch [18][3300/3746] lr: 9.653e-02, eta: 4 days, 6:44:49, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2025, top5_acc: 0.4278, loss_cls: 4.4530, loss: 4.4530 2024-12-26 16:26:07,146 - pyskl - INFO - Epoch [18][3400/3746] lr: 9.652e-02, eta: 4 days, 6:43:18, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4313, loss_cls: 4.4555, loss: 4.4555 2024-12-26 16:27:19,211 - pyskl - INFO - Epoch [18][3500/3746] lr: 9.651e-02, eta: 4 days, 6:41:43, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4317, loss_cls: 4.4259, loss: 4.4259 2024-12-26 16:28:31,068 - pyskl - INFO - Epoch [18][3600/3746] lr: 9.650e-02, eta: 4 days, 6:40:07, time: 0.719, data_time: 0.001, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4403, loss_cls: 4.3989, loss: 4.3989 2024-12-26 16:29:42,934 - pyskl - INFO - Epoch [18][3700/3746] lr: 9.649e-02, eta: 4 days, 6:38:32, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4519, loss_cls: 4.3822, loss: 4.3822 2024-12-26 16:30:18,622 - pyskl - INFO - Saving checkpoint at 18 epochs 2024-12-26 16:32:18,599 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 16:32:19,444 - pyskl - INFO - top1_acc 0.1324 top5_acc 0.3145 2024-12-26 16:32:19,444 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 16:32:19,491 - pyskl - INFO - mean_acc 0.1321 2024-12-26 16:32:19,506 - pyskl - INFO - Epoch(val) [18][309] top1_acc: 0.1324, top5_acc: 0.3145, mean_class_accuracy: 0.1321 2024-12-26 16:35:51,177 - pyskl - INFO - Epoch [19][100/3746] lr: 9.648e-02, eta: 4 days, 6:49:14, time: 2.117, data_time: 1.402, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4364, loss_cls: 4.4274, loss: 4.4274 2024-12-26 16:37:02,522 - pyskl - INFO - Epoch [19][200/3746] lr: 9.647e-02, eta: 4 days, 6:47:33, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2030, top5_acc: 0.4387, loss_cls: 4.4131, loss: 4.4131 2024-12-26 16:38:14,325 - pyskl - INFO - Epoch [19][300/3746] lr: 9.646e-02, eta: 4 days, 6:45:56, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4395, loss_cls: 4.3849, loss: 4.3849 2024-12-26 16:39:25,630 - pyskl - INFO - Epoch [19][400/3746] lr: 9.645e-02, eta: 4 days, 6:44:15, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4331, loss_cls: 4.4356, loss: 4.4356 2024-12-26 16:40:37,237 - pyskl - INFO - Epoch [19][500/3746] lr: 9.644e-02, eta: 4 days, 6:42:36, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2058, top5_acc: 0.4342, loss_cls: 4.4355, loss: 4.4355 2024-12-26 16:41:48,750 - pyskl - INFO - Epoch [19][600/3746] lr: 9.643e-02, eta: 4 days, 6:40:57, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1994, top5_acc: 0.4294, loss_cls: 4.4545, loss: 4.4545 2024-12-26 16:43:00,313 - pyskl - INFO - Epoch [19][700/3746] lr: 9.642e-02, eta: 4 days, 6:39:19, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4422, loss_cls: 4.4112, loss: 4.4112 2024-12-26 16:44:11,252 - pyskl - INFO - Epoch [19][800/3746] lr: 9.641e-02, eta: 4 days, 6:37:35, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2027, top5_acc: 0.4392, loss_cls: 4.4103, loss: 4.4103 2024-12-26 16:45:22,888 - pyskl - INFO - Epoch [19][900/3746] lr: 9.640e-02, eta: 4 days, 6:35:57, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4384, loss_cls: 4.4096, loss: 4.4096 2024-12-26 16:46:34,300 - pyskl - INFO - Epoch [19][1000/3746] lr: 9.639e-02, eta: 4 days, 6:34:18, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4367, loss_cls: 4.4342, loss: 4.4342 2024-12-26 16:47:45,968 - pyskl - INFO - Epoch [19][1100/3746] lr: 9.637e-02, eta: 4 days, 6:32:40, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4266, loss_cls: 4.4537, loss: 4.4537 2024-12-26 16:48:57,638 - pyskl - INFO - Epoch [19][1200/3746] lr: 9.636e-02, eta: 4 days, 6:31:03, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4442, loss_cls: 4.3877, loss: 4.3877 2024-12-26 16:50:09,001 - pyskl - INFO - Epoch [19][1300/3746] lr: 9.635e-02, eta: 4 days, 6:29:23, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4359, loss_cls: 4.4293, loss: 4.4293 2024-12-26 16:51:20,463 - pyskl - INFO - Epoch [19][1400/3746] lr: 9.634e-02, eta: 4 days, 6:27:44, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2053, top5_acc: 0.4311, loss_cls: 4.4285, loss: 4.4285 2024-12-26 16:52:32,091 - pyskl - INFO - Epoch [19][1500/3746] lr: 9.633e-02, eta: 4 days, 6:26:07, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4233, loss_cls: 4.4529, loss: 4.4529 2024-12-26 16:53:43,843 - pyskl - INFO - Epoch [19][1600/3746] lr: 9.632e-02, eta: 4 days, 6:24:30, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4342, loss_cls: 4.4473, loss: 4.4473 2024-12-26 16:54:56,149 - pyskl - INFO - Epoch [19][1700/3746] lr: 9.631e-02, eta: 4 days, 6:22:58, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4319, loss_cls: 4.4419, loss: 4.4419 2024-12-26 16:56:08,262 - pyskl - INFO - Epoch [19][1800/3746] lr: 9.630e-02, eta: 4 days, 6:21:24, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4366, loss_cls: 4.4123, loss: 4.4123 2024-12-26 16:57:19,897 - pyskl - INFO - Epoch [19][1900/3746] lr: 9.629e-02, eta: 4 days, 6:19:46, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2047, top5_acc: 0.4297, loss_cls: 4.4095, loss: 4.4095 2024-12-26 16:58:31,816 - pyskl - INFO - Epoch [19][2000/3746] lr: 9.628e-02, eta: 4 days, 6:18:11, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4352, loss_cls: 4.4278, loss: 4.4278 2024-12-26 16:59:43,383 - pyskl - INFO - Epoch [19][2100/3746] lr: 9.627e-02, eta: 4 days, 6:16:34, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2053, top5_acc: 0.4344, loss_cls: 4.4208, loss: 4.4208 2024-12-26 17:00:55,381 - pyskl - INFO - Epoch [19][2200/3746] lr: 9.626e-02, eta: 4 days, 6:14:59, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2006, top5_acc: 0.4319, loss_cls: 4.4271, loss: 4.4271 2024-12-26 17:02:07,943 - pyskl - INFO - Epoch [19][2300/3746] lr: 9.625e-02, eta: 4 days, 6:13:29, time: 0.726, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4328, loss_cls: 4.4241, loss: 4.4241 2024-12-26 17:03:19,964 - pyskl - INFO - Epoch [19][2400/3746] lr: 9.624e-02, eta: 4 days, 6:11:55, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1892, top5_acc: 0.4267, loss_cls: 4.4623, loss: 4.4623 2024-12-26 17:04:31,839 - pyskl - INFO - Epoch [19][2500/3746] lr: 9.623e-02, eta: 4 days, 6:10:20, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4375, loss_cls: 4.4073, loss: 4.4073 2024-12-26 17:05:43,684 - pyskl - INFO - Epoch [19][2600/3746] lr: 9.622e-02, eta: 4 days, 6:08:44, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.1952, top5_acc: 0.4303, loss_cls: 4.4133, loss: 4.4133 2024-12-26 17:06:55,395 - pyskl - INFO - Epoch [19][2700/3746] lr: 9.621e-02, eta: 4 days, 6:07:08, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4361, loss_cls: 4.4129, loss: 4.4129 2024-12-26 17:08:07,380 - pyskl - INFO - Epoch [19][2800/3746] lr: 9.620e-02, eta: 4 days, 6:05:34, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4381, loss_cls: 4.4147, loss: 4.4147 2024-12-26 17:09:19,540 - pyskl - INFO - Epoch [19][2900/3746] lr: 9.618e-02, eta: 4 days, 6:04:01, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4319, loss_cls: 4.4655, loss: 4.4655 2024-12-26 17:10:31,427 - pyskl - INFO - Epoch [19][3000/3746] lr: 9.617e-02, eta: 4 days, 6:02:26, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4363, loss_cls: 4.4096, loss: 4.4096 2024-12-26 17:11:43,451 - pyskl - INFO - Epoch [19][3100/3746] lr: 9.616e-02, eta: 4 days, 6:00:53, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4394, loss_cls: 4.3967, loss: 4.3967 2024-12-26 17:12:55,301 - pyskl - INFO - Epoch [19][3200/3746] lr: 9.615e-02, eta: 4 days, 5:59:18, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4317, loss_cls: 4.4332, loss: 4.4332 2024-12-26 17:14:07,470 - pyskl - INFO - Epoch [19][3300/3746] lr: 9.614e-02, eta: 4 days, 5:57:45, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4425, loss_cls: 4.3736, loss: 4.3736 2024-12-26 17:15:19,380 - pyskl - INFO - Epoch [19][3400/3746] lr: 9.613e-02, eta: 4 days, 5:56:11, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4384, loss_cls: 4.4150, loss: 4.4150 2024-12-26 17:16:31,380 - pyskl - INFO - Epoch [19][3500/3746] lr: 9.612e-02, eta: 4 days, 5:54:37, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4272, loss_cls: 4.4125, loss: 4.4125 2024-12-26 17:17:43,023 - pyskl - INFO - Epoch [19][3600/3746] lr: 9.611e-02, eta: 4 days, 5:53:01, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4422, loss_cls: 4.3937, loss: 4.3937 2024-12-26 17:18:54,922 - pyskl - INFO - Epoch [19][3700/3746] lr: 9.610e-02, eta: 4 days, 5:51:27, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4328, loss_cls: 4.4286, loss: 4.4286 2024-12-26 17:19:30,528 - pyskl - INFO - Saving checkpoint at 19 epochs 2024-12-26 17:21:29,963 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 17:21:30,834 - pyskl - INFO - top1_acc 0.1467 top5_acc 0.3481 2024-12-26 17:21:30,835 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 17:21:30,881 - pyskl - INFO - mean_acc 0.1467 2024-12-26 17:21:30,890 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_13.pth was removed 2024-12-26 17:21:31,229 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. 2024-12-26 17:21:31,230 - pyskl - INFO - Best top1_acc is 0.1467 at 19 epoch. 2024-12-26 17:21:31,250 - pyskl - INFO - Epoch(val) [19][309] top1_acc: 0.1467, top5_acc: 0.3481, mean_class_accuracy: 0.1467 2024-12-26 17:25:07,802 - pyskl - INFO - Epoch [20][100/3746] lr: 9.608e-02, eta: 4 days, 6:01:58, time: 2.165, data_time: 1.449, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4384, loss_cls: 4.3645, loss: 4.3645 2024-12-26 17:26:19,447 - pyskl - INFO - Epoch [20][200/3746] lr: 9.607e-02, eta: 4 days, 6:00:21, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4330, loss_cls: 4.4112, loss: 4.4112 2024-12-26 17:27:30,881 - pyskl - INFO - Epoch [20][300/3746] lr: 9.606e-02, eta: 4 days, 5:58:42, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4377, loss_cls: 4.4010, loss: 4.4010 2024-12-26 17:28:42,438 - pyskl - INFO - Epoch [20][400/3746] lr: 9.605e-02, eta: 4 days, 5:57:05, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4370, loss_cls: 4.4363, loss: 4.4363 2024-12-26 17:29:53,902 - pyskl - INFO - Epoch [20][500/3746] lr: 9.604e-02, eta: 4 days, 5:55:27, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4436, loss_cls: 4.3599, loss: 4.3599 2024-12-26 17:31:05,744 - pyskl - INFO - Epoch [20][600/3746] lr: 9.603e-02, eta: 4 days, 5:53:51, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4406, loss_cls: 4.3926, loss: 4.3926 2024-12-26 17:32:17,032 - pyskl - INFO - Epoch [20][700/3746] lr: 9.602e-02, eta: 4 days, 5:52:12, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1973, top5_acc: 0.4289, loss_cls: 4.4395, loss: 4.4395 2024-12-26 17:33:28,516 - pyskl - INFO - Epoch [20][800/3746] lr: 9.601e-02, eta: 4 days, 5:50:34, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4348, loss_cls: 4.4362, loss: 4.4362 2024-12-26 17:34:39,950 - pyskl - INFO - Epoch [20][900/3746] lr: 9.600e-02, eta: 4 days, 5:48:57, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4411, loss_cls: 4.3760, loss: 4.3760 2024-12-26 17:35:51,443 - pyskl - INFO - Epoch [20][1000/3746] lr: 9.598e-02, eta: 4 days, 5:47:19, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2106, top5_acc: 0.4411, loss_cls: 4.3694, loss: 4.3694 2024-12-26 17:37:02,739 - pyskl - INFO - Epoch [20][1100/3746] lr: 9.597e-02, eta: 4 days, 5:45:40, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4358, loss_cls: 4.4241, loss: 4.4241 2024-12-26 17:38:14,178 - pyskl - INFO - Epoch [20][1200/3746] lr: 9.596e-02, eta: 4 days, 5:44:03, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.1992, top5_acc: 0.4286, loss_cls: 4.4264, loss: 4.4264 2024-12-26 17:39:25,711 - pyskl - INFO - Epoch [20][1300/3746] lr: 9.595e-02, eta: 4 days, 5:42:26, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2112, top5_acc: 0.4461, loss_cls: 4.3993, loss: 4.3993 2024-12-26 17:40:37,087 - pyskl - INFO - Epoch [20][1400/3746] lr: 9.594e-02, eta: 4 days, 5:40:48, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4389, loss_cls: 4.4062, loss: 4.4062 2024-12-26 17:41:48,653 - pyskl - INFO - Epoch [20][1500/3746] lr: 9.593e-02, eta: 4 days, 5:39:11, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4275, loss_cls: 4.4327, loss: 4.4327 2024-12-26 17:43:00,316 - pyskl - INFO - Epoch [20][1600/3746] lr: 9.592e-02, eta: 4 days, 5:37:35, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4269, loss_cls: 4.4575, loss: 4.4575 2024-12-26 17:44:12,100 - pyskl - INFO - Epoch [20][1700/3746] lr: 9.591e-02, eta: 4 days, 5:36:00, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2039, top5_acc: 0.4325, loss_cls: 4.4282, loss: 4.4282 2024-12-26 17:45:24,474 - pyskl - INFO - Epoch [20][1800/3746] lr: 9.590e-02, eta: 4 days, 5:34:29, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.2077, top5_acc: 0.4391, loss_cls: 4.4243, loss: 4.4243 2024-12-26 17:46:36,314 - pyskl - INFO - Epoch [20][1900/3746] lr: 9.588e-02, eta: 4 days, 5:32:55, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2159, top5_acc: 0.4369, loss_cls: 4.3988, loss: 4.3988 2024-12-26 17:47:48,180 - pyskl - INFO - Epoch [20][2000/3746] lr: 9.587e-02, eta: 4 days, 5:31:20, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4389, loss_cls: 4.4130, loss: 4.4130 2024-12-26 17:48:59,954 - pyskl - INFO - Epoch [20][2100/3746] lr: 9.586e-02, eta: 4 days, 5:29:45, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4320, loss_cls: 4.4273, loss: 4.4273 2024-12-26 17:50:11,926 - pyskl - INFO - Epoch [20][2200/3746] lr: 9.585e-02, eta: 4 days, 5:28:12, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2089, top5_acc: 0.4309, loss_cls: 4.4412, loss: 4.4412 2024-12-26 17:51:24,020 - pyskl - INFO - Epoch [20][2300/3746] lr: 9.584e-02, eta: 4 days, 5:26:39, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2037, top5_acc: 0.4352, loss_cls: 4.4264, loss: 4.4264 2024-12-26 17:52:36,479 - pyskl - INFO - Epoch [20][2400/3746] lr: 9.583e-02, eta: 4 days, 5:25:09, time: 0.725, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4347, loss_cls: 4.3976, loss: 4.3976 2024-12-26 17:53:48,437 - pyskl - INFO - Epoch [20][2500/3746] lr: 9.582e-02, eta: 4 days, 5:23:36, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4381, loss_cls: 4.4312, loss: 4.4312 2024-12-26 17:55:00,458 - pyskl - INFO - Epoch [20][2600/3746] lr: 9.581e-02, eta: 4 days, 5:22:03, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.1995, top5_acc: 0.4247, loss_cls: 4.4380, loss: 4.4380 2024-12-26 17:56:12,563 - pyskl - INFO - Epoch [20][2700/3746] lr: 9.580e-02, eta: 4 days, 5:20:31, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4298, loss_cls: 4.4437, loss: 4.4437 2024-12-26 17:57:24,555 - pyskl - INFO - Epoch [20][2800/3746] lr: 9.578e-02, eta: 4 days, 5:18:58, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4322, loss_cls: 4.4166, loss: 4.4166 2024-12-26 17:58:36,303 - pyskl - INFO - Epoch [20][2900/3746] lr: 9.577e-02, eta: 4 days, 5:17:23, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4373, loss_cls: 4.4144, loss: 4.4144 2024-12-26 17:59:48,364 - pyskl - INFO - Epoch [20][3000/3746] lr: 9.576e-02, eta: 4 days, 5:15:51, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4408, loss_cls: 4.4072, loss: 4.4072 2024-12-26 18:01:00,396 - pyskl - INFO - Epoch [20][3100/3746] lr: 9.575e-02, eta: 4 days, 5:14:18, time: 0.720, data_time: 0.001, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4405, loss_cls: 4.4053, loss: 4.4053 2024-12-26 18:02:12,429 - pyskl - INFO - Epoch [20][3200/3746] lr: 9.574e-02, eta: 4 days, 5:12:45, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4348, loss_cls: 4.4419, loss: 4.4419 2024-12-26 18:03:24,734 - pyskl - INFO - Epoch [20][3300/3746] lr: 9.573e-02, eta: 4 days, 5:11:15, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4412, loss_cls: 4.4052, loss: 4.4052 2024-12-26 18:04:36,311 - pyskl - INFO - Epoch [20][3400/3746] lr: 9.572e-02, eta: 4 days, 5:09:39, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4347, loss_cls: 4.4161, loss: 4.4161 2024-12-26 18:05:48,111 - pyskl - INFO - Epoch [20][3500/3746] lr: 9.571e-02, eta: 4 days, 5:08:06, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4305, loss_cls: 4.3899, loss: 4.3899 2024-12-26 18:07:00,215 - pyskl - INFO - Epoch [20][3600/3746] lr: 9.569e-02, eta: 4 days, 5:06:34, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4375, loss_cls: 4.4149, loss: 4.4149 2024-12-26 18:08:12,053 - pyskl - INFO - Epoch [20][3700/3746] lr: 9.568e-02, eta: 4 days, 5:05:00, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2047, top5_acc: 0.4428, loss_cls: 4.3967, loss: 4.3967 2024-12-26 18:08:47,676 - pyskl - INFO - Saving checkpoint at 20 epochs 2024-12-26 18:10:47,717 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 18:10:48,663 - pyskl - INFO - top1_acc 0.1517 top5_acc 0.3443 2024-12-26 18:10:48,664 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 18:10:48,701 - pyskl - INFO - mean_acc 0.1516 2024-12-26 18:10:48,705 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_19.pth was removed 2024-12-26 18:10:48,960 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2024-12-26 18:10:48,961 - pyskl - INFO - Best top1_acc is 0.1517 at 20 epoch. 2024-12-26 18:10:48,973 - pyskl - INFO - Epoch(val) [20][309] top1_acc: 0.1517, top5_acc: 0.3443, mean_class_accuracy: 0.1516 2024-12-26 18:14:23,356 - pyskl - INFO - Epoch [21][100/3746] lr: 9.567e-02, eta: 4 days, 5:14:34, time: 2.144, data_time: 1.426, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4414, loss_cls: 4.3675, loss: 4.3675 2024-12-26 18:15:34,794 - pyskl - INFO - Epoch [21][200/3746] lr: 9.565e-02, eta: 4 days, 5:12:57, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4367, loss_cls: 4.4103, loss: 4.4103 2024-12-26 18:16:46,099 - pyskl - INFO - Epoch [21][300/3746] lr: 9.564e-02, eta: 4 days, 5:11:20, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4394, loss_cls: 4.4024, loss: 4.4024 2024-12-26 18:17:57,289 - pyskl - INFO - Epoch [21][400/3746] lr: 9.563e-02, eta: 4 days, 5:09:41, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4280, loss_cls: 4.4356, loss: 4.4356 2024-12-26 18:19:08,561 - pyskl - INFO - Epoch [21][500/3746] lr: 9.562e-02, eta: 4 days, 5:08:03, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1983, top5_acc: 0.4298, loss_cls: 4.4168, loss: 4.4168 2024-12-26 18:20:20,633 - pyskl - INFO - Epoch [21][600/3746] lr: 9.561e-02, eta: 4 days, 5:06:31, time: 0.721, data_time: 0.001, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4263, loss_cls: 4.4399, loss: 4.4399 2024-12-26 18:21:32,259 - pyskl - INFO - Epoch [21][700/3746] lr: 9.560e-02, eta: 4 days, 5:04:55, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2045, top5_acc: 0.4327, loss_cls: 4.4291, loss: 4.4291 2024-12-26 18:22:43,738 - pyskl - INFO - Epoch [21][800/3746] lr: 9.559e-02, eta: 4 days, 5:03:19, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4387, loss_cls: 4.3721, loss: 4.3721 2024-12-26 18:23:55,044 - pyskl - INFO - Epoch [21][900/3746] lr: 9.557e-02, eta: 4 days, 5:01:41, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2053, top5_acc: 0.4319, loss_cls: 4.4447, loss: 4.4447 2024-12-26 18:25:06,473 - pyskl - INFO - Epoch [21][1000/3746] lr: 9.556e-02, eta: 4 days, 5:00:05, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4406, loss_cls: 4.4081, loss: 4.4081 2024-12-26 18:26:17,858 - pyskl - INFO - Epoch [21][1100/3746] lr: 9.555e-02, eta: 4 days, 4:58:28, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4344, loss_cls: 4.4404, loss: 4.4404 2024-12-26 18:27:29,003 - pyskl - INFO - Epoch [21][1200/3746] lr: 9.554e-02, eta: 4 days, 4:56:50, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4342, loss_cls: 4.4387, loss: 4.4387 2024-12-26 18:28:40,086 - pyskl - INFO - Epoch [21][1300/3746] lr: 9.553e-02, eta: 4 days, 4:55:11, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4456, loss_cls: 4.3435, loss: 4.3435 2024-12-26 18:29:52,251 - pyskl - INFO - Epoch [21][1400/3746] lr: 9.552e-02, eta: 4 days, 4:53:40, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2069, top5_acc: 0.4347, loss_cls: 4.4310, loss: 4.4310 2024-12-26 18:31:04,356 - pyskl - INFO - Epoch [21][1500/3746] lr: 9.551e-02, eta: 4 days, 4:52:08, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4475, loss_cls: 4.3637, loss: 4.3637 2024-12-26 18:32:16,645 - pyskl - INFO - Epoch [21][1600/3746] lr: 9.549e-02, eta: 4 days, 4:50:37, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4391, loss_cls: 4.3879, loss: 4.3879 2024-12-26 18:33:28,597 - pyskl - INFO - Epoch [21][1700/3746] lr: 9.548e-02, eta: 4 days, 4:49:04, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4431, loss_cls: 4.4154, loss: 4.4154 2024-12-26 18:34:40,814 - pyskl - INFO - Epoch [21][1800/3746] lr: 9.547e-02, eta: 4 days, 4:47:33, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2008, top5_acc: 0.4311, loss_cls: 4.4469, loss: 4.4469 2024-12-26 18:35:52,829 - pyskl - INFO - Epoch [21][1900/3746] lr: 9.546e-02, eta: 4 days, 4:46:01, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4436, loss_cls: 4.3897, loss: 4.3897 2024-12-26 18:37:05,274 - pyskl - INFO - Epoch [21][2000/3746] lr: 9.545e-02, eta: 4 days, 4:44:31, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4378, loss_cls: 4.4029, loss: 4.4029 2024-12-26 18:38:17,450 - pyskl - INFO - Epoch [21][2100/3746] lr: 9.544e-02, eta: 4 days, 4:43:00, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1959, top5_acc: 0.4294, loss_cls: 4.4389, loss: 4.4389 2024-12-26 18:39:29,508 - pyskl - INFO - Epoch [21][2200/3746] lr: 9.542e-02, eta: 4 days, 4:41:28, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2155, top5_acc: 0.4423, loss_cls: 4.3833, loss: 4.3833 2024-12-26 18:40:41,677 - pyskl - INFO - Epoch [21][2300/3746] lr: 9.541e-02, eta: 4 days, 4:39:57, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4380, loss_cls: 4.4249, loss: 4.4249 2024-12-26 18:41:53,446 - pyskl - INFO - Epoch [21][2400/3746] lr: 9.540e-02, eta: 4 days, 4:38:23, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4361, loss_cls: 4.4410, loss: 4.4410 2024-12-26 18:43:05,114 - pyskl - INFO - Epoch [21][2500/3746] lr: 9.539e-02, eta: 4 days, 4:36:49, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2005, top5_acc: 0.4473, loss_cls: 4.3835, loss: 4.3835 2024-12-26 18:44:17,014 - pyskl - INFO - Epoch [21][2600/3746] lr: 9.538e-02, eta: 4 days, 4:35:17, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4230, loss_cls: 4.4639, loss: 4.4639 2024-12-26 18:45:28,816 - pyskl - INFO - Epoch [21][2700/3746] lr: 9.537e-02, eta: 4 days, 4:33:43, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2077, top5_acc: 0.4408, loss_cls: 4.4280, loss: 4.4280 2024-12-26 18:46:40,611 - pyskl - INFO - Epoch [21][2800/3746] lr: 9.535e-02, eta: 4 days, 4:32:10, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4372, loss_cls: 4.4176, loss: 4.4176 2024-12-26 18:47:53,012 - pyskl - INFO - Epoch [21][2900/3746] lr: 9.534e-02, eta: 4 days, 4:30:41, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4331, loss_cls: 4.4181, loss: 4.4181 2024-12-26 18:49:05,019 - pyskl - INFO - Epoch [21][3000/3746] lr: 9.533e-02, eta: 4 days, 4:29:09, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4556, loss_cls: 4.3494, loss: 4.3494 2024-12-26 18:50:17,150 - pyskl - INFO - Epoch [21][3100/3746] lr: 9.532e-02, eta: 4 days, 4:27:38, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4289, loss_cls: 4.4286, loss: 4.4286 2024-12-26 18:51:29,025 - pyskl - INFO - Epoch [21][3200/3746] lr: 9.531e-02, eta: 4 days, 4:26:05, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4316, loss_cls: 4.4467, loss: 4.4467 2024-12-26 18:52:40,944 - pyskl - INFO - Epoch [21][3300/3746] lr: 9.529e-02, eta: 4 days, 4:24:33, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4330, loss_cls: 4.4341, loss: 4.4341 2024-12-26 18:53:52,911 - pyskl - INFO - Epoch [21][3400/3746] lr: 9.528e-02, eta: 4 days, 4:23:01, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4411, loss_cls: 4.3902, loss: 4.3902 2024-12-26 18:55:05,037 - pyskl - INFO - Epoch [21][3500/3746] lr: 9.527e-02, eta: 4 days, 4:21:31, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4327, loss_cls: 4.4305, loss: 4.4305 2024-12-26 18:56:16,926 - pyskl - INFO - Epoch [21][3600/3746] lr: 9.526e-02, eta: 4 days, 4:19:58, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4331, loss_cls: 4.3889, loss: 4.3889 2024-12-26 18:57:28,849 - pyskl - INFO - Epoch [21][3700/3746] lr: 9.525e-02, eta: 4 days, 4:18:26, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4278, loss_cls: 4.4617, loss: 4.4617 2024-12-26 18:58:04,398 - pyskl - INFO - Saving checkpoint at 21 epochs 2024-12-26 19:00:03,141 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 19:00:04,072 - pyskl - INFO - top1_acc 0.1541 top5_acc 0.3584 2024-12-26 19:00:04,072 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 19:00:04,119 - pyskl - INFO - mean_acc 0.1541 2024-12-26 19:00:04,124 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_20.pth was removed 2024-12-26 19:00:04,416 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. 2024-12-26 19:00:04,416 - pyskl - INFO - Best top1_acc is 0.1541 at 21 epoch. 2024-12-26 19:00:04,426 - pyskl - INFO - Epoch(val) [21][309] top1_acc: 0.1541, top5_acc: 0.3584, mean_class_accuracy: 0.1541 2024-12-26 19:03:38,899 - pyskl - INFO - Epoch [22][100/3746] lr: 9.523e-02, eta: 4 days, 4:27:24, time: 2.145, data_time: 1.429, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4439, loss_cls: 4.3970, loss: 4.3970 2024-12-26 19:04:50,027 - pyskl - INFO - Epoch [22][200/3746] lr: 9.522e-02, eta: 4 days, 4:25:46, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2108, top5_acc: 0.4397, loss_cls: 4.3742, loss: 4.3742 2024-12-26 19:06:01,464 - pyskl - INFO - Epoch [22][300/3746] lr: 9.521e-02, eta: 4 days, 4:24:10, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4297, loss_cls: 4.4386, loss: 4.4386 2024-12-26 19:07:12,909 - pyskl - INFO - Epoch [22][400/3746] lr: 9.519e-02, eta: 4 days, 4:22:35, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4505, loss_cls: 4.3345, loss: 4.3345 2024-12-26 19:08:24,324 - pyskl - INFO - Epoch [22][500/3746] lr: 9.518e-02, eta: 4 days, 4:20:59, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4436, loss_cls: 4.3935, loss: 4.3935 2024-12-26 19:09:36,209 - pyskl - INFO - Epoch [22][600/3746] lr: 9.517e-02, eta: 4 days, 4:19:26, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4403, loss_cls: 4.3925, loss: 4.3925 2024-12-26 19:10:47,901 - pyskl - INFO - Epoch [22][700/3746] lr: 9.516e-02, eta: 4 days, 4:17:52, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4436, loss_cls: 4.3995, loss: 4.3995 2024-12-26 19:11:59,518 - pyskl - INFO - Epoch [22][800/3746] lr: 9.515e-02, eta: 4 days, 4:16:18, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4231, loss_cls: 4.4527, loss: 4.4527 2024-12-26 19:13:11,028 - pyskl - INFO - Epoch [22][900/3746] lr: 9.513e-02, eta: 4 days, 4:14:43, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4455, loss_cls: 4.3741, loss: 4.3741 2024-12-26 19:14:22,652 - pyskl - INFO - Epoch [22][1000/3746] lr: 9.512e-02, eta: 4 days, 4:13:09, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2172, top5_acc: 0.4459, loss_cls: 4.3674, loss: 4.3674 2024-12-26 19:15:33,932 - pyskl - INFO - Epoch [22][1100/3746] lr: 9.511e-02, eta: 4 days, 4:11:33, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4342, loss_cls: 4.4098, loss: 4.4098 2024-12-26 19:16:45,403 - pyskl - INFO - Epoch [22][1200/3746] lr: 9.510e-02, eta: 4 days, 4:09:58, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4412, loss_cls: 4.3999, loss: 4.3999 2024-12-26 19:17:57,051 - pyskl - INFO - Epoch [22][1300/3746] lr: 9.509e-02, eta: 4 days, 4:08:24, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4514, loss_cls: 4.3427, loss: 4.3427 2024-12-26 19:19:08,705 - pyskl - INFO - Epoch [22][1400/3746] lr: 9.507e-02, eta: 4 days, 4:06:50, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2031, top5_acc: 0.4313, loss_cls: 4.4411, loss: 4.4411 2024-12-26 19:20:20,552 - pyskl - INFO - Epoch [22][1500/3746] lr: 9.506e-02, eta: 4 days, 4:05:17, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2053, top5_acc: 0.4363, loss_cls: 4.4054, loss: 4.4054 2024-12-26 19:21:32,899 - pyskl - INFO - Epoch [22][1600/3746] lr: 9.505e-02, eta: 4 days, 4:03:48, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4456, loss_cls: 4.3868, loss: 4.3868 2024-12-26 19:22:45,035 - pyskl - INFO - Epoch [22][1700/3746] lr: 9.504e-02, eta: 4 days, 4:02:17, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2117, top5_acc: 0.4400, loss_cls: 4.3810, loss: 4.3810 2024-12-26 19:23:57,189 - pyskl - INFO - Epoch [22][1800/3746] lr: 9.502e-02, eta: 4 days, 4:00:47, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4363, loss_cls: 4.4684, loss: 4.4684 2024-12-26 19:25:09,271 - pyskl - INFO - Epoch [22][1900/3746] lr: 9.501e-02, eta: 4 days, 3:59:16, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1963, top5_acc: 0.4319, loss_cls: 4.4411, loss: 4.4411 2024-12-26 19:26:21,492 - pyskl - INFO - Epoch [22][2000/3746] lr: 9.500e-02, eta: 4 days, 3:57:46, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4292, loss_cls: 4.4314, loss: 4.4314 2024-12-26 19:27:33,058 - pyskl - INFO - Epoch [22][2100/3746] lr: 9.499e-02, eta: 4 days, 3:56:12, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4327, loss_cls: 4.4157, loss: 4.4157 2024-12-26 19:28:44,745 - pyskl - INFO - Epoch [22][2200/3746] lr: 9.498e-02, eta: 4 days, 3:54:39, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4420, loss_cls: 4.4038, loss: 4.4038 2024-12-26 19:29:57,073 - pyskl - INFO - Epoch [22][2300/3746] lr: 9.496e-02, eta: 4 days, 3:53:09, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2037, top5_acc: 0.4395, loss_cls: 4.4014, loss: 4.4014 2024-12-26 19:31:09,691 - pyskl - INFO - Epoch [22][2400/3746] lr: 9.495e-02, eta: 4 days, 3:51:42, time: 0.726, data_time: 0.000, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4384, loss_cls: 4.4184, loss: 4.4184 2024-12-26 19:32:21,763 - pyskl - INFO - Epoch [22][2500/3746] lr: 9.494e-02, eta: 4 days, 3:50:11, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4286, loss_cls: 4.4365, loss: 4.4365 2024-12-26 19:33:34,218 - pyskl - INFO - Epoch [22][2600/3746] lr: 9.493e-02, eta: 4 days, 3:48:43, time: 0.725, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4467, loss_cls: 4.3961, loss: 4.3961 2024-12-26 19:34:46,145 - pyskl - INFO - Epoch [22][2700/3746] lr: 9.491e-02, eta: 4 days, 3:47:11, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4541, loss_cls: 4.3659, loss: 4.3659 2024-12-26 19:35:58,428 - pyskl - INFO - Epoch [22][2800/3746] lr: 9.490e-02, eta: 4 days, 3:45:42, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4412, loss_cls: 4.4191, loss: 4.4191 2024-12-26 19:37:10,761 - pyskl - INFO - Epoch [22][2900/3746] lr: 9.489e-02, eta: 4 days, 3:44:13, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2117, top5_acc: 0.4528, loss_cls: 4.3973, loss: 4.3973 2024-12-26 19:38:22,260 - pyskl - INFO - Epoch [22][3000/3746] lr: 9.488e-02, eta: 4 days, 3:42:39, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4330, loss_cls: 4.4361, loss: 4.4361 2024-12-26 19:39:34,175 - pyskl - INFO - Epoch [22][3100/3746] lr: 9.487e-02, eta: 4 days, 3:41:07, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4273, loss_cls: 4.4667, loss: 4.4667 2024-12-26 19:40:46,108 - pyskl - INFO - Epoch [22][3200/3746] lr: 9.485e-02, eta: 4 days, 3:39:36, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4319, loss_cls: 4.3991, loss: 4.3991 2024-12-26 19:41:58,735 - pyskl - INFO - Epoch [22][3300/3746] lr: 9.484e-02, eta: 4 days, 3:38:09, time: 0.726, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4317, loss_cls: 4.4332, loss: 4.4332 2024-12-26 19:43:10,854 - pyskl - INFO - Epoch [22][3400/3746] lr: 9.483e-02, eta: 4 days, 3:36:39, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4334, loss_cls: 4.4268, loss: 4.4268 2024-12-26 19:44:23,055 - pyskl - INFO - Epoch [22][3500/3746] lr: 9.482e-02, eta: 4 days, 3:35:09, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2089, top5_acc: 0.4441, loss_cls: 4.3868, loss: 4.3868 2024-12-26 19:45:34,878 - pyskl - INFO - Epoch [22][3600/3746] lr: 9.480e-02, eta: 4 days, 3:33:38, time: 0.718, data_time: 0.001, memory: 15990, top1_acc: 0.1994, top5_acc: 0.4369, loss_cls: 4.4398, loss: 4.4398 2024-12-26 19:46:47,003 - pyskl - INFO - Epoch [22][3700/3746] lr: 9.479e-02, eta: 4 days, 3:32:08, time: 0.721, data_time: 0.001, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4364, loss_cls: 4.3888, loss: 4.3888 2024-12-26 19:47:22,645 - pyskl - INFO - Saving checkpoint at 22 epochs 2024-12-26 19:49:23,348 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 19:49:24,284 - pyskl - INFO - top1_acc 0.1497 top5_acc 0.3443 2024-12-26 19:49:24,285 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 19:49:24,332 - pyskl - INFO - mean_acc 0.1494 2024-12-26 19:49:24,344 - pyskl - INFO - Epoch(val) [22][309] top1_acc: 0.1497, top5_acc: 0.3443, mean_class_accuracy: 0.1494 2024-12-26 19:53:02,099 - pyskl - INFO - Epoch [23][100/3746] lr: 9.477e-02, eta: 4 days, 3:40:50, time: 2.177, data_time: 1.461, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4472, loss_cls: 4.3657, loss: 4.3657 2024-12-26 19:54:13,361 - pyskl - INFO - Epoch [23][200/3746] lr: 9.476e-02, eta: 4 days, 3:39:14, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2152, top5_acc: 0.4545, loss_cls: 4.3469, loss: 4.3469 2024-12-26 19:55:24,654 - pyskl - INFO - Epoch [23][300/3746] lr: 9.475e-02, eta: 4 days, 3:37:39, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4439, loss_cls: 4.3877, loss: 4.3877 2024-12-26 19:56:36,269 - pyskl - INFO - Epoch [23][400/3746] lr: 9.474e-02, eta: 4 days, 3:36:05, time: 0.716, data_time: 0.001, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4459, loss_cls: 4.4010, loss: 4.4010 2024-12-26 19:57:47,498 - pyskl - INFO - Epoch [23][500/3746] lr: 9.472e-02, eta: 4 days, 3:34:30, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4375, loss_cls: 4.4099, loss: 4.4099 2024-12-26 19:58:59,124 - pyskl - INFO - Epoch [23][600/3746] lr: 9.471e-02, eta: 4 days, 3:32:56, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4412, loss_cls: 4.4084, loss: 4.4084 2024-12-26 20:00:10,440 - pyskl - INFO - Epoch [23][700/3746] lr: 9.470e-02, eta: 4 days, 3:31:21, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4408, loss_cls: 4.4009, loss: 4.4009 2024-12-26 20:01:21,751 - pyskl - INFO - Epoch [23][800/3746] lr: 9.469e-02, eta: 4 days, 3:29:46, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4319, loss_cls: 4.4143, loss: 4.4143 2024-12-26 20:02:33,380 - pyskl - INFO - Epoch [23][900/3746] lr: 9.467e-02, eta: 4 days, 3:28:13, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4361, loss_cls: 4.3966, loss: 4.3966 2024-12-26 20:03:44,607 - pyskl - INFO - Epoch [23][1000/3746] lr: 9.466e-02, eta: 4 days, 3:26:37, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4431, loss_cls: 4.3786, loss: 4.3786 2024-12-26 20:04:55,944 - pyskl - INFO - Epoch [23][1100/3746] lr: 9.465e-02, eta: 4 days, 3:25:03, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4434, loss_cls: 4.4048, loss: 4.4048 2024-12-26 20:06:07,278 - pyskl - INFO - Epoch [23][1200/3746] lr: 9.464e-02, eta: 4 days, 3:23:28, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4503, loss_cls: 4.3559, loss: 4.3559 2024-12-26 20:07:18,460 - pyskl - INFO - Epoch [23][1300/3746] lr: 9.462e-02, eta: 4 days, 3:21:52, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4328, loss_cls: 4.4141, loss: 4.4141 2024-12-26 20:08:30,260 - pyskl - INFO - Epoch [23][1400/3746] lr: 9.461e-02, eta: 4 days, 3:20:20, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4539, loss_cls: 4.3634, loss: 4.3634 2024-12-26 20:09:42,136 - pyskl - INFO - Epoch [23][1500/3746] lr: 9.460e-02, eta: 4 days, 3:18:49, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4544, loss_cls: 4.3667, loss: 4.3667 2024-12-26 20:10:54,013 - pyskl - INFO - Epoch [23][1600/3746] lr: 9.459e-02, eta: 4 days, 3:17:17, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4466, loss_cls: 4.3838, loss: 4.3838 2024-12-26 20:12:06,349 - pyskl - INFO - Epoch [23][1700/3746] lr: 9.457e-02, eta: 4 days, 3:15:49, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2025, top5_acc: 0.4278, loss_cls: 4.4519, loss: 4.4519 2024-12-26 20:13:18,220 - pyskl - INFO - Epoch [23][1800/3746] lr: 9.456e-02, eta: 4 days, 3:14:17, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4294, loss_cls: 4.4056, loss: 4.4056 2024-12-26 20:14:30,357 - pyskl - INFO - Epoch [23][1900/3746] lr: 9.455e-02, eta: 4 days, 3:12:47, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4392, loss_cls: 4.4280, loss: 4.4280 2024-12-26 20:15:42,766 - pyskl - INFO - Epoch [23][2000/3746] lr: 9.453e-02, eta: 4 days, 3:11:19, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.1992, top5_acc: 0.4400, loss_cls: 4.4131, loss: 4.4131 2024-12-26 20:16:54,703 - pyskl - INFO - Epoch [23][2100/3746] lr: 9.452e-02, eta: 4 days, 3:09:48, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2112, top5_acc: 0.4397, loss_cls: 4.4028, loss: 4.4028 2024-12-26 20:18:06,259 - pyskl - INFO - Epoch [23][2200/3746] lr: 9.451e-02, eta: 4 days, 3:08:15, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4508, loss_cls: 4.3385, loss: 4.3385 2024-12-26 20:19:18,225 - pyskl - INFO - Epoch [23][2300/3746] lr: 9.450e-02, eta: 4 days, 3:06:45, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4411, loss_cls: 4.4029, loss: 4.4029 2024-12-26 20:20:30,011 - pyskl - INFO - Epoch [23][2400/3746] lr: 9.448e-02, eta: 4 days, 3:05:13, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4434, loss_cls: 4.3902, loss: 4.3902 2024-12-26 20:21:41,985 - pyskl - INFO - Epoch [23][2500/3746] lr: 9.447e-02, eta: 4 days, 3:03:43, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4372, loss_cls: 4.3722, loss: 4.3722 2024-12-26 20:22:53,986 - pyskl - INFO - Epoch [23][2600/3746] lr: 9.446e-02, eta: 4 days, 3:02:12, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4411, loss_cls: 4.3929, loss: 4.3929 2024-12-26 20:24:06,181 - pyskl - INFO - Epoch [23][2700/3746] lr: 9.445e-02, eta: 4 days, 3:00:43, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.1970, top5_acc: 0.4384, loss_cls: 4.4218, loss: 4.4218 2024-12-26 20:25:18,252 - pyskl - INFO - Epoch [23][2800/3746] lr: 9.443e-02, eta: 4 days, 2:59:13, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4411, loss_cls: 4.3669, loss: 4.3669 2024-12-26 20:26:30,229 - pyskl - INFO - Epoch [23][2900/3746] lr: 9.442e-02, eta: 4 days, 2:57:43, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4411, loss_cls: 4.4014, loss: 4.4014 2024-12-26 20:27:42,535 - pyskl - INFO - Epoch [23][3000/3746] lr: 9.441e-02, eta: 4 days, 2:56:15, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4369, loss_cls: 4.4230, loss: 4.4230 2024-12-26 20:28:54,450 - pyskl - INFO - Epoch [23][3100/3746] lr: 9.439e-02, eta: 4 days, 2:54:44, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2047, top5_acc: 0.4369, loss_cls: 4.4150, loss: 4.4150 2024-12-26 20:30:06,554 - pyskl - INFO - Epoch [23][3200/3746] lr: 9.438e-02, eta: 4 days, 2:53:15, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4331, loss_cls: 4.4077, loss: 4.4077 2024-12-26 20:31:18,523 - pyskl - INFO - Epoch [23][3300/3746] lr: 9.437e-02, eta: 4 days, 2:51:45, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2019, top5_acc: 0.4387, loss_cls: 4.4266, loss: 4.4266 2024-12-26 20:32:30,681 - pyskl - INFO - Epoch [23][3400/3746] lr: 9.436e-02, eta: 4 days, 2:50:15, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4322, loss_cls: 4.4182, loss: 4.4182 2024-12-26 20:33:42,422 - pyskl - INFO - Epoch [23][3500/3746] lr: 9.434e-02, eta: 4 days, 2:48:44, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4336, loss_cls: 4.4212, loss: 4.4212 2024-12-26 20:34:54,339 - pyskl - INFO - Epoch [23][3600/3746] lr: 9.433e-02, eta: 4 days, 2:47:14, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.1959, top5_acc: 0.4297, loss_cls: 4.4585, loss: 4.4585 2024-12-26 20:36:06,198 - pyskl - INFO - Epoch [23][3700/3746] lr: 9.432e-02, eta: 4 days, 2:45:43, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2117, top5_acc: 0.4425, loss_cls: 4.3640, loss: 4.3640 2024-12-26 20:36:41,608 - pyskl - INFO - Saving checkpoint at 23 epochs 2024-12-26 20:38:41,549 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 20:38:42,494 - pyskl - INFO - top1_acc 0.1538 top5_acc 0.3611 2024-12-26 20:38:42,494 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 20:38:42,537 - pyskl - INFO - mean_acc 0.1538 2024-12-26 20:38:42,560 - pyskl - INFO - Epoch(val) [23][309] top1_acc: 0.1538, top5_acc: 0.3611, mean_class_accuracy: 0.1538 2024-12-26 20:42:18,192 - pyskl - INFO - Epoch [24][100/3746] lr: 9.430e-02, eta: 4 days, 2:53:41, time: 2.156, data_time: 1.442, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4370, loss_cls: 4.3864, loss: 4.3864 2024-12-26 20:43:29,775 - pyskl - INFO - Epoch [24][200/3746] lr: 9.428e-02, eta: 4 days, 2:52:09, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4506, loss_cls: 4.3684, loss: 4.3684 2024-12-26 20:44:41,551 - pyskl - INFO - Epoch [24][300/3746] lr: 9.427e-02, eta: 4 days, 2:50:37, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4487, loss_cls: 4.3212, loss: 4.3212 2024-12-26 20:45:53,630 - pyskl - INFO - Epoch [24][400/3746] lr: 9.426e-02, eta: 4 days, 2:49:07, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4402, loss_cls: 4.4107, loss: 4.4107 2024-12-26 20:47:05,277 - pyskl - INFO - Epoch [24][500/3746] lr: 9.425e-02, eta: 4 days, 2:47:34, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4363, loss_cls: 4.4073, loss: 4.4073 2024-12-26 20:48:16,751 - pyskl - INFO - Epoch [24][600/3746] lr: 9.423e-02, eta: 4 days, 2:46:01, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2033, top5_acc: 0.4420, loss_cls: 4.4138, loss: 4.4138 2024-12-26 20:49:28,463 - pyskl - INFO - Epoch [24][700/3746] lr: 9.422e-02, eta: 4 days, 2:44:29, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4395, loss_cls: 4.3746, loss: 4.3746 2024-12-26 20:50:39,798 - pyskl - INFO - Epoch [24][800/3746] lr: 9.421e-02, eta: 4 days, 2:42:55, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4378, loss_cls: 4.3959, loss: 4.3959 2024-12-26 20:51:51,020 - pyskl - INFO - Epoch [24][900/3746] lr: 9.419e-02, eta: 4 days, 2:41:21, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4430, loss_cls: 4.3869, loss: 4.3869 2024-12-26 20:53:02,427 - pyskl - INFO - Epoch [24][1000/3746] lr: 9.418e-02, eta: 4 days, 2:39:48, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4363, loss_cls: 4.4030, loss: 4.4030 2024-12-26 20:54:13,637 - pyskl - INFO - Epoch [24][1100/3746] lr: 9.417e-02, eta: 4 days, 2:38:13, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4520, loss_cls: 4.3531, loss: 4.3531 2024-12-26 20:55:24,796 - pyskl - INFO - Epoch [24][1200/3746] lr: 9.415e-02, eta: 4 days, 2:36:38, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4419, loss_cls: 4.3945, loss: 4.3945 2024-12-26 20:56:36,287 - pyskl - INFO - Epoch [24][1300/3746] lr: 9.414e-02, eta: 4 days, 2:35:06, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4359, loss_cls: 4.3925, loss: 4.3925 2024-12-26 20:57:47,768 - pyskl - INFO - Epoch [24][1400/3746] lr: 9.413e-02, eta: 4 days, 2:33:33, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4289, loss_cls: 4.4143, loss: 4.4143 2024-12-26 20:58:58,955 - pyskl - INFO - Epoch [24][1500/3746] lr: 9.411e-02, eta: 4 days, 2:31:58, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4356, loss_cls: 4.4250, loss: 4.4250 2024-12-26 21:00:10,264 - pyskl - INFO - Epoch [24][1600/3746] lr: 9.410e-02, eta: 4 days, 2:30:25, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4389, loss_cls: 4.3817, loss: 4.3817 2024-12-26 21:01:21,930 - pyskl - INFO - Epoch [24][1700/3746] lr: 9.409e-02, eta: 4 days, 2:28:53, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4458, loss_cls: 4.3581, loss: 4.3581 2024-12-26 21:02:33,981 - pyskl - INFO - Epoch [24][1800/3746] lr: 9.407e-02, eta: 4 days, 2:27:24, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4347, loss_cls: 4.3958, loss: 4.3958 2024-12-26 21:03:45,731 - pyskl - INFO - Epoch [24][1900/3746] lr: 9.406e-02, eta: 4 days, 2:25:52, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4398, loss_cls: 4.4119, loss: 4.4119 2024-12-26 21:04:57,388 - pyskl - INFO - Epoch [24][2000/3746] lr: 9.405e-02, eta: 4 days, 2:24:21, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2045, top5_acc: 0.4389, loss_cls: 4.3879, loss: 4.3879 2024-12-26 21:06:09,399 - pyskl - INFO - Epoch [24][2100/3746] lr: 9.404e-02, eta: 4 days, 2:22:51, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4345, loss_cls: 4.4225, loss: 4.4225 2024-12-26 21:07:21,486 - pyskl - INFO - Epoch [24][2200/3746] lr: 9.402e-02, eta: 4 days, 2:21:22, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4370, loss_cls: 4.3866, loss: 4.3866 2024-12-26 21:08:33,488 - pyskl - INFO - Epoch [24][2300/3746] lr: 9.401e-02, eta: 4 days, 2:19:52, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4473, loss_cls: 4.3748, loss: 4.3748 2024-12-26 21:09:45,306 - pyskl - INFO - Epoch [24][2400/3746] lr: 9.400e-02, eta: 4 days, 2:18:22, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2039, top5_acc: 0.4342, loss_cls: 4.4287, loss: 4.4287 2024-12-26 21:10:57,038 - pyskl - INFO - Epoch [24][2500/3746] lr: 9.398e-02, eta: 4 days, 2:16:51, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2092, top5_acc: 0.4359, loss_cls: 4.4287, loss: 4.4287 2024-12-26 21:12:08,979 - pyskl - INFO - Epoch [24][2600/3746] lr: 9.397e-02, eta: 4 days, 2:15:21, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4361, loss_cls: 4.4116, loss: 4.4116 2024-12-26 21:13:21,059 - pyskl - INFO - Epoch [24][2700/3746] lr: 9.396e-02, eta: 4 days, 2:13:52, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4467, loss_cls: 4.3847, loss: 4.3847 2024-12-26 21:14:33,070 - pyskl - INFO - Epoch [24][2800/3746] lr: 9.394e-02, eta: 4 days, 2:12:23, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4350, loss_cls: 4.4068, loss: 4.4068 2024-12-26 21:15:44,957 - pyskl - INFO - Epoch [24][2900/3746] lr: 9.393e-02, eta: 4 days, 2:10:53, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4319, loss_cls: 4.4324, loss: 4.4324 2024-12-26 21:16:56,968 - pyskl - INFO - Epoch [24][3000/3746] lr: 9.392e-02, eta: 4 days, 2:09:23, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4325, loss_cls: 4.4214, loss: 4.4214 2024-12-26 21:18:08,966 - pyskl - INFO - Epoch [24][3100/3746] lr: 9.390e-02, eta: 4 days, 2:07:54, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4373, loss_cls: 4.4105, loss: 4.4105 2024-12-26 21:19:20,956 - pyskl - INFO - Epoch [24][3200/3746] lr: 9.389e-02, eta: 4 days, 2:06:25, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2114, top5_acc: 0.4531, loss_cls: 4.3436, loss: 4.3436 2024-12-26 21:20:33,033 - pyskl - INFO - Epoch [24][3300/3746] lr: 9.388e-02, eta: 4 days, 2:04:56, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2117, top5_acc: 0.4377, loss_cls: 4.4181, loss: 4.4181 2024-12-26 21:21:44,899 - pyskl - INFO - Epoch [24][3400/3746] lr: 9.386e-02, eta: 4 days, 2:03:26, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4425, loss_cls: 4.3875, loss: 4.3875 2024-12-26 21:22:57,087 - pyskl - INFO - Epoch [24][3500/3746] lr: 9.385e-02, eta: 4 days, 2:01:58, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2031, top5_acc: 0.4339, loss_cls: 4.4188, loss: 4.4188 2024-12-26 21:24:08,964 - pyskl - INFO - Epoch [24][3600/3746] lr: 9.384e-02, eta: 4 days, 2:00:28, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4447, loss_cls: 4.4087, loss: 4.4087 2024-12-26 21:25:20,905 - pyskl - INFO - Epoch [24][3700/3746] lr: 9.382e-02, eta: 4 days, 1:58:59, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4427, loss_cls: 4.3974, loss: 4.3974 2024-12-26 21:25:56,244 - pyskl - INFO - Saving checkpoint at 24 epochs 2024-12-26 21:27:56,303 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 21:27:57,334 - pyskl - INFO - top1_acc 0.1396 top5_acc 0.3342 2024-12-26 21:27:57,334 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 21:27:57,392 - pyskl - INFO - mean_acc 0.1397 2024-12-26 21:27:57,405 - pyskl - INFO - Epoch(val) [24][309] top1_acc: 0.1396, top5_acc: 0.3342, mean_class_accuracy: 0.1397 2024-12-26 21:31:34,207 - pyskl - INFO - Epoch [25][100/3746] lr: 9.380e-02, eta: 4 days, 2:06:34, time: 2.168, data_time: 1.449, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4492, loss_cls: 4.3455, loss: 4.3455 2024-12-26 21:32:45,484 - pyskl - INFO - Epoch [25][200/3746] lr: 9.379e-02, eta: 4 days, 2:05:01, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4480, loss_cls: 4.3675, loss: 4.3675 2024-12-26 21:33:56,983 - pyskl - INFO - Epoch [25][300/3746] lr: 9.378e-02, eta: 4 days, 2:03:28, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4398, loss_cls: 4.3844, loss: 4.3844 2024-12-26 21:35:08,391 - pyskl - INFO - Epoch [25][400/3746] lr: 9.376e-02, eta: 4 days, 2:01:56, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4527, loss_cls: 4.3663, loss: 4.3663 2024-12-26 21:36:19,970 - pyskl - INFO - Epoch [25][500/3746] lr: 9.375e-02, eta: 4 days, 2:00:24, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4461, loss_cls: 4.3506, loss: 4.3506 2024-12-26 21:37:31,638 - pyskl - INFO - Epoch [25][600/3746] lr: 9.373e-02, eta: 4 days, 1:58:52, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2053, top5_acc: 0.4414, loss_cls: 4.4062, loss: 4.4062 2024-12-26 21:38:43,071 - pyskl - INFO - Epoch [25][700/3746] lr: 9.372e-02, eta: 4 days, 1:57:20, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4528, loss_cls: 4.3581, loss: 4.3581 2024-12-26 21:39:54,423 - pyskl - INFO - Epoch [25][800/3746] lr: 9.371e-02, eta: 4 days, 1:55:47, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4389, loss_cls: 4.3732, loss: 4.3732 2024-12-26 21:41:05,639 - pyskl - INFO - Epoch [25][900/3746] lr: 9.369e-02, eta: 4 days, 1:54:14, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2172, top5_acc: 0.4516, loss_cls: 4.3460, loss: 4.3460 2024-12-26 21:42:16,791 - pyskl - INFO - Epoch [25][1000/3746] lr: 9.368e-02, eta: 4 days, 1:52:40, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4355, loss_cls: 4.4241, loss: 4.4241 2024-12-26 21:43:28,281 - pyskl - INFO - Epoch [25][1100/3746] lr: 9.367e-02, eta: 4 days, 1:51:08, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4427, loss_cls: 4.3879, loss: 4.3879 2024-12-26 21:44:40,087 - pyskl - INFO - Epoch [25][1200/3746] lr: 9.365e-02, eta: 4 days, 1:49:37, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4389, loss_cls: 4.3818, loss: 4.3818 2024-12-26 21:45:51,811 - pyskl - INFO - Epoch [25][1300/3746] lr: 9.364e-02, eta: 4 days, 1:48:07, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4506, loss_cls: 4.3767, loss: 4.3767 2024-12-26 21:47:03,101 - pyskl - INFO - Epoch [25][1400/3746] lr: 9.363e-02, eta: 4 days, 1:46:34, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4486, loss_cls: 4.3469, loss: 4.3469 2024-12-26 21:48:14,269 - pyskl - INFO - Epoch [25][1500/3746] lr: 9.361e-02, eta: 4 days, 1:45:00, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4319, loss_cls: 4.4184, loss: 4.4184 2024-12-26 21:49:25,757 - pyskl - INFO - Epoch [25][1600/3746] lr: 9.360e-02, eta: 4 days, 1:43:29, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4398, loss_cls: 4.3987, loss: 4.3987 2024-12-26 21:50:37,882 - pyskl - INFO - Epoch [25][1700/3746] lr: 9.358e-02, eta: 4 days, 1:42:00, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4378, loss_cls: 4.4069, loss: 4.4069 2024-12-26 21:51:49,913 - pyskl - INFO - Epoch [25][1800/3746] lr: 9.357e-02, eta: 4 days, 1:40:31, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4377, loss_cls: 4.3610, loss: 4.3610 2024-12-26 21:53:01,862 - pyskl - INFO - Epoch [25][1900/3746] lr: 9.356e-02, eta: 4 days, 1:39:02, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4386, loss_cls: 4.4075, loss: 4.4075 2024-12-26 21:54:13,694 - pyskl - INFO - Epoch [25][2000/3746] lr: 9.354e-02, eta: 4 days, 1:37:32, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4453, loss_cls: 4.3918, loss: 4.3918 2024-12-26 21:55:25,930 - pyskl - INFO - Epoch [25][2100/3746] lr: 9.353e-02, eta: 4 days, 1:36:04, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4439, loss_cls: 4.4024, loss: 4.4024 2024-12-26 21:56:38,056 - pyskl - INFO - Epoch [25][2200/3746] lr: 9.352e-02, eta: 4 days, 1:34:36, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4409, loss_cls: 4.4047, loss: 4.4047 2024-12-26 21:57:50,274 - pyskl - INFO - Epoch [25][2300/3746] lr: 9.350e-02, eta: 4 days, 1:33:08, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4462, loss_cls: 4.3786, loss: 4.3786 2024-12-26 21:59:02,493 - pyskl - INFO - Epoch [25][2400/3746] lr: 9.349e-02, eta: 4 days, 1:31:40, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4383, loss_cls: 4.4308, loss: 4.4308 2024-12-26 22:00:14,235 - pyskl - INFO - Epoch [25][2500/3746] lr: 9.347e-02, eta: 4 days, 1:30:10, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4355, loss_cls: 4.4189, loss: 4.4189 2024-12-26 22:01:26,481 - pyskl - INFO - Epoch [25][2600/3746] lr: 9.346e-02, eta: 4 days, 1:28:43, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4469, loss_cls: 4.3973, loss: 4.3973 2024-12-26 22:02:38,524 - pyskl - INFO - Epoch [25][2700/3746] lr: 9.345e-02, eta: 4 days, 1:27:14, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2030, top5_acc: 0.4303, loss_cls: 4.4272, loss: 4.4272 2024-12-26 22:03:50,835 - pyskl - INFO - Epoch [25][2800/3746] lr: 9.343e-02, eta: 4 days, 1:25:47, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4472, loss_cls: 4.3764, loss: 4.3764 2024-12-26 22:05:03,193 - pyskl - INFO - Epoch [25][2900/3746] lr: 9.342e-02, eta: 4 days, 1:24:20, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4458, loss_cls: 4.3718, loss: 4.3718 2024-12-26 22:06:15,050 - pyskl - INFO - Epoch [25][3000/3746] lr: 9.341e-02, eta: 4 days, 1:22:51, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4444, loss_cls: 4.3655, loss: 4.3655 2024-12-26 22:07:27,263 - pyskl - INFO - Epoch [25][3100/3746] lr: 9.339e-02, eta: 4 days, 1:21:23, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4394, loss_cls: 4.3839, loss: 4.3839 2024-12-26 22:08:39,435 - pyskl - INFO - Epoch [25][3200/3746] lr: 9.338e-02, eta: 4 days, 1:19:55, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4403, loss_cls: 4.4052, loss: 4.4052 2024-12-26 22:09:51,095 - pyskl - INFO - Epoch [25][3300/3746] lr: 9.336e-02, eta: 4 days, 1:18:25, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4473, loss_cls: 4.3619, loss: 4.3619 2024-12-26 22:11:02,956 - pyskl - INFO - Epoch [25][3400/3746] lr: 9.335e-02, eta: 4 days, 1:16:56, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4316, loss_cls: 4.4513, loss: 4.4513 2024-12-26 22:12:14,810 - pyskl - INFO - Epoch [25][3500/3746] lr: 9.334e-02, eta: 4 days, 1:15:27, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4489, loss_cls: 4.3748, loss: 4.3748 2024-12-26 22:13:26,663 - pyskl - INFO - Epoch [25][3600/3746] lr: 9.332e-02, eta: 4 days, 1:13:58, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2114, top5_acc: 0.4423, loss_cls: 4.4021, loss: 4.4021 2024-12-26 22:14:38,505 - pyskl - INFO - Epoch [25][3700/3746] lr: 9.331e-02, eta: 4 days, 1:12:28, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4389, loss_cls: 4.3736, loss: 4.3736 2024-12-26 22:15:13,937 - pyskl - INFO - Saving checkpoint at 25 epochs 2024-12-26 22:17:13,131 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 22:17:13,844 - pyskl - INFO - top1_acc 0.1459 top5_acc 0.3457 2024-12-26 22:17:13,844 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 22:17:13,915 - pyskl - INFO - mean_acc 0.1456 2024-12-26 22:17:13,943 - pyskl - INFO - Epoch(val) [25][309] top1_acc: 0.1459, top5_acc: 0.3457, mean_class_accuracy: 0.1456 2024-12-26 22:20:50,370 - pyskl - INFO - Epoch [26][100/3746] lr: 9.329e-02, eta: 4 days, 1:19:35, time: 2.164, data_time: 1.449, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4508, loss_cls: 4.3376, loss: 4.3376 2024-12-26 22:22:01,571 - pyskl - INFO - Epoch [26][200/3746] lr: 9.327e-02, eta: 4 days, 1:18:02, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4363, loss_cls: 4.3676, loss: 4.3676 2024-12-26 22:23:12,757 - pyskl - INFO - Epoch [26][300/3746] lr: 9.326e-02, eta: 4 days, 1:16:29, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4611, loss_cls: 4.3329, loss: 4.3329 2024-12-26 22:24:24,156 - pyskl - INFO - Epoch [26][400/3746] lr: 9.325e-02, eta: 4 days, 1:14:57, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4453, loss_cls: 4.3806, loss: 4.3806 2024-12-26 22:25:35,664 - pyskl - INFO - Epoch [26][500/3746] lr: 9.323e-02, eta: 4 days, 1:13:26, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2169, top5_acc: 0.4461, loss_cls: 4.3437, loss: 4.3437 2024-12-26 22:26:47,214 - pyskl - INFO - Epoch [26][600/3746] lr: 9.322e-02, eta: 4 days, 1:11:55, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2089, top5_acc: 0.4450, loss_cls: 4.3759, loss: 4.3759 2024-12-26 22:27:58,662 - pyskl - INFO - Epoch [26][700/3746] lr: 9.320e-02, eta: 4 days, 1:10:23, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4442, loss_cls: 4.3770, loss: 4.3770 2024-12-26 22:29:10,035 - pyskl - INFO - Epoch [26][800/3746] lr: 9.319e-02, eta: 4 days, 1:08:51, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4412, loss_cls: 4.3639, loss: 4.3639 2024-12-26 22:30:21,456 - pyskl - INFO - Epoch [26][900/3746] lr: 9.318e-02, eta: 4 days, 1:07:20, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4492, loss_cls: 4.3692, loss: 4.3692 2024-12-26 22:31:32,768 - pyskl - INFO - Epoch [26][1000/3746] lr: 9.316e-02, eta: 4 days, 1:05:48, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4427, loss_cls: 4.3708, loss: 4.3708 2024-12-26 22:32:44,818 - pyskl - INFO - Epoch [26][1100/3746] lr: 9.315e-02, eta: 4 days, 1:04:19, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4417, loss_cls: 4.3881, loss: 4.3881 2024-12-26 22:33:56,287 - pyskl - INFO - Epoch [26][1200/3746] lr: 9.313e-02, eta: 4 days, 1:02:48, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4467, loss_cls: 4.3578, loss: 4.3578 2024-12-26 22:35:07,565 - pyskl - INFO - Epoch [26][1300/3746] lr: 9.312e-02, eta: 4 days, 1:01:16, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4358, loss_cls: 4.3992, loss: 4.3992 2024-12-26 22:36:19,084 - pyskl - INFO - Epoch [26][1400/3746] lr: 9.310e-02, eta: 4 days, 0:59:45, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4483, loss_cls: 4.3632, loss: 4.3632 2024-12-26 22:37:30,298 - pyskl - INFO - Epoch [26][1500/3746] lr: 9.309e-02, eta: 4 days, 0:58:12, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4495, loss_cls: 4.3603, loss: 4.3603 2024-12-26 22:38:41,852 - pyskl - INFO - Epoch [26][1600/3746] lr: 9.308e-02, eta: 4 days, 0:56:42, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4369, loss_cls: 4.4053, loss: 4.4053 2024-12-26 22:39:53,294 - pyskl - INFO - Epoch [26][1700/3746] lr: 9.306e-02, eta: 4 days, 0:55:11, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4605, loss_cls: 4.3244, loss: 4.3244 2024-12-26 22:41:04,992 - pyskl - INFO - Epoch [26][1800/3746] lr: 9.305e-02, eta: 4 days, 0:53:41, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4486, loss_cls: 4.3572, loss: 4.3572 2024-12-26 22:42:16,905 - pyskl - INFO - Epoch [26][1900/3746] lr: 9.303e-02, eta: 4 days, 0:52:12, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4439, loss_cls: 4.3725, loss: 4.3725 2024-12-26 22:43:28,973 - pyskl - INFO - Epoch [26][2000/3746] lr: 9.302e-02, eta: 4 days, 0:50:44, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4366, loss_cls: 4.3936, loss: 4.3936 2024-12-26 22:44:40,887 - pyskl - INFO - Epoch [26][2100/3746] lr: 9.300e-02, eta: 4 days, 0:49:15, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2003, top5_acc: 0.4320, loss_cls: 4.4236, loss: 4.4236 2024-12-26 22:45:52,706 - pyskl - INFO - Epoch [26][2200/3746] lr: 9.299e-02, eta: 4 days, 0:47:46, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2155, top5_acc: 0.4409, loss_cls: 4.3577, loss: 4.3577 2024-12-26 22:47:04,672 - pyskl - INFO - Epoch [26][2300/3746] lr: 9.298e-02, eta: 4 days, 0:46:18, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4348, loss_cls: 4.3913, loss: 4.3913 2024-12-26 22:48:16,515 - pyskl - INFO - Epoch [26][2400/3746] lr: 9.296e-02, eta: 4 days, 0:44:49, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4245, loss_cls: 4.4334, loss: 4.4334 2024-12-26 22:49:28,437 - pyskl - INFO - Epoch [26][2500/3746] lr: 9.295e-02, eta: 4 days, 0:43:20, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2112, top5_acc: 0.4506, loss_cls: 4.3899, loss: 4.3899 2024-12-26 22:50:40,318 - pyskl - INFO - Epoch [26][2600/3746] lr: 9.293e-02, eta: 4 days, 0:41:52, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4416, loss_cls: 4.3850, loss: 4.3850 2024-12-26 22:51:51,905 - pyskl - INFO - Epoch [26][2700/3746] lr: 9.292e-02, eta: 4 days, 0:40:21, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4461, loss_cls: 4.4103, loss: 4.4103 2024-12-26 22:53:04,338 - pyskl - INFO - Epoch [26][2800/3746] lr: 9.290e-02, eta: 4 days, 0:38:55, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4458, loss_cls: 4.3729, loss: 4.3729 2024-12-26 22:54:16,384 - pyskl - INFO - Epoch [26][2900/3746] lr: 9.289e-02, eta: 4 days, 0:37:28, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4416, loss_cls: 4.4095, loss: 4.4095 2024-12-26 22:55:28,388 - pyskl - INFO - Epoch [26][3000/3746] lr: 9.288e-02, eta: 4 days, 0:36:00, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4348, loss_cls: 4.4083, loss: 4.4083 2024-12-26 22:56:40,217 - pyskl - INFO - Epoch [26][3100/3746] lr: 9.286e-02, eta: 4 days, 0:34:31, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4483, loss_cls: 4.3952, loss: 4.3952 2024-12-26 22:57:52,517 - pyskl - INFO - Epoch [26][3200/3746] lr: 9.285e-02, eta: 4 days, 0:33:04, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4386, loss_cls: 4.3959, loss: 4.3959 2024-12-26 22:59:04,566 - pyskl - INFO - Epoch [26][3300/3746] lr: 9.283e-02, eta: 4 days, 0:31:37, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4528, loss_cls: 4.3446, loss: 4.3446 2024-12-26 23:00:16,691 - pyskl - INFO - Epoch [26][3400/3746] lr: 9.282e-02, eta: 4 days, 0:30:10, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4384, loss_cls: 4.4304, loss: 4.4304 2024-12-26 23:01:28,830 - pyskl - INFO - Epoch [26][3500/3746] lr: 9.280e-02, eta: 4 days, 0:28:42, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2058, top5_acc: 0.4309, loss_cls: 4.4079, loss: 4.4079 2024-12-26 23:02:40,682 - pyskl - INFO - Epoch [26][3600/3746] lr: 9.279e-02, eta: 4 days, 0:27:14, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4464, loss_cls: 4.3720, loss: 4.3720 2024-12-26 23:03:52,716 - pyskl - INFO - Epoch [26][3700/3746] lr: 9.278e-02, eta: 4 days, 0:25:46, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4433, loss_cls: 4.3956, loss: 4.3956 2024-12-26 23:04:28,125 - pyskl - INFO - Saving checkpoint at 26 epochs 2024-12-26 23:06:27,169 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 23:06:28,033 - pyskl - INFO - top1_acc 0.1383 top5_acc 0.3328 2024-12-26 23:06:28,034 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 23:06:28,092 - pyskl - INFO - mean_acc 0.1381 2024-12-26 23:06:28,114 - pyskl - INFO - Epoch(val) [26][309] top1_acc: 0.1383, top5_acc: 0.3328, mean_class_accuracy: 0.1381 2024-12-26 23:10:14,489 - pyskl - INFO - Epoch [27][100/3746] lr: 9.275e-02, eta: 4 days, 0:33:16, time: 2.264, data_time: 1.543, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4609, loss_cls: 4.3140, loss: 4.3140 2024-12-26 23:11:26,635 - pyskl - INFO - Epoch [27][200/3746] lr: 9.274e-02, eta: 4 days, 0:31:48, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4425, loss_cls: 4.3788, loss: 4.3788 2024-12-26 23:12:38,828 - pyskl - INFO - Epoch [27][300/3746] lr: 9.272e-02, eta: 4 days, 0:30:21, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4527, loss_cls: 4.3664, loss: 4.3664 2024-12-26 23:13:50,605 - pyskl - INFO - Epoch [27][400/3746] lr: 9.271e-02, eta: 4 days, 0:28:51, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4503, loss_cls: 4.3500, loss: 4.3500 2024-12-26 23:15:02,219 - pyskl - INFO - Epoch [27][500/3746] lr: 9.270e-02, eta: 4 days, 0:27:21, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4452, loss_cls: 4.3736, loss: 4.3736 2024-12-26 23:16:14,061 - pyskl - INFO - Epoch [27][600/3746] lr: 9.268e-02, eta: 4 days, 0:25:52, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2152, top5_acc: 0.4444, loss_cls: 4.3661, loss: 4.3661 2024-12-26 23:17:25,463 - pyskl - INFO - Epoch [27][700/3746] lr: 9.267e-02, eta: 4 days, 0:24:21, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4364, loss_cls: 4.3935, loss: 4.3935 2024-12-26 23:18:37,408 - pyskl - INFO - Epoch [27][800/3746] lr: 9.265e-02, eta: 4 days, 0:22:52, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4406, loss_cls: 4.3862, loss: 4.3862 2024-12-26 23:19:49,500 - pyskl - INFO - Epoch [27][900/3746] lr: 9.264e-02, eta: 4 days, 0:21:25, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4420, loss_cls: 4.3862, loss: 4.3862 2024-12-26 23:21:01,256 - pyskl - INFO - Epoch [27][1000/3746] lr: 9.262e-02, eta: 4 days, 0:19:55, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4378, loss_cls: 4.3962, loss: 4.3962 2024-12-26 23:22:12,986 - pyskl - INFO - Epoch [27][1100/3746] lr: 9.261e-02, eta: 4 days, 0:18:26, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4355, loss_cls: 4.3972, loss: 4.3972 2024-12-26 23:23:24,829 - pyskl - INFO - Epoch [27][1200/3746] lr: 9.259e-02, eta: 4 days, 0:16:57, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4439, loss_cls: 4.3913, loss: 4.3913 2024-12-26 23:24:36,875 - pyskl - INFO - Epoch [27][1300/3746] lr: 9.258e-02, eta: 4 days, 0:15:29, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4450, loss_cls: 4.3683, loss: 4.3683 2024-12-26 23:25:49,002 - pyskl - INFO - Epoch [27][1400/3746] lr: 9.256e-02, eta: 4 days, 0:14:02, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4542, loss_cls: 4.3637, loss: 4.3637 2024-12-26 23:27:01,287 - pyskl - INFO - Epoch [27][1500/3746] lr: 9.255e-02, eta: 4 days, 0:12:35, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4403, loss_cls: 4.3774, loss: 4.3774 2024-12-26 23:28:13,413 - pyskl - INFO - Epoch [27][1600/3746] lr: 9.253e-02, eta: 4 days, 0:11:08, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4448, loss_cls: 4.4062, loss: 4.4062 2024-12-26 23:29:25,351 - pyskl - INFO - Epoch [27][1700/3746] lr: 9.252e-02, eta: 4 days, 0:09:40, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4400, loss_cls: 4.4059, loss: 4.4059 2024-12-26 23:30:37,283 - pyskl - INFO - Epoch [27][1800/3746] lr: 9.251e-02, eta: 4 days, 0:08:12, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4494, loss_cls: 4.3149, loss: 4.3149 2024-12-26 23:31:49,186 - pyskl - INFO - Epoch [27][1900/3746] lr: 9.249e-02, eta: 4 days, 0:06:43, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4436, loss_cls: 4.4046, loss: 4.4046 2024-12-26 23:33:01,417 - pyskl - INFO - Epoch [27][2000/3746] lr: 9.248e-02, eta: 4 days, 0:05:17, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4545, loss_cls: 4.3379, loss: 4.3379 2024-12-26 23:34:13,497 - pyskl - INFO - Epoch [27][2100/3746] lr: 9.246e-02, eta: 4 days, 0:03:49, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4367, loss_cls: 4.4077, loss: 4.4077 2024-12-26 23:35:25,477 - pyskl - INFO - Epoch [27][2200/3746] lr: 9.245e-02, eta: 4 days, 0:02:21, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4433, loss_cls: 4.3755, loss: 4.3755 2024-12-26 23:36:37,686 - pyskl - INFO - Epoch [27][2300/3746] lr: 9.243e-02, eta: 4 days, 0:00:55, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4430, loss_cls: 4.4024, loss: 4.4024 2024-12-26 23:37:49,589 - pyskl - INFO - Epoch [27][2400/3746] lr: 9.242e-02, eta: 3 days, 23:59:27, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4350, loss_cls: 4.3986, loss: 4.3986 2024-12-26 23:39:01,327 - pyskl - INFO - Epoch [27][2500/3746] lr: 9.240e-02, eta: 3 days, 23:57:58, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4408, loss_cls: 4.4091, loss: 4.4091 2024-12-26 23:40:13,172 - pyskl - INFO - Epoch [27][2600/3746] lr: 9.239e-02, eta: 3 days, 23:56:29, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4436, loss_cls: 4.3817, loss: 4.3817 2024-12-26 23:41:25,116 - pyskl - INFO - Epoch [27][2700/3746] lr: 9.237e-02, eta: 3 days, 23:55:02, time: 0.719, data_time: 0.001, memory: 15990, top1_acc: 0.2194, top5_acc: 0.4564, loss_cls: 4.3260, loss: 4.3260 2024-12-26 23:42:37,239 - pyskl - INFO - Epoch [27][2800/3746] lr: 9.236e-02, eta: 3 days, 23:53:35, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4447, loss_cls: 4.3844, loss: 4.3844 2024-12-26 23:43:49,048 - pyskl - INFO - Epoch [27][2900/3746] lr: 9.234e-02, eta: 3 days, 23:52:06, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2112, top5_acc: 0.4455, loss_cls: 4.3635, loss: 4.3635 2024-12-26 23:45:01,014 - pyskl - INFO - Epoch [27][3000/3746] lr: 9.233e-02, eta: 3 days, 23:50:38, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4439, loss_cls: 4.3959, loss: 4.3959 2024-12-26 23:46:12,974 - pyskl - INFO - Epoch [27][3100/3746] lr: 9.231e-02, eta: 3 days, 23:49:11, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4464, loss_cls: 4.3549, loss: 4.3549 2024-12-26 23:47:24,895 - pyskl - INFO - Epoch [27][3200/3746] lr: 9.230e-02, eta: 3 days, 23:47:43, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4400, loss_cls: 4.3897, loss: 4.3897 2024-12-26 23:48:36,770 - pyskl - INFO - Epoch [27][3300/3746] lr: 9.228e-02, eta: 3 days, 23:46:15, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4575, loss_cls: 4.3635, loss: 4.3635 2024-12-26 23:49:49,385 - pyskl - INFO - Epoch [27][3400/3746] lr: 9.227e-02, eta: 3 days, 23:44:51, time: 0.726, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4341, loss_cls: 4.4002, loss: 4.4002 2024-12-26 23:51:01,193 - pyskl - INFO - Epoch [27][3500/3746] lr: 9.225e-02, eta: 3 days, 23:43:22, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4402, loss_cls: 4.3745, loss: 4.3745 2024-12-26 23:52:13,276 - pyskl - INFO - Epoch [27][3600/3746] lr: 9.224e-02, eta: 3 days, 23:41:55, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2033, top5_acc: 0.4306, loss_cls: 4.4278, loss: 4.4278 2024-12-26 23:53:24,895 - pyskl - INFO - Epoch [27][3700/3746] lr: 9.222e-02, eta: 3 days, 23:40:26, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4414, loss_cls: 4.4005, loss: 4.4005 2024-12-26 23:54:00,338 - pyskl - INFO - Saving checkpoint at 27 epochs 2024-12-26 23:55:59,708 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-26 23:56:00,436 - pyskl - INFO - top1_acc 0.1347 top5_acc 0.3325 2024-12-26 23:56:00,437 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-26 23:56:00,477 - pyskl - INFO - mean_acc 0.1347 2024-12-26 23:56:00,489 - pyskl - INFO - Epoch(val) [27][309] top1_acc: 0.1347, top5_acc: 0.3325, mean_class_accuracy: 0.1347 2024-12-26 23:59:41,803 - pyskl - INFO - Epoch [28][100/3746] lr: 9.220e-02, eta: 3 days, 23:47:08, time: 2.213, data_time: 1.494, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4597, loss_cls: 4.2846, loss: 4.2846 2024-12-27 00:00:53,091 - pyskl - INFO - Epoch [28][200/3746] lr: 9.219e-02, eta: 3 days, 23:45:37, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2180, top5_acc: 0.4430, loss_cls: 4.3626, loss: 4.3626 2024-12-27 00:02:04,925 - pyskl - INFO - Epoch [28][300/3746] lr: 9.217e-02, eta: 3 days, 23:44:08, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4480, loss_cls: 4.3491, loss: 4.3491 2024-12-27 00:03:16,461 - pyskl - INFO - Epoch [28][400/3746] lr: 9.216e-02, eta: 3 days, 23:42:38, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4503, loss_cls: 4.3497, loss: 4.3497 2024-12-27 00:04:28,012 - pyskl - INFO - Epoch [28][500/3746] lr: 9.214e-02, eta: 3 days, 23:41:08, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4434, loss_cls: 4.4041, loss: 4.4041 2024-12-27 00:05:39,531 - pyskl - INFO - Epoch [28][600/3746] lr: 9.213e-02, eta: 3 days, 23:39:38, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4430, loss_cls: 4.3754, loss: 4.3754 2024-12-27 00:06:50,960 - pyskl - INFO - Epoch [28][700/3746] lr: 9.211e-02, eta: 3 days, 23:38:08, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2112, top5_acc: 0.4411, loss_cls: 4.3803, loss: 4.3803 2024-12-27 00:08:02,450 - pyskl - INFO - Epoch [28][800/3746] lr: 9.210e-02, eta: 3 days, 23:36:38, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4448, loss_cls: 4.3619, loss: 4.3619 2024-12-27 00:09:13,572 - pyskl - INFO - Epoch [28][900/3746] lr: 9.208e-02, eta: 3 days, 23:35:07, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4475, loss_cls: 4.3584, loss: 4.3584 2024-12-27 00:10:25,058 - pyskl - INFO - Epoch [28][1000/3746] lr: 9.207e-02, eta: 3 days, 23:33:37, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4348, loss_cls: 4.4298, loss: 4.4298 2024-12-27 00:11:36,425 - pyskl - INFO - Epoch [28][1100/3746] lr: 9.205e-02, eta: 3 days, 23:32:06, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4420, loss_cls: 4.3626, loss: 4.3626 2024-12-27 00:12:47,559 - pyskl - INFO - Epoch [28][1200/3746] lr: 9.204e-02, eta: 3 days, 23:30:35, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4517, loss_cls: 4.3244, loss: 4.3244 2024-12-27 00:13:59,478 - pyskl - INFO - Epoch [28][1300/3746] lr: 9.202e-02, eta: 3 days, 23:29:07, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4400, loss_cls: 4.3743, loss: 4.3743 2024-12-27 00:15:10,949 - pyskl - INFO - Epoch [28][1400/3746] lr: 9.201e-02, eta: 3 days, 23:27:37, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4459, loss_cls: 4.3900, loss: 4.3900 2024-12-27 00:16:22,259 - pyskl - INFO - Epoch [28][1500/3746] lr: 9.199e-02, eta: 3 days, 23:26:07, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4439, loss_cls: 4.3920, loss: 4.3920 2024-12-27 00:17:33,523 - pyskl - INFO - Epoch [28][1600/3746] lr: 9.198e-02, eta: 3 days, 23:24:36, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4523, loss_cls: 4.3565, loss: 4.3565 2024-12-27 00:18:45,361 - pyskl - INFO - Epoch [28][1700/3746] lr: 9.196e-02, eta: 3 days, 23:23:08, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4494, loss_cls: 4.3528, loss: 4.3528 2024-12-27 00:19:57,169 - pyskl - INFO - Epoch [28][1800/3746] lr: 9.194e-02, eta: 3 days, 23:21:40, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4487, loss_cls: 4.3451, loss: 4.3451 2024-12-27 00:21:08,934 - pyskl - INFO - Epoch [28][1900/3746] lr: 9.193e-02, eta: 3 days, 23:20:12, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4534, loss_cls: 4.3397, loss: 4.3397 2024-12-27 00:22:21,211 - pyskl - INFO - Epoch [28][2000/3746] lr: 9.191e-02, eta: 3 days, 23:18:46, time: 0.723, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4472, loss_cls: 4.3565, loss: 4.3565 2024-12-27 00:23:32,936 - pyskl - INFO - Epoch [28][2100/3746] lr: 9.190e-02, eta: 3 days, 23:17:17, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4450, loss_cls: 4.3869, loss: 4.3869 2024-12-27 00:24:44,910 - pyskl - INFO - Epoch [28][2200/3746] lr: 9.188e-02, eta: 3 days, 23:15:50, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4430, loss_cls: 4.3921, loss: 4.3921 2024-12-27 00:25:56,764 - pyskl - INFO - Epoch [28][2300/3746] lr: 9.187e-02, eta: 3 days, 23:14:22, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4437, loss_cls: 4.3990, loss: 4.3990 2024-12-27 00:27:08,691 - pyskl - INFO - Epoch [28][2400/3746] lr: 9.185e-02, eta: 3 days, 23:12:55, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4483, loss_cls: 4.3669, loss: 4.3669 2024-12-27 00:28:20,823 - pyskl - INFO - Epoch [28][2500/3746] lr: 9.184e-02, eta: 3 days, 23:11:28, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2108, top5_acc: 0.4481, loss_cls: 4.3618, loss: 4.3618 2024-12-27 00:29:32,781 - pyskl - INFO - Epoch [28][2600/3746] lr: 9.182e-02, eta: 3 days, 23:10:01, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4281, loss_cls: 4.4231, loss: 4.4231 2024-12-27 00:30:44,621 - pyskl - INFO - Epoch [28][2700/3746] lr: 9.181e-02, eta: 3 days, 23:08:33, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4439, loss_cls: 4.3640, loss: 4.3640 2024-12-27 00:31:56,448 - pyskl - INFO - Epoch [28][2800/3746] lr: 9.179e-02, eta: 3 days, 23:07:05, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4339, loss_cls: 4.4032, loss: 4.4032 2024-12-27 00:33:08,339 - pyskl - INFO - Epoch [28][2900/3746] lr: 9.178e-02, eta: 3 days, 23:05:38, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4361, loss_cls: 4.4016, loss: 4.4016 2024-12-27 00:34:20,471 - pyskl - INFO - Epoch [28][3000/3746] lr: 9.176e-02, eta: 3 days, 23:04:12, time: 0.721, data_time: 0.001, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4417, loss_cls: 4.3738, loss: 4.3738 2024-12-27 00:35:32,721 - pyskl - INFO - Epoch [28][3100/3746] lr: 9.175e-02, eta: 3 days, 23:02:46, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4466, loss_cls: 4.3635, loss: 4.3635 2024-12-27 00:36:44,495 - pyskl - INFO - Epoch [28][3200/3746] lr: 9.173e-02, eta: 3 days, 23:01:18, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2014, top5_acc: 0.4400, loss_cls: 4.3948, loss: 4.3948 2024-12-27 00:37:56,444 - pyskl - INFO - Epoch [28][3300/3746] lr: 9.172e-02, eta: 3 days, 22:59:51, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4567, loss_cls: 4.3372, loss: 4.3372 2024-12-27 00:39:08,541 - pyskl - INFO - Epoch [28][3400/3746] lr: 9.170e-02, eta: 3 days, 22:58:24, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4417, loss_cls: 4.3968, loss: 4.3968 2024-12-27 00:40:20,632 - pyskl - INFO - Epoch [28][3500/3746] lr: 9.168e-02, eta: 3 days, 22:56:58, time: 0.721, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4570, loss_cls: 4.3345, loss: 4.3345 2024-12-27 00:41:32,681 - pyskl - INFO - Epoch [28][3600/3746] lr: 9.167e-02, eta: 3 days, 22:55:31, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4498, loss_cls: 4.3671, loss: 4.3671 2024-12-27 00:42:44,570 - pyskl - INFO - Epoch [28][3700/3746] lr: 9.165e-02, eta: 3 days, 22:54:04, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4417, loss_cls: 4.4105, loss: 4.4105 2024-12-27 00:43:19,689 - pyskl - INFO - Saving checkpoint at 28 epochs 2024-12-27 00:45:18,730 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 00:45:19,530 - pyskl - INFO - top1_acc 0.1504 top5_acc 0.3357 2024-12-27 00:45:19,530 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 00:45:19,581 - pyskl - INFO - mean_acc 0.1501 2024-12-27 00:45:19,612 - pyskl - INFO - Epoch(val) [28][309] top1_acc: 0.1504, top5_acc: 0.3357, mean_class_accuracy: 0.1501 2024-12-27 00:48:54,492 - pyskl - INFO - Epoch [29][100/3746] lr: 9.163e-02, eta: 3 days, 22:59:55, time: 2.149, data_time: 1.433, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4566, loss_cls: 4.3346, loss: 4.3346 2024-12-27 00:50:06,150 - pyskl - INFO - Epoch [29][200/3746] lr: 9.162e-02, eta: 3 days, 22:58:26, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4508, loss_cls: 4.3435, loss: 4.3435 2024-12-27 00:51:18,020 - pyskl - INFO - Epoch [29][300/3746] lr: 9.160e-02, eta: 3 days, 22:56:59, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4448, loss_cls: 4.3891, loss: 4.3891 2024-12-27 00:52:29,356 - pyskl - INFO - Epoch [29][400/3746] lr: 9.158e-02, eta: 3 days, 22:55:29, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4425, loss_cls: 4.3494, loss: 4.3494 2024-12-27 00:53:40,804 - pyskl - INFO - Epoch [29][500/3746] lr: 9.157e-02, eta: 3 days, 22:53:59, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4480, loss_cls: 4.3541, loss: 4.3541 2024-12-27 00:54:52,024 - pyskl - INFO - Epoch [29][600/3746] lr: 9.155e-02, eta: 3 days, 22:52:29, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2077, top5_acc: 0.4450, loss_cls: 4.3778, loss: 4.3778 2024-12-27 00:56:03,499 - pyskl - INFO - Epoch [29][700/3746] lr: 9.154e-02, eta: 3 days, 22:50:59, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4516, loss_cls: 4.3767, loss: 4.3767 2024-12-27 00:57:15,673 - pyskl - INFO - Epoch [29][800/3746] lr: 9.152e-02, eta: 3 days, 22:49:33, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4491, loss_cls: 4.3401, loss: 4.3401 2024-12-27 00:58:27,475 - pyskl - INFO - Epoch [29][900/3746] lr: 9.151e-02, eta: 3 days, 22:48:05, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4372, loss_cls: 4.4018, loss: 4.4018 2024-12-27 00:59:39,168 - pyskl - INFO - Epoch [29][1000/3746] lr: 9.149e-02, eta: 3 days, 22:46:37, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4525, loss_cls: 4.3259, loss: 4.3259 2024-12-27 01:00:50,860 - pyskl - INFO - Epoch [29][1100/3746] lr: 9.148e-02, eta: 3 days, 22:45:08, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4520, loss_cls: 4.3514, loss: 4.3514 2024-12-27 01:02:02,525 - pyskl - INFO - Epoch [29][1200/3746] lr: 9.146e-02, eta: 3 days, 22:43:40, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2112, top5_acc: 0.4442, loss_cls: 4.3804, loss: 4.3804 2024-12-27 01:03:13,827 - pyskl - INFO - Epoch [29][1300/3746] lr: 9.144e-02, eta: 3 days, 22:42:10, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2172, top5_acc: 0.4523, loss_cls: 4.3409, loss: 4.3409 2024-12-27 01:04:25,574 - pyskl - INFO - Epoch [29][1400/3746] lr: 9.143e-02, eta: 3 days, 22:40:42, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4342, loss_cls: 4.3638, loss: 4.3638 2024-12-27 01:05:36,731 - pyskl - INFO - Epoch [29][1500/3746] lr: 9.141e-02, eta: 3 days, 22:39:12, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4408, loss_cls: 4.4080, loss: 4.4080 2024-12-27 01:06:48,338 - pyskl - INFO - Epoch [29][1600/3746] lr: 9.140e-02, eta: 3 days, 22:37:43, time: 0.716, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4484, loss_cls: 4.3567, loss: 4.3567 2024-12-27 01:08:00,053 - pyskl - INFO - Epoch [29][1700/3746] lr: 9.138e-02, eta: 3 days, 22:36:15, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4341, loss_cls: 4.4311, loss: 4.4311 2024-12-27 01:09:12,035 - pyskl - INFO - Epoch [29][1800/3746] lr: 9.137e-02, eta: 3 days, 22:34:48, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4567, loss_cls: 4.3105, loss: 4.3105 2024-12-27 01:10:24,284 - pyskl - INFO - Epoch [29][1900/3746] lr: 9.135e-02, eta: 3 days, 22:33:23, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4555, loss_cls: 4.2959, loss: 4.2959 2024-12-27 01:11:36,313 - pyskl - INFO - Epoch [29][2000/3746] lr: 9.133e-02, eta: 3 days, 22:31:56, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4592, loss_cls: 4.3117, loss: 4.3117 2024-12-27 01:12:48,188 - pyskl - INFO - Epoch [29][2100/3746] lr: 9.132e-02, eta: 3 days, 22:30:29, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4417, loss_cls: 4.3694, loss: 4.3694 2024-12-27 01:13:59,991 - pyskl - INFO - Epoch [29][2200/3746] lr: 9.130e-02, eta: 3 days, 22:29:02, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4461, loss_cls: 4.3704, loss: 4.3704 2024-12-27 01:15:11,907 - pyskl - INFO - Epoch [29][2300/3746] lr: 9.129e-02, eta: 3 days, 22:27:35, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4392, loss_cls: 4.3854, loss: 4.3854 2024-12-27 01:16:23,709 - pyskl - INFO - Epoch [29][2400/3746] lr: 9.127e-02, eta: 3 days, 22:26:07, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2114, top5_acc: 0.4411, loss_cls: 4.3792, loss: 4.3792 2024-12-27 01:17:35,533 - pyskl - INFO - Epoch [29][2500/3746] lr: 9.126e-02, eta: 3 days, 22:24:40, time: 0.718, data_time: 0.001, memory: 15990, top1_acc: 0.2152, top5_acc: 0.4550, loss_cls: 4.3502, loss: 4.3502 2024-12-27 01:18:47,354 - pyskl - INFO - Epoch [29][2600/3746] lr: 9.124e-02, eta: 3 days, 22:23:13, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4406, loss_cls: 4.3767, loss: 4.3767 2024-12-27 01:19:59,286 - pyskl - INFO - Epoch [29][2700/3746] lr: 9.122e-02, eta: 3 days, 22:21:46, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4417, loss_cls: 4.3816, loss: 4.3816 2024-12-27 01:21:11,725 - pyskl - INFO - Epoch [29][2800/3746] lr: 9.121e-02, eta: 3 days, 22:20:21, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4384, loss_cls: 4.4016, loss: 4.4016 2024-12-27 01:22:23,933 - pyskl - INFO - Epoch [29][2900/3746] lr: 9.119e-02, eta: 3 days, 22:18:56, time: 0.722, data_time: 0.000, memory: 15990, top1_acc: 0.2117, top5_acc: 0.4464, loss_cls: 4.3814, loss: 4.3814 2024-12-27 01:23:35,770 - pyskl - INFO - Epoch [29][3000/3746] lr: 9.118e-02, eta: 3 days, 22:17:28, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2122, top5_acc: 0.4456, loss_cls: 4.3655, loss: 4.3655 2024-12-27 01:24:47,715 - pyskl - INFO - Epoch [29][3100/3746] lr: 9.116e-02, eta: 3 days, 22:16:02, time: 0.719, data_time: 0.001, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4420, loss_cls: 4.3498, loss: 4.3498 2024-12-27 01:25:59,578 - pyskl - INFO - Epoch [29][3200/3746] lr: 9.114e-02, eta: 3 days, 22:14:35, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4381, loss_cls: 4.3837, loss: 4.3837 2024-12-27 01:27:11,466 - pyskl - INFO - Epoch [29][3300/3746] lr: 9.113e-02, eta: 3 days, 22:13:08, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4512, loss_cls: 4.3755, loss: 4.3755 2024-12-27 01:28:23,415 - pyskl - INFO - Epoch [29][3400/3746] lr: 9.111e-02, eta: 3 days, 22:11:41, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4505, loss_cls: 4.3621, loss: 4.3621 2024-12-27 01:29:35,333 - pyskl - INFO - Epoch [29][3500/3746] lr: 9.110e-02, eta: 3 days, 22:10:15, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4531, loss_cls: 4.3432, loss: 4.3432 2024-12-27 01:30:47,355 - pyskl - INFO - Epoch [29][3600/3746] lr: 9.108e-02, eta: 3 days, 22:08:49, time: 0.720, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4461, loss_cls: 4.3680, loss: 4.3680 2024-12-27 01:31:59,146 - pyskl - INFO - Epoch [29][3700/3746] lr: 9.106e-02, eta: 3 days, 22:07:22, time: 0.718, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4428, loss_cls: 4.3633, loss: 4.3633 2024-12-27 01:32:34,343 - pyskl - INFO - Saving checkpoint at 29 epochs 2024-12-27 01:34:32,236 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 01:34:33,110 - pyskl - INFO - top1_acc 0.0865 top5_acc 0.2493 2024-12-27 01:34:33,110 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 01:34:33,154 - pyskl - INFO - mean_acc 0.0865 2024-12-27 01:34:33,165 - pyskl - INFO - Epoch(val) [29][309] top1_acc: 0.0865, top5_acc: 0.2493, mean_class_accuracy: 0.0865 2024-12-27 01:38:22,951 - pyskl - INFO - Epoch [30][100/3746] lr: 9.104e-02, eta: 3 days, 22:13:55, time: 2.298, data_time: 1.470, memory: 15990, top1_acc: 0.2152, top5_acc: 0.4486, loss_cls: 4.3694, loss: 4.3694 2024-12-27 01:39:45,487 - pyskl - INFO - Epoch [30][200/3746] lr: 9.103e-02, eta: 3 days, 22:13:12, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4503, loss_cls: 4.3376, loss: 4.3376 2024-12-27 01:41:07,975 - pyskl - INFO - Epoch [30][300/3746] lr: 9.101e-02, eta: 3 days, 22:12:29, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4461, loss_cls: 4.3675, loss: 4.3675 2024-12-27 01:42:30,718 - pyskl - INFO - Epoch [30][400/3746] lr: 9.099e-02, eta: 3 days, 22:11:47, time: 0.827, data_time: 0.001, memory: 15990, top1_acc: 0.2106, top5_acc: 0.4516, loss_cls: 4.3422, loss: 4.3422 2024-12-27 01:43:52,941 - pyskl - INFO - Epoch [30][500/3746] lr: 9.098e-02, eta: 3 days, 22:11:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4487, loss_cls: 4.3551, loss: 4.3551 2024-12-27 01:45:16,113 - pyskl - INFO - Epoch [30][600/3746] lr: 9.096e-02, eta: 3 days, 22:10:22, time: 0.832, data_time: 0.001, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4470, loss_cls: 4.3511, loss: 4.3511 2024-12-27 01:46:38,889 - pyskl - INFO - Epoch [30][700/3746] lr: 9.095e-02, eta: 3 days, 22:09:40, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4491, loss_cls: 4.3714, loss: 4.3714 2024-12-27 01:48:02,413 - pyskl - INFO - Epoch [30][800/3746] lr: 9.093e-02, eta: 3 days, 22:09:00, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4397, loss_cls: 4.4018, loss: 4.4018 2024-12-27 01:49:25,722 - pyskl - INFO - Epoch [30][900/3746] lr: 9.091e-02, eta: 3 days, 22:08:20, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4445, loss_cls: 4.3566, loss: 4.3566 2024-12-27 01:50:49,564 - pyskl - INFO - Epoch [30][1000/3746] lr: 9.090e-02, eta: 3 days, 22:07:42, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4422, loss_cls: 4.3984, loss: 4.3984 2024-12-27 01:52:13,038 - pyskl - INFO - Epoch [30][1100/3746] lr: 9.088e-02, eta: 3 days, 22:07:02, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4609, loss_cls: 4.3148, loss: 4.3148 2024-12-27 01:53:36,450 - pyskl - INFO - Epoch [30][1200/3746] lr: 9.087e-02, eta: 3 days, 22:06:22, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4492, loss_cls: 4.3679, loss: 4.3679 2024-12-27 01:54:59,732 - pyskl - INFO - Epoch [30][1300/3746] lr: 9.085e-02, eta: 3 days, 22:05:42, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4552, loss_cls: 4.3249, loss: 4.3249 2024-12-27 01:56:22,994 - pyskl - INFO - Epoch [30][1400/3746] lr: 9.083e-02, eta: 3 days, 22:05:01, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4469, loss_cls: 4.3723, loss: 4.3723 2024-12-27 01:57:46,860 - pyskl - INFO - Epoch [30][1500/3746] lr: 9.082e-02, eta: 3 days, 22:04:22, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4533, loss_cls: 4.3166, loss: 4.3166 2024-12-27 01:59:10,100 - pyskl - INFO - Epoch [30][1600/3746] lr: 9.080e-02, eta: 3 days, 22:03:41, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2203, top5_acc: 0.4578, loss_cls: 4.3111, loss: 4.3111 2024-12-27 02:00:33,796 - pyskl - INFO - Epoch [30][1700/3746] lr: 9.078e-02, eta: 3 days, 22:03:02, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4552, loss_cls: 4.3499, loss: 4.3499 2024-12-27 02:01:57,617 - pyskl - INFO - Epoch [30][1800/3746] lr: 9.077e-02, eta: 3 days, 22:02:23, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4400, loss_cls: 4.3541, loss: 4.3541 2024-12-27 02:03:21,393 - pyskl - INFO - Epoch [30][1900/3746] lr: 9.075e-02, eta: 3 days, 22:01:44, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.2216, top5_acc: 0.4589, loss_cls: 4.3127, loss: 4.3127 2024-12-27 02:04:45,609 - pyskl - INFO - Epoch [30][2000/3746] lr: 9.074e-02, eta: 3 days, 22:01:07, time: 0.842, data_time: 0.001, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4420, loss_cls: 4.3929, loss: 4.3929 2024-12-27 02:06:09,711 - pyskl - INFO - Epoch [30][2100/3746] lr: 9.072e-02, eta: 3 days, 22:00:29, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4389, loss_cls: 4.4086, loss: 4.4086 2024-12-27 02:07:34,302 - pyskl - INFO - Epoch [30][2200/3746] lr: 9.070e-02, eta: 3 days, 21:59:53, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4478, loss_cls: 4.3635, loss: 4.3635 2024-12-27 02:08:57,963 - pyskl - INFO - Epoch [30][2300/3746] lr: 9.069e-02, eta: 3 days, 21:59:13, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.2136, top5_acc: 0.4545, loss_cls: 4.3341, loss: 4.3341 2024-12-27 02:10:22,095 - pyskl - INFO - Epoch [30][2400/3746] lr: 9.067e-02, eta: 3 days, 21:58:35, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4458, loss_cls: 4.3425, loss: 4.3425 2024-12-27 02:11:46,425 - pyskl - INFO - Epoch [30][2500/3746] lr: 9.065e-02, eta: 3 days, 21:57:57, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4487, loss_cls: 4.3424, loss: 4.3424 2024-12-27 02:13:10,042 - pyskl - INFO - Epoch [30][2600/3746] lr: 9.064e-02, eta: 3 days, 21:57:17, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4400, loss_cls: 4.3884, loss: 4.3884 2024-12-27 02:14:33,414 - pyskl - INFO - Epoch [30][2700/3746] lr: 9.062e-02, eta: 3 days, 21:56:36, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4570, loss_cls: 4.3126, loss: 4.3126 2024-12-27 02:15:57,416 - pyskl - INFO - Epoch [30][2800/3746] lr: 9.061e-02, eta: 3 days, 21:55:57, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2180, top5_acc: 0.4455, loss_cls: 4.3654, loss: 4.3654 2024-12-27 02:17:21,231 - pyskl - INFO - Epoch [30][2900/3746] lr: 9.059e-02, eta: 3 days, 21:55:17, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.2206, top5_acc: 0.4522, loss_cls: 4.3282, loss: 4.3282 2024-12-27 02:18:44,942 - pyskl - INFO - Epoch [30][3000/3746] lr: 9.057e-02, eta: 3 days, 21:54:37, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4380, loss_cls: 4.4198, loss: 4.4198 2024-12-27 02:20:08,575 - pyskl - INFO - Epoch [30][3100/3746] lr: 9.056e-02, eta: 3 days, 21:53:56, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4467, loss_cls: 4.3852, loss: 4.3852 2024-12-27 02:21:32,683 - pyskl - INFO - Epoch [30][3200/3746] lr: 9.054e-02, eta: 3 days, 21:53:17, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4411, loss_cls: 4.3559, loss: 4.3559 2024-12-27 02:22:56,542 - pyskl - INFO - Epoch [30][3300/3746] lr: 9.052e-02, eta: 3 days, 21:52:37, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4422, loss_cls: 4.3823, loss: 4.3823 2024-12-27 02:24:20,509 - pyskl - INFO - Epoch [30][3400/3746] lr: 9.051e-02, eta: 3 days, 21:51:58, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4498, loss_cls: 4.3445, loss: 4.3445 2024-12-27 02:25:44,626 - pyskl - INFO - Epoch [30][3500/3746] lr: 9.049e-02, eta: 3 days, 21:51:19, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4473, loss_cls: 4.3723, loss: 4.3723 2024-12-27 02:27:08,520 - pyskl - INFO - Epoch [30][3600/3746] lr: 9.047e-02, eta: 3 days, 21:50:39, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4500, loss_cls: 4.3497, loss: 4.3497 2024-12-27 02:28:31,400 - pyskl - INFO - Epoch [30][3700/3746] lr: 9.046e-02, eta: 3 days, 21:49:55, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4442, loss_cls: 4.3849, loss: 4.3849 2024-12-27 02:29:11,404 - pyskl - INFO - Saving checkpoint at 30 epochs 2024-12-27 02:31:10,493 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 02:31:11,198 - pyskl - INFO - top1_acc 0.1362 top5_acc 0.3183 2024-12-27 02:31:11,198 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 02:31:11,234 - pyskl - INFO - mean_acc 0.1362 2024-12-27 02:31:11,244 - pyskl - INFO - Epoch(val) [30][309] top1_acc: 0.1362, top5_acc: 0.3183, mean_class_accuracy: 0.1362 2024-12-27 02:35:19,594 - pyskl - INFO - Epoch [31][100/3746] lr: 9.043e-02, eta: 3 days, 21:57:19, time: 2.483, data_time: 1.454, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4608, loss_cls: 4.5648, loss: 4.5648 2024-12-27 02:36:45,610 - pyskl - INFO - Epoch [31][200/3746] lr: 9.042e-02, eta: 3 days, 21:56:47, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4695, loss_cls: 4.5218, loss: 4.5218 2024-12-27 02:38:11,747 - pyskl - INFO - Epoch [31][300/3746] lr: 9.040e-02, eta: 3 days, 21:56:15, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2206, top5_acc: 0.4539, loss_cls: 4.5766, loss: 4.5766 2024-12-27 02:39:37,166 - pyskl - INFO - Epoch [31][400/3746] lr: 9.039e-02, eta: 3 days, 21:55:40, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4500, loss_cls: 4.5714, loss: 4.5714 2024-12-27 02:41:02,172 - pyskl - INFO - Epoch [31][500/3746] lr: 9.037e-02, eta: 3 days, 21:55:03, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4530, loss_cls: 4.5797, loss: 4.5797 2024-12-27 02:42:27,246 - pyskl - INFO - Epoch [31][600/3746] lr: 9.035e-02, eta: 3 days, 21:54:27, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4495, loss_cls: 4.5832, loss: 4.5832 2024-12-27 02:43:52,418 - pyskl - INFO - Epoch [31][700/3746] lr: 9.034e-02, eta: 3 days, 21:53:51, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4473, loss_cls: 4.6209, loss: 4.6209 2024-12-27 02:45:18,030 - pyskl - INFO - Epoch [31][800/3746] lr: 9.032e-02, eta: 3 days, 21:53:16, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2159, top5_acc: 0.4527, loss_cls: 4.5625, loss: 4.5625 2024-12-27 02:46:43,192 - pyskl - INFO - Epoch [31][900/3746] lr: 9.030e-02, eta: 3 days, 21:52:40, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4356, loss_cls: 4.6524, loss: 4.6524 2024-12-27 02:48:08,034 - pyskl - INFO - Epoch [31][1000/3746] lr: 9.029e-02, eta: 3 days, 21:52:02, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2238, top5_acc: 0.4641, loss_cls: 4.5434, loss: 4.5434 2024-12-27 02:49:32,847 - pyskl - INFO - Epoch [31][1100/3746] lr: 9.027e-02, eta: 3 days, 21:51:24, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4530, loss_cls: 4.5738, loss: 4.5738 2024-12-27 02:50:58,416 - pyskl - INFO - Epoch [31][1200/3746] lr: 9.025e-02, eta: 3 days, 21:50:49, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4519, loss_cls: 4.5972, loss: 4.5972 2024-12-27 02:52:24,394 - pyskl - INFO - Epoch [31][1300/3746] lr: 9.024e-02, eta: 3 days, 21:50:16, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4419, loss_cls: 4.6258, loss: 4.6258 2024-12-27 02:53:50,090 - pyskl - INFO - Epoch [31][1400/3746] lr: 9.022e-02, eta: 3 days, 21:49:41, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2159, top5_acc: 0.4522, loss_cls: 4.5598, loss: 4.5598 2024-12-27 02:55:15,683 - pyskl - INFO - Epoch [31][1500/3746] lr: 9.020e-02, eta: 3 days, 21:49:06, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4530, loss_cls: 4.5665, loss: 4.5665 2024-12-27 02:56:41,978 - pyskl - INFO - Epoch [31][1600/3746] lr: 9.019e-02, eta: 3 days, 21:48:33, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4536, loss_cls: 4.6271, loss: 4.6271 2024-12-27 02:58:07,825 - pyskl - INFO - Epoch [31][1700/3746] lr: 9.017e-02, eta: 3 days, 21:47:59, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4416, loss_cls: 4.6156, loss: 4.6156 2024-12-27 02:59:33,378 - pyskl - INFO - Epoch [31][1800/3746] lr: 9.015e-02, eta: 3 days, 21:47:23, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2206, top5_acc: 0.4480, loss_cls: 4.5818, loss: 4.5818 2024-12-27 03:00:59,274 - pyskl - INFO - Epoch [31][1900/3746] lr: 9.014e-02, eta: 3 days, 21:46:49, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2275, top5_acc: 0.4650, loss_cls: 4.5386, loss: 4.5386 2024-12-27 03:02:24,673 - pyskl - INFO - Epoch [31][2000/3746] lr: 9.012e-02, eta: 3 days, 21:46:12, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4528, loss_cls: 4.5474, loss: 4.5474 2024-12-27 03:03:50,366 - pyskl - INFO - Epoch [31][2100/3746] lr: 9.010e-02, eta: 3 days, 21:45:37, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4528, loss_cls: 4.5750, loss: 4.5750 2024-12-27 03:05:16,032 - pyskl - INFO - Epoch [31][2200/3746] lr: 9.009e-02, eta: 3 days, 21:45:02, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4462, loss_cls: 4.5933, loss: 4.5933 2024-12-27 03:06:41,685 - pyskl - INFO - Epoch [31][2300/3746] lr: 9.007e-02, eta: 3 days, 21:44:26, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4494, loss_cls: 4.6021, loss: 4.6021 2024-12-27 03:08:07,437 - pyskl - INFO - Epoch [31][2400/3746] lr: 9.005e-02, eta: 3 days, 21:43:50, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4405, loss_cls: 4.6256, loss: 4.6256 2024-12-27 03:09:33,202 - pyskl - INFO - Epoch [31][2500/3746] lr: 9.004e-02, eta: 3 days, 21:43:15, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2181, top5_acc: 0.4461, loss_cls: 4.5906, loss: 4.5906 2024-12-27 03:10:58,837 - pyskl - INFO - Epoch [31][2600/3746] lr: 9.002e-02, eta: 3 days, 21:42:39, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4533, loss_cls: 4.5878, loss: 4.5878 2024-12-27 03:12:24,767 - pyskl - INFO - Epoch [31][2700/3746] lr: 9.000e-02, eta: 3 days, 21:42:04, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4514, loss_cls: 4.5790, loss: 4.5790 2024-12-27 03:13:51,012 - pyskl - INFO - Epoch [31][2800/3746] lr: 8.999e-02, eta: 3 days, 21:41:30, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4423, loss_cls: 4.6338, loss: 4.6338 2024-12-27 03:15:17,234 - pyskl - INFO - Epoch [31][2900/3746] lr: 8.997e-02, eta: 3 days, 21:40:56, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2037, top5_acc: 0.4323, loss_cls: 4.6682, loss: 4.6682 2024-12-27 03:16:42,921 - pyskl - INFO - Epoch [31][3000/3746] lr: 8.995e-02, eta: 3 days, 21:40:20, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2092, top5_acc: 0.4448, loss_cls: 4.6185, loss: 4.6185 2024-12-27 03:18:08,361 - pyskl - INFO - Epoch [31][3100/3746] lr: 8.994e-02, eta: 3 days, 21:39:43, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4562, loss_cls: 4.5647, loss: 4.5647 2024-12-27 03:19:34,569 - pyskl - INFO - Epoch [31][3200/3746] lr: 8.992e-02, eta: 3 days, 21:39:09, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4512, loss_cls: 4.5911, loss: 4.5911 2024-12-27 03:21:00,374 - pyskl - INFO - Epoch [31][3300/3746] lr: 8.990e-02, eta: 3 days, 21:38:33, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4566, loss_cls: 4.5510, loss: 4.5510 2024-12-27 03:22:26,672 - pyskl - INFO - Epoch [31][3400/3746] lr: 8.989e-02, eta: 3 days, 21:37:59, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4434, loss_cls: 4.6358, loss: 4.6358 2024-12-27 03:23:52,521 - pyskl - INFO - Epoch [31][3500/3746] lr: 8.987e-02, eta: 3 days, 21:37:23, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4481, loss_cls: 4.6354, loss: 4.6354 2024-12-27 03:25:18,429 - pyskl - INFO - Epoch [31][3600/3746] lr: 8.985e-02, eta: 3 days, 21:36:47, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4561, loss_cls: 4.5748, loss: 4.5748 2024-12-27 03:26:43,615 - pyskl - INFO - Epoch [31][3700/3746] lr: 8.983e-02, eta: 3 days, 21:36:08, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4630, loss_cls: 4.5251, loss: 4.5251 2024-12-27 03:27:25,146 - pyskl - INFO - Saving checkpoint at 31 epochs 2024-12-27 03:29:26,967 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 03:29:27,758 - pyskl - INFO - top1_acc 0.1638 top5_acc 0.3642 2024-12-27 03:29:27,758 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 03:29:27,798 - pyskl - INFO - mean_acc 0.1636 2024-12-27 03:29:27,803 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_21.pth was removed 2024-12-27 03:29:28,075 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. 2024-12-27 03:29:28,076 - pyskl - INFO - Best top1_acc is 0.1638 at 31 epoch. 2024-12-27 03:29:28,090 - pyskl - INFO - Epoch(val) [31][309] top1_acc: 0.1638, top5_acc: 0.3642, mean_class_accuracy: 0.1636 2024-12-27 03:33:49,562 - pyskl - INFO - Epoch [32][100/3746] lr: 8.981e-02, eta: 3 days, 21:43:57, time: 2.615, data_time: 1.576, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4534, loss_cls: 4.5752, loss: 4.5752 2024-12-27 03:35:15,270 - pyskl - INFO - Epoch [32][200/3746] lr: 8.979e-02, eta: 3 days, 21:43:20, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4567, loss_cls: 4.5623, loss: 4.5623 2024-12-27 03:36:41,457 - pyskl - INFO - Epoch [32][300/3746] lr: 8.978e-02, eta: 3 days, 21:42:44, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4502, loss_cls: 4.5899, loss: 4.5899 2024-12-27 03:38:07,107 - pyskl - INFO - Epoch [32][400/3746] lr: 8.976e-02, eta: 3 days, 21:42:06, time: 0.856, data_time: 0.001, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4506, loss_cls: 4.5900, loss: 4.5900 2024-12-27 03:39:32,431 - pyskl - INFO - Epoch [32][500/3746] lr: 8.974e-02, eta: 3 days, 21:41:27, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4511, loss_cls: 4.5944, loss: 4.5944 2024-12-27 03:40:57,988 - pyskl - INFO - Epoch [32][600/3746] lr: 8.973e-02, eta: 3 days, 21:40:49, time: 0.856, data_time: 0.001, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4583, loss_cls: 4.5480, loss: 4.5480 2024-12-27 03:42:23,756 - pyskl - INFO - Epoch [32][700/3746] lr: 8.971e-02, eta: 3 days, 21:40:11, time: 0.858, data_time: 0.001, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4575, loss_cls: 4.5487, loss: 4.5487 2024-12-27 03:43:49,599 - pyskl - INFO - Epoch [32][800/3746] lr: 8.969e-02, eta: 3 days, 21:39:34, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4437, loss_cls: 4.6253, loss: 4.6253 2024-12-27 03:45:15,279 - pyskl - INFO - Epoch [32][900/3746] lr: 8.967e-02, eta: 3 days, 21:38:56, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2217, top5_acc: 0.4505, loss_cls: 4.5978, loss: 4.5978 2024-12-27 03:46:41,079 - pyskl - INFO - Epoch [32][1000/3746] lr: 8.966e-02, eta: 3 days, 21:38:18, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4492, loss_cls: 4.6102, loss: 4.6102 2024-12-27 03:48:06,700 - pyskl - INFO - Epoch [32][1100/3746] lr: 8.964e-02, eta: 3 days, 21:37:39, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2259, top5_acc: 0.4498, loss_cls: 4.5516, loss: 4.5516 2024-12-27 03:49:32,363 - pyskl - INFO - Epoch [32][1200/3746] lr: 8.962e-02, eta: 3 days, 21:37:01, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4494, loss_cls: 4.5742, loss: 4.5742 2024-12-27 03:50:58,768 - pyskl - INFO - Epoch [32][1300/3746] lr: 8.961e-02, eta: 3 days, 21:36:25, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4608, loss_cls: 4.5777, loss: 4.5777 2024-12-27 03:52:24,727 - pyskl - INFO - Epoch [32][1400/3746] lr: 8.959e-02, eta: 3 days, 21:35:48, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2195, top5_acc: 0.4611, loss_cls: 4.5504, loss: 4.5504 2024-12-27 03:53:50,639 - pyskl - INFO - Epoch [32][1500/3746] lr: 8.957e-02, eta: 3 days, 21:35:10, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4531, loss_cls: 4.5734, loss: 4.5734 2024-12-27 03:55:16,966 - pyskl - INFO - Epoch [32][1600/3746] lr: 8.955e-02, eta: 3 days, 21:34:34, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4402, loss_cls: 4.6598, loss: 4.6598 2024-12-27 03:56:43,207 - pyskl - INFO - Epoch [32][1700/3746] lr: 8.954e-02, eta: 3 days, 21:33:57, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2114, top5_acc: 0.4439, loss_cls: 4.6144, loss: 4.6144 2024-12-27 03:58:09,179 - pyskl - INFO - Epoch [32][1800/3746] lr: 8.952e-02, eta: 3 days, 21:33:19, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4530, loss_cls: 4.5772, loss: 4.5772 2024-12-27 03:59:35,447 - pyskl - INFO - Epoch [32][1900/3746] lr: 8.950e-02, eta: 3 days, 21:32:43, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4525, loss_cls: 4.5557, loss: 4.5557 2024-12-27 04:01:01,406 - pyskl - INFO - Epoch [32][2000/3746] lr: 8.949e-02, eta: 3 days, 21:32:05, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2122, top5_acc: 0.4548, loss_cls: 4.5429, loss: 4.5429 2024-12-27 04:02:27,756 - pyskl - INFO - Epoch [32][2100/3746] lr: 8.947e-02, eta: 3 days, 21:31:28, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4492, loss_cls: 4.5710, loss: 4.5710 2024-12-27 04:03:53,567 - pyskl - INFO - Epoch [32][2200/3746] lr: 8.945e-02, eta: 3 days, 21:30:49, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4477, loss_cls: 4.5736, loss: 4.5736 2024-12-27 04:05:19,949 - pyskl - INFO - Epoch [32][2300/3746] lr: 8.943e-02, eta: 3 days, 21:30:13, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2159, top5_acc: 0.4537, loss_cls: 4.5601, loss: 4.5601 2024-12-27 04:06:46,218 - pyskl - INFO - Epoch [32][2400/3746] lr: 8.942e-02, eta: 3 days, 21:29:36, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4439, loss_cls: 4.6373, loss: 4.6373 2024-12-27 04:08:12,427 - pyskl - INFO - Epoch [32][2500/3746] lr: 8.940e-02, eta: 3 days, 21:28:58, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2058, top5_acc: 0.4400, loss_cls: 4.6269, loss: 4.6269 2024-12-27 04:09:38,881 - pyskl - INFO - Epoch [32][2600/3746] lr: 8.938e-02, eta: 3 days, 21:28:22, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4420, loss_cls: 4.6074, loss: 4.6074 2024-12-27 04:11:04,559 - pyskl - INFO - Epoch [32][2700/3746] lr: 8.937e-02, eta: 3 days, 21:27:42, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4411, loss_cls: 4.6294, loss: 4.6294 2024-12-27 04:12:31,166 - pyskl - INFO - Epoch [32][2800/3746] lr: 8.935e-02, eta: 3 days, 21:27:06, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4520, loss_cls: 4.5552, loss: 4.5552 2024-12-27 04:13:57,090 - pyskl - INFO - Epoch [32][2900/3746] lr: 8.933e-02, eta: 3 days, 21:26:27, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4478, loss_cls: 4.5985, loss: 4.5985 2024-12-27 04:15:23,501 - pyskl - INFO - Epoch [32][3000/3746] lr: 8.931e-02, eta: 3 days, 21:25:50, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4600, loss_cls: 4.5545, loss: 4.5545 2024-12-27 04:16:49,731 - pyskl - INFO - Epoch [32][3100/3746] lr: 8.930e-02, eta: 3 days, 21:25:12, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4445, loss_cls: 4.6018, loss: 4.6018 2024-12-27 04:18:16,089 - pyskl - INFO - Epoch [32][3200/3746] lr: 8.928e-02, eta: 3 days, 21:24:35, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4517, loss_cls: 4.5778, loss: 4.5778 2024-12-27 04:19:42,430 - pyskl - INFO - Epoch [32][3300/3746] lr: 8.926e-02, eta: 3 days, 21:23:57, time: 0.863, data_time: 0.001, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4533, loss_cls: 4.5736, loss: 4.5736 2024-12-27 04:21:08,268 - pyskl - INFO - Epoch [32][3400/3746] lr: 8.924e-02, eta: 3 days, 21:23:17, time: 0.858, data_time: 0.001, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4500, loss_cls: 4.5944, loss: 4.5944 2024-12-27 04:22:34,060 - pyskl - INFO - Epoch [32][3500/3746] lr: 8.923e-02, eta: 3 days, 21:22:38, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2217, top5_acc: 0.4573, loss_cls: 4.5283, loss: 4.5283 2024-12-27 04:23:59,538 - pyskl - INFO - Epoch [32][3600/3746] lr: 8.921e-02, eta: 3 days, 21:21:57, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4652, loss_cls: 4.5191, loss: 4.5191 2024-12-27 04:25:24,664 - pyskl - INFO - Epoch [32][3700/3746] lr: 8.919e-02, eta: 3 days, 21:21:14, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4536, loss_cls: 4.6168, loss: 4.6168 2024-12-27 04:26:06,091 - pyskl - INFO - Saving checkpoint at 32 epochs 2024-12-27 04:28:06,893 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 04:28:07,647 - pyskl - INFO - top1_acc 0.1707 top5_acc 0.3761 2024-12-27 04:28:07,647 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 04:28:07,699 - pyskl - INFO - mean_acc 0.1706 2024-12-27 04:28:07,709 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_31.pth was removed 2024-12-27 04:28:08,032 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2024-12-27 04:28:08,035 - pyskl - INFO - Best top1_acc is 0.1707 at 32 epoch. 2024-12-27 04:28:08,051 - pyskl - INFO - Epoch(val) [32][309] top1_acc: 0.1707, top5_acc: 0.3761, mean_class_accuracy: 0.1706 2024-12-27 04:32:33,357 - pyskl - INFO - Epoch [33][100/3746] lr: 8.917e-02, eta: 3 days, 21:28:52, time: 2.653, data_time: 1.608, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4609, loss_cls: 4.5279, loss: 4.5279 2024-12-27 04:33:59,502 - pyskl - INFO - Epoch [33][200/3746] lr: 8.915e-02, eta: 3 days, 21:28:12, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4664, loss_cls: 4.5350, loss: 4.5350 2024-12-27 04:35:25,358 - pyskl - INFO - Epoch [33][300/3746] lr: 8.913e-02, eta: 3 days, 21:27:32, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4505, loss_cls: 4.5792, loss: 4.5792 2024-12-27 04:36:51,228 - pyskl - INFO - Epoch [33][400/3746] lr: 8.912e-02, eta: 3 days, 21:26:51, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4566, loss_cls: 4.5872, loss: 4.5872 2024-12-27 04:38:16,487 - pyskl - INFO - Epoch [33][500/3746] lr: 8.910e-02, eta: 3 days, 21:26:08, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4517, loss_cls: 4.5598, loss: 4.5598 2024-12-27 04:39:41,781 - pyskl - INFO - Epoch [33][600/3746] lr: 8.908e-02, eta: 3 days, 21:25:25, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4612, loss_cls: 4.5388, loss: 4.5388 2024-12-27 04:41:07,741 - pyskl - INFO - Epoch [33][700/3746] lr: 8.906e-02, eta: 3 days, 21:24:45, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2181, top5_acc: 0.4445, loss_cls: 4.5911, loss: 4.5911 2024-12-27 04:42:34,144 - pyskl - INFO - Epoch [33][800/3746] lr: 8.905e-02, eta: 3 days, 21:24:06, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2181, top5_acc: 0.4519, loss_cls: 4.5587, loss: 4.5587 2024-12-27 04:44:01,021 - pyskl - INFO - Epoch [33][900/3746] lr: 8.903e-02, eta: 3 days, 21:23:29, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4567, loss_cls: 4.5686, loss: 4.5686 2024-12-27 04:45:27,076 - pyskl - INFO - Epoch [33][1000/3746] lr: 8.901e-02, eta: 3 days, 21:22:49, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2181, top5_acc: 0.4455, loss_cls: 4.6055, loss: 4.6055 2024-12-27 04:46:53,959 - pyskl - INFO - Epoch [33][1100/3746] lr: 8.899e-02, eta: 3 days, 21:22:11, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.2159, top5_acc: 0.4573, loss_cls: 4.5512, loss: 4.5512 2024-12-27 04:48:20,563 - pyskl - INFO - Epoch [33][1200/3746] lr: 8.898e-02, eta: 3 days, 21:21:33, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4544, loss_cls: 4.5640, loss: 4.5640 2024-12-27 04:49:47,145 - pyskl - INFO - Epoch [33][1300/3746] lr: 8.896e-02, eta: 3 days, 21:20:54, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2216, top5_acc: 0.4456, loss_cls: 4.5758, loss: 4.5758 2024-12-27 04:51:13,621 - pyskl - INFO - Epoch [33][1400/3746] lr: 8.894e-02, eta: 3 days, 21:20:15, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4522, loss_cls: 4.5745, loss: 4.5745 2024-12-27 04:52:39,750 - pyskl - INFO - Epoch [33][1500/3746] lr: 8.892e-02, eta: 3 days, 21:19:35, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4572, loss_cls: 4.5538, loss: 4.5538 2024-12-27 04:54:05,802 - pyskl - INFO - Epoch [33][1600/3746] lr: 8.891e-02, eta: 3 days, 21:18:54, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4519, loss_cls: 4.5738, loss: 4.5738 2024-12-27 04:55:31,904 - pyskl - INFO - Epoch [33][1700/3746] lr: 8.889e-02, eta: 3 days, 21:18:13, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4473, loss_cls: 4.6051, loss: 4.6051 2024-12-27 04:56:58,436 - pyskl - INFO - Epoch [33][1800/3746] lr: 8.887e-02, eta: 3 days, 21:17:34, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4573, loss_cls: 4.5541, loss: 4.5541 2024-12-27 04:58:25,241 - pyskl - INFO - Epoch [33][1900/3746] lr: 8.885e-02, eta: 3 days, 21:16:56, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4452, loss_cls: 4.6262, loss: 4.6262 2024-12-27 04:59:51,787 - pyskl - INFO - Epoch [33][2000/3746] lr: 8.884e-02, eta: 3 days, 21:16:16, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4570, loss_cls: 4.5701, loss: 4.5701 2024-12-27 05:01:18,301 - pyskl - INFO - Epoch [33][2100/3746] lr: 8.882e-02, eta: 3 days, 21:15:37, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4503, loss_cls: 4.5787, loss: 4.5787 2024-12-27 05:02:44,966 - pyskl - INFO - Epoch [33][2200/3746] lr: 8.880e-02, eta: 3 days, 21:14:58, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4502, loss_cls: 4.6090, loss: 4.6090 2024-12-27 05:04:11,174 - pyskl - INFO - Epoch [33][2300/3746] lr: 8.878e-02, eta: 3 days, 21:14:17, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4564, loss_cls: 4.5739, loss: 4.5739 2024-12-27 05:05:37,155 - pyskl - INFO - Epoch [33][2400/3746] lr: 8.876e-02, eta: 3 days, 21:13:35, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2180, top5_acc: 0.4591, loss_cls: 4.5666, loss: 4.5666 2024-12-27 05:07:03,235 - pyskl - INFO - Epoch [33][2500/3746] lr: 8.875e-02, eta: 3 days, 21:12:54, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2172, top5_acc: 0.4466, loss_cls: 4.5848, loss: 4.5848 2024-12-27 05:08:29,199 - pyskl - INFO - Epoch [33][2600/3746] lr: 8.873e-02, eta: 3 days, 21:12:12, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4486, loss_cls: 4.5961, loss: 4.5961 2024-12-27 05:09:55,234 - pyskl - INFO - Epoch [33][2700/3746] lr: 8.871e-02, eta: 3 days, 21:11:30, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4478, loss_cls: 4.6256, loss: 4.6256 2024-12-27 05:11:21,909 - pyskl - INFO - Epoch [33][2800/3746] lr: 8.869e-02, eta: 3 days, 21:10:51, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4528, loss_cls: 4.5756, loss: 4.5756 2024-12-27 05:12:48,663 - pyskl - INFO - Epoch [33][2900/3746] lr: 8.868e-02, eta: 3 days, 21:10:12, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.2216, top5_acc: 0.4545, loss_cls: 4.5603, loss: 4.5603 2024-12-27 05:14:14,795 - pyskl - INFO - Epoch [33][3000/3746] lr: 8.866e-02, eta: 3 days, 21:09:30, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4562, loss_cls: 4.5587, loss: 4.5587 2024-12-27 05:15:40,818 - pyskl - INFO - Epoch [33][3100/3746] lr: 8.864e-02, eta: 3 days, 21:08:48, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4572, loss_cls: 4.5756, loss: 4.5756 2024-12-27 05:17:07,454 - pyskl - INFO - Epoch [33][3200/3746] lr: 8.862e-02, eta: 3 days, 21:08:08, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4541, loss_cls: 4.5568, loss: 4.5568 2024-12-27 05:18:33,852 - pyskl - INFO - Epoch [33][3300/3746] lr: 8.861e-02, eta: 3 days, 21:07:27, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4553, loss_cls: 4.5525, loss: 4.5525 2024-12-27 05:20:00,265 - pyskl - INFO - Epoch [33][3400/3746] lr: 8.859e-02, eta: 3 days, 21:06:47, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4553, loss_cls: 4.5739, loss: 4.5739 2024-12-27 05:21:25,609 - pyskl - INFO - Epoch [33][3500/3746] lr: 8.857e-02, eta: 3 days, 21:06:02, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4606, loss_cls: 4.5539, loss: 4.5539 2024-12-27 05:22:50,494 - pyskl - INFO - Epoch [33][3600/3746] lr: 8.855e-02, eta: 3 days, 21:05:15, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4331, loss_cls: 4.6392, loss: 4.6392 2024-12-27 05:24:16,170 - pyskl - INFO - Epoch [33][3700/3746] lr: 8.853e-02, eta: 3 days, 21:04:32, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4503, loss_cls: 4.5815, loss: 4.5815 2024-12-27 05:24:57,577 - pyskl - INFO - Saving checkpoint at 33 epochs 2024-12-27 05:26:57,542 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 05:26:58,299 - pyskl - INFO - top1_acc 0.1460 top5_acc 0.3419 2024-12-27 05:26:58,299 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 05:26:58,353 - pyskl - INFO - mean_acc 0.1458 2024-12-27 05:26:58,367 - pyskl - INFO - Epoch(val) [33][309] top1_acc: 0.1460, top5_acc: 0.3419, mean_class_accuracy: 0.1458 2024-12-27 05:31:21,567 - pyskl - INFO - Epoch [34][100/3746] lr: 8.851e-02, eta: 3 days, 21:11:37, time: 2.632, data_time: 1.593, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4595, loss_cls: 4.5270, loss: 4.5270 2024-12-27 05:32:47,543 - pyskl - INFO - Epoch [34][200/3746] lr: 8.849e-02, eta: 3 days, 21:10:54, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4455, loss_cls: 4.5584, loss: 4.5584 2024-12-27 05:34:13,454 - pyskl - INFO - Epoch [34][300/3746] lr: 8.847e-02, eta: 3 days, 21:10:10, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4595, loss_cls: 4.5595, loss: 4.5595 2024-12-27 05:35:39,186 - pyskl - INFO - Epoch [34][400/3746] lr: 8.845e-02, eta: 3 days, 21:09:26, time: 0.857, data_time: 0.001, memory: 15990, top1_acc: 0.2238, top5_acc: 0.4558, loss_cls: 4.5321, loss: 4.5321 2024-12-27 05:37:04,992 - pyskl - INFO - Epoch [34][500/3746] lr: 8.844e-02, eta: 3 days, 21:08:42, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4542, loss_cls: 4.5496, loss: 4.5496 2024-12-27 05:38:30,055 - pyskl - INFO - Epoch [34][600/3746] lr: 8.842e-02, eta: 3 days, 21:07:55, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4517, loss_cls: 4.5530, loss: 4.5530 2024-12-27 05:39:55,896 - pyskl - INFO - Epoch [34][700/3746] lr: 8.840e-02, eta: 3 days, 21:07:11, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4500, loss_cls: 4.6038, loss: 4.6038 2024-12-27 05:41:22,010 - pyskl - INFO - Epoch [34][800/3746] lr: 8.838e-02, eta: 3 days, 21:06:28, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4492, loss_cls: 4.5827, loss: 4.5827 2024-12-27 05:42:47,725 - pyskl - INFO - Epoch [34][900/3746] lr: 8.836e-02, eta: 3 days, 21:05:43, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2305, top5_acc: 0.4577, loss_cls: 4.5401, loss: 4.5401 2024-12-27 05:44:13,805 - pyskl - INFO - Epoch [34][1000/3746] lr: 8.835e-02, eta: 3 days, 21:05:00, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4434, loss_cls: 4.6083, loss: 4.6083 2024-12-27 05:45:40,107 - pyskl - INFO - Epoch [34][1100/3746] lr: 8.833e-02, eta: 3 days, 21:04:17, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4509, loss_cls: 4.5891, loss: 4.5891 2024-12-27 05:47:06,093 - pyskl - INFO - Epoch [34][1200/3746] lr: 8.831e-02, eta: 3 days, 21:03:33, time: 0.860, data_time: 0.001, memory: 15990, top1_acc: 0.2203, top5_acc: 0.4498, loss_cls: 4.5757, loss: 4.5757 2024-12-27 05:48:32,171 - pyskl - INFO - Epoch [34][1300/3746] lr: 8.829e-02, eta: 3 days, 21:02:49, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2253, top5_acc: 0.4633, loss_cls: 4.5376, loss: 4.5376 2024-12-27 05:49:58,574 - pyskl - INFO - Epoch [34][1400/3746] lr: 8.828e-02, eta: 3 days, 21:02:07, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4508, loss_cls: 4.6146, loss: 4.6146 2024-12-27 05:51:25,176 - pyskl - INFO - Epoch [34][1500/3746] lr: 8.826e-02, eta: 3 days, 21:01:25, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4580, loss_cls: 4.5649, loss: 4.5649 2024-12-27 05:52:51,321 - pyskl - INFO - Epoch [34][1600/3746] lr: 8.824e-02, eta: 3 days, 21:00:41, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4492, loss_cls: 4.5882, loss: 4.5882 2024-12-27 05:54:17,804 - pyskl - INFO - Epoch [34][1700/3746] lr: 8.822e-02, eta: 3 days, 20:59:59, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4583, loss_cls: 4.5541, loss: 4.5541 2024-12-27 05:55:43,886 - pyskl - INFO - Epoch [34][1800/3746] lr: 8.820e-02, eta: 3 days, 20:59:15, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4597, loss_cls: 4.5384, loss: 4.5384 2024-12-27 05:57:10,024 - pyskl - INFO - Epoch [34][1900/3746] lr: 8.819e-02, eta: 3 days, 20:58:31, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4495, loss_cls: 4.5826, loss: 4.5826 2024-12-27 05:58:36,404 - pyskl - INFO - Epoch [34][2000/3746] lr: 8.817e-02, eta: 3 days, 20:57:48, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2169, top5_acc: 0.4542, loss_cls: 4.5800, loss: 4.5800 2024-12-27 06:00:02,322 - pyskl - INFO - Epoch [34][2100/3746] lr: 8.815e-02, eta: 3 days, 20:57:03, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4494, loss_cls: 4.5864, loss: 4.5864 2024-12-27 06:01:29,124 - pyskl - INFO - Epoch [34][2200/3746] lr: 8.813e-02, eta: 3 days, 20:56:21, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.2077, top5_acc: 0.4434, loss_cls: 4.6276, loss: 4.6276 2024-12-27 06:02:55,443 - pyskl - INFO - Epoch [34][2300/3746] lr: 8.811e-02, eta: 3 days, 20:55:38, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2194, top5_acc: 0.4458, loss_cls: 4.5926, loss: 4.5926 2024-12-27 06:04:21,994 - pyskl - INFO - Epoch [34][2400/3746] lr: 8.809e-02, eta: 3 days, 20:54:55, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4491, loss_cls: 4.5532, loss: 4.5532 2024-12-27 06:05:48,793 - pyskl - INFO - Epoch [34][2500/3746] lr: 8.808e-02, eta: 3 days, 20:54:13, time: 0.868, data_time: 0.001, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4547, loss_cls: 4.5435, loss: 4.5435 2024-12-27 06:07:15,064 - pyskl - INFO - Epoch [34][2600/3746] lr: 8.806e-02, eta: 3 days, 20:53:29, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4514, loss_cls: 4.5952, loss: 4.5952 2024-12-27 06:08:41,397 - pyskl - INFO - Epoch [34][2700/3746] lr: 8.804e-02, eta: 3 days, 20:52:45, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4552, loss_cls: 4.5831, loss: 4.5831 2024-12-27 06:10:07,468 - pyskl - INFO - Epoch [34][2800/3746] lr: 8.802e-02, eta: 3 days, 20:52:01, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4361, loss_cls: 4.6142, loss: 4.6142 2024-12-27 06:11:33,805 - pyskl - INFO - Epoch [34][2900/3746] lr: 8.800e-02, eta: 3 days, 20:51:17, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4553, loss_cls: 4.5494, loss: 4.5494 2024-12-27 06:13:00,283 - pyskl - INFO - Epoch [34][3000/3746] lr: 8.799e-02, eta: 3 days, 20:50:33, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4566, loss_cls: 4.5859, loss: 4.5859 2024-12-27 06:14:26,437 - pyskl - INFO - Epoch [34][3100/3746] lr: 8.797e-02, eta: 3 days, 20:49:49, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4495, loss_cls: 4.5780, loss: 4.5780 2024-12-27 06:15:52,894 - pyskl - INFO - Epoch [34][3200/3746] lr: 8.795e-02, eta: 3 days, 20:49:05, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4466, loss_cls: 4.6016, loss: 4.6016 2024-12-27 06:17:19,266 - pyskl - INFO - Epoch [34][3300/3746] lr: 8.793e-02, eta: 3 days, 20:48:21, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4481, loss_cls: 4.5915, loss: 4.5915 2024-12-27 06:18:44,385 - pyskl - INFO - Epoch [34][3400/3746] lr: 8.791e-02, eta: 3 days, 20:47:33, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4591, loss_cls: 4.5443, loss: 4.5443 2024-12-27 06:20:09,330 - pyskl - INFO - Epoch [34][3500/3746] lr: 8.789e-02, eta: 3 days, 20:46:44, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4662, loss_cls: 4.5457, loss: 4.5457 2024-12-27 06:21:34,924 - pyskl - INFO - Epoch [34][3600/3746] lr: 8.788e-02, eta: 3 days, 20:45:57, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4509, loss_cls: 4.5909, loss: 4.5909 2024-12-27 06:23:00,320 - pyskl - INFO - Epoch [34][3700/3746] lr: 8.786e-02, eta: 3 days, 20:45:09, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4562, loss_cls: 4.5589, loss: 4.5589 2024-12-27 06:23:41,716 - pyskl - INFO - Saving checkpoint at 34 epochs 2024-12-27 06:25:42,105 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 06:25:42,849 - pyskl - INFO - top1_acc 0.1745 top5_acc 0.3873 2024-12-27 06:25:42,850 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 06:25:42,902 - pyskl - INFO - mean_acc 0.1745 2024-12-27 06:25:42,910 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_32.pth was removed 2024-12-27 06:25:43,338 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2024-12-27 06:25:43,340 - pyskl - INFO - Best top1_acc is 0.1745 at 34 epoch. 2024-12-27 06:25:43,366 - pyskl - INFO - Epoch(val) [34][309] top1_acc: 0.1745, top5_acc: 0.3873, mean_class_accuracy: 0.1745 2024-12-27 06:30:10,451 - pyskl - INFO - Epoch [35][100/3746] lr: 8.783e-02, eta: 3 days, 20:52:05, time: 2.671, data_time: 1.618, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4566, loss_cls: 4.5376, loss: 4.5376 2024-12-27 06:31:37,142 - pyskl - INFO - Epoch [35][200/3746] lr: 8.781e-02, eta: 3 days, 20:51:21, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4519, loss_cls: 4.5383, loss: 4.5383 2024-12-27 06:33:03,467 - pyskl - INFO - Epoch [35][300/3746] lr: 8.780e-02, eta: 3 days, 20:50:36, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4472, loss_cls: 4.5744, loss: 4.5744 2024-12-27 06:34:29,308 - pyskl - INFO - Epoch [35][400/3746] lr: 8.778e-02, eta: 3 days, 20:49:49, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4620, loss_cls: 4.5291, loss: 4.5291 2024-12-27 06:35:54,616 - pyskl - INFO - Epoch [35][500/3746] lr: 8.776e-02, eta: 3 days, 20:49:00, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4580, loss_cls: 4.5506, loss: 4.5506 2024-12-27 06:37:19,680 - pyskl - INFO - Epoch [35][600/3746] lr: 8.774e-02, eta: 3 days, 20:48:11, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2169, top5_acc: 0.4500, loss_cls: 4.5431, loss: 4.5431 2024-12-27 06:38:45,538 - pyskl - INFO - Epoch [35][700/3746] lr: 8.772e-02, eta: 3 days, 20:47:24, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4536, loss_cls: 4.5674, loss: 4.5674 2024-12-27 06:40:10,856 - pyskl - INFO - Epoch [35][800/3746] lr: 8.770e-02, eta: 3 days, 20:46:35, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2238, top5_acc: 0.4531, loss_cls: 4.5808, loss: 4.5808 2024-12-27 06:41:35,499 - pyskl - INFO - Epoch [35][900/3746] lr: 8.769e-02, eta: 3 days, 20:45:44, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4506, loss_cls: 4.5680, loss: 4.5680 2024-12-27 06:43:00,845 - pyskl - INFO - Epoch [35][1000/3746] lr: 8.767e-02, eta: 3 days, 20:44:55, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4514, loss_cls: 4.5924, loss: 4.5924 2024-12-27 06:44:26,035 - pyskl - INFO - Epoch [35][1100/3746] lr: 8.765e-02, eta: 3 days, 20:44:06, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4581, loss_cls: 4.5721, loss: 4.5721 2024-12-27 06:45:51,061 - pyskl - INFO - Epoch [35][1200/3746] lr: 8.763e-02, eta: 3 days, 20:43:15, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4541, loss_cls: 4.5818, loss: 4.5818 2024-12-27 06:47:16,329 - pyskl - INFO - Epoch [35][1300/3746] lr: 8.761e-02, eta: 3 days, 20:42:26, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4580, loss_cls: 4.5610, loss: 4.5610 2024-12-27 06:48:41,521 - pyskl - INFO - Epoch [35][1400/3746] lr: 8.759e-02, eta: 3 days, 20:41:37, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4475, loss_cls: 4.5990, loss: 4.5990 2024-12-27 06:50:06,503 - pyskl - INFO - Epoch [35][1500/3746] lr: 8.757e-02, eta: 3 days, 20:40:46, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4487, loss_cls: 4.6147, loss: 4.6147 2024-12-27 06:51:31,820 - pyskl - INFO - Epoch [35][1600/3746] lr: 8.756e-02, eta: 3 days, 20:39:57, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4537, loss_cls: 4.5753, loss: 4.5753 2024-12-27 06:52:56,624 - pyskl - INFO - Epoch [35][1700/3746] lr: 8.754e-02, eta: 3 days, 20:39:06, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4470, loss_cls: 4.5884, loss: 4.5884 2024-12-27 06:54:22,172 - pyskl - INFO - Epoch [35][1800/3746] lr: 8.752e-02, eta: 3 days, 20:38:17, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4617, loss_cls: 4.5648, loss: 4.5648 2024-12-27 06:55:48,097 - pyskl - INFO - Epoch [35][1900/3746] lr: 8.750e-02, eta: 3 days, 20:37:30, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4511, loss_cls: 4.5717, loss: 4.5717 2024-12-27 06:57:13,946 - pyskl - INFO - Epoch [35][2000/3746] lr: 8.748e-02, eta: 3 days, 20:36:42, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4483, loss_cls: 4.5995, loss: 4.5995 2024-12-27 06:58:39,533 - pyskl - INFO - Epoch [35][2100/3746] lr: 8.746e-02, eta: 3 days, 20:35:53, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4386, loss_cls: 4.5798, loss: 4.5798 2024-12-27 07:00:05,906 - pyskl - INFO - Epoch [35][2200/3746] lr: 8.745e-02, eta: 3 days, 20:35:07, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4558, loss_cls: 4.5650, loss: 4.5650 2024-12-27 07:01:32,244 - pyskl - INFO - Epoch [35][2300/3746] lr: 8.743e-02, eta: 3 days, 20:34:21, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2220, top5_acc: 0.4641, loss_cls: 4.5439, loss: 4.5439 2024-12-27 07:02:57,872 - pyskl - INFO - Epoch [35][2400/3746] lr: 8.741e-02, eta: 3 days, 20:33:32, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2180, top5_acc: 0.4547, loss_cls: 4.5825, loss: 4.5825 2024-12-27 07:04:23,554 - pyskl - INFO - Epoch [35][2500/3746] lr: 8.739e-02, eta: 3 days, 20:32:44, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4455, loss_cls: 4.5812, loss: 4.5812 2024-12-27 07:05:49,266 - pyskl - INFO - Epoch [35][2600/3746] lr: 8.737e-02, eta: 3 days, 20:31:55, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4556, loss_cls: 4.5559, loss: 4.5559 2024-12-27 07:07:14,642 - pyskl - INFO - Epoch [35][2700/3746] lr: 8.735e-02, eta: 3 days, 20:31:05, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4555, loss_cls: 4.5338, loss: 4.5338 2024-12-27 07:08:40,174 - pyskl - INFO - Epoch [35][2800/3746] lr: 8.733e-02, eta: 3 days, 20:30:16, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4606, loss_cls: 4.5474, loss: 4.5474 2024-12-27 07:10:06,351 - pyskl - INFO - Epoch [35][2900/3746] lr: 8.732e-02, eta: 3 days, 20:29:29, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4666, loss_cls: 4.5323, loss: 4.5323 2024-12-27 07:11:32,552 - pyskl - INFO - Epoch [35][3000/3746] lr: 8.730e-02, eta: 3 days, 20:28:42, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4447, loss_cls: 4.5881, loss: 4.5881 2024-12-27 07:12:58,708 - pyskl - INFO - Epoch [35][3100/3746] lr: 8.728e-02, eta: 3 days, 20:27:54, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4570, loss_cls: 4.5326, loss: 4.5326 2024-12-27 07:14:24,634 - pyskl - INFO - Epoch [35][3200/3746] lr: 8.726e-02, eta: 3 days, 20:27:06, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4550, loss_cls: 4.5700, loss: 4.5700 2024-12-27 07:15:50,711 - pyskl - INFO - Epoch [35][3300/3746] lr: 8.724e-02, eta: 3 days, 20:26:19, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4592, loss_cls: 4.5379, loss: 4.5379 2024-12-27 07:17:15,755 - pyskl - INFO - Epoch [35][3400/3746] lr: 8.722e-02, eta: 3 days, 20:25:27, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4637, loss_cls: 4.5500, loss: 4.5500 2024-12-27 07:18:40,395 - pyskl - INFO - Epoch [35][3500/3746] lr: 8.720e-02, eta: 3 days, 20:24:35, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2200, top5_acc: 0.4525, loss_cls: 4.5920, loss: 4.5920 2024-12-27 07:20:06,258 - pyskl - INFO - Epoch [35][3600/3746] lr: 8.718e-02, eta: 3 days, 20:23:46, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4592, loss_cls: 4.5564, loss: 4.5564 2024-12-27 07:21:31,186 - pyskl - INFO - Epoch [35][3700/3746] lr: 8.717e-02, eta: 3 days, 20:22:54, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4452, loss_cls: 4.5797, loss: 4.5797 2024-12-27 07:22:12,226 - pyskl - INFO - Saving checkpoint at 35 epochs 2024-12-27 07:24:11,894 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 07:24:12,590 - pyskl - INFO - top1_acc 0.1619 top5_acc 0.3657 2024-12-27 07:24:12,590 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 07:24:12,627 - pyskl - INFO - mean_acc 0.1617 2024-12-27 07:24:12,637 - pyskl - INFO - Epoch(val) [35][309] top1_acc: 0.1619, top5_acc: 0.3657, mean_class_accuracy: 0.1617 2024-12-27 07:28:30,079 - pyskl - INFO - Epoch [36][100/3746] lr: 8.714e-02, eta: 3 days, 20:28:57, time: 2.574, data_time: 1.531, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4709, loss_cls: 4.5036, loss: 4.5036 2024-12-27 07:29:55,561 - pyskl - INFO - Epoch [36][200/3746] lr: 8.712e-02, eta: 3 days, 20:28:06, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2339, top5_acc: 0.4648, loss_cls: 4.5031, loss: 4.5031 2024-12-27 07:31:20,769 - pyskl - INFO - Epoch [36][300/3746] lr: 8.710e-02, eta: 3 days, 20:27:15, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4495, loss_cls: 4.5656, loss: 4.5656 2024-12-27 07:32:46,254 - pyskl - INFO - Epoch [36][400/3746] lr: 8.708e-02, eta: 3 days, 20:26:24, time: 0.855, data_time: 0.001, memory: 15990, top1_acc: 0.2194, top5_acc: 0.4600, loss_cls: 4.5567, loss: 4.5567 2024-12-27 07:34:11,332 - pyskl - INFO - Epoch [36][500/3746] lr: 8.706e-02, eta: 3 days, 20:25:32, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4597, loss_cls: 4.5490, loss: 4.5490 2024-12-27 07:35:37,094 - pyskl - INFO - Epoch [36][600/3746] lr: 8.704e-02, eta: 3 days, 20:24:42, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4578, loss_cls: 4.5586, loss: 4.5586 2024-12-27 07:37:01,972 - pyskl - INFO - Epoch [36][700/3746] lr: 8.703e-02, eta: 3 days, 20:23:50, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4586, loss_cls: 4.5702, loss: 4.5702 2024-12-27 07:38:27,364 - pyskl - INFO - Epoch [36][800/3746] lr: 8.701e-02, eta: 3 days, 20:22:59, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4580, loss_cls: 4.5367, loss: 4.5367 2024-12-27 07:39:52,693 - pyskl - INFO - Epoch [36][900/3746] lr: 8.699e-02, eta: 3 days, 20:22:07, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4628, loss_cls: 4.5058, loss: 4.5058 2024-12-27 07:41:17,679 - pyskl - INFO - Epoch [36][1000/3746] lr: 8.697e-02, eta: 3 days, 20:21:15, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4573, loss_cls: 4.5674, loss: 4.5674 2024-12-27 07:42:42,737 - pyskl - INFO - Epoch [36][1100/3746] lr: 8.695e-02, eta: 3 days, 20:20:22, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4569, loss_cls: 4.5402, loss: 4.5402 2024-12-27 07:44:08,319 - pyskl - INFO - Epoch [36][1200/3746] lr: 8.693e-02, eta: 3 days, 20:19:32, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2244, top5_acc: 0.4592, loss_cls: 4.5529, loss: 4.5529 2024-12-27 07:45:33,868 - pyskl - INFO - Epoch [36][1300/3746] lr: 8.691e-02, eta: 3 days, 20:18:41, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4641, loss_cls: 4.5281, loss: 4.5281 2024-12-27 07:46:59,088 - pyskl - INFO - Epoch [36][1400/3746] lr: 8.689e-02, eta: 3 days, 20:17:49, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4527, loss_cls: 4.5568, loss: 4.5568 2024-12-27 07:48:23,706 - pyskl - INFO - Epoch [36][1500/3746] lr: 8.688e-02, eta: 3 days, 20:16:55, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4555, loss_cls: 4.5489, loss: 4.5489 2024-12-27 07:49:48,733 - pyskl - INFO - Epoch [36][1600/3746] lr: 8.686e-02, eta: 3 days, 20:16:02, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4483, loss_cls: 4.6137, loss: 4.6137 2024-12-27 07:51:13,653 - pyskl - INFO - Epoch [36][1700/3746] lr: 8.684e-02, eta: 3 days, 20:15:09, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2169, top5_acc: 0.4481, loss_cls: 4.5888, loss: 4.5888 2024-12-27 07:52:38,991 - pyskl - INFO - Epoch [36][1800/3746] lr: 8.682e-02, eta: 3 days, 20:14:17, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4545, loss_cls: 4.5707, loss: 4.5707 2024-12-27 07:54:04,395 - pyskl - INFO - Epoch [36][1900/3746] lr: 8.680e-02, eta: 3 days, 20:13:26, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4647, loss_cls: 4.5580, loss: 4.5580 2024-12-27 07:55:30,027 - pyskl - INFO - Epoch [36][2000/3746] lr: 8.678e-02, eta: 3 days, 20:12:35, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4420, loss_cls: 4.6070, loss: 4.6070 2024-12-27 07:56:56,302 - pyskl - INFO - Epoch [36][2100/3746] lr: 8.676e-02, eta: 3 days, 20:11:46, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2122, top5_acc: 0.4480, loss_cls: 4.5805, loss: 4.5805 2024-12-27 07:58:22,041 - pyskl - INFO - Epoch [36][2200/3746] lr: 8.674e-02, eta: 3 days, 20:10:55, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4520, loss_cls: 4.5645, loss: 4.5645 2024-12-27 07:59:47,638 - pyskl - INFO - Epoch [36][2300/3746] lr: 8.672e-02, eta: 3 days, 20:10:04, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2216, top5_acc: 0.4520, loss_cls: 4.5653, loss: 4.5653 2024-12-27 08:01:13,192 - pyskl - INFO - Epoch [36][2400/3746] lr: 8.671e-02, eta: 3 days, 20:09:13, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4544, loss_cls: 4.5708, loss: 4.5708 2024-12-27 08:02:39,167 - pyskl - INFO - Epoch [36][2500/3746] lr: 8.669e-02, eta: 3 days, 20:08:23, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4553, loss_cls: 4.5580, loss: 4.5580 2024-12-27 08:04:05,196 - pyskl - INFO - Epoch [36][2600/3746] lr: 8.667e-02, eta: 3 days, 20:07:33, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4442, loss_cls: 4.6071, loss: 4.6071 2024-12-27 08:05:31,406 - pyskl - INFO - Epoch [36][2700/3746] lr: 8.665e-02, eta: 3 days, 20:06:43, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4484, loss_cls: 4.5660, loss: 4.5660 2024-12-27 08:06:57,884 - pyskl - INFO - Epoch [36][2800/3746] lr: 8.663e-02, eta: 3 days, 20:05:55, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4592, loss_cls: 4.5652, loss: 4.5652 2024-12-27 08:08:24,156 - pyskl - INFO - Epoch [36][2900/3746] lr: 8.661e-02, eta: 3 days, 20:05:05, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2180, top5_acc: 0.4594, loss_cls: 4.5333, loss: 4.5333 2024-12-27 08:09:50,057 - pyskl - INFO - Epoch [36][3000/3746] lr: 8.659e-02, eta: 3 days, 20:04:15, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4475, loss_cls: 4.6088, loss: 4.6088 2024-12-27 08:11:15,722 - pyskl - INFO - Epoch [36][3100/3746] lr: 8.657e-02, eta: 3 days, 20:03:23, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4556, loss_cls: 4.5560, loss: 4.5560 2024-12-27 08:12:41,376 - pyskl - INFO - Epoch [36][3200/3746] lr: 8.655e-02, eta: 3 days, 20:02:32, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4455, loss_cls: 4.6140, loss: 4.6140 2024-12-27 08:14:06,699 - pyskl - INFO - Epoch [36][3300/3746] lr: 8.653e-02, eta: 3 days, 20:01:39, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4630, loss_cls: 4.5381, loss: 4.5381 2024-12-27 08:15:31,512 - pyskl - INFO - Epoch [36][3400/3746] lr: 8.651e-02, eta: 3 days, 20:00:45, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4553, loss_cls: 4.5500, loss: 4.5500 2024-12-27 08:16:56,717 - pyskl - INFO - Epoch [36][3500/3746] lr: 8.650e-02, eta: 3 days, 19:59:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4519, loss_cls: 4.6198, loss: 4.6198 2024-12-27 08:18:22,146 - pyskl - INFO - Epoch [36][3600/3746] lr: 8.648e-02, eta: 3 days, 19:58:59, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4619, loss_cls: 4.5407, loss: 4.5407 2024-12-27 08:19:47,006 - pyskl - INFO - Epoch [36][3700/3746] lr: 8.646e-02, eta: 3 days, 19:58:05, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2259, top5_acc: 0.4583, loss_cls: 4.5289, loss: 4.5289 2024-12-27 08:20:28,344 - pyskl - INFO - Saving checkpoint at 36 epochs 2024-12-27 08:22:27,749 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 08:22:28,470 - pyskl - INFO - top1_acc 0.1370 top5_acc 0.3312 2024-12-27 08:22:28,470 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 08:22:28,523 - pyskl - INFO - mean_acc 0.1368 2024-12-27 08:22:28,539 - pyskl - INFO - Epoch(val) [36][309] top1_acc: 0.1370, top5_acc: 0.3312, mean_class_accuracy: 0.1368 2024-12-27 08:26:41,132 - pyskl - INFO - Epoch [37][100/3746] lr: 8.643e-02, eta: 3 days, 20:03:33, time: 2.526, data_time: 1.496, memory: 15990, top1_acc: 0.2244, top5_acc: 0.4669, loss_cls: 4.5054, loss: 4.5054 2024-12-27 08:28:05,763 - pyskl - INFO - Epoch [37][200/3746] lr: 8.641e-02, eta: 3 days, 20:02:37, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4622, loss_cls: 4.5254, loss: 4.5254 2024-12-27 08:29:30,605 - pyskl - INFO - Epoch [37][300/3746] lr: 8.639e-02, eta: 3 days, 20:01:43, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4537, loss_cls: 4.5558, loss: 4.5558 2024-12-27 08:30:55,742 - pyskl - INFO - Epoch [37][400/3746] lr: 8.637e-02, eta: 3 days, 20:00:49, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4511, loss_cls: 4.5722, loss: 4.5722 2024-12-27 08:32:21,246 - pyskl - INFO - Epoch [37][500/3746] lr: 8.635e-02, eta: 3 days, 19:59:56, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2259, top5_acc: 0.4623, loss_cls: 4.5625, loss: 4.5625 2024-12-27 08:33:45,972 - pyskl - INFO - Epoch [37][600/3746] lr: 8.633e-02, eta: 3 days, 19:59:00, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4672, loss_cls: 4.5164, loss: 4.5164 2024-12-27 08:35:10,311 - pyskl - INFO - Epoch [37][700/3746] lr: 8.631e-02, eta: 3 days, 19:58:04, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2216, top5_acc: 0.4525, loss_cls: 4.5533, loss: 4.5533 2024-12-27 08:36:34,810 - pyskl - INFO - Epoch [37][800/3746] lr: 8.630e-02, eta: 3 days, 19:57:08, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4472, loss_cls: 4.6018, loss: 4.6018 2024-12-27 08:37:59,298 - pyskl - INFO - Epoch [37][900/3746] lr: 8.628e-02, eta: 3 days, 19:56:11, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4512, loss_cls: 4.5972, loss: 4.5972 2024-12-27 08:39:23,472 - pyskl - INFO - Epoch [37][1000/3746] lr: 8.626e-02, eta: 3 days, 19:55:14, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2244, top5_acc: 0.4630, loss_cls: 4.5216, loss: 4.5216 2024-12-27 08:40:47,928 - pyskl - INFO - Epoch [37][1100/3746] lr: 8.624e-02, eta: 3 days, 19:54:18, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2322, top5_acc: 0.4625, loss_cls: 4.5344, loss: 4.5344 2024-12-27 08:42:12,116 - pyskl - INFO - Epoch [37][1200/3746] lr: 8.622e-02, eta: 3 days, 19:53:20, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4520, loss_cls: 4.5804, loss: 4.5804 2024-12-27 08:43:36,595 - pyskl - INFO - Epoch [37][1300/3746] lr: 8.620e-02, eta: 3 days, 19:52:24, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4602, loss_cls: 4.5364, loss: 4.5364 2024-12-27 08:45:01,567 - pyskl - INFO - Epoch [37][1400/3746] lr: 8.618e-02, eta: 3 days, 19:51:29, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2253, top5_acc: 0.4598, loss_cls: 4.5569, loss: 4.5569 2024-12-27 08:46:26,633 - pyskl - INFO - Epoch [37][1500/3746] lr: 8.616e-02, eta: 3 days, 19:50:34, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4569, loss_cls: 4.5626, loss: 4.5626 2024-12-27 08:47:51,196 - pyskl - INFO - Epoch [37][1600/3746] lr: 8.614e-02, eta: 3 days, 19:49:38, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4484, loss_cls: 4.5714, loss: 4.5714 2024-12-27 08:49:15,508 - pyskl - INFO - Epoch [37][1700/3746] lr: 8.612e-02, eta: 3 days, 19:48:41, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4473, loss_cls: 4.5968, loss: 4.5968 2024-12-27 08:50:39,916 - pyskl - INFO - Epoch [37][1800/3746] lr: 8.610e-02, eta: 3 days, 19:47:44, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4544, loss_cls: 4.5686, loss: 4.5686 2024-12-27 08:52:04,518 - pyskl - INFO - Epoch [37][1900/3746] lr: 8.608e-02, eta: 3 days, 19:46:48, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4702, loss_cls: 4.5243, loss: 4.5243 2024-12-27 08:53:29,759 - pyskl - INFO - Epoch [37][2000/3746] lr: 8.606e-02, eta: 3 days, 19:45:53, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4652, loss_cls: 4.5615, loss: 4.5615 2024-12-27 08:54:55,626 - pyskl - INFO - Epoch [37][2100/3746] lr: 8.604e-02, eta: 3 days, 19:45:01, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4573, loss_cls: 4.5723, loss: 4.5723 2024-12-27 08:56:21,287 - pyskl - INFO - Epoch [37][2200/3746] lr: 8.602e-02, eta: 3 days, 19:44:08, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4586, loss_cls: 4.5340, loss: 4.5340 2024-12-27 08:57:46,532 - pyskl - INFO - Epoch [37][2300/3746] lr: 8.601e-02, eta: 3 days, 19:43:13, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2159, top5_acc: 0.4516, loss_cls: 4.5661, loss: 4.5661 2024-12-27 08:59:12,101 - pyskl - INFO - Epoch [37][2400/3746] lr: 8.599e-02, eta: 3 days, 19:42:20, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4497, loss_cls: 4.5664, loss: 4.5664 2024-12-27 09:00:37,781 - pyskl - INFO - Epoch [37][2500/3746] lr: 8.597e-02, eta: 3 days, 19:41:27, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4600, loss_cls: 4.5389, loss: 4.5389 2024-12-27 09:02:03,034 - pyskl - INFO - Epoch [37][2600/3746] lr: 8.595e-02, eta: 3 days, 19:40:32, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4708, loss_cls: 4.5136, loss: 4.5136 2024-12-27 09:03:29,330 - pyskl - INFO - Epoch [37][2700/3746] lr: 8.593e-02, eta: 3 days, 19:39:41, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4634, loss_cls: 4.5046, loss: 4.5046 2024-12-27 09:04:54,948 - pyskl - INFO - Epoch [37][2800/3746] lr: 8.591e-02, eta: 3 days, 19:38:47, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2216, top5_acc: 0.4606, loss_cls: 4.5642, loss: 4.5642 2024-12-27 09:06:20,676 - pyskl - INFO - Epoch [37][2900/3746] lr: 8.589e-02, eta: 3 days, 19:37:54, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4567, loss_cls: 4.5553, loss: 4.5553 2024-12-27 09:07:46,716 - pyskl - INFO - Epoch [37][3000/3746] lr: 8.587e-02, eta: 3 days, 19:37:01, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4503, loss_cls: 4.5715, loss: 4.5715 2024-12-27 09:09:12,221 - pyskl - INFO - Epoch [37][3100/3746] lr: 8.585e-02, eta: 3 days, 19:36:07, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4537, loss_cls: 4.5880, loss: 4.5880 2024-12-27 09:10:38,433 - pyskl - INFO - Epoch [37][3200/3746] lr: 8.583e-02, eta: 3 days, 19:35:15, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4650, loss_cls: 4.5416, loss: 4.5416 2024-12-27 09:12:03,587 - pyskl - INFO - Epoch [37][3300/3746] lr: 8.581e-02, eta: 3 days, 19:34:20, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4611, loss_cls: 4.5073, loss: 4.5073 2024-12-27 09:13:28,822 - pyskl - INFO - Epoch [37][3400/3746] lr: 8.579e-02, eta: 3 days, 19:33:25, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4409, loss_cls: 4.6355, loss: 4.6355 2024-12-27 09:14:54,488 - pyskl - INFO - Epoch [37][3500/3746] lr: 8.577e-02, eta: 3 days, 19:32:32, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4516, loss_cls: 4.5943, loss: 4.5943 2024-12-27 09:16:20,154 - pyskl - INFO - Epoch [37][3600/3746] lr: 8.575e-02, eta: 3 days, 19:31:38, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4592, loss_cls: 4.5424, loss: 4.5424 2024-12-27 09:17:45,244 - pyskl - INFO - Epoch [37][3700/3746] lr: 8.573e-02, eta: 3 days, 19:30:42, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4658, loss_cls: 4.5408, loss: 4.5408 2024-12-27 09:18:26,265 - pyskl - INFO - Saving checkpoint at 37 epochs 2024-12-27 09:20:25,644 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 09:20:26,407 - pyskl - INFO - top1_acc 0.1270 top5_acc 0.3090 2024-12-27 09:20:26,407 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 09:20:26,455 - pyskl - INFO - mean_acc 0.1268 2024-12-27 09:20:26,469 - pyskl - INFO - Epoch(val) [37][309] top1_acc: 0.1270, top5_acc: 0.3090, mean_class_accuracy: 0.1268 2024-12-27 09:24:42,468 - pyskl - INFO - Epoch [38][100/3746] lr: 8.570e-02, eta: 3 days, 19:36:03, time: 2.560, data_time: 1.540, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4650, loss_cls: 4.4782, loss: 4.4782 2024-12-27 09:26:06,768 - pyskl - INFO - Epoch [38][200/3746] lr: 8.568e-02, eta: 3 days, 19:35:04, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4577, loss_cls: 4.5313, loss: 4.5313 2024-12-27 09:27:32,071 - pyskl - INFO - Epoch [38][300/3746] lr: 8.567e-02, eta: 3 days, 19:34:09, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4755, loss_cls: 4.4784, loss: 4.4784 2024-12-27 09:28:56,412 - pyskl - INFO - Epoch [38][400/3746] lr: 8.565e-02, eta: 3 days, 19:33:11, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4602, loss_cls: 4.5556, loss: 4.5556 2024-12-27 09:30:21,117 - pyskl - INFO - Epoch [38][500/3746] lr: 8.563e-02, eta: 3 days, 19:32:13, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4577, loss_cls: 4.5410, loss: 4.5410 2024-12-27 09:31:45,985 - pyskl - INFO - Epoch [38][600/3746] lr: 8.561e-02, eta: 3 days, 19:31:16, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2300, top5_acc: 0.4645, loss_cls: 4.5285, loss: 4.5285 2024-12-27 09:33:10,958 - pyskl - INFO - Epoch [38][700/3746] lr: 8.559e-02, eta: 3 days, 19:30:20, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2253, top5_acc: 0.4625, loss_cls: 4.5116, loss: 4.5116 2024-12-27 09:34:35,531 - pyskl - INFO - Epoch [38][800/3746] lr: 8.557e-02, eta: 3 days, 19:29:22, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4516, loss_cls: 4.5768, loss: 4.5768 2024-12-27 09:36:00,497 - pyskl - INFO - Epoch [38][900/3746] lr: 8.555e-02, eta: 3 days, 19:28:25, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4562, loss_cls: 4.5548, loss: 4.5548 2024-12-27 09:37:25,283 - pyskl - INFO - Epoch [38][1000/3746] lr: 8.553e-02, eta: 3 days, 19:27:28, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4597, loss_cls: 4.5207, loss: 4.5207 2024-12-27 09:38:50,376 - pyskl - INFO - Epoch [38][1100/3746] lr: 8.551e-02, eta: 3 days, 19:26:31, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4514, loss_cls: 4.5626, loss: 4.5626 2024-12-27 09:40:15,898 - pyskl - INFO - Epoch [38][1200/3746] lr: 8.549e-02, eta: 3 days, 19:25:36, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4587, loss_cls: 4.5329, loss: 4.5329 2024-12-27 09:41:40,955 - pyskl - INFO - Epoch [38][1300/3746] lr: 8.547e-02, eta: 3 days, 19:24:39, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4641, loss_cls: 4.5266, loss: 4.5266 2024-12-27 09:43:06,121 - pyskl - INFO - Epoch [38][1400/3746] lr: 8.545e-02, eta: 3 days, 19:23:43, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4681, loss_cls: 4.5274, loss: 4.5274 2024-12-27 09:44:31,617 - pyskl - INFO - Epoch [38][1500/3746] lr: 8.543e-02, eta: 3 days, 19:22:48, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4534, loss_cls: 4.5639, loss: 4.5639 2024-12-27 09:45:57,022 - pyskl - INFO - Epoch [38][1600/3746] lr: 8.541e-02, eta: 3 days, 19:21:52, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4722, loss_cls: 4.4955, loss: 4.4955 2024-12-27 09:47:22,126 - pyskl - INFO - Epoch [38][1700/3746] lr: 8.539e-02, eta: 3 days, 19:20:55, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4684, loss_cls: 4.5451, loss: 4.5451 2024-12-27 09:48:48,031 - pyskl - INFO - Epoch [38][1800/3746] lr: 8.537e-02, eta: 3 days, 19:20:01, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4503, loss_cls: 4.5962, loss: 4.5962 2024-12-27 09:50:13,409 - pyskl - INFO - Epoch [38][1900/3746] lr: 8.535e-02, eta: 3 days, 19:19:05, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4567, loss_cls: 4.5663, loss: 4.5663 2024-12-27 09:51:39,352 - pyskl - INFO - Epoch [38][2000/3746] lr: 8.533e-02, eta: 3 days, 19:18:11, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4606, loss_cls: 4.5563, loss: 4.5563 2024-12-27 09:53:05,091 - pyskl - INFO - Epoch [38][2100/3746] lr: 8.531e-02, eta: 3 days, 19:17:16, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4528, loss_cls: 4.5539, loss: 4.5539 2024-12-27 09:54:30,696 - pyskl - INFO - Epoch [38][2200/3746] lr: 8.529e-02, eta: 3 days, 19:16:21, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4666, loss_cls: 4.5228, loss: 4.5228 2024-12-27 09:55:56,362 - pyskl - INFO - Epoch [38][2300/3746] lr: 8.527e-02, eta: 3 days, 19:15:25, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2314, top5_acc: 0.4656, loss_cls: 4.4788, loss: 4.4788 2024-12-27 09:57:21,868 - pyskl - INFO - Epoch [38][2400/3746] lr: 8.525e-02, eta: 3 days, 19:14:30, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4678, loss_cls: 4.5081, loss: 4.5081 2024-12-27 09:58:47,314 - pyskl - INFO - Epoch [38][2500/3746] lr: 8.523e-02, eta: 3 days, 19:13:34, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2180, top5_acc: 0.4569, loss_cls: 4.5747, loss: 4.5747 2024-12-27 10:00:12,773 - pyskl - INFO - Epoch [38][2600/3746] lr: 8.521e-02, eta: 3 days, 19:12:38, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4561, loss_cls: 4.5501, loss: 4.5501 2024-12-27 10:01:37,805 - pyskl - INFO - Epoch [38][2700/3746] lr: 8.519e-02, eta: 3 days, 19:11:41, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2203, top5_acc: 0.4566, loss_cls: 4.5898, loss: 4.5898 2024-12-27 10:03:03,333 - pyskl - INFO - Epoch [38][2800/3746] lr: 8.517e-02, eta: 3 days, 19:10:45, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4527, loss_cls: 4.5922, loss: 4.5922 2024-12-27 10:04:29,113 - pyskl - INFO - Epoch [38][2900/3746] lr: 8.515e-02, eta: 3 days, 19:09:50, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4536, loss_cls: 4.5794, loss: 4.5794 2024-12-27 10:05:55,189 - pyskl - INFO - Epoch [38][3000/3746] lr: 8.513e-02, eta: 3 days, 19:08:55, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4581, loss_cls: 4.5319, loss: 4.5319 2024-12-27 10:07:21,468 - pyskl - INFO - Epoch [38][3100/3746] lr: 8.511e-02, eta: 3 days, 19:08:02, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4611, loss_cls: 4.5379, loss: 4.5379 2024-12-27 10:08:47,114 - pyskl - INFO - Epoch [38][3200/3746] lr: 8.509e-02, eta: 3 days, 19:07:06, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4611, loss_cls: 4.5174, loss: 4.5174 2024-12-27 10:10:12,512 - pyskl - INFO - Epoch [38][3300/3746] lr: 8.507e-02, eta: 3 days, 19:06:09, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4539, loss_cls: 4.5494, loss: 4.5494 2024-12-27 10:11:37,420 - pyskl - INFO - Epoch [38][3400/3746] lr: 8.505e-02, eta: 3 days, 19:05:12, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4567, loss_cls: 4.5521, loss: 4.5521 2024-12-27 10:13:02,753 - pyskl - INFO - Epoch [38][3500/3746] lr: 8.503e-02, eta: 3 days, 19:04:15, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4553, loss_cls: 4.5956, loss: 4.5956 2024-12-27 10:14:27,608 - pyskl - INFO - Epoch [38][3600/3746] lr: 8.501e-02, eta: 3 days, 19:03:17, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4614, loss_cls: 4.5146, loss: 4.5146 2024-12-27 10:15:52,010 - pyskl - INFO - Epoch [38][3700/3746] lr: 8.499e-02, eta: 3 days, 19:02:17, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4509, loss_cls: 4.5933, loss: 4.5933 2024-12-27 10:16:32,793 - pyskl - INFO - Saving checkpoint at 38 epochs 2024-12-27 10:18:32,151 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 10:18:32,897 - pyskl - INFO - top1_acc 0.1452 top5_acc 0.3583 2024-12-27 10:18:32,897 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 10:18:32,939 - pyskl - INFO - mean_acc 0.1450 2024-12-27 10:18:32,954 - pyskl - INFO - Epoch(val) [38][309] top1_acc: 0.1452, top5_acc: 0.3583, mean_class_accuracy: 0.1450 2024-12-27 10:22:57,718 - pyskl - INFO - Epoch [39][100/3746] lr: 8.496e-02, eta: 3 days, 19:07:47, time: 2.648, data_time: 1.603, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4736, loss_cls: 4.4551, loss: 4.4551 2024-12-27 10:24:24,087 - pyskl - INFO - Epoch [39][200/3746] lr: 8.494e-02, eta: 3 days, 19:06:53, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4545, loss_cls: 4.5408, loss: 4.5408 2024-12-27 10:25:50,220 - pyskl - INFO - Epoch [39][300/3746] lr: 8.492e-02, eta: 3 days, 19:05:58, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4694, loss_cls: 4.5054, loss: 4.5054 2024-12-27 10:27:16,153 - pyskl - INFO - Epoch [39][400/3746] lr: 8.490e-02, eta: 3 days, 19:05:02, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4634, loss_cls: 4.5149, loss: 4.5149 2024-12-27 10:28:41,125 - pyskl - INFO - Epoch [39][500/3746] lr: 8.488e-02, eta: 3 days, 19:04:04, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4587, loss_cls: 4.5505, loss: 4.5505 2024-12-27 10:30:06,413 - pyskl - INFO - Epoch [39][600/3746] lr: 8.486e-02, eta: 3 days, 19:03:06, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2200, top5_acc: 0.4622, loss_cls: 4.5288, loss: 4.5288 2024-12-27 10:31:31,428 - pyskl - INFO - Epoch [39][700/3746] lr: 8.484e-02, eta: 3 days, 19:02:08, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4580, loss_cls: 4.5475, loss: 4.5475 2024-12-27 10:32:56,203 - pyskl - INFO - Epoch [39][800/3746] lr: 8.482e-02, eta: 3 days, 19:01:09, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2347, top5_acc: 0.4564, loss_cls: 4.5234, loss: 4.5234 2024-12-27 10:34:21,410 - pyskl - INFO - Epoch [39][900/3746] lr: 8.480e-02, eta: 3 days, 19:00:11, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4595, loss_cls: 4.5116, loss: 4.5116 2024-12-27 10:35:46,034 - pyskl - INFO - Epoch [39][1000/3746] lr: 8.478e-02, eta: 3 days, 18:59:11, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4633, loss_cls: 4.4970, loss: 4.4970 2024-12-27 10:37:11,341 - pyskl - INFO - Epoch [39][1100/3746] lr: 8.476e-02, eta: 3 days, 18:58:13, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2242, top5_acc: 0.4580, loss_cls: 4.5486, loss: 4.5486 2024-12-27 10:38:36,816 - pyskl - INFO - Epoch [39][1200/3746] lr: 8.474e-02, eta: 3 days, 18:57:16, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4520, loss_cls: 4.5637, loss: 4.5637 2024-12-27 10:40:02,096 - pyskl - INFO - Epoch [39][1300/3746] lr: 8.472e-02, eta: 3 days, 18:56:18, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4619, loss_cls: 4.5328, loss: 4.5328 2024-12-27 10:41:27,107 - pyskl - INFO - Epoch [39][1400/3746] lr: 8.470e-02, eta: 3 days, 18:55:19, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4620, loss_cls: 4.5490, loss: 4.5490 2024-12-27 10:42:52,328 - pyskl - INFO - Epoch [39][1500/3746] lr: 8.468e-02, eta: 3 days, 18:54:21, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4483, loss_cls: 4.5901, loss: 4.5901 2024-12-27 10:44:17,878 - pyskl - INFO - Epoch [39][1600/3746] lr: 8.466e-02, eta: 3 days, 18:53:24, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4509, loss_cls: 4.5786, loss: 4.5786 2024-12-27 10:45:42,647 - pyskl - INFO - Epoch [39][1700/3746] lr: 8.464e-02, eta: 3 days, 18:52:25, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4709, loss_cls: 4.4992, loss: 4.4992 2024-12-27 10:47:07,409 - pyskl - INFO - Epoch [39][1800/3746] lr: 8.462e-02, eta: 3 days, 18:51:25, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4558, loss_cls: 4.5725, loss: 4.5725 2024-12-27 10:48:32,325 - pyskl - INFO - Epoch [39][1900/3746] lr: 8.460e-02, eta: 3 days, 18:50:26, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4664, loss_cls: 4.5029, loss: 4.5029 2024-12-27 10:49:57,508 - pyskl - INFO - Epoch [39][2000/3746] lr: 8.458e-02, eta: 3 days, 18:49:28, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4647, loss_cls: 4.5342, loss: 4.5342 2024-12-27 10:51:24,413 - pyskl - INFO - Epoch [39][2100/3746] lr: 8.456e-02, eta: 3 days, 18:48:34, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4705, loss_cls: 4.5027, loss: 4.5027 2024-12-27 10:52:50,402 - pyskl - INFO - Epoch [39][2200/3746] lr: 8.454e-02, eta: 3 days, 18:47:38, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4425, loss_cls: 4.6152, loss: 4.6152 2024-12-27 10:54:16,127 - pyskl - INFO - Epoch [39][2300/3746] lr: 8.452e-02, eta: 3 days, 18:46:41, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4581, loss_cls: 4.5502, loss: 4.5502 2024-12-27 10:55:41,861 - pyskl - INFO - Epoch [39][2400/3746] lr: 8.450e-02, eta: 3 days, 18:45:44, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2217, top5_acc: 0.4595, loss_cls: 4.5518, loss: 4.5518 2024-12-27 10:57:07,865 - pyskl - INFO - Epoch [39][2500/3746] lr: 8.448e-02, eta: 3 days, 18:44:48, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4620, loss_cls: 4.5339, loss: 4.5339 2024-12-27 10:58:33,537 - pyskl - INFO - Epoch [39][2600/3746] lr: 8.446e-02, eta: 3 days, 18:43:51, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2295, top5_acc: 0.4683, loss_cls: 4.5059, loss: 4.5059 2024-12-27 10:59:59,555 - pyskl - INFO - Epoch [39][2700/3746] lr: 8.444e-02, eta: 3 days, 18:42:54, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4609, loss_cls: 4.5343, loss: 4.5343 2024-12-27 11:01:25,368 - pyskl - INFO - Epoch [39][2800/3746] lr: 8.442e-02, eta: 3 days, 18:41:57, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4680, loss_cls: 4.5148, loss: 4.5148 2024-12-27 11:02:51,641 - pyskl - INFO - Epoch [39][2900/3746] lr: 8.440e-02, eta: 3 days, 18:41:02, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4688, loss_cls: 4.5050, loss: 4.5050 2024-12-27 11:04:17,563 - pyskl - INFO - Epoch [39][3000/3746] lr: 8.438e-02, eta: 3 days, 18:40:05, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4612, loss_cls: 4.5000, loss: 4.5000 2024-12-27 11:05:43,155 - pyskl - INFO - Epoch [39][3100/3746] lr: 8.436e-02, eta: 3 days, 18:39:08, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4639, loss_cls: 4.5193, loss: 4.5193 2024-12-27 11:07:08,046 - pyskl - INFO - Epoch [39][3200/3746] lr: 8.434e-02, eta: 3 days, 18:38:08, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4577, loss_cls: 4.5531, loss: 4.5531 2024-12-27 11:08:33,386 - pyskl - INFO - Epoch [39][3300/3746] lr: 8.432e-02, eta: 3 days, 18:37:09, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4506, loss_cls: 4.5632, loss: 4.5632 2024-12-27 11:09:58,647 - pyskl - INFO - Epoch [39][3400/3746] lr: 8.430e-02, eta: 3 days, 18:36:11, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2203, top5_acc: 0.4506, loss_cls: 4.5789, loss: 4.5789 2024-12-27 11:11:24,344 - pyskl - INFO - Epoch [39][3500/3746] lr: 8.428e-02, eta: 3 days, 18:35:13, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4541, loss_cls: 4.5607, loss: 4.5607 2024-12-27 11:12:49,125 - pyskl - INFO - Epoch [39][3600/3746] lr: 8.426e-02, eta: 3 days, 18:34:13, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4617, loss_cls: 4.5360, loss: 4.5360 2024-12-27 11:14:13,770 - pyskl - INFO - Epoch [39][3700/3746] lr: 8.424e-02, eta: 3 days, 18:33:12, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4605, loss_cls: 4.4978, loss: 4.4978 2024-12-27 11:14:55,058 - pyskl - INFO - Saving checkpoint at 39 epochs 2024-12-27 11:16:54,981 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 11:16:55,726 - pyskl - INFO - top1_acc 0.1626 top5_acc 0.3730 2024-12-27 11:16:55,726 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 11:16:55,769 - pyskl - INFO - mean_acc 0.1625 2024-12-27 11:16:55,783 - pyskl - INFO - Epoch(val) [39][309] top1_acc: 0.1626, top5_acc: 0.3730, mean_class_accuracy: 0.1625 2024-12-27 11:21:09,547 - pyskl - INFO - Epoch [40][100/3746] lr: 8.421e-02, eta: 3 days, 18:37:54, time: 2.538, data_time: 1.504, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4734, loss_cls: 4.4705, loss: 4.4705 2024-12-27 11:22:34,045 - pyskl - INFO - Epoch [40][200/3746] lr: 8.419e-02, eta: 3 days, 18:36:53, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2238, top5_acc: 0.4641, loss_cls: 4.5288, loss: 4.5288 2024-12-27 11:23:59,317 - pyskl - INFO - Epoch [40][300/3746] lr: 8.417e-02, eta: 3 days, 18:35:53, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2200, top5_acc: 0.4556, loss_cls: 4.5446, loss: 4.5446 2024-12-27 11:25:24,763 - pyskl - INFO - Epoch [40][400/3746] lr: 8.415e-02, eta: 3 days, 18:34:55, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4659, loss_cls: 4.5176, loss: 4.5176 2024-12-27 11:26:50,275 - pyskl - INFO - Epoch [40][500/3746] lr: 8.413e-02, eta: 3 days, 18:33:56, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4702, loss_cls: 4.5223, loss: 4.5223 2024-12-27 11:28:15,750 - pyskl - INFO - Epoch [40][600/3746] lr: 8.411e-02, eta: 3 days, 18:32:57, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4683, loss_cls: 4.4659, loss: 4.4659 2024-12-27 11:29:40,890 - pyskl - INFO - Epoch [40][700/3746] lr: 8.408e-02, eta: 3 days, 18:31:57, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2277, top5_acc: 0.4616, loss_cls: 4.5563, loss: 4.5563 2024-12-27 11:31:05,996 - pyskl - INFO - Epoch [40][800/3746] lr: 8.406e-02, eta: 3 days, 18:30:58, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4631, loss_cls: 4.4898, loss: 4.4898 2024-12-27 11:32:31,090 - pyskl - INFO - Epoch [40][900/3746] lr: 8.404e-02, eta: 3 days, 18:29:58, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4636, loss_cls: 4.5199, loss: 4.5199 2024-12-27 11:33:55,864 - pyskl - INFO - Epoch [40][1000/3746] lr: 8.402e-02, eta: 3 days, 18:28:57, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2350, top5_acc: 0.4648, loss_cls: 4.4982, loss: 4.4982 2024-12-27 11:35:20,739 - pyskl - INFO - Epoch [40][1100/3746] lr: 8.400e-02, eta: 3 days, 18:27:56, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2181, top5_acc: 0.4517, loss_cls: 4.5618, loss: 4.5618 2024-12-27 11:36:45,833 - pyskl - INFO - Epoch [40][1200/3746] lr: 8.398e-02, eta: 3 days, 18:26:56, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4680, loss_cls: 4.5142, loss: 4.5142 2024-12-27 11:38:10,587 - pyskl - INFO - Epoch [40][1300/3746] lr: 8.396e-02, eta: 3 days, 18:25:55, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4713, loss_cls: 4.5023, loss: 4.5023 2024-12-27 11:39:35,756 - pyskl - INFO - Epoch [40][1400/3746] lr: 8.394e-02, eta: 3 days, 18:24:55, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4434, loss_cls: 4.6042, loss: 4.6042 2024-12-27 11:41:00,867 - pyskl - INFO - Epoch [40][1500/3746] lr: 8.392e-02, eta: 3 days, 18:23:55, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4648, loss_cls: 4.5205, loss: 4.5205 2024-12-27 11:42:25,849 - pyskl - INFO - Epoch [40][1600/3746] lr: 8.390e-02, eta: 3 days, 18:22:54, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4716, loss_cls: 4.4807, loss: 4.4807 2024-12-27 11:43:51,177 - pyskl - INFO - Epoch [40][1700/3746] lr: 8.388e-02, eta: 3 days, 18:21:55, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4603, loss_cls: 4.5497, loss: 4.5497 2024-12-27 11:45:15,927 - pyskl - INFO - Epoch [40][1800/3746] lr: 8.386e-02, eta: 3 days, 18:20:54, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4509, loss_cls: 4.5611, loss: 4.5611 2024-12-27 11:46:41,280 - pyskl - INFO - Epoch [40][1900/3746] lr: 8.384e-02, eta: 3 days, 18:19:54, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4627, loss_cls: 4.5555, loss: 4.5555 2024-12-27 11:48:06,453 - pyskl - INFO - Epoch [40][2000/3746] lr: 8.382e-02, eta: 3 days, 18:18:54, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4591, loss_cls: 4.5530, loss: 4.5530 2024-12-27 11:49:31,840 - pyskl - INFO - Epoch [40][2100/3746] lr: 8.380e-02, eta: 3 days, 18:17:54, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4516, loss_cls: 4.5605, loss: 4.5605 2024-12-27 11:50:56,648 - pyskl - INFO - Epoch [40][2200/3746] lr: 8.378e-02, eta: 3 days, 18:16:53, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4583, loss_cls: 4.5219, loss: 4.5219 2024-12-27 11:52:21,896 - pyskl - INFO - Epoch [40][2300/3746] lr: 8.376e-02, eta: 3 days, 18:15:53, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4562, loss_cls: 4.5507, loss: 4.5507 2024-12-27 11:53:47,476 - pyskl - INFO - Epoch [40][2400/3746] lr: 8.374e-02, eta: 3 days, 18:14:54, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4608, loss_cls: 4.5256, loss: 4.5256 2024-12-27 11:55:13,107 - pyskl - INFO - Epoch [40][2500/3746] lr: 8.371e-02, eta: 3 days, 18:13:55, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4534, loss_cls: 4.5576, loss: 4.5576 2024-12-27 11:56:38,683 - pyskl - INFO - Epoch [40][2600/3746] lr: 8.369e-02, eta: 3 days, 18:12:56, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4634, loss_cls: 4.5435, loss: 4.5435 2024-12-27 11:58:04,809 - pyskl - INFO - Epoch [40][2700/3746] lr: 8.367e-02, eta: 3 days, 18:11:58, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2322, top5_acc: 0.4556, loss_cls: 4.5557, loss: 4.5557 2024-12-27 11:59:30,501 - pyskl - INFO - Epoch [40][2800/3746] lr: 8.365e-02, eta: 3 days, 18:10:59, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4711, loss_cls: 4.5027, loss: 4.5027 2024-12-27 12:00:56,680 - pyskl - INFO - Epoch [40][2900/3746] lr: 8.363e-02, eta: 3 days, 18:10:02, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2317, top5_acc: 0.4688, loss_cls: 4.4851, loss: 4.4851 2024-12-27 12:02:22,136 - pyskl - INFO - Epoch [40][3000/3746] lr: 8.361e-02, eta: 3 days, 18:09:02, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2397, top5_acc: 0.4731, loss_cls: 4.4704, loss: 4.4704 2024-12-27 12:03:47,592 - pyskl - INFO - Epoch [40][3100/3746] lr: 8.359e-02, eta: 3 days, 18:08:02, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4573, loss_cls: 4.5267, loss: 4.5267 2024-12-27 12:05:12,702 - pyskl - INFO - Epoch [40][3200/3746] lr: 8.357e-02, eta: 3 days, 18:07:01, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4661, loss_cls: 4.5154, loss: 4.5154 2024-12-27 12:06:37,556 - pyskl - INFO - Epoch [40][3300/3746] lr: 8.355e-02, eta: 3 days, 18:06:00, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4655, loss_cls: 4.5105, loss: 4.5105 2024-12-27 12:08:02,936 - pyskl - INFO - Epoch [40][3400/3746] lr: 8.353e-02, eta: 3 days, 18:05:00, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4561, loss_cls: 4.5733, loss: 4.5733 2024-12-27 12:09:28,705 - pyskl - INFO - Epoch [40][3500/3746] lr: 8.351e-02, eta: 3 days, 18:04:01, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4636, loss_cls: 4.5101, loss: 4.5101 2024-12-27 12:10:53,421 - pyskl - INFO - Epoch [40][3600/3746] lr: 8.349e-02, eta: 3 days, 18:02:59, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2203, top5_acc: 0.4653, loss_cls: 4.5312, loss: 4.5312 2024-12-27 12:12:18,151 - pyskl - INFO - Epoch [40][3700/3746] lr: 8.347e-02, eta: 3 days, 18:01:57, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2206, top5_acc: 0.4562, loss_cls: 4.5530, loss: 4.5530 2024-12-27 12:12:59,373 - pyskl - INFO - Saving checkpoint at 40 epochs 2024-12-27 12:14:59,649 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 12:15:00,468 - pyskl - INFO - top1_acc 0.1486 top5_acc 0.3422 2024-12-27 12:15:00,468 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 12:15:00,520 - pyskl - INFO - mean_acc 0.1485 2024-12-27 12:15:00,537 - pyskl - INFO - Epoch(val) [40][309] top1_acc: 0.1486, top5_acc: 0.3422, mean_class_accuracy: 0.1485 2024-12-27 12:19:11,558 - pyskl - INFO - Epoch [41][100/3746] lr: 8.344e-02, eta: 3 days, 18:06:17, time: 2.510, data_time: 1.487, memory: 15990, top1_acc: 0.2297, top5_acc: 0.4700, loss_cls: 4.4701, loss: 4.4701 2024-12-27 12:20:35,979 - pyskl - INFO - Epoch [41][200/3746] lr: 8.342e-02, eta: 3 days, 18:05:13, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4697, loss_cls: 4.5074, loss: 4.5074 2024-12-27 12:21:59,967 - pyskl - INFO - Epoch [41][300/3746] lr: 8.339e-02, eta: 3 days, 18:04:09, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2275, top5_acc: 0.4717, loss_cls: 4.5069, loss: 4.5069 2024-12-27 12:23:24,616 - pyskl - INFO - Epoch [41][400/3746] lr: 8.337e-02, eta: 3 days, 18:03:06, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4684, loss_cls: 4.4706, loss: 4.4706 2024-12-27 12:24:49,818 - pyskl - INFO - Epoch [41][500/3746] lr: 8.335e-02, eta: 3 days, 18:02:05, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4630, loss_cls: 4.5266, loss: 4.5266 2024-12-27 12:26:15,109 - pyskl - INFO - Epoch [41][600/3746] lr: 8.333e-02, eta: 3 days, 18:01:04, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2195, top5_acc: 0.4527, loss_cls: 4.5436, loss: 4.5436 2024-12-27 12:27:39,863 - pyskl - INFO - Epoch [41][700/3746] lr: 8.331e-02, eta: 3 days, 18:00:02, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4603, loss_cls: 4.5187, loss: 4.5187 2024-12-27 12:29:05,287 - pyskl - INFO - Epoch [41][800/3746] lr: 8.329e-02, eta: 3 days, 17:59:01, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4800, loss_cls: 4.4619, loss: 4.4619 2024-12-27 12:30:30,244 - pyskl - INFO - Epoch [41][900/3746] lr: 8.327e-02, eta: 3 days, 17:58:00, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2334, top5_acc: 0.4741, loss_cls: 4.4766, loss: 4.4766 2024-12-27 12:31:55,533 - pyskl - INFO - Epoch [41][1000/3746] lr: 8.325e-02, eta: 3 days, 17:56:59, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4620, loss_cls: 4.5257, loss: 4.5257 2024-12-27 12:33:20,702 - pyskl - INFO - Epoch [41][1100/3746] lr: 8.323e-02, eta: 3 days, 17:55:57, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4516, loss_cls: 4.5261, loss: 4.5261 2024-12-27 12:34:45,343 - pyskl - INFO - Epoch [41][1200/3746] lr: 8.321e-02, eta: 3 days, 17:54:54, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4669, loss_cls: 4.5114, loss: 4.5114 2024-12-27 12:36:10,005 - pyskl - INFO - Epoch [41][1300/3746] lr: 8.319e-02, eta: 3 days, 17:53:52, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4655, loss_cls: 4.5335, loss: 4.5335 2024-12-27 12:37:34,633 - pyskl - INFO - Epoch [41][1400/3746] lr: 8.316e-02, eta: 3 days, 17:52:49, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4673, loss_cls: 4.5072, loss: 4.5072 2024-12-27 12:38:59,722 - pyskl - INFO - Epoch [41][1500/3746] lr: 8.314e-02, eta: 3 days, 17:51:47, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4589, loss_cls: 4.5508, loss: 4.5508 2024-12-27 12:40:25,146 - pyskl - INFO - Epoch [41][1600/3746] lr: 8.312e-02, eta: 3 days, 17:50:46, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4561, loss_cls: 4.5382, loss: 4.5382 2024-12-27 12:41:50,423 - pyskl - INFO - Epoch [41][1700/3746] lr: 8.310e-02, eta: 3 days, 17:49:45, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4650, loss_cls: 4.5188, loss: 4.5188 2024-12-27 12:43:15,978 - pyskl - INFO - Epoch [41][1800/3746] lr: 8.308e-02, eta: 3 days, 17:48:44, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4617, loss_cls: 4.5257, loss: 4.5257 2024-12-27 12:44:41,476 - pyskl - INFO - Epoch [41][1900/3746] lr: 8.306e-02, eta: 3 days, 17:47:43, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4616, loss_cls: 4.5288, loss: 4.5288 2024-12-27 12:46:06,316 - pyskl - INFO - Epoch [41][2000/3746] lr: 8.304e-02, eta: 3 days, 17:46:41, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2180, top5_acc: 0.4569, loss_cls: 4.5555, loss: 4.5555 2024-12-27 12:47:31,231 - pyskl - INFO - Epoch [41][2100/3746] lr: 8.302e-02, eta: 3 days, 17:45:39, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4619, loss_cls: 4.5336, loss: 4.5336 2024-12-27 12:48:56,847 - pyskl - INFO - Epoch [41][2200/3746] lr: 8.300e-02, eta: 3 days, 17:44:38, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4650, loss_cls: 4.5049, loss: 4.5049 2024-12-27 12:50:21,833 - pyskl - INFO - Epoch [41][2300/3746] lr: 8.298e-02, eta: 3 days, 17:43:36, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4550, loss_cls: 4.5660, loss: 4.5660 2024-12-27 12:51:47,020 - pyskl - INFO - Epoch [41][2400/3746] lr: 8.296e-02, eta: 3 days, 17:42:34, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4591, loss_cls: 4.5427, loss: 4.5427 2024-12-27 12:53:12,236 - pyskl - INFO - Epoch [41][2500/3746] lr: 8.293e-02, eta: 3 days, 17:41:32, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2238, top5_acc: 0.4656, loss_cls: 4.5300, loss: 4.5300 2024-12-27 12:54:38,029 - pyskl - INFO - Epoch [41][2600/3746] lr: 8.291e-02, eta: 3 days, 17:40:32, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4627, loss_cls: 4.5112, loss: 4.5112 2024-12-27 12:56:04,872 - pyskl - INFO - Epoch [41][2700/3746] lr: 8.289e-02, eta: 3 days, 17:39:35, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4577, loss_cls: 4.5046, loss: 4.5046 2024-12-27 12:57:30,964 - pyskl - INFO - Epoch [41][2800/3746] lr: 8.287e-02, eta: 3 days, 17:38:35, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4536, loss_cls: 4.5049, loss: 4.5049 2024-12-27 12:58:57,272 - pyskl - INFO - Epoch [41][2900/3746] lr: 8.285e-02, eta: 3 days, 17:37:37, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4656, loss_cls: 4.5202, loss: 4.5202 2024-12-27 13:00:22,823 - pyskl - INFO - Epoch [41][3000/3746] lr: 8.283e-02, eta: 3 days, 17:36:36, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4630, loss_cls: 4.5312, loss: 4.5312 2024-12-27 13:01:48,512 - pyskl - INFO - Epoch [41][3100/3746] lr: 8.281e-02, eta: 3 days, 17:35:35, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4605, loss_cls: 4.5373, loss: 4.5373 2024-12-27 13:03:13,794 - pyskl - INFO - Epoch [41][3200/3746] lr: 8.279e-02, eta: 3 days, 17:34:33, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4614, loss_cls: 4.5344, loss: 4.5344 2024-12-27 13:04:38,851 - pyskl - INFO - Epoch [41][3300/3746] lr: 8.277e-02, eta: 3 days, 17:33:31, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4567, loss_cls: 4.5363, loss: 4.5363 2024-12-27 13:06:04,386 - pyskl - INFO - Epoch [41][3400/3746] lr: 8.274e-02, eta: 3 days, 17:32:30, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4577, loss_cls: 4.5325, loss: 4.5325 2024-12-27 13:07:29,967 - pyskl - INFO - Epoch [41][3500/3746] lr: 8.272e-02, eta: 3 days, 17:31:29, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2362, top5_acc: 0.4784, loss_cls: 4.4636, loss: 4.4636 2024-12-27 13:08:55,051 - pyskl - INFO - Epoch [41][3600/3746] lr: 8.270e-02, eta: 3 days, 17:30:26, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4688, loss_cls: 4.4906, loss: 4.4906 2024-12-27 13:10:19,727 - pyskl - INFO - Epoch [41][3700/3746] lr: 8.268e-02, eta: 3 days, 17:29:23, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4713, loss_cls: 4.5018, loss: 4.5018 2024-12-27 13:11:01,100 - pyskl - INFO - Saving checkpoint at 41 epochs 2024-12-27 13:13:01,646 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 13:13:02,375 - pyskl - INFO - top1_acc 0.1584 top5_acc 0.3668 2024-12-27 13:13:02,376 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 13:13:02,411 - pyskl - INFO - mean_acc 0.1584 2024-12-27 13:13:02,423 - pyskl - INFO - Epoch(val) [41][309] top1_acc: 0.1584, top5_acc: 0.3668, mean_class_accuracy: 0.1584 2024-12-27 13:17:13,615 - pyskl - INFO - Epoch [42][100/3746] lr: 8.265e-02, eta: 3 days, 17:33:29, time: 2.512, data_time: 1.475, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4745, loss_cls: 4.5067, loss: 4.5067 2024-12-27 13:18:38,757 - pyskl - INFO - Epoch [42][200/3746] lr: 8.263e-02, eta: 3 days, 17:32:26, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4622, loss_cls: 4.5061, loss: 4.5061 2024-12-27 13:20:04,186 - pyskl - INFO - Epoch [42][300/3746] lr: 8.261e-02, eta: 3 days, 17:31:24, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4648, loss_cls: 4.4853, loss: 4.4853 2024-12-27 13:21:29,224 - pyskl - INFO - Epoch [42][400/3746] lr: 8.259e-02, eta: 3 days, 17:30:21, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4477, loss_cls: 4.5327, loss: 4.5327 2024-12-27 13:22:54,264 - pyskl - INFO - Epoch [42][500/3746] lr: 8.257e-02, eta: 3 days, 17:29:18, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2355, top5_acc: 0.4698, loss_cls: 4.4762, loss: 4.4762 2024-12-27 13:24:19,447 - pyskl - INFO - Epoch [42][600/3746] lr: 8.254e-02, eta: 3 days, 17:28:16, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4614, loss_cls: 4.5154, loss: 4.5154 2024-12-27 13:25:44,330 - pyskl - INFO - Epoch [42][700/3746] lr: 8.252e-02, eta: 3 days, 17:27:12, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4641, loss_cls: 4.5113, loss: 4.5113 2024-12-27 13:27:09,082 - pyskl - INFO - Epoch [42][800/3746] lr: 8.250e-02, eta: 3 days, 17:26:08, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4708, loss_cls: 4.4405, loss: 4.4405 2024-12-27 13:28:34,252 - pyskl - INFO - Epoch [42][900/3746] lr: 8.248e-02, eta: 3 days, 17:25:06, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4688, loss_cls: 4.4916, loss: 4.4916 2024-12-27 13:29:59,838 - pyskl - INFO - Epoch [42][1000/3746] lr: 8.246e-02, eta: 3 days, 17:24:04, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2217, top5_acc: 0.4597, loss_cls: 4.5099, loss: 4.5099 2024-12-27 13:31:25,300 - pyskl - INFO - Epoch [42][1100/3746] lr: 8.244e-02, eta: 3 days, 17:23:02, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4602, loss_cls: 4.5212, loss: 4.5212 2024-12-27 13:32:50,342 - pyskl - INFO - Epoch [42][1200/3746] lr: 8.242e-02, eta: 3 days, 17:21:59, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4689, loss_cls: 4.5051, loss: 4.5051 2024-12-27 13:34:15,688 - pyskl - INFO - Epoch [42][1300/3746] lr: 8.240e-02, eta: 3 days, 17:20:56, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4692, loss_cls: 4.5009, loss: 4.5009 2024-12-27 13:35:41,124 - pyskl - INFO - Epoch [42][1400/3746] lr: 8.237e-02, eta: 3 days, 17:19:54, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4580, loss_cls: 4.5420, loss: 4.5420 2024-12-27 13:37:06,549 - pyskl - INFO - Epoch [42][1500/3746] lr: 8.235e-02, eta: 3 days, 17:18:52, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4659, loss_cls: 4.5103, loss: 4.5103 2024-12-27 13:38:31,732 - pyskl - INFO - Epoch [42][1600/3746] lr: 8.233e-02, eta: 3 days, 17:17:49, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2242, top5_acc: 0.4620, loss_cls: 4.5131, loss: 4.5131 2024-12-27 13:39:56,864 - pyskl - INFO - Epoch [42][1700/3746] lr: 8.231e-02, eta: 3 days, 17:16:46, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4695, loss_cls: 4.4935, loss: 4.4935 2024-12-27 13:41:22,216 - pyskl - INFO - Epoch [42][1800/3746] lr: 8.229e-02, eta: 3 days, 17:15:43, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4655, loss_cls: 4.5095, loss: 4.5095 2024-12-27 13:42:47,243 - pyskl - INFO - Epoch [42][1900/3746] lr: 8.227e-02, eta: 3 days, 17:14:40, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4655, loss_cls: 4.5321, loss: 4.5321 2024-12-27 13:44:12,685 - pyskl - INFO - Epoch [42][2000/3746] lr: 8.225e-02, eta: 3 days, 17:13:38, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4600, loss_cls: 4.5222, loss: 4.5222 2024-12-27 13:45:37,706 - pyskl - INFO - Epoch [42][2100/3746] lr: 8.222e-02, eta: 3 days, 17:12:34, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2305, top5_acc: 0.4550, loss_cls: 4.5025, loss: 4.5025 2024-12-27 13:47:02,911 - pyskl - INFO - Epoch [42][2200/3746] lr: 8.220e-02, eta: 3 days, 17:11:31, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4766, loss_cls: 4.4687, loss: 4.4687 2024-12-27 13:48:28,158 - pyskl - INFO - Epoch [42][2300/3746] lr: 8.218e-02, eta: 3 days, 17:10:28, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4673, loss_cls: 4.5030, loss: 4.5030 2024-12-27 13:49:53,652 - pyskl - INFO - Epoch [42][2400/3746] lr: 8.216e-02, eta: 3 days, 17:09:26, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4689, loss_cls: 4.5047, loss: 4.5047 2024-12-27 13:51:19,032 - pyskl - INFO - Epoch [42][2500/3746] lr: 8.214e-02, eta: 3 days, 17:08:23, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2323, top5_acc: 0.4688, loss_cls: 4.4636, loss: 4.4636 2024-12-27 13:52:45,019 - pyskl - INFO - Epoch [42][2600/3746] lr: 8.212e-02, eta: 3 days, 17:07:22, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4608, loss_cls: 4.5267, loss: 4.5267 2024-12-27 13:54:10,755 - pyskl - INFO - Epoch [42][2700/3746] lr: 8.210e-02, eta: 3 days, 17:06:20, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2217, top5_acc: 0.4495, loss_cls: 4.5542, loss: 4.5542 2024-12-27 13:55:36,729 - pyskl - INFO - Epoch [42][2800/3746] lr: 8.207e-02, eta: 3 days, 17:05:19, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4703, loss_cls: 4.5002, loss: 4.5002 2024-12-27 13:57:02,169 - pyskl - INFO - Epoch [42][2900/3746] lr: 8.205e-02, eta: 3 days, 17:04:16, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2297, top5_acc: 0.4637, loss_cls: 4.5211, loss: 4.5211 2024-12-27 13:58:28,063 - pyskl - INFO - Epoch [42][3000/3746] lr: 8.203e-02, eta: 3 days, 17:03:15, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4739, loss_cls: 4.4828, loss: 4.4828 2024-12-27 13:59:53,099 - pyskl - INFO - Epoch [42][3100/3746] lr: 8.201e-02, eta: 3 days, 17:02:11, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4639, loss_cls: 4.5161, loss: 4.5161 2024-12-27 14:01:18,117 - pyskl - INFO - Epoch [42][3200/3746] lr: 8.199e-02, eta: 3 days, 17:01:07, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2089, top5_acc: 0.4511, loss_cls: 4.6031, loss: 4.6031 2024-12-27 14:02:43,833 - pyskl - INFO - Epoch [42][3300/3746] lr: 8.197e-02, eta: 3 days, 17:00:05, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4692, loss_cls: 4.5456, loss: 4.5456 2024-12-27 14:04:09,041 - pyskl - INFO - Epoch [42][3400/3746] lr: 8.195e-02, eta: 3 days, 16:59:02, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4608, loss_cls: 4.5760, loss: 4.5760 2024-12-27 14:05:34,274 - pyskl - INFO - Epoch [42][3500/3746] lr: 8.192e-02, eta: 3 days, 16:57:58, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4541, loss_cls: 4.5624, loss: 4.5624 2024-12-27 14:06:58,836 - pyskl - INFO - Epoch [42][3600/3746] lr: 8.190e-02, eta: 3 days, 16:56:53, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4702, loss_cls: 4.4824, loss: 4.4824 2024-12-27 14:08:23,766 - pyskl - INFO - Epoch [42][3700/3746] lr: 8.188e-02, eta: 3 days, 16:55:49, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4622, loss_cls: 4.5294, loss: 4.5294 2024-12-27 14:09:05,007 - pyskl - INFO - Saving checkpoint at 42 epochs 2024-12-27 14:11:04,773 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 14:11:05,538 - pyskl - INFO - top1_acc 0.1541 top5_acc 0.3602 2024-12-27 14:11:05,538 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 14:11:05,589 - pyskl - INFO - mean_acc 0.1541 2024-12-27 14:11:05,610 - pyskl - INFO - Epoch(val) [42][309] top1_acc: 0.1541, top5_acc: 0.3602, mean_class_accuracy: 0.1541 2024-12-27 14:15:26,345 - pyskl - INFO - Epoch [43][100/3746] lr: 8.185e-02, eta: 3 days, 17:00:07, time: 2.607, data_time: 1.576, memory: 15990, top1_acc: 0.2306, top5_acc: 0.4733, loss_cls: 4.4551, loss: 4.4551 2024-12-27 14:16:51,422 - pyskl - INFO - Epoch [43][200/3746] lr: 8.183e-02, eta: 3 days, 16:59:02, time: 0.851, data_time: 0.001, memory: 15990, top1_acc: 0.2381, top5_acc: 0.4808, loss_cls: 4.4217, loss: 4.4217 2024-12-27 14:18:16,787 - pyskl - INFO - Epoch [43][300/3746] lr: 8.181e-02, eta: 3 days, 16:57:59, time: 0.854, data_time: 0.001, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4583, loss_cls: 4.5251, loss: 4.5251 2024-12-27 14:19:42,278 - pyskl - INFO - Epoch [43][400/3746] lr: 8.179e-02, eta: 3 days, 16:56:56, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2406, top5_acc: 0.4778, loss_cls: 4.4457, loss: 4.4457 2024-12-27 14:21:07,520 - pyskl - INFO - Epoch [43][500/3746] lr: 8.176e-02, eta: 3 days, 16:55:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4647, loss_cls: 4.5031, loss: 4.5031 2024-12-27 14:22:32,810 - pyskl - INFO - Epoch [43][600/3746] lr: 8.174e-02, eta: 3 days, 16:54:48, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4597, loss_cls: 4.5280, loss: 4.5280 2024-12-27 14:23:58,093 - pyskl - INFO - Epoch [43][700/3746] lr: 8.172e-02, eta: 3 days, 16:53:44, time: 0.853, data_time: 0.001, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4786, loss_cls: 4.4429, loss: 4.4429 2024-12-27 14:25:22,932 - pyskl - INFO - Epoch [43][800/3746] lr: 8.170e-02, eta: 3 days, 16:52:39, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2244, top5_acc: 0.4573, loss_cls: 4.5041, loss: 4.5041 2024-12-27 14:26:47,609 - pyskl - INFO - Epoch [43][900/3746] lr: 8.168e-02, eta: 3 days, 16:51:34, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4617, loss_cls: 4.5033, loss: 4.5033 2024-12-27 14:28:12,250 - pyskl - INFO - Epoch [43][1000/3746] lr: 8.166e-02, eta: 3 days, 16:50:29, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4637, loss_cls: 4.5214, loss: 4.5214 2024-12-27 14:29:36,334 - pyskl - INFO - Epoch [43][1100/3746] lr: 8.163e-02, eta: 3 days, 16:49:22, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4608, loss_cls: 4.5318, loss: 4.5318 2024-12-27 14:31:00,571 - pyskl - INFO - Epoch [43][1200/3746] lr: 8.161e-02, eta: 3 days, 16:48:15, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2333, top5_acc: 0.4736, loss_cls: 4.4795, loss: 4.4795 2024-12-27 14:32:24,617 - pyskl - INFO - Epoch [43][1300/3746] lr: 8.159e-02, eta: 3 days, 16:47:08, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4614, loss_cls: 4.5159, loss: 4.5159 2024-12-27 14:33:49,249 - pyskl - INFO - Epoch [43][1400/3746] lr: 8.157e-02, eta: 3 days, 16:46:02, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2195, top5_acc: 0.4545, loss_cls: 4.5360, loss: 4.5360 2024-12-27 14:35:14,264 - pyskl - INFO - Epoch [43][1500/3746] lr: 8.155e-02, eta: 3 days, 16:44:58, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2305, top5_acc: 0.4650, loss_cls: 4.5127, loss: 4.5127 2024-12-27 14:36:39,204 - pyskl - INFO - Epoch [43][1600/3746] lr: 8.153e-02, eta: 3 days, 16:43:53, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4694, loss_cls: 4.4920, loss: 4.4920 2024-12-27 14:38:04,735 - pyskl - INFO - Epoch [43][1700/3746] lr: 8.150e-02, eta: 3 days, 16:42:49, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4747, loss_cls: 4.4836, loss: 4.4836 2024-12-27 14:39:30,614 - pyskl - INFO - Epoch [43][1800/3746] lr: 8.148e-02, eta: 3 days, 16:41:47, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4673, loss_cls: 4.5078, loss: 4.5078 2024-12-27 14:40:56,085 - pyskl - INFO - Epoch [43][1900/3746] lr: 8.146e-02, eta: 3 days, 16:40:43, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4739, loss_cls: 4.4460, loss: 4.4460 2024-12-27 14:42:22,150 - pyskl - INFO - Epoch [43][2000/3746] lr: 8.144e-02, eta: 3 days, 16:39:41, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4766, loss_cls: 4.4632, loss: 4.4632 2024-12-27 14:43:47,214 - pyskl - INFO - Epoch [43][2100/3746] lr: 8.142e-02, eta: 3 days, 16:38:36, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2259, top5_acc: 0.4691, loss_cls: 4.5201, loss: 4.5201 2024-12-27 14:45:12,170 - pyskl - INFO - Epoch [43][2200/3746] lr: 8.140e-02, eta: 3 days, 16:37:31, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4642, loss_cls: 4.5067, loss: 4.5067 2024-12-27 14:46:37,607 - pyskl - INFO - Epoch [43][2300/3746] lr: 8.137e-02, eta: 3 days, 16:36:28, time: 0.854, data_time: 0.001, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4739, loss_cls: 4.4944, loss: 4.4944 2024-12-27 14:48:02,871 - pyskl - INFO - Epoch [43][2400/3746] lr: 8.135e-02, eta: 3 days, 16:35:23, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4711, loss_cls: 4.5015, loss: 4.5015 2024-12-27 14:49:28,326 - pyskl - INFO - Epoch [43][2500/3746] lr: 8.133e-02, eta: 3 days, 16:34:19, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2284, top5_acc: 0.4594, loss_cls: 4.5193, loss: 4.5193 2024-12-27 14:50:53,349 - pyskl - INFO - Epoch [43][2600/3746] lr: 8.131e-02, eta: 3 days, 16:33:14, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4505, loss_cls: 4.5631, loss: 4.5631 2024-12-27 14:52:18,321 - pyskl - INFO - Epoch [43][2700/3746] lr: 8.129e-02, eta: 3 days, 16:32:09, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2323, top5_acc: 0.4709, loss_cls: 4.4987, loss: 4.4987 2024-12-27 14:53:43,341 - pyskl - INFO - Epoch [43][2800/3746] lr: 8.126e-02, eta: 3 days, 16:31:04, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4575, loss_cls: 4.5517, loss: 4.5517 2024-12-27 14:55:08,043 - pyskl - INFO - Epoch [43][2900/3746] lr: 8.124e-02, eta: 3 days, 16:29:59, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4697, loss_cls: 4.4971, loss: 4.4971 2024-12-27 14:56:32,628 - pyskl - INFO - Epoch [43][3000/3746] lr: 8.122e-02, eta: 3 days, 16:28:52, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4683, loss_cls: 4.5045, loss: 4.5045 2024-12-27 14:57:57,173 - pyskl - INFO - Epoch [43][3100/3746] lr: 8.120e-02, eta: 3 days, 16:27:46, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4578, loss_cls: 4.5258, loss: 4.5258 2024-12-27 14:59:21,360 - pyskl - INFO - Epoch [43][3200/3746] lr: 8.118e-02, eta: 3 days, 16:26:39, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4709, loss_cls: 4.4753, loss: 4.4753 2024-12-27 15:00:45,473 - pyskl - INFO - Epoch [43][3300/3746] lr: 8.116e-02, eta: 3 days, 16:25:32, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4570, loss_cls: 4.5708, loss: 4.5708 2024-12-27 15:02:10,674 - pyskl - INFO - Epoch [43][3400/3746] lr: 8.113e-02, eta: 3 days, 16:24:27, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4591, loss_cls: 4.5459, loss: 4.5459 2024-12-27 15:03:35,789 - pyskl - INFO - Epoch [43][3500/3746] lr: 8.111e-02, eta: 3 days, 16:23:22, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4700, loss_cls: 4.4922, loss: 4.4922 2024-12-27 15:05:00,214 - pyskl - INFO - Epoch [43][3600/3746] lr: 8.109e-02, eta: 3 days, 16:22:15, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4630, loss_cls: 4.5253, loss: 4.5253 2024-12-27 15:06:24,531 - pyskl - INFO - Epoch [43][3700/3746] lr: 8.107e-02, eta: 3 days, 16:21:08, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4606, loss_cls: 4.5206, loss: 4.5206 2024-12-27 15:07:05,642 - pyskl - INFO - Saving checkpoint at 43 epochs 2024-12-27 15:09:05,714 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 15:09:06,474 - pyskl - INFO - top1_acc 0.1671 top5_acc 0.3768 2024-12-27 15:09:06,475 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 15:09:06,518 - pyskl - INFO - mean_acc 0.1669 2024-12-27 15:09:06,530 - pyskl - INFO - Epoch(val) [43][309] top1_acc: 0.1671, top5_acc: 0.3768, mean_class_accuracy: 0.1669 2024-12-27 15:13:28,393 - pyskl - INFO - Epoch [44][100/3746] lr: 8.104e-02, eta: 3 days, 16:25:16, time: 2.619, data_time: 1.561, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4738, loss_cls: 4.4825, loss: 4.4825 2024-12-27 15:14:53,921 - pyskl - INFO - Epoch [44][200/3746] lr: 8.101e-02, eta: 3 days, 16:24:11, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4688, loss_cls: 4.4840, loss: 4.4840 2024-12-27 15:16:20,137 - pyskl - INFO - Epoch [44][300/3746] lr: 8.099e-02, eta: 3 days, 16:23:09, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4598, loss_cls: 4.5027, loss: 4.5027 2024-12-27 15:17:45,369 - pyskl - INFO - Epoch [44][400/3746] lr: 8.097e-02, eta: 3 days, 16:22:04, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4614, loss_cls: 4.5281, loss: 4.5281 2024-12-27 15:19:10,923 - pyskl - INFO - Epoch [44][500/3746] lr: 8.095e-02, eta: 3 days, 16:20:59, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4686, loss_cls: 4.5284, loss: 4.5284 2024-12-27 15:20:36,350 - pyskl - INFO - Epoch [44][600/3746] lr: 8.093e-02, eta: 3 days, 16:19:55, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4612, loss_cls: 4.5223, loss: 4.5223 2024-12-27 15:22:02,728 - pyskl - INFO - Epoch [44][700/3746] lr: 8.090e-02, eta: 3 days, 16:18:52, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2297, top5_acc: 0.4659, loss_cls: 4.4819, loss: 4.4819 2024-12-27 15:23:28,584 - pyskl - INFO - Epoch [44][800/3746] lr: 8.088e-02, eta: 3 days, 16:17:49, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2284, top5_acc: 0.4702, loss_cls: 4.5014, loss: 4.5014 2024-12-27 15:24:54,967 - pyskl - INFO - Epoch [44][900/3746] lr: 8.086e-02, eta: 3 days, 16:16:46, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4719, loss_cls: 4.4410, loss: 4.4410 2024-12-27 15:26:20,522 - pyskl - INFO - Epoch [44][1000/3746] lr: 8.084e-02, eta: 3 days, 16:15:42, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2297, top5_acc: 0.4758, loss_cls: 4.4625, loss: 4.4625 2024-12-27 15:27:46,451 - pyskl - INFO - Epoch [44][1100/3746] lr: 8.082e-02, eta: 3 days, 16:14:38, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4661, loss_cls: 4.5221, loss: 4.5221 2024-12-27 15:29:12,012 - pyskl - INFO - Epoch [44][1200/3746] lr: 8.079e-02, eta: 3 days, 16:13:34, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4683, loss_cls: 4.4583, loss: 4.4583 2024-12-27 15:30:37,575 - pyskl - INFO - Epoch [44][1300/3746] lr: 8.077e-02, eta: 3 days, 16:12:29, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2350, top5_acc: 0.4763, loss_cls: 4.5015, loss: 4.5015 2024-12-27 15:32:03,386 - pyskl - INFO - Epoch [44][1400/3746] lr: 8.075e-02, eta: 3 days, 16:11:25, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4605, loss_cls: 4.5273, loss: 4.5273 2024-12-27 15:33:29,447 - pyskl - INFO - Epoch [44][1500/3746] lr: 8.073e-02, eta: 3 days, 16:10:22, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4686, loss_cls: 4.5127, loss: 4.5127 2024-12-27 15:34:55,160 - pyskl - INFO - Epoch [44][1600/3746] lr: 8.071e-02, eta: 3 days, 16:09:18, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4678, loss_cls: 4.4993, loss: 4.4993 2024-12-27 15:36:21,594 - pyskl - INFO - Epoch [44][1700/3746] lr: 8.068e-02, eta: 3 days, 16:08:15, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4648, loss_cls: 4.4799, loss: 4.4799 2024-12-27 15:37:47,293 - pyskl - INFO - Epoch [44][1800/3746] lr: 8.066e-02, eta: 3 days, 16:07:11, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4642, loss_cls: 4.5224, loss: 4.5224 2024-12-27 15:39:13,537 - pyskl - INFO - Epoch [44][1900/3746] lr: 8.064e-02, eta: 3 days, 16:06:08, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4658, loss_cls: 4.5033, loss: 4.5033 2024-12-27 15:40:39,761 - pyskl - INFO - Epoch [44][2000/3746] lr: 8.062e-02, eta: 3 days, 16:05:05, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4791, loss_cls: 4.4597, loss: 4.4597 2024-12-27 15:42:05,842 - pyskl - INFO - Epoch [44][2100/3746] lr: 8.060e-02, eta: 3 days, 16:04:01, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2305, top5_acc: 0.4664, loss_cls: 4.5063, loss: 4.5063 2024-12-27 15:43:32,246 - pyskl - INFO - Epoch [44][2200/3746] lr: 8.057e-02, eta: 3 days, 16:02:59, time: 0.864, data_time: 0.001, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4627, loss_cls: 4.5208, loss: 4.5208 2024-12-27 15:44:58,373 - pyskl - INFO - Epoch [44][2300/3746] lr: 8.055e-02, eta: 3 days, 16:01:55, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4656, loss_cls: 4.5300, loss: 4.5300 2024-12-27 15:46:24,475 - pyskl - INFO - Epoch [44][2400/3746] lr: 8.053e-02, eta: 3 days, 16:00:52, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4725, loss_cls: 4.4686, loss: 4.4686 2024-12-27 15:47:51,075 - pyskl - INFO - Epoch [44][2500/3746] lr: 8.051e-02, eta: 3 days, 15:59:49, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4702, loss_cls: 4.5158, loss: 4.5158 2024-12-27 15:49:17,031 - pyskl - INFO - Epoch [44][2600/3746] lr: 8.048e-02, eta: 3 days, 15:58:46, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4695, loss_cls: 4.4672, loss: 4.4672 2024-12-27 15:50:43,644 - pyskl - INFO - Epoch [44][2700/3746] lr: 8.046e-02, eta: 3 days, 15:57:43, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4605, loss_cls: 4.4945, loss: 4.4945 2024-12-27 15:52:09,947 - pyskl - INFO - Epoch [44][2800/3746] lr: 8.044e-02, eta: 3 days, 15:56:40, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4697, loss_cls: 4.4959, loss: 4.4959 2024-12-27 15:53:36,225 - pyskl - INFO - Epoch [44][2900/3746] lr: 8.042e-02, eta: 3 days, 15:55:37, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4733, loss_cls: 4.4602, loss: 4.4602 2024-12-27 15:55:01,196 - pyskl - INFO - Epoch [44][3000/3746] lr: 8.040e-02, eta: 3 days, 15:54:30, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2323, top5_acc: 0.4656, loss_cls: 4.4981, loss: 4.4981 2024-12-27 15:56:26,435 - pyskl - INFO - Epoch [44][3100/3746] lr: 8.037e-02, eta: 3 days, 15:53:25, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2300, top5_acc: 0.4605, loss_cls: 4.5292, loss: 4.5292 2024-12-27 15:57:51,671 - pyskl - INFO - Epoch [44][3200/3746] lr: 8.035e-02, eta: 3 days, 15:52:19, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4677, loss_cls: 4.5231, loss: 4.5231 2024-12-27 15:59:18,033 - pyskl - INFO - Epoch [44][3300/3746] lr: 8.033e-02, eta: 3 days, 15:51:16, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4703, loss_cls: 4.4920, loss: 4.4920 2024-12-27 16:00:43,894 - pyskl - INFO - Epoch [44][3400/3746] lr: 8.031e-02, eta: 3 days, 15:50:11, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4697, loss_cls: 4.4640, loss: 4.4640 2024-12-27 16:02:08,865 - pyskl - INFO - Epoch [44][3500/3746] lr: 8.028e-02, eta: 3 days, 15:49:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2339, top5_acc: 0.4750, loss_cls: 4.4493, loss: 4.4493 2024-12-27 16:03:34,305 - pyskl - INFO - Epoch [44][3600/3746] lr: 8.026e-02, eta: 3 days, 15:48:00, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4686, loss_cls: 4.5045, loss: 4.5045 2024-12-27 16:04:59,944 - pyskl - INFO - Epoch [44][3700/3746] lr: 8.024e-02, eta: 3 days, 15:46:55, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4667, loss_cls: 4.5043, loss: 4.5043 2024-12-27 16:05:41,306 - pyskl - INFO - Saving checkpoint at 44 epochs 2024-12-27 16:07:41,532 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 16:07:42,327 - pyskl - INFO - top1_acc 0.1582 top5_acc 0.3643 2024-12-27 16:07:42,327 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 16:07:42,379 - pyskl - INFO - mean_acc 0.1580 2024-12-27 16:07:42,395 - pyskl - INFO - Epoch(val) [44][309] top1_acc: 0.1582, top5_acc: 0.3643, mean_class_accuracy: 0.1580 2024-12-27 16:12:05,944 - pyskl - INFO - Epoch [45][100/3746] lr: 8.021e-02, eta: 3 days, 15:50:53, time: 2.635, data_time: 1.605, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4728, loss_cls: 4.4504, loss: 4.4504 2024-12-27 16:13:31,028 - pyskl - INFO - Epoch [45][200/3746] lr: 8.019e-02, eta: 3 days, 15:49:46, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2381, top5_acc: 0.4733, loss_cls: 4.4632, loss: 4.4632 2024-12-27 16:14:56,088 - pyskl - INFO - Epoch [45][300/3746] lr: 8.016e-02, eta: 3 days, 15:48:40, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4764, loss_cls: 4.4870, loss: 4.4870 2024-12-27 16:16:21,294 - pyskl - INFO - Epoch [45][400/3746] lr: 8.014e-02, eta: 3 days, 15:47:33, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4778, loss_cls: 4.4513, loss: 4.4513 2024-12-27 16:17:46,422 - pyskl - INFO - Epoch [45][500/3746] lr: 8.012e-02, eta: 3 days, 15:46:27, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2345, top5_acc: 0.4717, loss_cls: 4.4853, loss: 4.4853 2024-12-27 16:19:11,264 - pyskl - INFO - Epoch [45][600/3746] lr: 8.010e-02, eta: 3 days, 15:45:19, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.2244, top5_acc: 0.4622, loss_cls: 4.5112, loss: 4.5112 2024-12-27 16:20:36,599 - pyskl - INFO - Epoch [45][700/3746] lr: 8.007e-02, eta: 3 days, 15:44:13, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4798, loss_cls: 4.4550, loss: 4.4550 2024-12-27 16:22:01,233 - pyskl - INFO - Epoch [45][800/3746] lr: 8.005e-02, eta: 3 days, 15:43:05, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4652, loss_cls: 4.4773, loss: 4.4773 2024-12-27 16:23:26,516 - pyskl - INFO - Epoch [45][900/3746] lr: 8.003e-02, eta: 3 days, 15:41:59, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2297, top5_acc: 0.4678, loss_cls: 4.4865, loss: 4.4865 2024-12-27 16:24:51,132 - pyskl - INFO - Epoch [45][1000/3746] lr: 8.001e-02, eta: 3 days, 15:40:51, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4600, loss_cls: 4.4951, loss: 4.4951 2024-12-27 16:26:15,624 - pyskl - INFO - Epoch [45][1100/3746] lr: 7.998e-02, eta: 3 days, 15:39:43, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4606, loss_cls: 4.5069, loss: 4.5069 2024-12-27 16:27:39,788 - pyskl - INFO - Epoch [45][1200/3746] lr: 7.996e-02, eta: 3 days, 15:38:34, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2377, top5_acc: 0.4802, loss_cls: 4.4526, loss: 4.4526 2024-12-27 16:29:04,551 - pyskl - INFO - Epoch [45][1300/3746] lr: 7.994e-02, eta: 3 days, 15:37:26, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4573, loss_cls: 4.5326, loss: 4.5326 2024-12-27 16:30:29,820 - pyskl - INFO - Epoch [45][1400/3746] lr: 7.992e-02, eta: 3 days, 15:36:20, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4773, loss_cls: 4.4674, loss: 4.4674 2024-12-27 16:31:54,862 - pyskl - INFO - Epoch [45][1500/3746] lr: 7.990e-02, eta: 3 days, 15:35:13, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4705, loss_cls: 4.4541, loss: 4.4541 2024-12-27 16:33:19,962 - pyskl - INFO - Epoch [45][1600/3746] lr: 7.987e-02, eta: 3 days, 15:34:06, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2345, top5_acc: 0.4713, loss_cls: 4.4692, loss: 4.4692 2024-12-27 16:34:44,790 - pyskl - INFO - Epoch [45][1700/3746] lr: 7.985e-02, eta: 3 days, 15:32:58, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4725, loss_cls: 4.4565, loss: 4.4565 2024-12-27 16:36:09,775 - pyskl - INFO - Epoch [45][1800/3746] lr: 7.983e-02, eta: 3 days, 15:31:51, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4623, loss_cls: 4.5294, loss: 4.5294 2024-12-27 16:37:34,623 - pyskl - INFO - Epoch [45][1900/3746] lr: 7.981e-02, eta: 3 days, 15:30:43, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2259, top5_acc: 0.4611, loss_cls: 4.5138, loss: 4.5138 2024-12-27 16:38:59,787 - pyskl - INFO - Epoch [45][2000/3746] lr: 7.978e-02, eta: 3 days, 15:29:37, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4705, loss_cls: 4.4658, loss: 4.4658 2024-12-27 16:40:24,695 - pyskl - INFO - Epoch [45][2100/3746] lr: 7.976e-02, eta: 3 days, 15:28:29, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2317, top5_acc: 0.4689, loss_cls: 4.5214, loss: 4.5214 2024-12-27 16:41:49,597 - pyskl - INFO - Epoch [45][2200/3746] lr: 7.974e-02, eta: 3 days, 15:27:22, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4756, loss_cls: 4.4673, loss: 4.4673 2024-12-27 16:43:14,275 - pyskl - INFO - Epoch [45][2300/3746] lr: 7.972e-02, eta: 3 days, 15:26:14, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4622, loss_cls: 4.5183, loss: 4.5183 2024-12-27 16:44:39,645 - pyskl - INFO - Epoch [45][2400/3746] lr: 7.969e-02, eta: 3 days, 15:25:07, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4706, loss_cls: 4.4760, loss: 4.4760 2024-12-27 16:46:05,311 - pyskl - INFO - Epoch [45][2500/3746] lr: 7.967e-02, eta: 3 days, 15:24:01, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2317, top5_acc: 0.4684, loss_cls: 4.4736, loss: 4.4736 2024-12-27 16:47:30,673 - pyskl - INFO - Epoch [45][2600/3746] lr: 7.965e-02, eta: 3 days, 15:22:55, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4662, loss_cls: 4.4801, loss: 4.4801 2024-12-27 16:48:55,948 - pyskl - INFO - Epoch [45][2700/3746] lr: 7.963e-02, eta: 3 days, 15:21:48, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4583, loss_cls: 4.5283, loss: 4.5283 2024-12-27 16:50:20,986 - pyskl - INFO - Epoch [45][2800/3746] lr: 7.960e-02, eta: 3 days, 15:20:41, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4694, loss_cls: 4.4785, loss: 4.4785 2024-12-27 16:51:45,817 - pyskl - INFO - Epoch [45][2900/3746] lr: 7.958e-02, eta: 3 days, 15:19:33, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2369, top5_acc: 0.4847, loss_cls: 4.4600, loss: 4.4600 2024-12-27 16:53:10,598 - pyskl - INFO - Epoch [45][3000/3746] lr: 7.956e-02, eta: 3 days, 15:18:25, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4545, loss_cls: 4.5624, loss: 4.5624 2024-12-27 16:54:35,119 - pyskl - INFO - Epoch [45][3100/3746] lr: 7.954e-02, eta: 3 days, 15:17:17, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2387, top5_acc: 0.4752, loss_cls: 4.4668, loss: 4.4668 2024-12-27 16:55:59,534 - pyskl - INFO - Epoch [45][3200/3746] lr: 7.951e-02, eta: 3 days, 15:16:08, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2277, top5_acc: 0.4691, loss_cls: 4.4879, loss: 4.4879 2024-12-27 16:57:24,806 - pyskl - INFO - Epoch [45][3300/3746] lr: 7.949e-02, eta: 3 days, 15:15:01, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2220, top5_acc: 0.4689, loss_cls: 4.5222, loss: 4.5222 2024-12-27 16:58:49,577 - pyskl - INFO - Epoch [45][3400/3746] lr: 7.947e-02, eta: 3 days, 15:13:53, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4623, loss_cls: 4.4855, loss: 4.4855 2024-12-27 17:00:14,516 - pyskl - INFO - Epoch [45][3500/3746] lr: 7.945e-02, eta: 3 days, 15:12:45, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4684, loss_cls: 4.4763, loss: 4.4763 2024-12-27 17:01:38,513 - pyskl - INFO - Epoch [45][3600/3746] lr: 7.942e-02, eta: 3 days, 15:11:35, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4650, loss_cls: 4.5081, loss: 4.5081 2024-12-27 17:03:02,761 - pyskl - INFO - Epoch [45][3700/3746] lr: 7.940e-02, eta: 3 days, 15:10:26, time: 0.842, data_time: 0.001, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4642, loss_cls: 4.4971, loss: 4.4971 2024-12-27 17:03:44,009 - pyskl - INFO - Saving checkpoint at 45 epochs 2024-12-27 17:05:43,640 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 17:05:44,530 - pyskl - INFO - top1_acc 0.1480 top5_acc 0.3490 2024-12-27 17:05:44,530 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 17:05:44,594 - pyskl - INFO - mean_acc 0.1477 2024-12-27 17:05:44,620 - pyskl - INFO - Epoch(val) [45][309] top1_acc: 0.1480, top5_acc: 0.3490, mean_class_accuracy: 0.1477 2024-12-27 17:10:09,708 - pyskl - INFO - Epoch [46][100/3746] lr: 7.937e-02, eta: 3 days, 15:14:16, time: 2.651, data_time: 1.602, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4658, loss_cls: 4.4890, loss: 4.4890 2024-12-27 17:11:36,050 - pyskl - INFO - Epoch [46][200/3746] lr: 7.934e-02, eta: 3 days, 15:13:11, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4637, loss_cls: 4.4816, loss: 4.4816 2024-12-27 17:13:02,352 - pyskl - INFO - Epoch [46][300/3746] lr: 7.932e-02, eta: 3 days, 15:12:06, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2339, top5_acc: 0.4755, loss_cls: 4.4722, loss: 4.4722 2024-12-27 17:14:28,669 - pyskl - INFO - Epoch [46][400/3746] lr: 7.930e-02, eta: 3 days, 15:11:01, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4859, loss_cls: 4.3860, loss: 4.3860 2024-12-27 17:15:54,429 - pyskl - INFO - Epoch [46][500/3746] lr: 7.928e-02, eta: 3 days, 15:09:55, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4662, loss_cls: 4.4948, loss: 4.4948 2024-12-27 17:17:19,568 - pyskl - INFO - Epoch [46][600/3746] lr: 7.925e-02, eta: 3 days, 15:08:47, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4808, loss_cls: 4.4666, loss: 4.4666 2024-12-27 17:18:45,094 - pyskl - INFO - Epoch [46][700/3746] lr: 7.923e-02, eta: 3 days, 15:07:41, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4619, loss_cls: 4.4819, loss: 4.4819 2024-12-27 17:20:11,084 - pyskl - INFO - Epoch [46][800/3746] lr: 7.921e-02, eta: 3 days, 15:06:35, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2359, top5_acc: 0.4717, loss_cls: 4.4878, loss: 4.4878 2024-12-27 17:21:37,446 - pyskl - INFO - Epoch [46][900/3746] lr: 7.919e-02, eta: 3 days, 15:05:30, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4772, loss_cls: 4.4554, loss: 4.4554 2024-12-27 17:23:03,695 - pyskl - INFO - Epoch [46][1000/3746] lr: 7.916e-02, eta: 3 days, 15:04:25, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4711, loss_cls: 4.4718, loss: 4.4718 2024-12-27 17:24:29,943 - pyskl - INFO - Epoch [46][1100/3746] lr: 7.914e-02, eta: 3 days, 15:03:19, time: 0.862, data_time: 0.001, memory: 15990, top1_acc: 0.2428, top5_acc: 0.4716, loss_cls: 4.4743, loss: 4.4743 2024-12-27 17:25:56,068 - pyskl - INFO - Epoch [46][1200/3746] lr: 7.912e-02, eta: 3 days, 15:02:14, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4755, loss_cls: 4.4727, loss: 4.4727 2024-12-27 17:27:21,657 - pyskl - INFO - Epoch [46][1300/3746] lr: 7.909e-02, eta: 3 days, 15:01:07, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2203, top5_acc: 0.4580, loss_cls: 4.5427, loss: 4.5427 2024-12-27 17:28:47,066 - pyskl - INFO - Epoch [46][1400/3746] lr: 7.907e-02, eta: 3 days, 15:00:00, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2297, top5_acc: 0.4653, loss_cls: 4.4816, loss: 4.4816 2024-12-27 17:30:12,877 - pyskl - INFO - Epoch [46][1500/3746] lr: 7.905e-02, eta: 3 days, 14:58:54, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4692, loss_cls: 4.4808, loss: 4.4808 2024-12-27 17:31:39,009 - pyskl - INFO - Epoch [46][1600/3746] lr: 7.903e-02, eta: 3 days, 14:57:48, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2297, top5_acc: 0.4728, loss_cls: 4.5010, loss: 4.5010 2024-12-27 17:33:05,128 - pyskl - INFO - Epoch [46][1700/3746] lr: 7.900e-02, eta: 3 days, 14:56:42, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4789, loss_cls: 4.4247, loss: 4.4247 2024-12-27 17:34:31,080 - pyskl - INFO - Epoch [46][1800/3746] lr: 7.898e-02, eta: 3 days, 14:55:36, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4709, loss_cls: 4.4690, loss: 4.4690 2024-12-27 17:35:57,024 - pyskl - INFO - Epoch [46][1900/3746] lr: 7.896e-02, eta: 3 days, 14:54:30, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2406, top5_acc: 0.4716, loss_cls: 4.4634, loss: 4.4634 2024-12-27 17:37:23,275 - pyskl - INFO - Epoch [46][2000/3746] lr: 7.894e-02, eta: 3 days, 14:53:25, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4788, loss_cls: 4.4466, loss: 4.4466 2024-12-27 17:38:50,262 - pyskl - INFO - Epoch [46][2100/3746] lr: 7.891e-02, eta: 3 days, 14:52:21, time: 0.870, data_time: 0.000, memory: 15990, top1_acc: 0.2322, top5_acc: 0.4653, loss_cls: 4.4737, loss: 4.4737 2024-12-27 17:40:16,837 - pyskl - INFO - Epoch [46][2200/3746] lr: 7.889e-02, eta: 3 days, 14:51:16, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4662, loss_cls: 4.5069, loss: 4.5069 2024-12-27 17:41:43,014 - pyskl - INFO - Epoch [46][2300/3746] lr: 7.887e-02, eta: 3 days, 14:50:10, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4620, loss_cls: 4.5058, loss: 4.5058 2024-12-27 17:43:09,241 - pyskl - INFO - Epoch [46][2400/3746] lr: 7.884e-02, eta: 3 days, 14:49:05, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4561, loss_cls: 4.5173, loss: 4.5173 2024-12-27 17:44:34,946 - pyskl - INFO - Epoch [46][2500/3746] lr: 7.882e-02, eta: 3 days, 14:47:58, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4841, loss_cls: 4.4239, loss: 4.4239 2024-12-27 17:46:01,535 - pyskl - INFO - Epoch [46][2600/3746] lr: 7.880e-02, eta: 3 days, 14:46:53, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4708, loss_cls: 4.4741, loss: 4.4741 2024-12-27 17:47:27,533 - pyskl - INFO - Epoch [46][2700/3746] lr: 7.878e-02, eta: 3 days, 14:45:47, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2305, top5_acc: 0.4688, loss_cls: 4.5210, loss: 4.5210 2024-12-27 17:48:53,346 - pyskl - INFO - Epoch [46][2800/3746] lr: 7.875e-02, eta: 3 days, 14:44:40, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4622, loss_cls: 4.4854, loss: 4.4854 2024-12-27 17:50:19,360 - pyskl - INFO - Epoch [46][2900/3746] lr: 7.873e-02, eta: 3 days, 14:43:34, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4609, loss_cls: 4.5157, loss: 4.5157 2024-12-27 17:51:44,670 - pyskl - INFO - Epoch [46][3000/3746] lr: 7.871e-02, eta: 3 days, 14:42:26, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4761, loss_cls: 4.4686, loss: 4.4686 2024-12-27 17:53:10,007 - pyskl - INFO - Epoch [46][3100/3746] lr: 7.868e-02, eta: 3 days, 14:41:19, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4680, loss_cls: 4.5026, loss: 4.5026 2024-12-27 17:54:36,008 - pyskl - INFO - Epoch [46][3200/3746] lr: 7.866e-02, eta: 3 days, 14:40:12, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4586, loss_cls: 4.5143, loss: 4.5143 2024-12-27 17:56:01,568 - pyskl - INFO - Epoch [46][3300/3746] lr: 7.864e-02, eta: 3 days, 14:39:05, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2242, top5_acc: 0.4644, loss_cls: 4.5054, loss: 4.5054 2024-12-27 17:57:27,272 - pyskl - INFO - Epoch [46][3400/3746] lr: 7.862e-02, eta: 3 days, 14:37:58, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4736, loss_cls: 4.4776, loss: 4.4776 2024-12-27 17:58:52,239 - pyskl - INFO - Epoch [46][3500/3746] lr: 7.859e-02, eta: 3 days, 14:36:49, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4686, loss_cls: 4.4854, loss: 4.4854 2024-12-27 18:00:17,211 - pyskl - INFO - Epoch [46][3600/3746] lr: 7.857e-02, eta: 3 days, 14:35:41, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2334, top5_acc: 0.4742, loss_cls: 4.4775, loss: 4.4775 2024-12-27 18:01:43,183 - pyskl - INFO - Epoch [46][3700/3746] lr: 7.855e-02, eta: 3 days, 14:34:34, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4639, loss_cls: 4.4921, loss: 4.4921 2024-12-27 18:02:25,229 - pyskl - INFO - Saving checkpoint at 46 epochs 2024-12-27 18:04:26,550 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 18:04:27,430 - pyskl - INFO - top1_acc 0.1696 top5_acc 0.3758 2024-12-27 18:04:27,430 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 18:04:27,477 - pyskl - INFO - mean_acc 0.1694 2024-12-27 18:04:27,492 - pyskl - INFO - Epoch(val) [46][309] top1_acc: 0.1696, top5_acc: 0.3758, mean_class_accuracy: 0.1694 2024-12-27 18:08:47,679 - pyskl - INFO - Epoch [47][100/3746] lr: 7.851e-02, eta: 3 days, 14:38:01, time: 2.602, data_time: 1.558, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4778, loss_cls: 4.4488, loss: 4.4488 2024-12-27 18:10:12,324 - pyskl - INFO - Epoch [47][200/3746] lr: 7.849e-02, eta: 3 days, 14:36:52, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4777, loss_cls: 4.4500, loss: 4.4500 2024-12-27 18:11:37,000 - pyskl - INFO - Epoch [47][300/3746] lr: 7.847e-02, eta: 3 days, 14:35:42, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4763, loss_cls: 4.4444, loss: 4.4444 2024-12-27 18:13:01,947 - pyskl - INFO - Epoch [47][400/3746] lr: 7.844e-02, eta: 3 days, 14:34:33, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4738, loss_cls: 4.4435, loss: 4.4435 2024-12-27 18:14:26,557 - pyskl - INFO - Epoch [47][500/3746] lr: 7.842e-02, eta: 3 days, 14:33:23, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2350, top5_acc: 0.4786, loss_cls: 4.4334, loss: 4.4334 2024-12-27 18:15:51,679 - pyskl - INFO - Epoch [47][600/3746] lr: 7.840e-02, eta: 3 days, 14:32:14, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4677, loss_cls: 4.4401, loss: 4.4401 2024-12-27 18:17:16,672 - pyskl - INFO - Epoch [47][700/3746] lr: 7.838e-02, eta: 3 days, 14:31:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4673, loss_cls: 4.4830, loss: 4.4830 2024-12-27 18:18:41,757 - pyskl - INFO - Epoch [47][800/3746] lr: 7.835e-02, eta: 3 days, 14:29:56, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2339, top5_acc: 0.4708, loss_cls: 4.4558, loss: 4.4558 2024-12-27 18:20:06,362 - pyskl - INFO - Epoch [47][900/3746] lr: 7.833e-02, eta: 3 days, 14:28:46, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4686, loss_cls: 4.4752, loss: 4.4752 2024-12-27 18:21:30,907 - pyskl - INFO - Epoch [47][1000/3746] lr: 7.831e-02, eta: 3 days, 14:27:36, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4683, loss_cls: 4.4973, loss: 4.4973 2024-12-27 18:22:55,674 - pyskl - INFO - Epoch [47][1100/3746] lr: 7.828e-02, eta: 3 days, 14:26:26, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2306, top5_acc: 0.4673, loss_cls: 4.4977, loss: 4.4977 2024-12-27 18:24:21,073 - pyskl - INFO - Epoch [47][1200/3746] lr: 7.826e-02, eta: 3 days, 14:25:18, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2397, top5_acc: 0.4761, loss_cls: 4.4484, loss: 4.4484 2024-12-27 18:25:45,802 - pyskl - INFO - Epoch [47][1300/3746] lr: 7.824e-02, eta: 3 days, 14:24:08, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4767, loss_cls: 4.4464, loss: 4.4464 2024-12-27 18:27:10,571 - pyskl - INFO - Epoch [47][1400/3746] lr: 7.821e-02, eta: 3 days, 14:22:59, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2339, top5_acc: 0.4755, loss_cls: 4.4691, loss: 4.4691 2024-12-27 18:28:35,833 - pyskl - INFO - Epoch [47][1500/3746] lr: 7.819e-02, eta: 3 days, 14:21:50, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2242, top5_acc: 0.4641, loss_cls: 4.5043, loss: 4.5043 2024-12-27 18:30:00,523 - pyskl - INFO - Epoch [47][1600/3746] lr: 7.817e-02, eta: 3 days, 14:20:40, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2339, top5_acc: 0.4745, loss_cls: 4.4551, loss: 4.4551 2024-12-27 18:31:25,206 - pyskl - INFO - Epoch [47][1700/3746] lr: 7.814e-02, eta: 3 days, 14:19:30, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4748, loss_cls: 4.4725, loss: 4.4725 2024-12-27 18:32:49,413 - pyskl - INFO - Epoch [47][1800/3746] lr: 7.812e-02, eta: 3 days, 14:18:19, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4797, loss_cls: 4.4405, loss: 4.4405 2024-12-27 18:34:13,916 - pyskl - INFO - Epoch [47][1900/3746] lr: 7.810e-02, eta: 3 days, 14:17:09, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4739, loss_cls: 4.4504, loss: 4.4504 2024-12-27 18:35:39,035 - pyskl - INFO - Epoch [47][2000/3746] lr: 7.808e-02, eta: 3 days, 14:16:00, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4667, loss_cls: 4.5164, loss: 4.5164 2024-12-27 18:37:03,794 - pyskl - INFO - Epoch [47][2100/3746] lr: 7.805e-02, eta: 3 days, 14:14:50, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4698, loss_cls: 4.4770, loss: 4.4770 2024-12-27 18:38:28,671 - pyskl - INFO - Epoch [47][2200/3746] lr: 7.803e-02, eta: 3 days, 14:13:40, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2284, top5_acc: 0.4775, loss_cls: 4.4737, loss: 4.4737 2024-12-27 18:39:53,853 - pyskl - INFO - Epoch [47][2300/3746] lr: 7.801e-02, eta: 3 days, 14:12:31, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4623, loss_cls: 4.5281, loss: 4.5281 2024-12-27 18:41:19,196 - pyskl - INFO - Epoch [47][2400/3746] lr: 7.798e-02, eta: 3 days, 14:11:23, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4759, loss_cls: 4.4437, loss: 4.4437 2024-12-27 18:42:44,732 - pyskl - INFO - Epoch [47][2500/3746] lr: 7.796e-02, eta: 3 days, 14:10:15, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4689, loss_cls: 4.4983, loss: 4.4983 2024-12-27 18:44:09,563 - pyskl - INFO - Epoch [47][2600/3746] lr: 7.794e-02, eta: 3 days, 14:09:05, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2355, top5_acc: 0.4742, loss_cls: 4.4314, loss: 4.4314 2024-12-27 18:45:34,432 - pyskl - INFO - Epoch [47][2700/3746] lr: 7.791e-02, eta: 3 days, 14:07:55, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2359, top5_acc: 0.4716, loss_cls: 4.4829, loss: 4.4829 2024-12-27 18:46:59,972 - pyskl - INFO - Epoch [47][2800/3746] lr: 7.789e-02, eta: 3 days, 14:06:47, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4669, loss_cls: 4.4815, loss: 4.4815 2024-12-27 18:48:25,347 - pyskl - INFO - Epoch [47][2900/3746] lr: 7.787e-02, eta: 3 days, 14:05:38, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4622, loss_cls: 4.4907, loss: 4.4907 2024-12-27 18:49:49,850 - pyskl - INFO - Epoch [47][3000/3746] lr: 7.784e-02, eta: 3 days, 14:04:28, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4703, loss_cls: 4.4636, loss: 4.4636 2024-12-27 18:51:14,379 - pyskl - INFO - Epoch [47][3100/3746] lr: 7.782e-02, eta: 3 days, 14:03:17, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4747, loss_cls: 4.4579, loss: 4.4579 2024-12-27 18:52:39,791 - pyskl - INFO - Epoch [47][3200/3746] lr: 7.780e-02, eta: 3 days, 14:02:09, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2397, top5_acc: 0.4742, loss_cls: 4.4847, loss: 4.4847 2024-12-27 18:54:05,382 - pyskl - INFO - Epoch [47][3300/3746] lr: 7.777e-02, eta: 3 days, 14:01:00, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4725, loss_cls: 4.4581, loss: 4.4581 2024-12-27 18:55:29,879 - pyskl - INFO - Epoch [47][3400/3746] lr: 7.775e-02, eta: 3 days, 13:59:50, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4705, loss_cls: 4.5102, loss: 4.5102 2024-12-27 18:56:53,997 - pyskl - INFO - Epoch [47][3500/3746] lr: 7.773e-02, eta: 3 days, 13:58:38, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4627, loss_cls: 4.5061, loss: 4.5061 2024-12-27 18:58:18,651 - pyskl - INFO - Epoch [47][3600/3746] lr: 7.770e-02, eta: 3 days, 13:57:28, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2428, top5_acc: 0.4783, loss_cls: 4.4256, loss: 4.4256 2024-12-27 18:59:42,984 - pyskl - INFO - Epoch [47][3700/3746] lr: 7.768e-02, eta: 3 days, 13:56:17, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4698, loss_cls: 4.4714, loss: 4.4714 2024-12-27 19:00:23,929 - pyskl - INFO - Saving checkpoint at 47 epochs 2024-12-27 19:02:22,359 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 19:02:23,375 - pyskl - INFO - top1_acc 0.1736 top5_acc 0.3765 2024-12-27 19:02:23,376 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 19:02:23,420 - pyskl - INFO - mean_acc 0.1734 2024-12-27 19:02:23,435 - pyskl - INFO - Epoch(val) [47][309] top1_acc: 0.1736, top5_acc: 0.3765, mean_class_accuracy: 0.1734 2024-12-27 19:06:51,104 - pyskl - INFO - Epoch [48][100/3746] lr: 7.765e-02, eta: 3 days, 13:59:50, time: 2.677, data_time: 1.620, memory: 15990, top1_acc: 0.2397, top5_acc: 0.4797, loss_cls: 4.4206, loss: 4.4206 2024-12-27 19:08:16,748 - pyskl - INFO - Epoch [48][200/3746] lr: 7.762e-02, eta: 3 days, 13:58:41, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.4936, loss_cls: 4.3856, loss: 4.3856 2024-12-27 19:09:42,926 - pyskl - INFO - Epoch [48][300/3746] lr: 7.760e-02, eta: 3 days, 13:57:34, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4767, loss_cls: 4.4514, loss: 4.4514 2024-12-27 19:11:08,944 - pyskl - INFO - Epoch [48][400/3746] lr: 7.758e-02, eta: 3 days, 13:56:26, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4692, loss_cls: 4.5043, loss: 4.5043 2024-12-27 19:12:34,016 - pyskl - INFO - Epoch [48][500/3746] lr: 7.755e-02, eta: 3 days, 13:55:16, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4802, loss_cls: 4.4445, loss: 4.4445 2024-12-27 19:13:59,420 - pyskl - INFO - Epoch [48][600/3746] lr: 7.753e-02, eta: 3 days, 13:54:07, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4734, loss_cls: 4.4556, loss: 4.4556 2024-12-27 19:15:24,153 - pyskl - INFO - Epoch [48][700/3746] lr: 7.751e-02, eta: 3 days, 13:52:57, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4730, loss_cls: 4.4592, loss: 4.4592 2024-12-27 19:16:49,861 - pyskl - INFO - Epoch [48][800/3746] lr: 7.748e-02, eta: 3 days, 13:51:48, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4727, loss_cls: 4.4664, loss: 4.4664 2024-12-27 19:18:14,227 - pyskl - INFO - Epoch [48][900/3746] lr: 7.746e-02, eta: 3 days, 13:50:37, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4789, loss_cls: 4.4442, loss: 4.4442 2024-12-27 19:19:39,307 - pyskl - INFO - Epoch [48][1000/3746] lr: 7.744e-02, eta: 3 days, 13:49:27, time: 0.851, data_time: 0.001, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4817, loss_cls: 4.4348, loss: 4.4348 2024-12-27 19:21:04,368 - pyskl - INFO - Epoch [48][1100/3746] lr: 7.741e-02, eta: 3 days, 13:48:17, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4770, loss_cls: 4.4703, loss: 4.4703 2024-12-27 19:22:29,456 - pyskl - INFO - Epoch [48][1200/3746] lr: 7.739e-02, eta: 3 days, 13:47:07, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4642, loss_cls: 4.5032, loss: 4.5032 2024-12-27 19:23:54,691 - pyskl - INFO - Epoch [48][1300/3746] lr: 7.737e-02, eta: 3 days, 13:45:58, time: 0.852, data_time: 0.001, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4714, loss_cls: 4.4668, loss: 4.4668 2024-12-27 19:25:20,973 - pyskl - INFO - Epoch [48][1400/3746] lr: 7.734e-02, eta: 3 days, 13:44:50, time: 0.863, data_time: 0.001, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4808, loss_cls: 4.4111, loss: 4.4111 2024-12-27 19:26:46,815 - pyskl - INFO - Epoch [48][1500/3746] lr: 7.732e-02, eta: 3 days, 13:43:42, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4848, loss_cls: 4.4061, loss: 4.4061 2024-12-27 19:28:12,494 - pyskl - INFO - Epoch [48][1600/3746] lr: 7.730e-02, eta: 3 days, 13:42:33, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4708, loss_cls: 4.4595, loss: 4.4595 2024-12-27 19:29:37,967 - pyskl - INFO - Epoch [48][1700/3746] lr: 7.727e-02, eta: 3 days, 13:41:24, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2345, top5_acc: 0.4795, loss_cls: 4.4753, loss: 4.4753 2024-12-27 19:31:03,859 - pyskl - INFO - Epoch [48][1800/3746] lr: 7.725e-02, eta: 3 days, 13:40:16, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4666, loss_cls: 4.4611, loss: 4.4611 2024-12-27 19:32:29,483 - pyskl - INFO - Epoch [48][1900/3746] lr: 7.723e-02, eta: 3 days, 13:39:07, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2347, top5_acc: 0.4672, loss_cls: 4.4893, loss: 4.4893 2024-12-27 19:33:55,162 - pyskl - INFO - Epoch [48][2000/3746] lr: 7.720e-02, eta: 3 days, 13:37:58, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4750, loss_cls: 4.4510, loss: 4.4510 2024-12-27 19:35:20,872 - pyskl - INFO - Epoch [48][2100/3746] lr: 7.718e-02, eta: 3 days, 13:36:50, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2380, top5_acc: 0.4717, loss_cls: 4.4637, loss: 4.4637 2024-12-27 19:36:46,990 - pyskl - INFO - Epoch [48][2200/3746] lr: 7.716e-02, eta: 3 days, 13:35:42, time: 0.861, data_time: 0.001, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4741, loss_cls: 4.4655, loss: 4.4655 2024-12-27 19:38:12,922 - pyskl - INFO - Epoch [48][2300/3746] lr: 7.713e-02, eta: 3 days, 13:34:34, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2391, top5_acc: 0.4711, loss_cls: 4.4807, loss: 4.4807 2024-12-27 19:39:38,995 - pyskl - INFO - Epoch [48][2400/3746] lr: 7.711e-02, eta: 3 days, 13:33:26, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4669, loss_cls: 4.4731, loss: 4.4731 2024-12-27 19:41:05,626 - pyskl - INFO - Epoch [48][2500/3746] lr: 7.709e-02, eta: 3 days, 13:32:19, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4612, loss_cls: 4.5338, loss: 4.5338 2024-12-27 19:42:31,546 - pyskl - INFO - Epoch [48][2600/3746] lr: 7.706e-02, eta: 3 days, 13:31:10, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4661, loss_cls: 4.4893, loss: 4.4893 2024-12-27 19:43:57,633 - pyskl - INFO - Epoch [48][2700/3746] lr: 7.704e-02, eta: 3 days, 13:30:02, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4734, loss_cls: 4.4709, loss: 4.4709 2024-12-27 19:45:23,779 - pyskl - INFO - Epoch [48][2800/3746] lr: 7.701e-02, eta: 3 days, 13:28:54, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2395, top5_acc: 0.4688, loss_cls: 4.4645, loss: 4.4645 2024-12-27 19:46:49,297 - pyskl - INFO - Epoch [48][2900/3746] lr: 7.699e-02, eta: 3 days, 13:27:45, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4716, loss_cls: 4.4865, loss: 4.4865 2024-12-27 19:48:15,051 - pyskl - INFO - Epoch [48][3000/3746] lr: 7.697e-02, eta: 3 days, 13:26:36, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4822, loss_cls: 4.4107, loss: 4.4107 2024-12-27 19:49:40,683 - pyskl - INFO - Epoch [48][3100/3746] lr: 7.694e-02, eta: 3 days, 13:25:27, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4759, loss_cls: 4.4358, loss: 4.4358 2024-12-27 19:51:06,769 - pyskl - INFO - Epoch [48][3200/3746] lr: 7.692e-02, eta: 3 days, 13:24:19, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4605, loss_cls: 4.5109, loss: 4.5109 2024-12-27 19:52:32,158 - pyskl - INFO - Epoch [48][3300/3746] lr: 7.690e-02, eta: 3 days, 13:23:10, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4684, loss_cls: 4.4682, loss: 4.4682 2024-12-27 19:53:57,389 - pyskl - INFO - Epoch [48][3400/3746] lr: 7.687e-02, eta: 3 days, 13:22:00, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4666, loss_cls: 4.5023, loss: 4.5023 2024-12-27 19:55:22,140 - pyskl - INFO - Epoch [48][3500/3746] lr: 7.685e-02, eta: 3 days, 13:20:49, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4627, loss_cls: 4.5185, loss: 4.5185 2024-12-27 19:56:47,336 - pyskl - INFO - Epoch [48][3600/3746] lr: 7.683e-02, eta: 3 days, 13:19:39, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2377, top5_acc: 0.4772, loss_cls: 4.4318, loss: 4.4318 2024-12-27 19:58:13,224 - pyskl - INFO - Epoch [48][3700/3746] lr: 7.680e-02, eta: 3 days, 13:18:30, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2350, top5_acc: 0.4692, loss_cls: 4.4768, loss: 4.4768 2024-12-27 19:58:55,073 - pyskl - INFO - Saving checkpoint at 48 epochs 2024-12-27 20:00:55,391 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 20:00:56,346 - pyskl - INFO - top1_acc 0.1752 top5_acc 0.3917 2024-12-27 20:00:56,346 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 20:00:56,412 - pyskl - INFO - mean_acc 0.1750 2024-12-27 20:00:56,420 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_34.pth was removed 2024-12-27 20:00:56,830 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. 2024-12-27 20:00:56,831 - pyskl - INFO - Best top1_acc is 0.1752 at 48 epoch. 2024-12-27 20:00:56,851 - pyskl - INFO - Epoch(val) [48][309] top1_acc: 0.1752, top5_acc: 0.3917, mean_class_accuracy: 0.1750 2024-12-27 20:05:22,130 - pyskl - INFO - Epoch [49][100/3746] lr: 7.677e-02, eta: 3 days, 13:21:47, time: 2.653, data_time: 1.588, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4816, loss_cls: 4.4372, loss: 4.4372 2024-12-27 20:06:48,067 - pyskl - INFO - Epoch [49][200/3746] lr: 7.674e-02, eta: 3 days, 13:20:38, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4833, loss_cls: 4.3918, loss: 4.3918 2024-12-27 20:08:14,548 - pyskl - INFO - Epoch [49][300/3746] lr: 7.672e-02, eta: 3 days, 13:19:30, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4763, loss_cls: 4.4468, loss: 4.4468 2024-12-27 20:09:40,312 - pyskl - INFO - Epoch [49][400/3746] lr: 7.670e-02, eta: 3 days, 13:18:21, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2317, top5_acc: 0.4692, loss_cls: 4.4671, loss: 4.4671 2024-12-27 20:11:05,760 - pyskl - INFO - Epoch [49][500/3746] lr: 7.667e-02, eta: 3 days, 13:17:11, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4777, loss_cls: 4.4427, loss: 4.4427 2024-12-27 20:12:31,454 - pyskl - INFO - Epoch [49][600/3746] lr: 7.665e-02, eta: 3 days, 13:16:02, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4775, loss_cls: 4.4075, loss: 4.4075 2024-12-27 20:13:56,783 - pyskl - INFO - Epoch [49][700/3746] lr: 7.663e-02, eta: 3 days, 13:14:52, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4742, loss_cls: 4.4618, loss: 4.4618 2024-12-27 20:15:22,102 - pyskl - INFO - Epoch [49][800/3746] lr: 7.660e-02, eta: 3 days, 13:13:41, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4739, loss_cls: 4.4653, loss: 4.4653 2024-12-27 20:16:47,500 - pyskl - INFO - Epoch [49][900/3746] lr: 7.658e-02, eta: 3 days, 13:12:31, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4769, loss_cls: 4.4610, loss: 4.4610 2024-12-27 20:18:12,816 - pyskl - INFO - Epoch [49][1000/3746] lr: 7.656e-02, eta: 3 days, 13:11:21, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2359, top5_acc: 0.4714, loss_cls: 4.4676, loss: 4.4676 2024-12-27 20:19:38,161 - pyskl - INFO - Epoch [49][1100/3746] lr: 7.653e-02, eta: 3 days, 13:10:11, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4736, loss_cls: 4.4674, loss: 4.4674 2024-12-27 20:21:03,043 - pyskl - INFO - Epoch [49][1200/3746] lr: 7.651e-02, eta: 3 days, 13:09:00, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4764, loss_cls: 4.4337, loss: 4.4337 2024-12-27 20:22:28,189 - pyskl - INFO - Epoch [49][1300/3746] lr: 7.648e-02, eta: 3 days, 13:07:49, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4791, loss_cls: 4.4364, loss: 4.4364 2024-12-27 20:23:53,469 - pyskl - INFO - Epoch [49][1400/3746] lr: 7.646e-02, eta: 3 days, 13:06:39, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4713, loss_cls: 4.4786, loss: 4.4786 2024-12-27 20:25:19,221 - pyskl - INFO - Epoch [49][1500/3746] lr: 7.644e-02, eta: 3 days, 13:05:29, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2395, top5_acc: 0.4788, loss_cls: 4.4286, loss: 4.4286 2024-12-27 20:26:45,199 - pyskl - INFO - Epoch [49][1600/3746] lr: 7.641e-02, eta: 3 days, 13:04:20, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4719, loss_cls: 4.4364, loss: 4.4364 2024-12-27 20:28:10,921 - pyskl - INFO - Epoch [49][1700/3746] lr: 7.639e-02, eta: 3 days, 13:03:11, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4692, loss_cls: 4.4533, loss: 4.4533 2024-12-27 20:29:36,573 - pyskl - INFO - Epoch [49][1800/3746] lr: 7.637e-02, eta: 3 days, 13:02:01, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4750, loss_cls: 4.4625, loss: 4.4625 2024-12-27 20:31:02,528 - pyskl - INFO - Epoch [49][1900/3746] lr: 7.634e-02, eta: 3 days, 13:00:52, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4722, loss_cls: 4.4798, loss: 4.4798 2024-12-27 20:32:28,577 - pyskl - INFO - Epoch [49][2000/3746] lr: 7.632e-02, eta: 3 days, 12:59:43, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4767, loss_cls: 4.4300, loss: 4.4300 2024-12-27 20:33:54,256 - pyskl - INFO - Epoch [49][2100/3746] lr: 7.629e-02, eta: 3 days, 12:58:33, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4702, loss_cls: 4.4649, loss: 4.4649 2024-12-27 20:35:20,036 - pyskl - INFO - Epoch [49][2200/3746] lr: 7.627e-02, eta: 3 days, 12:57:24, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4642, loss_cls: 4.5006, loss: 4.5006 2024-12-27 20:36:45,706 - pyskl - INFO - Epoch [49][2300/3746] lr: 7.625e-02, eta: 3 days, 12:56:14, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4781, loss_cls: 4.4250, loss: 4.4250 2024-12-27 20:38:11,469 - pyskl - INFO - Epoch [49][2400/3746] lr: 7.622e-02, eta: 3 days, 12:55:04, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4683, loss_cls: 4.4788, loss: 4.4788 2024-12-27 20:39:37,762 - pyskl - INFO - Epoch [49][2500/3746] lr: 7.620e-02, eta: 3 days, 12:53:56, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2306, top5_acc: 0.4694, loss_cls: 4.4579, loss: 4.4579 2024-12-27 20:41:03,655 - pyskl - INFO - Epoch [49][2600/3746] lr: 7.618e-02, eta: 3 days, 12:52:47, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4681, loss_cls: 4.4733, loss: 4.4733 2024-12-27 20:42:29,596 - pyskl - INFO - Epoch [49][2700/3746] lr: 7.615e-02, eta: 3 days, 12:51:37, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4823, loss_cls: 4.4181, loss: 4.4181 2024-12-27 20:43:54,652 - pyskl - INFO - Epoch [49][2800/3746] lr: 7.613e-02, eta: 3 days, 12:50:26, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4614, loss_cls: 4.5331, loss: 4.5331 2024-12-27 20:45:19,588 - pyskl - INFO - Epoch [49][2900/3746] lr: 7.610e-02, eta: 3 days, 12:49:15, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4672, loss_cls: 4.4711, loss: 4.4711 2024-12-27 20:46:45,127 - pyskl - INFO - Epoch [49][3000/3746] lr: 7.608e-02, eta: 3 days, 12:48:05, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2295, top5_acc: 0.4731, loss_cls: 4.4803, loss: 4.4803 2024-12-27 20:48:11,177 - pyskl - INFO - Epoch [49][3100/3746] lr: 7.606e-02, eta: 3 days, 12:46:56, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4733, loss_cls: 4.4376, loss: 4.4376 2024-12-27 20:49:36,778 - pyskl - INFO - Epoch [49][3200/3746] lr: 7.603e-02, eta: 3 days, 12:45:46, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4772, loss_cls: 4.4834, loss: 4.4834 2024-12-27 20:51:02,066 - pyskl - INFO - Epoch [49][3300/3746] lr: 7.601e-02, eta: 3 days, 12:44:35, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4672, loss_cls: 4.4933, loss: 4.4933 2024-12-27 20:52:27,115 - pyskl - INFO - Epoch [49][3400/3746] lr: 7.598e-02, eta: 3 days, 12:43:24, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2322, top5_acc: 0.4670, loss_cls: 4.4773, loss: 4.4773 2024-12-27 20:53:51,712 - pyskl - INFO - Epoch [49][3500/3746] lr: 7.596e-02, eta: 3 days, 12:42:11, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4594, loss_cls: 4.4848, loss: 4.4848 2024-12-27 20:55:16,732 - pyskl - INFO - Epoch [49][3600/3746] lr: 7.594e-02, eta: 3 days, 12:41:00, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4766, loss_cls: 4.4790, loss: 4.4790 2024-12-27 20:56:43,024 - pyskl - INFO - Epoch [49][3700/3746] lr: 7.591e-02, eta: 3 days, 12:39:51, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4755, loss_cls: 4.4383, loss: 4.4383 2024-12-27 20:57:24,366 - pyskl - INFO - Saving checkpoint at 49 epochs 2024-12-27 20:59:24,672 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 20:59:25,687 - pyskl - INFO - top1_acc 0.1647 top5_acc 0.3672 2024-12-27 20:59:25,687 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 20:59:25,737 - pyskl - INFO - mean_acc 0.1646 2024-12-27 20:59:25,751 - pyskl - INFO - Epoch(val) [49][309] top1_acc: 0.1647, top5_acc: 0.3672, mean_class_accuracy: 0.1646 2024-12-27 21:03:47,008 - pyskl - INFO - Epoch [50][100/3746] lr: 7.588e-02, eta: 3 days, 12:42:50, time: 2.612, data_time: 1.586, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4772, loss_cls: 4.4198, loss: 4.4198 2024-12-27 21:05:11,978 - pyskl - INFO - Epoch [50][200/3746] lr: 7.585e-02, eta: 3 days, 12:41:38, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2423, top5_acc: 0.4934, loss_cls: 4.3873, loss: 4.3873 2024-12-27 21:06:36,824 - pyskl - INFO - Epoch [50][300/3746] lr: 7.583e-02, eta: 3 days, 12:40:26, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4878, loss_cls: 4.3990, loss: 4.3990 2024-12-27 21:08:01,865 - pyskl - INFO - Epoch [50][400/3746] lr: 7.581e-02, eta: 3 days, 12:39:14, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4820, loss_cls: 4.4273, loss: 4.4273 2024-12-27 21:09:26,383 - pyskl - INFO - Epoch [50][500/3746] lr: 7.578e-02, eta: 3 days, 12:38:02, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4823, loss_cls: 4.4067, loss: 4.4067 2024-12-27 21:10:51,105 - pyskl - INFO - Epoch [50][600/3746] lr: 7.576e-02, eta: 3 days, 12:36:50, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4778, loss_cls: 4.4213, loss: 4.4213 2024-12-27 21:12:16,102 - pyskl - INFO - Epoch [50][700/3746] lr: 7.573e-02, eta: 3 days, 12:35:38, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4780, loss_cls: 4.4371, loss: 4.4371 2024-12-27 21:13:40,754 - pyskl - INFO - Epoch [50][800/3746] lr: 7.571e-02, eta: 3 days, 12:34:25, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4788, loss_cls: 4.4408, loss: 4.4408 2024-12-27 21:15:05,343 - pyskl - INFO - Epoch [50][900/3746] lr: 7.569e-02, eta: 3 days, 12:33:13, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4752, loss_cls: 4.4455, loss: 4.4455 2024-12-27 21:16:30,575 - pyskl - INFO - Epoch [50][1000/3746] lr: 7.566e-02, eta: 3 days, 12:32:02, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4720, loss_cls: 4.4773, loss: 4.4773 2024-12-27 21:17:55,442 - pyskl - INFO - Epoch [50][1100/3746] lr: 7.564e-02, eta: 3 days, 12:30:50, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4733, loss_cls: 4.4693, loss: 4.4693 2024-12-27 21:19:20,803 - pyskl - INFO - Epoch [50][1200/3746] lr: 7.561e-02, eta: 3 days, 12:29:38, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4616, loss_cls: 4.4981, loss: 4.4981 2024-12-27 21:20:45,445 - pyskl - INFO - Epoch [50][1300/3746] lr: 7.559e-02, eta: 3 days, 12:28:26, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4894, loss_cls: 4.4042, loss: 4.4042 2024-12-27 21:22:10,889 - pyskl - INFO - Epoch [50][1400/3746] lr: 7.557e-02, eta: 3 days, 12:27:15, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4752, loss_cls: 4.4312, loss: 4.4312 2024-12-27 21:23:35,981 - pyskl - INFO - Epoch [50][1500/3746] lr: 7.554e-02, eta: 3 days, 12:26:03, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4625, loss_cls: 4.5030, loss: 4.5030 2024-12-27 21:25:00,686 - pyskl - INFO - Epoch [50][1600/3746] lr: 7.552e-02, eta: 3 days, 12:24:51, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4742, loss_cls: 4.4701, loss: 4.4701 2024-12-27 21:26:25,609 - pyskl - INFO - Epoch [50][1700/3746] lr: 7.549e-02, eta: 3 days, 12:23:39, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2380, top5_acc: 0.4733, loss_cls: 4.4299, loss: 4.4299 2024-12-27 21:27:50,669 - pyskl - INFO - Epoch [50][1800/3746] lr: 7.547e-02, eta: 3 days, 12:22:27, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2495, top5_acc: 0.4828, loss_cls: 4.4236, loss: 4.4236 2024-12-27 21:29:15,855 - pyskl - INFO - Epoch [50][1900/3746] lr: 7.545e-02, eta: 3 days, 12:21:16, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2392, top5_acc: 0.4784, loss_cls: 4.4531, loss: 4.4531 2024-12-27 21:30:41,525 - pyskl - INFO - Epoch [50][2000/3746] lr: 7.542e-02, eta: 3 days, 12:20:05, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4764, loss_cls: 4.4472, loss: 4.4472 2024-12-27 21:32:06,535 - pyskl - INFO - Epoch [50][2100/3746] lr: 7.540e-02, eta: 3 days, 12:18:53, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2395, top5_acc: 0.4691, loss_cls: 4.4518, loss: 4.4518 2024-12-27 21:33:31,698 - pyskl - INFO - Epoch [50][2200/3746] lr: 7.537e-02, eta: 3 days, 12:17:42, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4817, loss_cls: 4.4196, loss: 4.4196 2024-12-27 21:34:56,650 - pyskl - INFO - Epoch [50][2300/3746] lr: 7.535e-02, eta: 3 days, 12:16:30, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4786, loss_cls: 4.4282, loss: 4.4282 2024-12-27 21:36:21,202 - pyskl - INFO - Epoch [50][2400/3746] lr: 7.533e-02, eta: 3 days, 12:15:17, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4709, loss_cls: 4.4926, loss: 4.4926 2024-12-27 21:37:46,254 - pyskl - INFO - Epoch [50][2500/3746] lr: 7.530e-02, eta: 3 days, 12:14:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4611, loss_cls: 4.5094, loss: 4.5094 2024-12-27 21:39:11,901 - pyskl - INFO - Epoch [50][2600/3746] lr: 7.528e-02, eta: 3 days, 12:12:54, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4759, loss_cls: 4.4795, loss: 4.4795 2024-12-27 21:40:36,825 - pyskl - INFO - Epoch [50][2700/3746] lr: 7.525e-02, eta: 3 days, 12:11:42, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4675, loss_cls: 4.4928, loss: 4.4928 2024-12-27 21:42:02,423 - pyskl - INFO - Epoch [50][2800/3746] lr: 7.523e-02, eta: 3 days, 12:10:31, time: 0.856, data_time: 0.001, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4808, loss_cls: 4.4069, loss: 4.4069 2024-12-27 21:43:27,467 - pyskl - INFO - Epoch [50][2900/3746] lr: 7.520e-02, eta: 3 days, 12:09:19, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4716, loss_cls: 4.4650, loss: 4.4650 2024-12-27 21:44:51,565 - pyskl - INFO - Epoch [50][3000/3746] lr: 7.518e-02, eta: 3 days, 12:08:06, time: 0.841, data_time: 0.001, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4806, loss_cls: 4.4399, loss: 4.4399 2024-12-27 21:46:16,421 - pyskl - INFO - Epoch [50][3100/3746] lr: 7.516e-02, eta: 3 days, 12:06:53, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4786, loss_cls: 4.4504, loss: 4.4504 2024-12-27 21:47:41,134 - pyskl - INFO - Epoch [50][3200/3746] lr: 7.513e-02, eta: 3 days, 12:05:41, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4730, loss_cls: 4.4756, loss: 4.4756 2024-12-27 21:49:05,560 - pyskl - INFO - Epoch [50][3300/3746] lr: 7.511e-02, eta: 3 days, 12:04:27, time: 0.844, data_time: 0.001, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4642, loss_cls: 4.4804, loss: 4.4804 2024-12-27 21:50:30,102 - pyskl - INFO - Epoch [50][3400/3746] lr: 7.508e-02, eta: 3 days, 12:03:14, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2305, top5_acc: 0.4775, loss_cls: 4.4616, loss: 4.4616 2024-12-27 21:51:54,353 - pyskl - INFO - Epoch [50][3500/3746] lr: 7.506e-02, eta: 3 days, 12:02:01, time: 0.843, data_time: 0.001, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4728, loss_cls: 4.4669, loss: 4.4669 2024-12-27 21:53:18,708 - pyskl - INFO - Epoch [50][3600/3746] lr: 7.504e-02, eta: 3 days, 12:00:47, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4816, loss_cls: 4.4368, loss: 4.4368 2024-12-27 21:54:43,267 - pyskl - INFO - Epoch [50][3700/3746] lr: 7.501e-02, eta: 3 days, 11:59:34, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4672, loss_cls: 4.5268, loss: 4.5268 2024-12-27 21:55:24,238 - pyskl - INFO - Saving checkpoint at 50 epochs 2024-12-27 21:57:24,339 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 21:57:25,036 - pyskl - INFO - top1_acc 0.1627 top5_acc 0.3744 2024-12-27 21:57:25,036 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 21:57:25,081 - pyskl - INFO - mean_acc 0.1624 2024-12-27 21:57:25,096 - pyskl - INFO - Epoch(val) [50][309] top1_acc: 0.1627, top5_acc: 0.3744, mean_class_accuracy: 0.1624 2024-12-27 22:01:43,465 - pyskl - INFO - Epoch [51][100/3746] lr: 7.498e-02, eta: 3 days, 12:02:17, time: 2.584, data_time: 1.564, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4856, loss_cls: 4.4276, loss: 4.4276 2024-12-27 22:03:08,523 - pyskl - INFO - Epoch [51][200/3746] lr: 7.495e-02, eta: 3 days, 12:01:05, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2347, top5_acc: 0.4689, loss_cls: 4.4447, loss: 4.4447 2024-12-27 22:04:33,568 - pyskl - INFO - Epoch [51][300/3746] lr: 7.493e-02, eta: 3 days, 11:59:53, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4788, loss_cls: 4.4046, loss: 4.4046 2024-12-27 22:05:59,033 - pyskl - INFO - Epoch [51][400/3746] lr: 7.490e-02, eta: 3 days, 11:58:41, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4789, loss_cls: 4.4369, loss: 4.4369 2024-12-27 22:07:23,748 - pyskl - INFO - Epoch [51][500/3746] lr: 7.488e-02, eta: 3 days, 11:57:28, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2405, top5_acc: 0.4769, loss_cls: 4.4324, loss: 4.4324 2024-12-27 22:08:48,449 - pyskl - INFO - Epoch [51][600/3746] lr: 7.485e-02, eta: 3 days, 11:56:15, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.2405, top5_acc: 0.4811, loss_cls: 4.4265, loss: 4.4265 2024-12-27 22:10:13,222 - pyskl - INFO - Epoch [51][700/3746] lr: 7.483e-02, eta: 3 days, 11:55:03, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4759, loss_cls: 4.4334, loss: 4.4334 2024-12-27 22:11:37,791 - pyskl - INFO - Epoch [51][800/3746] lr: 7.481e-02, eta: 3 days, 11:53:49, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4713, loss_cls: 4.4713, loss: 4.4713 2024-12-27 22:13:02,427 - pyskl - INFO - Epoch [51][900/3746] lr: 7.478e-02, eta: 3 days, 11:52:36, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4852, loss_cls: 4.4366, loss: 4.4366 2024-12-27 22:14:26,828 - pyskl - INFO - Epoch [51][1000/3746] lr: 7.476e-02, eta: 3 days, 11:51:22, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2362, top5_acc: 0.4786, loss_cls: 4.4188, loss: 4.4188 2024-12-27 22:15:50,843 - pyskl - INFO - Epoch [51][1100/3746] lr: 7.473e-02, eta: 3 days, 11:50:08, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4644, loss_cls: 4.4934, loss: 4.4934 2024-12-27 22:17:15,090 - pyskl - INFO - Epoch [51][1200/3746] lr: 7.471e-02, eta: 3 days, 11:48:54, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4709, loss_cls: 4.4843, loss: 4.4843 2024-12-27 22:18:39,307 - pyskl - INFO - Epoch [51][1300/3746] lr: 7.468e-02, eta: 3 days, 11:47:40, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4834, loss_cls: 4.4080, loss: 4.4080 2024-12-27 22:20:03,987 - pyskl - INFO - Epoch [51][1400/3746] lr: 7.466e-02, eta: 3 days, 11:46:27, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4770, loss_cls: 4.4562, loss: 4.4562 2024-12-27 22:21:28,561 - pyskl - INFO - Epoch [51][1500/3746] lr: 7.464e-02, eta: 3 days, 11:45:13, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4805, loss_cls: 4.4010, loss: 4.4010 2024-12-27 22:22:53,393 - pyskl - INFO - Epoch [51][1600/3746] lr: 7.461e-02, eta: 3 days, 11:44:00, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4816, loss_cls: 4.4473, loss: 4.4473 2024-12-27 22:24:18,039 - pyskl - INFO - Epoch [51][1700/3746] lr: 7.459e-02, eta: 3 days, 11:42:47, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4900, loss_cls: 4.4141, loss: 4.4141 2024-12-27 22:25:43,517 - pyskl - INFO - Epoch [51][1800/3746] lr: 7.456e-02, eta: 3 days, 11:41:36, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4819, loss_cls: 4.4294, loss: 4.4294 2024-12-27 22:27:08,170 - pyskl - INFO - Epoch [51][1900/3746] lr: 7.454e-02, eta: 3 days, 11:40:22, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2297, top5_acc: 0.4655, loss_cls: 4.5166, loss: 4.5166 2024-12-27 22:28:32,781 - pyskl - INFO - Epoch [51][2000/3746] lr: 7.451e-02, eta: 3 days, 11:39:09, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2412, top5_acc: 0.4781, loss_cls: 4.4317, loss: 4.4317 2024-12-27 22:29:58,018 - pyskl - INFO - Epoch [51][2100/3746] lr: 7.449e-02, eta: 3 days, 11:37:57, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2305, top5_acc: 0.4777, loss_cls: 4.4650, loss: 4.4650 2024-12-27 22:31:22,925 - pyskl - INFO - Epoch [51][2200/3746] lr: 7.447e-02, eta: 3 days, 11:36:44, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4813, loss_cls: 4.4267, loss: 4.4267 2024-12-27 22:32:48,065 - pyskl - INFO - Epoch [51][2300/3746] lr: 7.444e-02, eta: 3 days, 11:35:32, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4752, loss_cls: 4.4519, loss: 4.4519 2024-12-27 22:34:13,026 - pyskl - INFO - Epoch [51][2400/3746] lr: 7.442e-02, eta: 3 days, 11:34:19, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4853, loss_cls: 4.3874, loss: 4.3874 2024-12-27 22:35:37,203 - pyskl - INFO - Epoch [51][2500/3746] lr: 7.439e-02, eta: 3 days, 11:33:05, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2387, top5_acc: 0.4884, loss_cls: 4.4082, loss: 4.4082 2024-12-27 22:37:01,836 - pyskl - INFO - Epoch [51][2600/3746] lr: 7.437e-02, eta: 3 days, 11:31:51, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4650, loss_cls: 4.4750, loss: 4.4750 2024-12-27 22:38:25,899 - pyskl - INFO - Epoch [51][2700/3746] lr: 7.434e-02, eta: 3 days, 11:30:37, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4748, loss_cls: 4.4552, loss: 4.4552 2024-12-27 22:39:50,691 - pyskl - INFO - Epoch [51][2800/3746] lr: 7.432e-02, eta: 3 days, 11:29:24, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.2350, top5_acc: 0.4802, loss_cls: 4.4452, loss: 4.4452 2024-12-27 22:41:15,492 - pyskl - INFO - Epoch [51][2900/3746] lr: 7.429e-02, eta: 3 days, 11:28:10, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4675, loss_cls: 4.4636, loss: 4.4636 2024-12-27 22:42:39,492 - pyskl - INFO - Epoch [51][3000/3746] lr: 7.427e-02, eta: 3 days, 11:26:56, time: 0.840, data_time: 0.001, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4855, loss_cls: 4.4005, loss: 4.4005 2024-12-27 22:44:04,058 - pyskl - INFO - Epoch [51][3100/3746] lr: 7.425e-02, eta: 3 days, 11:25:42, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2472, top5_acc: 0.4792, loss_cls: 4.4251, loss: 4.4251 2024-12-27 22:45:28,334 - pyskl - INFO - Epoch [51][3200/3746] lr: 7.422e-02, eta: 3 days, 11:24:28, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4706, loss_cls: 4.4883, loss: 4.4883 2024-12-27 22:46:52,373 - pyskl - INFO - Epoch [51][3300/3746] lr: 7.420e-02, eta: 3 days, 11:23:13, time: 0.840, data_time: 0.001, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4738, loss_cls: 4.4720, loss: 4.4720 2024-12-27 22:48:17,191 - pyskl - INFO - Epoch [51][3400/3746] lr: 7.417e-02, eta: 3 days, 11:22:00, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2297, top5_acc: 0.4761, loss_cls: 4.4640, loss: 4.4640 2024-12-27 22:49:41,746 - pyskl - INFO - Epoch [51][3500/3746] lr: 7.415e-02, eta: 3 days, 11:20:47, time: 0.846, data_time: 0.001, memory: 15990, top1_acc: 0.2323, top5_acc: 0.4786, loss_cls: 4.4669, loss: 4.4669 2024-12-27 22:51:05,938 - pyskl - INFO - Epoch [51][3600/3746] lr: 7.412e-02, eta: 3 days, 11:19:32, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4797, loss_cls: 4.4474, loss: 4.4474 2024-12-27 22:52:30,484 - pyskl - INFO - Epoch [51][3700/3746] lr: 7.410e-02, eta: 3 days, 11:18:19, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4872, loss_cls: 4.3808, loss: 4.3808 2024-12-27 22:53:11,518 - pyskl - INFO - Saving checkpoint at 51 epochs 2024-12-27 22:55:10,356 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 22:55:11,627 - pyskl - INFO - top1_acc 0.1725 top5_acc 0.3862 2024-12-27 22:55:11,627 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 22:55:11,676 - pyskl - INFO - mean_acc 0.1722 2024-12-27 22:55:11,691 - pyskl - INFO - Epoch(val) [51][309] top1_acc: 0.1725, top5_acc: 0.3862, mean_class_accuracy: 0.1722 2024-12-27 22:59:32,487 - pyskl - INFO - Epoch [52][100/3746] lr: 7.406e-02, eta: 3 days, 11:20:57, time: 2.608, data_time: 1.577, memory: 15990, top1_acc: 0.2483, top5_acc: 0.4942, loss_cls: 4.3393, loss: 4.3393 2024-12-27 23:00:58,220 - pyskl - INFO - Epoch [52][200/3746] lr: 7.404e-02, eta: 3 days, 11:19:46, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2391, top5_acc: 0.4825, loss_cls: 4.4054, loss: 4.4054 2024-12-27 23:02:23,445 - pyskl - INFO - Epoch [52][300/3746] lr: 7.401e-02, eta: 3 days, 11:18:33, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4728, loss_cls: 4.4337, loss: 4.4337 2024-12-27 23:03:48,862 - pyskl - INFO - Epoch [52][400/3746] lr: 7.399e-02, eta: 3 days, 11:17:21, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.4953, loss_cls: 4.3360, loss: 4.3360 2024-12-27 23:05:14,332 - pyskl - INFO - Epoch [52][500/3746] lr: 7.397e-02, eta: 3 days, 11:16:09, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4797, loss_cls: 4.4431, loss: 4.4431 2024-12-27 23:06:39,617 - pyskl - INFO - Epoch [52][600/3746] lr: 7.394e-02, eta: 3 days, 11:14:56, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4772, loss_cls: 4.4144, loss: 4.4144 2024-12-27 23:08:04,224 - pyskl - INFO - Epoch [52][700/3746] lr: 7.392e-02, eta: 3 days, 11:13:42, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4733, loss_cls: 4.4432, loss: 4.4432 2024-12-27 23:09:28,317 - pyskl - INFO - Epoch [52][800/3746] lr: 7.389e-02, eta: 3 days, 11:12:27, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2397, top5_acc: 0.4823, loss_cls: 4.4114, loss: 4.4114 2024-12-27 23:10:52,627 - pyskl - INFO - Epoch [52][900/3746] lr: 7.387e-02, eta: 3 days, 11:11:13, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4827, loss_cls: 4.4360, loss: 4.4360 2024-12-27 23:12:17,378 - pyskl - INFO - Epoch [52][1000/3746] lr: 7.384e-02, eta: 3 days, 11:09:59, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4823, loss_cls: 4.4016, loss: 4.4016 2024-12-27 23:13:42,224 - pyskl - INFO - Epoch [52][1100/3746] lr: 7.382e-02, eta: 3 days, 11:08:46, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2347, top5_acc: 0.4808, loss_cls: 4.4435, loss: 4.4435 2024-12-27 23:15:06,459 - pyskl - INFO - Epoch [52][1200/3746] lr: 7.379e-02, eta: 3 days, 11:07:31, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2483, top5_acc: 0.4870, loss_cls: 4.4099, loss: 4.4099 2024-12-27 23:16:30,374 - pyskl - INFO - Epoch [52][1300/3746] lr: 7.377e-02, eta: 3 days, 11:06:16, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4763, loss_cls: 4.4164, loss: 4.4164 2024-12-27 23:17:54,594 - pyskl - INFO - Epoch [52][1400/3746] lr: 7.374e-02, eta: 3 days, 11:05:01, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4894, loss_cls: 4.3704, loss: 4.3704 2024-12-27 23:19:19,172 - pyskl - INFO - Epoch [52][1500/3746] lr: 7.372e-02, eta: 3 days, 11:03:47, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4816, loss_cls: 4.4093, loss: 4.4093 2024-12-27 23:20:43,893 - pyskl - INFO - Epoch [52][1600/3746] lr: 7.370e-02, eta: 3 days, 11:02:33, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2386, top5_acc: 0.4763, loss_cls: 4.4421, loss: 4.4421 2024-12-27 23:22:08,171 - pyskl - INFO - Epoch [52][1700/3746] lr: 7.367e-02, eta: 3 days, 11:01:19, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4808, loss_cls: 4.3961, loss: 4.3961 2024-12-27 23:23:33,299 - pyskl - INFO - Epoch [52][1800/3746] lr: 7.365e-02, eta: 3 days, 11:00:06, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4678, loss_cls: 4.4718, loss: 4.4718 2024-12-27 23:24:57,915 - pyskl - INFO - Epoch [52][1900/3746] lr: 7.362e-02, eta: 3 days, 10:58:52, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4722, loss_cls: 4.4372, loss: 4.4372 2024-12-27 23:26:22,393 - pyskl - INFO - Epoch [52][2000/3746] lr: 7.360e-02, eta: 3 days, 10:57:38, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4781, loss_cls: 4.4418, loss: 4.4418 2024-12-27 23:27:47,331 - pyskl - INFO - Epoch [52][2100/3746] lr: 7.357e-02, eta: 3 days, 10:56:24, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4733, loss_cls: 4.4655, loss: 4.4655 2024-12-27 23:29:11,829 - pyskl - INFO - Epoch [52][2200/3746] lr: 7.355e-02, eta: 3 days, 10:55:10, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4813, loss_cls: 4.4374, loss: 4.4374 2024-12-27 23:30:36,758 - pyskl - INFO - Epoch [52][2300/3746] lr: 7.352e-02, eta: 3 days, 10:53:57, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2253, top5_acc: 0.4727, loss_cls: 4.4865, loss: 4.4865 2024-12-27 23:32:01,507 - pyskl - INFO - Epoch [52][2400/3746] lr: 7.350e-02, eta: 3 days, 10:52:43, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4700, loss_cls: 4.4767, loss: 4.4767 2024-12-27 23:33:26,273 - pyskl - INFO - Epoch [52][2500/3746] lr: 7.347e-02, eta: 3 days, 10:51:29, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4755, loss_cls: 4.4550, loss: 4.4550 2024-12-27 23:34:51,158 - pyskl - INFO - Epoch [52][2600/3746] lr: 7.345e-02, eta: 3 days, 10:50:15, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4864, loss_cls: 4.4116, loss: 4.4116 2024-12-27 23:36:16,328 - pyskl - INFO - Epoch [52][2700/3746] lr: 7.342e-02, eta: 3 days, 10:49:02, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4747, loss_cls: 4.4654, loss: 4.4654 2024-12-27 23:37:40,431 - pyskl - INFO - Epoch [52][2800/3746] lr: 7.340e-02, eta: 3 days, 10:47:47, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4658, loss_cls: 4.5157, loss: 4.5157 2024-12-27 23:39:04,866 - pyskl - INFO - Epoch [52][2900/3746] lr: 7.337e-02, eta: 3 days, 10:46:33, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4841, loss_cls: 4.4100, loss: 4.4100 2024-12-27 23:40:29,907 - pyskl - INFO - Epoch [52][3000/3746] lr: 7.335e-02, eta: 3 days, 10:45:20, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4856, loss_cls: 4.4004, loss: 4.4004 2024-12-27 23:41:54,524 - pyskl - INFO - Epoch [52][3100/3746] lr: 7.332e-02, eta: 3 days, 10:44:05, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2350, top5_acc: 0.4686, loss_cls: 4.4693, loss: 4.4693 2024-12-27 23:43:18,777 - pyskl - INFO - Epoch [52][3200/3746] lr: 7.330e-02, eta: 3 days, 10:42:51, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4755, loss_cls: 4.4316, loss: 4.4316 2024-12-27 23:44:43,508 - pyskl - INFO - Epoch [52][3300/3746] lr: 7.328e-02, eta: 3 days, 10:41:37, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4791, loss_cls: 4.4500, loss: 4.4500 2024-12-27 23:46:07,722 - pyskl - INFO - Epoch [52][3400/3746] lr: 7.325e-02, eta: 3 days, 10:40:22, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4827, loss_cls: 4.4318, loss: 4.4318 2024-12-27 23:47:32,055 - pyskl - INFO - Epoch [52][3500/3746] lr: 7.323e-02, eta: 3 days, 10:39:07, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2431, top5_acc: 0.4777, loss_cls: 4.4196, loss: 4.4196 2024-12-27 23:48:56,361 - pyskl - INFO - Epoch [52][3600/3746] lr: 7.320e-02, eta: 3 days, 10:37:52, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4806, loss_cls: 4.4400, loss: 4.4400 2024-12-27 23:50:20,642 - pyskl - INFO - Epoch [52][3700/3746] lr: 7.318e-02, eta: 3 days, 10:36:38, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4742, loss_cls: 4.4189, loss: 4.4189 2024-12-27 23:51:01,384 - pyskl - INFO - Saving checkpoint at 52 epochs 2024-12-27 23:52:59,637 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-27 23:53:00,402 - pyskl - INFO - top1_acc 0.1751 top5_acc 0.3906 2024-12-27 23:53:00,402 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-27 23:53:00,447 - pyskl - INFO - mean_acc 0.1750 2024-12-27 23:53:00,466 - pyskl - INFO - Epoch(val) [52][309] top1_acc: 0.1751, top5_acc: 0.3906, mean_class_accuracy: 0.1750 2024-12-27 23:57:16,665 - pyskl - INFO - Epoch [53][100/3746] lr: 7.314e-02, eta: 3 days, 10:38:59, time: 2.562, data_time: 1.538, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4795, loss_cls: 4.4342, loss: 4.4342 2024-12-27 23:58:41,458 - pyskl - INFO - Epoch [53][200/3746] lr: 7.312e-02, eta: 3 days, 10:37:45, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.4900, loss_cls: 4.3919, loss: 4.3919 2024-12-28 00:00:06,006 - pyskl - INFO - Epoch [53][300/3746] lr: 7.309e-02, eta: 3 days, 10:36:30, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4922, loss_cls: 4.3683, loss: 4.3683 2024-12-28 00:01:30,977 - pyskl - INFO - Epoch [53][400/3746] lr: 7.307e-02, eta: 3 days, 10:35:17, time: 0.850, data_time: 0.001, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4889, loss_cls: 4.3733, loss: 4.3733 2024-12-28 00:02:55,353 - pyskl - INFO - Epoch [53][500/3746] lr: 7.304e-02, eta: 3 days, 10:34:02, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2409, top5_acc: 0.4770, loss_cls: 4.4386, loss: 4.4386 2024-12-28 00:04:19,791 - pyskl - INFO - Epoch [53][600/3746] lr: 7.302e-02, eta: 3 days, 10:32:47, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4788, loss_cls: 4.4520, loss: 4.4520 2024-12-28 00:05:44,919 - pyskl - INFO - Epoch [53][700/3746] lr: 7.299e-02, eta: 3 days, 10:31:33, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4767, loss_cls: 4.4433, loss: 4.4433 2024-12-28 00:07:08,992 - pyskl - INFO - Epoch [53][800/3746] lr: 7.297e-02, eta: 3 days, 10:30:18, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2452, top5_acc: 0.4753, loss_cls: 4.4252, loss: 4.4252 2024-12-28 00:08:34,220 - pyskl - INFO - Epoch [53][900/3746] lr: 7.294e-02, eta: 3 days, 10:29:05, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4761, loss_cls: 4.4388, loss: 4.4388 2024-12-28 00:09:59,091 - pyskl - INFO - Epoch [53][1000/3746] lr: 7.292e-02, eta: 3 days, 10:27:51, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4725, loss_cls: 4.4463, loss: 4.4463 2024-12-28 00:11:23,806 - pyskl - INFO - Epoch [53][1100/3746] lr: 7.289e-02, eta: 3 days, 10:26:36, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.4825, loss_cls: 4.3864, loss: 4.3864 2024-12-28 00:12:48,243 - pyskl - INFO - Epoch [53][1200/3746] lr: 7.287e-02, eta: 3 days, 10:25:21, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4719, loss_cls: 4.4416, loss: 4.4416 2024-12-28 00:14:13,111 - pyskl - INFO - Epoch [53][1300/3746] lr: 7.284e-02, eta: 3 days, 10:24:07, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4747, loss_cls: 4.4332, loss: 4.4332 2024-12-28 00:15:38,008 - pyskl - INFO - Epoch [53][1400/3746] lr: 7.282e-02, eta: 3 days, 10:22:53, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4845, loss_cls: 4.3979, loss: 4.3979 2024-12-28 00:17:03,280 - pyskl - INFO - Epoch [53][1500/3746] lr: 7.279e-02, eta: 3 days, 10:21:40, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4791, loss_cls: 4.4032, loss: 4.4032 2024-12-28 00:18:28,353 - pyskl - INFO - Epoch [53][1600/3746] lr: 7.277e-02, eta: 3 days, 10:20:26, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2339, top5_acc: 0.4716, loss_cls: 4.4644, loss: 4.4644 2024-12-28 00:19:53,310 - pyskl - INFO - Epoch [53][1700/3746] lr: 7.274e-02, eta: 3 days, 10:19:12, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4827, loss_cls: 4.3977, loss: 4.3977 2024-12-28 00:21:18,805 - pyskl - INFO - Epoch [53][1800/3746] lr: 7.272e-02, eta: 3 days, 10:18:00, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4833, loss_cls: 4.4526, loss: 4.4526 2024-12-28 00:22:43,235 - pyskl - INFO - Epoch [53][1900/3746] lr: 7.269e-02, eta: 3 days, 10:16:45, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4759, loss_cls: 4.4401, loss: 4.4401 2024-12-28 00:24:08,376 - pyskl - INFO - Epoch [53][2000/3746] lr: 7.267e-02, eta: 3 days, 10:15:31, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4850, loss_cls: 4.4223, loss: 4.4223 2024-12-28 00:25:33,564 - pyskl - INFO - Epoch [53][2100/3746] lr: 7.264e-02, eta: 3 days, 10:14:17, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4783, loss_cls: 4.4297, loss: 4.4297 2024-12-28 00:26:58,297 - pyskl - INFO - Epoch [53][2200/3746] lr: 7.262e-02, eta: 3 days, 10:13:03, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2306, top5_acc: 0.4702, loss_cls: 4.4443, loss: 4.4443 2024-12-28 00:28:23,241 - pyskl - INFO - Epoch [53][2300/3746] lr: 7.259e-02, eta: 3 days, 10:11:49, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4752, loss_cls: 4.4353, loss: 4.4353 2024-12-28 00:29:48,240 - pyskl - INFO - Epoch [53][2400/3746] lr: 7.257e-02, eta: 3 days, 10:10:35, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2405, top5_acc: 0.4723, loss_cls: 4.4482, loss: 4.4482 2024-12-28 00:31:13,671 - pyskl - INFO - Epoch [53][2500/3746] lr: 7.254e-02, eta: 3 days, 10:09:22, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4792, loss_cls: 4.4119, loss: 4.4119 2024-12-28 00:32:38,841 - pyskl - INFO - Epoch [53][2600/3746] lr: 7.252e-02, eta: 3 days, 10:08:08, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4853, loss_cls: 4.4132, loss: 4.4132 2024-12-28 00:34:03,821 - pyskl - INFO - Epoch [53][2700/3746] lr: 7.249e-02, eta: 3 days, 10:06:54, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4855, loss_cls: 4.4105, loss: 4.4105 2024-12-28 00:35:28,747 - pyskl - INFO - Epoch [53][2800/3746] lr: 7.247e-02, eta: 3 days, 10:05:40, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4898, loss_cls: 4.4097, loss: 4.4097 2024-12-28 00:36:54,021 - pyskl - INFO - Epoch [53][2900/3746] lr: 7.244e-02, eta: 3 days, 10:04:27, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4694, loss_cls: 4.4609, loss: 4.4609 2024-12-28 00:38:19,031 - pyskl - INFO - Epoch [53][3000/3746] lr: 7.242e-02, eta: 3 days, 10:03:13, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2423, top5_acc: 0.4845, loss_cls: 4.4072, loss: 4.4072 2024-12-28 00:39:43,872 - pyskl - INFO - Epoch [53][3100/3746] lr: 7.239e-02, eta: 3 days, 10:01:58, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4744, loss_cls: 4.4631, loss: 4.4631 2024-12-28 00:41:08,876 - pyskl - INFO - Epoch [53][3200/3746] lr: 7.237e-02, eta: 3 days, 10:00:44, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4823, loss_cls: 4.4488, loss: 4.4488 2024-12-28 00:42:33,526 - pyskl - INFO - Epoch [53][3300/3746] lr: 7.234e-02, eta: 3 days, 9:59:30, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2428, top5_acc: 0.4838, loss_cls: 4.4140, loss: 4.4140 2024-12-28 00:43:58,372 - pyskl - INFO - Epoch [53][3400/3746] lr: 7.232e-02, eta: 3 days, 9:58:15, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2448, top5_acc: 0.4848, loss_cls: 4.3990, loss: 4.3990 2024-12-28 00:45:22,385 - pyskl - INFO - Epoch [53][3500/3746] lr: 7.229e-02, eta: 3 days, 9:57:00, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4822, loss_cls: 4.3962, loss: 4.3962 2024-12-28 00:46:46,880 - pyskl - INFO - Epoch [53][3600/3746] lr: 7.227e-02, eta: 3 days, 9:55:45, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4948, loss_cls: 4.3776, loss: 4.3776 2024-12-28 00:48:11,295 - pyskl - INFO - Epoch [53][3700/3746] lr: 7.224e-02, eta: 3 days, 9:54:29, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4727, loss_cls: 4.4253, loss: 4.4253 2024-12-28 00:48:52,275 - pyskl - INFO - Saving checkpoint at 53 epochs 2024-12-28 00:50:53,732 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 00:50:54,583 - pyskl - INFO - top1_acc 0.1695 top5_acc 0.3835 2024-12-28 00:50:54,583 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 00:50:54,639 - pyskl - INFO - mean_acc 0.1695 2024-12-28 00:50:54,655 - pyskl - INFO - Epoch(val) [53][309] top1_acc: 0.1695, top5_acc: 0.3835, mean_class_accuracy: 0.1695 2024-12-28 00:55:10,837 - pyskl - INFO - Epoch [54][100/3746] lr: 7.221e-02, eta: 3 days, 9:56:43, time: 2.562, data_time: 1.540, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4794, loss_cls: 4.4069, loss: 4.4069 2024-12-28 00:56:35,530 - pyskl - INFO - Epoch [54][200/3746] lr: 7.218e-02, eta: 3 days, 9:55:28, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4886, loss_cls: 4.3956, loss: 4.3956 2024-12-28 00:57:59,926 - pyskl - INFO - Epoch [54][300/3746] lr: 7.216e-02, eta: 3 days, 9:54:13, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4914, loss_cls: 4.3718, loss: 4.3718 2024-12-28 00:59:24,808 - pyskl - INFO - Epoch [54][400/3746] lr: 7.213e-02, eta: 3 days, 9:52:58, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4802, loss_cls: 4.4174, loss: 4.4174 2024-12-28 01:00:49,135 - pyskl - INFO - Epoch [54][500/3746] lr: 7.211e-02, eta: 3 days, 9:51:42, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4911, loss_cls: 4.3895, loss: 4.3895 2024-12-28 01:02:13,441 - pyskl - INFO - Epoch [54][600/3746] lr: 7.208e-02, eta: 3 days, 9:50:27, time: 0.843, data_time: 0.001, memory: 15990, top1_acc: 0.2472, top5_acc: 0.4873, loss_cls: 4.3841, loss: 4.3841 2024-12-28 01:03:37,953 - pyskl - INFO - Epoch [54][700/3746] lr: 7.206e-02, eta: 3 days, 9:49:12, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4816, loss_cls: 4.4212, loss: 4.4212 2024-12-28 01:05:02,636 - pyskl - INFO - Epoch [54][800/3746] lr: 7.203e-02, eta: 3 days, 9:47:57, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4889, loss_cls: 4.4151, loss: 4.4151 2024-12-28 01:06:27,001 - pyskl - INFO - Epoch [54][900/3746] lr: 7.201e-02, eta: 3 days, 9:46:41, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4756, loss_cls: 4.4275, loss: 4.4275 2024-12-28 01:07:51,224 - pyskl - INFO - Epoch [54][1000/3746] lr: 7.198e-02, eta: 3 days, 9:45:25, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4705, loss_cls: 4.4743, loss: 4.4743 2024-12-28 01:09:15,612 - pyskl - INFO - Epoch [54][1100/3746] lr: 7.196e-02, eta: 3 days, 9:44:10, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4888, loss_cls: 4.4190, loss: 4.4190 2024-12-28 01:10:39,936 - pyskl - INFO - Epoch [54][1200/3746] lr: 7.193e-02, eta: 3 days, 9:42:54, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4817, loss_cls: 4.4082, loss: 4.4082 2024-12-28 01:12:04,102 - pyskl - INFO - Epoch [54][1300/3746] lr: 7.191e-02, eta: 3 days, 9:41:38, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2408, top5_acc: 0.4816, loss_cls: 4.4259, loss: 4.4259 2024-12-28 01:13:28,340 - pyskl - INFO - Epoch [54][1400/3746] lr: 7.188e-02, eta: 3 days, 9:40:23, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4805, loss_cls: 4.3701, loss: 4.3701 2024-12-28 01:14:52,363 - pyskl - INFO - Epoch [54][1500/3746] lr: 7.186e-02, eta: 3 days, 9:39:06, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2377, top5_acc: 0.4777, loss_cls: 4.4338, loss: 4.4338 2024-12-28 01:16:17,084 - pyskl - INFO - Epoch [54][1600/3746] lr: 7.183e-02, eta: 3 days, 9:37:52, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4700, loss_cls: 4.4561, loss: 4.4561 2024-12-28 01:17:41,788 - pyskl - INFO - Epoch [54][1700/3746] lr: 7.181e-02, eta: 3 days, 9:36:37, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4858, loss_cls: 4.4019, loss: 4.4019 2024-12-28 01:19:05,548 - pyskl - INFO - Epoch [54][1800/3746] lr: 7.178e-02, eta: 3 days, 9:35:20, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4892, loss_cls: 4.4043, loss: 4.4043 2024-12-28 01:20:30,624 - pyskl - INFO - Epoch [54][1900/3746] lr: 7.176e-02, eta: 3 days, 9:34:06, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2391, top5_acc: 0.4831, loss_cls: 4.4009, loss: 4.4009 2024-12-28 01:21:54,644 - pyskl - INFO - Epoch [54][2000/3746] lr: 7.173e-02, eta: 3 days, 9:32:49, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2469, top5_acc: 0.4894, loss_cls: 4.3948, loss: 4.3948 2024-12-28 01:23:19,099 - pyskl - INFO - Epoch [54][2100/3746] lr: 7.170e-02, eta: 3 days, 9:31:34, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4728, loss_cls: 4.4349, loss: 4.4349 2024-12-28 01:24:43,847 - pyskl - INFO - Epoch [54][2200/3746] lr: 7.168e-02, eta: 3 days, 9:30:19, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4905, loss_cls: 4.3877, loss: 4.3877 2024-12-28 01:26:08,888 - pyskl - INFO - Epoch [54][2300/3746] lr: 7.165e-02, eta: 3 days, 9:29:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4814, loss_cls: 4.4172, loss: 4.4172 2024-12-28 01:27:33,638 - pyskl - INFO - Epoch [54][2400/3746] lr: 7.163e-02, eta: 3 days, 9:27:50, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4677, loss_cls: 4.4799, loss: 4.4799 2024-12-28 01:28:58,697 - pyskl - INFO - Epoch [54][2500/3746] lr: 7.160e-02, eta: 3 days, 9:26:35, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2314, top5_acc: 0.4748, loss_cls: 4.4638, loss: 4.4638 2024-12-28 01:30:23,553 - pyskl - INFO - Epoch [54][2600/3746] lr: 7.158e-02, eta: 3 days, 9:25:20, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2527, top5_acc: 0.4906, loss_cls: 4.3699, loss: 4.3699 2024-12-28 01:31:48,757 - pyskl - INFO - Epoch [54][2700/3746] lr: 7.155e-02, eta: 3 days, 9:24:06, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4767, loss_cls: 4.4421, loss: 4.4421 2024-12-28 01:33:13,870 - pyskl - INFO - Epoch [54][2800/3746] lr: 7.153e-02, eta: 3 days, 9:22:52, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4891, loss_cls: 4.3986, loss: 4.3986 2024-12-28 01:34:38,683 - pyskl - INFO - Epoch [54][2900/3746] lr: 7.150e-02, eta: 3 days, 9:21:37, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4806, loss_cls: 4.4156, loss: 4.4156 2024-12-28 01:36:03,744 - pyskl - INFO - Epoch [54][3000/3746] lr: 7.148e-02, eta: 3 days, 9:20:23, time: 0.851, data_time: 0.001, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4736, loss_cls: 4.4508, loss: 4.4508 2024-12-28 01:37:28,828 - pyskl - INFO - Epoch [54][3100/3746] lr: 7.145e-02, eta: 3 days, 9:19:08, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4859, loss_cls: 4.4218, loss: 4.4218 2024-12-28 01:38:54,117 - pyskl - INFO - Epoch [54][3200/3746] lr: 7.143e-02, eta: 3 days, 9:17:54, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2392, top5_acc: 0.4820, loss_cls: 4.4295, loss: 4.4295 2024-12-28 01:40:18,662 - pyskl - INFO - Epoch [54][3300/3746] lr: 7.140e-02, eta: 3 days, 9:16:39, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.4934, loss_cls: 4.3371, loss: 4.3371 2024-12-28 01:41:43,332 - pyskl - INFO - Epoch [54][3400/3746] lr: 7.138e-02, eta: 3 days, 9:15:23, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2313, top5_acc: 0.4845, loss_cls: 4.4096, loss: 4.4096 2024-12-28 01:43:07,468 - pyskl - INFO - Epoch [54][3500/3746] lr: 7.135e-02, eta: 3 days, 9:14:07, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4877, loss_cls: 4.4031, loss: 4.4031 2024-12-28 01:44:32,363 - pyskl - INFO - Epoch [54][3600/3746] lr: 7.133e-02, eta: 3 days, 9:12:53, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2323, top5_acc: 0.4747, loss_cls: 4.4631, loss: 4.4631 2024-12-28 01:45:57,293 - pyskl - INFO - Epoch [54][3700/3746] lr: 7.130e-02, eta: 3 days, 9:11:38, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4820, loss_cls: 4.4364, loss: 4.4364 2024-12-28 01:46:38,431 - pyskl - INFO - Saving checkpoint at 54 epochs 2024-12-28 01:48:36,985 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 01:48:37,675 - pyskl - INFO - top1_acc 0.1760 top5_acc 0.3914 2024-12-28 01:48:37,676 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 01:48:37,722 - pyskl - INFO - mean_acc 0.1758 2024-12-28 01:48:37,728 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_48.pth was removed 2024-12-28 01:48:37,983 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2024-12-28 01:48:37,984 - pyskl - INFO - Best top1_acc is 0.1760 at 54 epoch. 2024-12-28 01:48:37,999 - pyskl - INFO - Epoch(val) [54][309] top1_acc: 0.1760, top5_acc: 0.3914, mean_class_accuracy: 0.1758 2024-12-28 01:53:04,615 - pyskl - INFO - Epoch [55][100/3746] lr: 7.126e-02, eta: 3 days, 9:14:02, time: 2.666, data_time: 1.636, memory: 15990, top1_acc: 0.2494, top5_acc: 0.4939, loss_cls: 4.3510, loss: 4.3510 2024-12-28 01:54:29,749 - pyskl - INFO - Epoch [55][200/3746] lr: 7.124e-02, eta: 3 days, 9:12:47, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4797, loss_cls: 4.4327, loss: 4.4327 2024-12-28 01:55:54,962 - pyskl - INFO - Epoch [55][300/3746] lr: 7.121e-02, eta: 3 days, 9:11:33, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.4997, loss_cls: 4.3462, loss: 4.3462 2024-12-28 01:57:20,398 - pyskl - INFO - Epoch [55][400/3746] lr: 7.119e-02, eta: 3 days, 9:10:19, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2314, top5_acc: 0.4698, loss_cls: 4.4544, loss: 4.4544 2024-12-28 01:58:45,671 - pyskl - INFO - Epoch [55][500/3746] lr: 7.116e-02, eta: 3 days, 9:09:04, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4813, loss_cls: 4.4331, loss: 4.4331 2024-12-28 02:00:11,953 - pyskl - INFO - Epoch [55][600/3746] lr: 7.114e-02, eta: 3 days, 9:07:52, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4689, loss_cls: 4.4598, loss: 4.4598 2024-12-28 02:01:37,694 - pyskl - INFO - Epoch [55][700/3746] lr: 7.111e-02, eta: 3 days, 9:06:38, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2395, top5_acc: 0.4763, loss_cls: 4.4071, loss: 4.4071 2024-12-28 02:03:02,831 - pyskl - INFO - Epoch [55][800/3746] lr: 7.109e-02, eta: 3 days, 9:05:23, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4819, loss_cls: 4.3825, loss: 4.3825 2024-12-28 02:04:27,634 - pyskl - INFO - Epoch [55][900/3746] lr: 7.106e-02, eta: 3 days, 9:04:08, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4778, loss_cls: 4.4412, loss: 4.4412 2024-12-28 02:05:52,528 - pyskl - INFO - Epoch [55][1000/3746] lr: 7.104e-02, eta: 3 days, 9:02:53, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4814, loss_cls: 4.4252, loss: 4.4252 2024-12-28 02:07:17,586 - pyskl - INFO - Epoch [55][1100/3746] lr: 7.101e-02, eta: 3 days, 9:01:38, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4788, loss_cls: 4.4564, loss: 4.4564 2024-12-28 02:08:42,449 - pyskl - INFO - Epoch [55][1200/3746] lr: 7.099e-02, eta: 3 days, 9:00:23, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4855, loss_cls: 4.3856, loss: 4.3856 2024-12-28 02:10:07,344 - pyskl - INFO - Epoch [55][1300/3746] lr: 7.096e-02, eta: 3 days, 8:59:08, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4831, loss_cls: 4.4064, loss: 4.4064 2024-12-28 02:11:32,515 - pyskl - INFO - Epoch [55][1400/3746] lr: 7.093e-02, eta: 3 days, 8:57:53, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4913, loss_cls: 4.3808, loss: 4.3808 2024-12-28 02:12:57,916 - pyskl - INFO - Epoch [55][1500/3746] lr: 7.091e-02, eta: 3 days, 8:56:39, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2392, top5_acc: 0.4802, loss_cls: 4.4121, loss: 4.4121 2024-12-28 02:14:22,689 - pyskl - INFO - Epoch [55][1600/3746] lr: 7.088e-02, eta: 3 days, 8:55:23, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2472, top5_acc: 0.4797, loss_cls: 4.3933, loss: 4.3933 2024-12-28 02:15:47,709 - pyskl - INFO - Epoch [55][1700/3746] lr: 7.086e-02, eta: 3 days, 8:54:08, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4872, loss_cls: 4.4095, loss: 4.4095 2024-12-28 02:17:13,218 - pyskl - INFO - Epoch [55][1800/3746] lr: 7.083e-02, eta: 3 days, 8:52:54, time: 0.855, data_time: 0.001, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4769, loss_cls: 4.4426, loss: 4.4426 2024-12-28 02:18:38,948 - pyskl - INFO - Epoch [55][1900/3746] lr: 7.081e-02, eta: 3 days, 8:51:41, time: 0.857, data_time: 0.001, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4800, loss_cls: 4.4048, loss: 4.4048 2024-12-28 02:20:03,446 - pyskl - INFO - Epoch [55][2000/3746] lr: 7.078e-02, eta: 3 days, 8:50:25, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2408, top5_acc: 0.4822, loss_cls: 4.4217, loss: 4.4217 2024-12-28 02:21:28,517 - pyskl - INFO - Epoch [55][2100/3746] lr: 7.076e-02, eta: 3 days, 8:49:10, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2313, top5_acc: 0.4777, loss_cls: 4.4489, loss: 4.4489 2024-12-28 02:22:54,179 - pyskl - INFO - Epoch [55][2200/3746] lr: 7.073e-02, eta: 3 days, 8:47:56, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4713, loss_cls: 4.4661, loss: 4.4661 2024-12-28 02:24:19,713 - pyskl - INFO - Epoch [55][2300/3746] lr: 7.071e-02, eta: 3 days, 8:46:42, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2431, top5_acc: 0.4841, loss_cls: 4.3955, loss: 4.3955 2024-12-28 02:25:45,631 - pyskl - INFO - Epoch [55][2400/3746] lr: 7.068e-02, eta: 3 days, 8:45:28, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4745, loss_cls: 4.4286, loss: 4.4286 2024-12-28 02:27:10,609 - pyskl - INFO - Epoch [55][2500/3746] lr: 7.065e-02, eta: 3 days, 8:44:13, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4986, loss_cls: 4.3491, loss: 4.3491 2024-12-28 02:28:36,472 - pyskl - INFO - Epoch [55][2600/3746] lr: 7.063e-02, eta: 3 days, 8:43:00, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.4925, loss_cls: 4.3373, loss: 4.3373 2024-12-28 02:30:02,357 - pyskl - INFO - Epoch [55][2700/3746] lr: 7.060e-02, eta: 3 days, 8:41:46, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4958, loss_cls: 4.3677, loss: 4.3677 2024-12-28 02:31:27,284 - pyskl - INFO - Epoch [55][2800/3746] lr: 7.058e-02, eta: 3 days, 8:40:31, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4830, loss_cls: 4.4238, loss: 4.4238 2024-12-28 02:32:52,135 - pyskl - INFO - Epoch [55][2900/3746] lr: 7.055e-02, eta: 3 days, 8:39:15, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4805, loss_cls: 4.4234, loss: 4.4234 2024-12-28 02:34:16,114 - pyskl - INFO - Epoch [55][3000/3746] lr: 7.053e-02, eta: 3 days, 8:37:58, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2392, top5_acc: 0.4773, loss_cls: 4.4383, loss: 4.4383 2024-12-28 02:35:40,673 - pyskl - INFO - Epoch [55][3100/3746] lr: 7.050e-02, eta: 3 days, 8:36:42, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4928, loss_cls: 4.3679, loss: 4.3679 2024-12-28 02:37:04,956 - pyskl - INFO - Epoch [55][3200/3746] lr: 7.048e-02, eta: 3 days, 8:35:26, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2386, top5_acc: 0.4844, loss_cls: 4.4198, loss: 4.4198 2024-12-28 02:38:29,473 - pyskl - INFO - Epoch [55][3300/3746] lr: 7.045e-02, eta: 3 days, 8:34:10, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4888, loss_cls: 4.3755, loss: 4.3755 2024-12-28 02:39:54,461 - pyskl - INFO - Epoch [55][3400/3746] lr: 7.043e-02, eta: 3 days, 8:32:55, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4745, loss_cls: 4.4283, loss: 4.4283 2024-12-28 02:41:18,605 - pyskl - INFO - Epoch [55][3500/3746] lr: 7.040e-02, eta: 3 days, 8:31:38, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4781, loss_cls: 4.4282, loss: 4.4282 2024-12-28 02:42:42,887 - pyskl - INFO - Epoch [55][3600/3746] lr: 7.037e-02, eta: 3 days, 8:30:22, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2448, top5_acc: 0.4861, loss_cls: 4.4012, loss: 4.4012 2024-12-28 02:44:07,487 - pyskl - INFO - Epoch [55][3700/3746] lr: 7.035e-02, eta: 3 days, 8:29:06, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4783, loss_cls: 4.4336, loss: 4.4336 2024-12-28 02:44:48,576 - pyskl - INFO - Saving checkpoint at 55 epochs 2024-12-28 02:46:47,442 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 02:46:48,332 - pyskl - INFO - top1_acc 0.1891 top5_acc 0.4065 2024-12-28 02:46:48,332 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 02:46:48,381 - pyskl - INFO - mean_acc 0.1887 2024-12-28 02:46:48,388 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_54.pth was removed 2024-12-28 02:46:48,649 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. 2024-12-28 02:46:48,650 - pyskl - INFO - Best top1_acc is 0.1891 at 55 epoch. 2024-12-28 02:46:48,668 - pyskl - INFO - Epoch(val) [55][309] top1_acc: 0.1891, top5_acc: 0.4065, mean_class_accuracy: 0.1887 2024-12-28 02:51:07,579 - pyskl - INFO - Epoch [56][100/3746] lr: 7.031e-02, eta: 3 days, 8:31:09, time: 2.589, data_time: 1.548, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4919, loss_cls: 4.3644, loss: 4.3644 2024-12-28 02:52:33,499 - pyskl - INFO - Epoch [56][200/3746] lr: 7.029e-02, eta: 3 days, 8:29:55, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2483, top5_acc: 0.4898, loss_cls: 4.3457, loss: 4.3457 2024-12-28 02:53:59,070 - pyskl - INFO - Epoch [56][300/3746] lr: 7.026e-02, eta: 3 days, 8:28:40, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4811, loss_cls: 4.4138, loss: 4.4138 2024-12-28 02:55:24,694 - pyskl - INFO - Epoch [56][400/3746] lr: 7.023e-02, eta: 3 days, 8:27:26, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4791, loss_cls: 4.4118, loss: 4.4118 2024-12-28 02:56:50,849 - pyskl - INFO - Epoch [56][500/3746] lr: 7.021e-02, eta: 3 days, 8:26:13, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4892, loss_cls: 4.3820, loss: 4.3820 2024-12-28 02:58:17,034 - pyskl - INFO - Epoch [56][600/3746] lr: 7.018e-02, eta: 3 days, 8:24:59, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4772, loss_cls: 4.4335, loss: 4.4335 2024-12-28 02:59:42,221 - pyskl - INFO - Epoch [56][700/3746] lr: 7.016e-02, eta: 3 days, 8:23:44, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.5027, loss_cls: 4.3194, loss: 4.3194 2024-12-28 03:01:07,379 - pyskl - INFO - Epoch [56][800/3746] lr: 7.013e-02, eta: 3 days, 8:22:29, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2461, top5_acc: 0.4786, loss_cls: 4.3896, loss: 4.3896 2024-12-28 03:02:32,206 - pyskl - INFO - Epoch [56][900/3746] lr: 7.011e-02, eta: 3 days, 8:21:13, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2380, top5_acc: 0.4733, loss_cls: 4.4471, loss: 4.4471 2024-12-28 03:03:56,928 - pyskl - INFO - Epoch [56][1000/3746] lr: 7.008e-02, eta: 3 days, 8:19:57, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2408, top5_acc: 0.4795, loss_cls: 4.4322, loss: 4.4322 2024-12-28 03:05:21,180 - pyskl - INFO - Epoch [56][1100/3746] lr: 7.006e-02, eta: 3 days, 8:18:40, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4998, loss_cls: 4.3380, loss: 4.3380 2024-12-28 03:06:45,324 - pyskl - INFO - Epoch [56][1200/3746] lr: 7.003e-02, eta: 3 days, 8:17:23, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2431, top5_acc: 0.4869, loss_cls: 4.4109, loss: 4.4109 2024-12-28 03:08:09,776 - pyskl - INFO - Epoch [56][1300/3746] lr: 7.000e-02, eta: 3 days, 8:16:07, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2455, top5_acc: 0.4802, loss_cls: 4.3929, loss: 4.3929 2024-12-28 03:09:34,341 - pyskl - INFO - Epoch [56][1400/3746] lr: 6.998e-02, eta: 3 days, 8:14:51, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2381, top5_acc: 0.4805, loss_cls: 4.4136, loss: 4.4136 2024-12-28 03:10:59,461 - pyskl - INFO - Epoch [56][1500/3746] lr: 6.995e-02, eta: 3 days, 8:13:35, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4788, loss_cls: 4.4205, loss: 4.4205 2024-12-28 03:12:23,803 - pyskl - INFO - Epoch [56][1600/3746] lr: 6.993e-02, eta: 3 days, 8:12:19, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.4902, loss_cls: 4.3886, loss: 4.3886 2024-12-28 03:13:48,293 - pyskl - INFO - Epoch [56][1700/3746] lr: 6.990e-02, eta: 3 days, 8:11:02, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2472, top5_acc: 0.4869, loss_cls: 4.3658, loss: 4.3658 2024-12-28 03:15:12,942 - pyskl - INFO - Epoch [56][1800/3746] lr: 6.988e-02, eta: 3 days, 8:09:46, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4866, loss_cls: 4.4103, loss: 4.4103 2024-12-28 03:16:37,982 - pyskl - INFO - Epoch [56][1900/3746] lr: 6.985e-02, eta: 3 days, 8:08:31, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4797, loss_cls: 4.4637, loss: 4.4637 2024-12-28 03:18:02,489 - pyskl - INFO - Epoch [56][2000/3746] lr: 6.983e-02, eta: 3 days, 8:07:14, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.4978, loss_cls: 4.3621, loss: 4.3621 2024-12-28 03:19:27,241 - pyskl - INFO - Epoch [56][2100/3746] lr: 6.980e-02, eta: 3 days, 8:05:58, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4894, loss_cls: 4.4096, loss: 4.4096 2024-12-28 03:20:51,832 - pyskl - INFO - Epoch [56][2200/3746] lr: 6.977e-02, eta: 3 days, 8:04:42, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2387, top5_acc: 0.4814, loss_cls: 4.4372, loss: 4.4372 2024-12-28 03:22:16,719 - pyskl - INFO - Epoch [56][2300/3746] lr: 6.975e-02, eta: 3 days, 8:03:26, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2395, top5_acc: 0.4692, loss_cls: 4.4534, loss: 4.4534 2024-12-28 03:23:41,405 - pyskl - INFO - Epoch [56][2400/3746] lr: 6.972e-02, eta: 3 days, 8:02:10, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4816, loss_cls: 4.4234, loss: 4.4234 2024-12-28 03:25:05,964 - pyskl - INFO - Epoch [56][2500/3746] lr: 6.970e-02, eta: 3 days, 8:00:54, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4817, loss_cls: 4.4132, loss: 4.4132 2024-12-28 03:26:30,860 - pyskl - INFO - Epoch [56][2600/3746] lr: 6.967e-02, eta: 3 days, 7:59:38, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2412, top5_acc: 0.4777, loss_cls: 4.4483, loss: 4.4483 2024-12-28 03:27:55,130 - pyskl - INFO - Epoch [56][2700/3746] lr: 6.965e-02, eta: 3 days, 7:58:21, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4848, loss_cls: 4.4354, loss: 4.4354 2024-12-28 03:29:20,068 - pyskl - INFO - Epoch [56][2800/3746] lr: 6.962e-02, eta: 3 days, 7:57:05, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4998, loss_cls: 4.3262, loss: 4.3262 2024-12-28 03:30:44,433 - pyskl - INFO - Epoch [56][2900/3746] lr: 6.959e-02, eta: 3 days, 7:55:49, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4819, loss_cls: 4.3865, loss: 4.3865 2024-12-28 03:32:08,533 - pyskl - INFO - Epoch [56][3000/3746] lr: 6.957e-02, eta: 3 days, 7:54:32, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4675, loss_cls: 4.4481, loss: 4.4481 2024-12-28 03:33:33,356 - pyskl - INFO - Epoch [56][3100/3746] lr: 6.954e-02, eta: 3 days, 7:53:16, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2359, top5_acc: 0.4764, loss_cls: 4.4214, loss: 4.4214 2024-12-28 03:34:57,924 - pyskl - INFO - Epoch [56][3200/3746] lr: 6.952e-02, eta: 3 days, 7:51:59, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2452, top5_acc: 0.4883, loss_cls: 4.3757, loss: 4.3757 2024-12-28 03:36:22,671 - pyskl - INFO - Epoch [56][3300/3746] lr: 6.949e-02, eta: 3 days, 7:50:43, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4844, loss_cls: 4.4094, loss: 4.4094 2024-12-28 03:37:47,174 - pyskl - INFO - Epoch [56][3400/3746] lr: 6.947e-02, eta: 3 days, 7:49:27, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4755, loss_cls: 4.4557, loss: 4.4557 2024-12-28 03:39:11,531 - pyskl - INFO - Epoch [56][3500/3746] lr: 6.944e-02, eta: 3 days, 7:48:10, time: 0.844, data_time: 0.001, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4691, loss_cls: 4.4434, loss: 4.4434 2024-12-28 03:40:35,723 - pyskl - INFO - Epoch [56][3600/3746] lr: 6.941e-02, eta: 3 days, 7:46:53, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4813, loss_cls: 4.4299, loss: 4.4299 2024-12-28 03:42:00,387 - pyskl - INFO - Epoch [56][3700/3746] lr: 6.939e-02, eta: 3 days, 7:45:36, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.4948, loss_cls: 4.3623, loss: 4.3623 2024-12-28 03:42:41,196 - pyskl - INFO - Saving checkpoint at 56 epochs 2024-12-28 03:44:41,084 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 03:44:42,175 - pyskl - INFO - top1_acc 0.1932 top5_acc 0.4132 2024-12-28 03:44:42,175 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 03:44:42,222 - pyskl - INFO - mean_acc 0.1930 2024-12-28 03:44:42,227 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_55.pth was removed 2024-12-28 03:44:42,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. 2024-12-28 03:44:42,498 - pyskl - INFO - Best top1_acc is 0.1932 at 56 epoch. 2024-12-28 03:44:42,512 - pyskl - INFO - Epoch(val) [56][309] top1_acc: 0.1932, top5_acc: 0.4132, mean_class_accuracy: 0.1930 2024-12-28 03:49:05,649 - pyskl - INFO - Epoch [57][100/3746] lr: 6.935e-02, eta: 3 days, 7:47:39, time: 2.631, data_time: 1.584, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4864, loss_cls: 4.3876, loss: 4.3876 2024-12-28 03:50:32,047 - pyskl - INFO - Epoch [57][200/3746] lr: 6.932e-02, eta: 3 days, 7:46:25, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4777, loss_cls: 4.4099, loss: 4.4099 2024-12-28 03:51:58,875 - pyskl - INFO - Epoch [57][300/3746] lr: 6.930e-02, eta: 3 days, 7:45:13, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4895, loss_cls: 4.3681, loss: 4.3681 2024-12-28 03:53:25,189 - pyskl - INFO - Epoch [57][400/3746] lr: 6.927e-02, eta: 3 days, 7:43:59, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.4817, loss_cls: 4.3784, loss: 4.3784 2024-12-28 03:54:51,708 - pyskl - INFO - Epoch [57][500/3746] lr: 6.925e-02, eta: 3 days, 7:42:45, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.4928, loss_cls: 4.3453, loss: 4.3453 2024-12-28 03:56:17,999 - pyskl - INFO - Epoch [57][600/3746] lr: 6.922e-02, eta: 3 days, 7:41:32, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2553, top5_acc: 0.5025, loss_cls: 4.3120, loss: 4.3120 2024-12-28 03:57:44,027 - pyskl - INFO - Epoch [57][700/3746] lr: 6.920e-02, eta: 3 days, 7:40:17, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4903, loss_cls: 4.3976, loss: 4.3976 2024-12-28 03:59:09,463 - pyskl - INFO - Epoch [57][800/3746] lr: 6.917e-02, eta: 3 days, 7:39:02, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4886, loss_cls: 4.3715, loss: 4.3715 2024-12-28 04:00:34,401 - pyskl - INFO - Epoch [57][900/3746] lr: 6.914e-02, eta: 3 days, 7:37:46, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4866, loss_cls: 4.3935, loss: 4.3935 2024-12-28 04:01:59,691 - pyskl - INFO - Epoch [57][1000/3746] lr: 6.912e-02, eta: 3 days, 7:36:31, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2405, top5_acc: 0.4800, loss_cls: 4.4208, loss: 4.4208 2024-12-28 04:03:24,621 - pyskl - INFO - Epoch [57][1100/3746] lr: 6.909e-02, eta: 3 days, 7:35:14, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2405, top5_acc: 0.4836, loss_cls: 4.4062, loss: 4.4062 2024-12-28 04:04:49,702 - pyskl - INFO - Epoch [57][1200/3746] lr: 6.907e-02, eta: 3 days, 7:33:59, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4834, loss_cls: 4.3937, loss: 4.3937 2024-12-28 04:06:15,322 - pyskl - INFO - Epoch [57][1300/3746] lr: 6.904e-02, eta: 3 days, 7:32:44, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4770, loss_cls: 4.4333, loss: 4.4333 2024-12-28 04:07:40,700 - pyskl - INFO - Epoch [57][1400/3746] lr: 6.901e-02, eta: 3 days, 7:31:28, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2527, top5_acc: 0.4920, loss_cls: 4.3750, loss: 4.3750 2024-12-28 04:09:05,886 - pyskl - INFO - Epoch [57][1500/3746] lr: 6.899e-02, eta: 3 days, 7:30:13, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2528, top5_acc: 0.4906, loss_cls: 4.3799, loss: 4.3799 2024-12-28 04:10:30,987 - pyskl - INFO - Epoch [57][1600/3746] lr: 6.896e-02, eta: 3 days, 7:28:57, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4836, loss_cls: 4.4098, loss: 4.4098 2024-12-28 04:11:56,320 - pyskl - INFO - Epoch [57][1700/3746] lr: 6.894e-02, eta: 3 days, 7:27:41, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2492, top5_acc: 0.4938, loss_cls: 4.3782, loss: 4.3782 2024-12-28 04:13:21,683 - pyskl - INFO - Epoch [57][1800/3746] lr: 6.891e-02, eta: 3 days, 7:26:26, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4809, loss_cls: 4.4231, loss: 4.4231 2024-12-28 04:14:46,955 - pyskl - INFO - Epoch [57][1900/3746] lr: 6.889e-02, eta: 3 days, 7:25:10, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.4964, loss_cls: 4.3575, loss: 4.3575 2024-12-28 04:16:12,452 - pyskl - INFO - Epoch [57][2000/3746] lr: 6.886e-02, eta: 3 days, 7:23:55, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.5000, loss_cls: 4.3423, loss: 4.3423 2024-12-28 04:17:37,264 - pyskl - INFO - Epoch [57][2100/3746] lr: 6.883e-02, eta: 3 days, 7:22:38, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4877, loss_cls: 4.3818, loss: 4.3818 2024-12-28 04:19:03,109 - pyskl - INFO - Epoch [57][2200/3746] lr: 6.881e-02, eta: 3 days, 7:21:24, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4773, loss_cls: 4.4049, loss: 4.4049 2024-12-28 04:20:28,169 - pyskl - INFO - Epoch [57][2300/3746] lr: 6.878e-02, eta: 3 days, 7:20:08, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4967, loss_cls: 4.3462, loss: 4.3462 2024-12-28 04:21:53,384 - pyskl - INFO - Epoch [57][2400/3746] lr: 6.876e-02, eta: 3 days, 7:18:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4773, loss_cls: 4.4167, loss: 4.4167 2024-12-28 04:23:18,985 - pyskl - INFO - Epoch [57][2500/3746] lr: 6.873e-02, eta: 3 days, 7:17:37, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4681, loss_cls: 4.4412, loss: 4.4412 2024-12-28 04:24:44,737 - pyskl - INFO - Epoch [57][2600/3746] lr: 6.870e-02, eta: 3 days, 7:16:22, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2512, top5_acc: 0.4889, loss_cls: 4.3755, loss: 4.3755 2024-12-28 04:26:09,705 - pyskl - INFO - Epoch [57][2700/3746] lr: 6.868e-02, eta: 3 days, 7:15:06, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4831, loss_cls: 4.4196, loss: 4.4196 2024-12-28 04:27:34,803 - pyskl - INFO - Epoch [57][2800/3746] lr: 6.865e-02, eta: 3 days, 7:13:50, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4923, loss_cls: 4.3591, loss: 4.3591 2024-12-28 04:29:00,074 - pyskl - INFO - Epoch [57][2900/3746] lr: 6.863e-02, eta: 3 days, 7:12:34, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4772, loss_cls: 4.4576, loss: 4.4576 2024-12-28 04:30:25,884 - pyskl - INFO - Epoch [57][3000/3746] lr: 6.860e-02, eta: 3 days, 7:11:19, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4894, loss_cls: 4.4125, loss: 4.4125 2024-12-28 04:31:51,826 - pyskl - INFO - Epoch [57][3100/3746] lr: 6.857e-02, eta: 3 days, 7:10:05, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4773, loss_cls: 4.4190, loss: 4.4190 2024-12-28 04:33:18,038 - pyskl - INFO - Epoch [57][3200/3746] lr: 6.855e-02, eta: 3 days, 7:08:50, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2391, top5_acc: 0.4811, loss_cls: 4.4060, loss: 4.4060 2024-12-28 04:34:43,862 - pyskl - INFO - Epoch [57][3300/3746] lr: 6.852e-02, eta: 3 days, 7:07:36, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4825, loss_cls: 4.3930, loss: 4.3930 2024-12-28 04:36:09,025 - pyskl - INFO - Epoch [57][3400/3746] lr: 6.850e-02, eta: 3 days, 7:06:20, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.4986, loss_cls: 4.3294, loss: 4.3294 2024-12-28 04:37:33,851 - pyskl - INFO - Epoch [57][3500/3746] lr: 6.847e-02, eta: 3 days, 7:05:03, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4752, loss_cls: 4.4531, loss: 4.4531 2024-12-28 04:38:59,547 - pyskl - INFO - Epoch [57][3600/3746] lr: 6.844e-02, eta: 3 days, 7:03:48, time: 0.857, data_time: 0.001, memory: 15990, top1_acc: 0.2492, top5_acc: 0.4714, loss_cls: 4.4084, loss: 4.4084 2024-12-28 04:40:25,640 - pyskl - INFO - Epoch [57][3700/3746] lr: 6.842e-02, eta: 3 days, 7:02:34, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4859, loss_cls: 4.4232, loss: 4.4232 2024-12-28 04:41:07,472 - pyskl - INFO - Saving checkpoint at 57 epochs 2024-12-28 04:43:08,783 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 04:43:09,564 - pyskl - INFO - top1_acc 0.1751 top5_acc 0.3913 2024-12-28 04:43:09,564 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 04:43:09,622 - pyskl - INFO - mean_acc 0.1751 2024-12-28 04:43:09,633 - pyskl - INFO - Epoch(val) [57][309] top1_acc: 0.1751, top5_acc: 0.3913, mean_class_accuracy: 0.1751 2024-12-28 04:47:28,823 - pyskl - INFO - Epoch [58][100/3746] lr: 6.838e-02, eta: 3 days, 7:04:22, time: 2.592, data_time: 1.563, memory: 15990, top1_acc: 0.2502, top5_acc: 0.4906, loss_cls: 4.3462, loss: 4.3462 2024-12-28 04:48:53,778 - pyskl - INFO - Epoch [58][200/3746] lr: 6.835e-02, eta: 3 days, 7:03:06, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4939, loss_cls: 4.3707, loss: 4.3707 2024-12-28 04:50:18,213 - pyskl - INFO - Epoch [58][300/3746] lr: 6.833e-02, eta: 3 days, 7:01:49, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2467, top5_acc: 0.4963, loss_cls: 4.3649, loss: 4.3649 2024-12-28 04:51:43,252 - pyskl - INFO - Epoch [58][400/3746] lr: 6.830e-02, eta: 3 days, 7:00:32, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4900, loss_cls: 4.3677, loss: 4.3677 2024-12-28 04:53:08,362 - pyskl - INFO - Epoch [58][500/3746] lr: 6.828e-02, eta: 3 days, 6:59:16, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4783, loss_cls: 4.3886, loss: 4.3886 2024-12-28 04:54:33,445 - pyskl - INFO - Epoch [58][600/3746] lr: 6.825e-02, eta: 3 days, 6:58:00, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4814, loss_cls: 4.3873, loss: 4.3873 2024-12-28 04:55:58,688 - pyskl - INFO - Epoch [58][700/3746] lr: 6.822e-02, eta: 3 days, 6:56:44, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4870, loss_cls: 4.3755, loss: 4.3755 2024-12-28 04:57:23,808 - pyskl - INFO - Epoch [58][800/3746] lr: 6.820e-02, eta: 3 days, 6:55:27, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4858, loss_cls: 4.3880, loss: 4.3880 2024-12-28 04:58:47,783 - pyskl - INFO - Epoch [58][900/3746] lr: 6.817e-02, eta: 3 days, 6:54:09, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.4820, loss_cls: 4.3889, loss: 4.3889 2024-12-28 05:00:11,783 - pyskl - INFO - Epoch [58][1000/3746] lr: 6.815e-02, eta: 3 days, 6:52:51, time: 0.840, data_time: 0.001, memory: 15990, top1_acc: 0.2433, top5_acc: 0.4788, loss_cls: 4.4127, loss: 4.4127 2024-12-28 05:01:36,447 - pyskl - INFO - Epoch [58][1100/3746] lr: 6.812e-02, eta: 3 days, 6:51:34, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.4978, loss_cls: 4.3485, loss: 4.3485 2024-12-28 05:03:00,106 - pyskl - INFO - Epoch [58][1200/3746] lr: 6.809e-02, eta: 3 days, 6:50:15, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4925, loss_cls: 4.3744, loss: 4.3744 2024-12-28 05:04:24,270 - pyskl - INFO - Epoch [58][1300/3746] lr: 6.807e-02, eta: 3 days, 6:48:58, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2461, top5_acc: 0.4863, loss_cls: 4.3735, loss: 4.3735 2024-12-28 05:05:49,490 - pyskl - INFO - Epoch [58][1400/3746] lr: 6.804e-02, eta: 3 days, 6:47:41, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4786, loss_cls: 4.4144, loss: 4.4144 2024-12-28 05:07:14,034 - pyskl - INFO - Epoch [58][1500/3746] lr: 6.802e-02, eta: 3 days, 6:46:24, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2487, top5_acc: 0.4933, loss_cls: 4.3662, loss: 4.3662 2024-12-28 05:08:38,451 - pyskl - INFO - Epoch [58][1600/3746] lr: 6.799e-02, eta: 3 days, 6:45:07, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2423, top5_acc: 0.4870, loss_cls: 4.4129, loss: 4.4129 2024-12-28 05:10:02,549 - pyskl - INFO - Epoch [58][1700/3746] lr: 6.796e-02, eta: 3 days, 6:43:49, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2409, top5_acc: 0.4880, loss_cls: 4.3696, loss: 4.3696 2024-12-28 05:11:26,847 - pyskl - INFO - Epoch [58][1800/3746] lr: 6.794e-02, eta: 3 days, 6:42:31, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4822, loss_cls: 4.3888, loss: 4.3888 2024-12-28 05:12:51,537 - pyskl - INFO - Epoch [58][1900/3746] lr: 6.791e-02, eta: 3 days, 6:41:14, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2381, top5_acc: 0.4798, loss_cls: 4.4200, loss: 4.4200 2024-12-28 05:14:16,656 - pyskl - INFO - Epoch [58][2000/3746] lr: 6.789e-02, eta: 3 days, 6:39:58, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4920, loss_cls: 4.3662, loss: 4.3662 2024-12-28 05:15:40,802 - pyskl - INFO - Epoch [58][2100/3746] lr: 6.786e-02, eta: 3 days, 6:38:40, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.4988, loss_cls: 4.3598, loss: 4.3598 2024-12-28 05:17:04,934 - pyskl - INFO - Epoch [58][2200/3746] lr: 6.783e-02, eta: 3 days, 6:37:22, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4895, loss_cls: 4.3953, loss: 4.3953 2024-12-28 05:18:29,127 - pyskl - INFO - Epoch [58][2300/3746] lr: 6.781e-02, eta: 3 days, 6:36:04, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.4969, loss_cls: 4.3607, loss: 4.3607 2024-12-28 05:19:54,210 - pyskl - INFO - Epoch [58][2400/3746] lr: 6.778e-02, eta: 3 days, 6:34:47, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4928, loss_cls: 4.3530, loss: 4.3530 2024-12-28 05:21:19,064 - pyskl - INFO - Epoch [58][2500/3746] lr: 6.775e-02, eta: 3 days, 6:33:31, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2498, top5_acc: 0.4928, loss_cls: 4.3923, loss: 4.3923 2024-12-28 05:22:44,436 - pyskl - INFO - Epoch [58][2600/3746] lr: 6.773e-02, eta: 3 days, 6:32:15, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4753, loss_cls: 4.4243, loss: 4.4243 2024-12-28 05:24:09,247 - pyskl - INFO - Epoch [58][2700/3746] lr: 6.770e-02, eta: 3 days, 6:30:58, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4798, loss_cls: 4.4111, loss: 4.4111 2024-12-28 05:25:34,529 - pyskl - INFO - Epoch [58][2800/3746] lr: 6.768e-02, eta: 3 days, 6:29:42, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4852, loss_cls: 4.4352, loss: 4.4352 2024-12-28 05:26:59,669 - pyskl - INFO - Epoch [58][2900/3746] lr: 6.765e-02, eta: 3 days, 6:28:25, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.4894, loss_cls: 4.3808, loss: 4.3808 2024-12-28 05:28:25,187 - pyskl - INFO - Epoch [58][3000/3746] lr: 6.762e-02, eta: 3 days, 6:27:09, time: 0.855, data_time: 0.001, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4747, loss_cls: 4.4263, loss: 4.4263 2024-12-28 05:29:49,916 - pyskl - INFO - Epoch [58][3100/3746] lr: 6.760e-02, eta: 3 days, 6:25:52, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4852, loss_cls: 4.3944, loss: 4.3944 2024-12-28 05:31:15,056 - pyskl - INFO - Epoch [58][3200/3746] lr: 6.757e-02, eta: 3 days, 6:24:36, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2381, top5_acc: 0.4795, loss_cls: 4.4109, loss: 4.4109 2024-12-28 05:32:40,276 - pyskl - INFO - Epoch [58][3300/3746] lr: 6.755e-02, eta: 3 days, 6:23:20, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2527, top5_acc: 0.4953, loss_cls: 4.3523, loss: 4.3523 2024-12-28 05:34:05,610 - pyskl - INFO - Epoch [58][3400/3746] lr: 6.752e-02, eta: 3 days, 6:22:03, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2498, top5_acc: 0.4816, loss_cls: 4.3830, loss: 4.3830 2024-12-28 05:35:30,199 - pyskl - INFO - Epoch [58][3500/3746] lr: 6.749e-02, eta: 3 days, 6:20:46, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4820, loss_cls: 4.4153, loss: 4.4153 2024-12-28 05:36:55,000 - pyskl - INFO - Epoch [58][3600/3746] lr: 6.747e-02, eta: 3 days, 6:19:29, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4991, loss_cls: 4.3558, loss: 4.3558 2024-12-28 05:38:19,951 - pyskl - INFO - Epoch [58][3700/3746] lr: 6.744e-02, eta: 3 days, 6:18:12, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2467, top5_acc: 0.4805, loss_cls: 4.4221, loss: 4.4221 2024-12-28 05:39:01,245 - pyskl - INFO - Saving checkpoint at 58 epochs 2024-12-28 05:41:00,026 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 05:41:00,830 - pyskl - INFO - top1_acc 0.1898 top5_acc 0.4097 2024-12-28 05:41:00,830 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 05:41:00,875 - pyskl - INFO - mean_acc 0.1895 2024-12-28 05:41:00,887 - pyskl - INFO - Epoch(val) [58][309] top1_acc: 0.1898, top5_acc: 0.4097, mean_class_accuracy: 0.1895 2024-12-28 05:45:26,927 - pyskl - INFO - Epoch [59][100/3746] lr: 6.740e-02, eta: 3 days, 6:20:05, time: 2.660, data_time: 1.610, memory: 15990, top1_acc: 0.2558, top5_acc: 0.4981, loss_cls: 4.3187, loss: 4.3187 2024-12-28 05:46:52,483 - pyskl - INFO - Epoch [59][200/3746] lr: 6.738e-02, eta: 3 days, 6:18:49, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4847, loss_cls: 4.4194, loss: 4.4194 2024-12-28 05:48:17,504 - pyskl - INFO - Epoch [59][300/3746] lr: 6.735e-02, eta: 3 days, 6:17:33, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4903, loss_cls: 4.3695, loss: 4.3695 2024-12-28 05:49:43,183 - pyskl - INFO - Epoch [59][400/3746] lr: 6.732e-02, eta: 3 days, 6:16:17, time: 0.857, data_time: 0.001, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4897, loss_cls: 4.3673, loss: 4.3673 2024-12-28 05:51:09,257 - pyskl - INFO - Epoch [59][500/3746] lr: 6.730e-02, eta: 3 days, 6:15:02, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2470, top5_acc: 0.4964, loss_cls: 4.3333, loss: 4.3333 2024-12-28 05:52:35,102 - pyskl - INFO - Epoch [59][600/3746] lr: 6.727e-02, eta: 3 days, 6:13:46, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.4889, loss_cls: 4.3526, loss: 4.3526 2024-12-28 05:54:00,722 - pyskl - INFO - Epoch [59][700/3746] lr: 6.725e-02, eta: 3 days, 6:12:30, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.4905, loss_cls: 4.3558, loss: 4.3558 2024-12-28 05:55:26,616 - pyskl - INFO - Epoch [59][800/3746] lr: 6.722e-02, eta: 3 days, 6:11:15, time: 0.859, data_time: 0.001, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4936, loss_cls: 4.3617, loss: 4.3617 2024-12-28 05:56:52,314 - pyskl - INFO - Epoch [59][900/3746] lr: 6.719e-02, eta: 3 days, 6:09:59, time: 0.857, data_time: 0.001, memory: 15990, top1_acc: 0.2525, top5_acc: 0.4884, loss_cls: 4.3764, loss: 4.3764 2024-12-28 05:58:17,431 - pyskl - INFO - Epoch [59][1000/3746] lr: 6.717e-02, eta: 3 days, 6:08:42, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4861, loss_cls: 4.4146, loss: 4.4146 2024-12-28 05:59:42,728 - pyskl - INFO - Epoch [59][1100/3746] lr: 6.714e-02, eta: 3 days, 6:07:26, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4830, loss_cls: 4.3830, loss: 4.3830 2024-12-28 06:01:07,660 - pyskl - INFO - Epoch [59][1200/3746] lr: 6.711e-02, eta: 3 days, 6:06:08, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4919, loss_cls: 4.3597, loss: 4.3597 2024-12-28 06:02:32,572 - pyskl - INFO - Epoch [59][1300/3746] lr: 6.709e-02, eta: 3 days, 6:04:51, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4945, loss_cls: 4.3765, loss: 4.3765 2024-12-28 06:03:57,082 - pyskl - INFO - Epoch [59][1400/3746] lr: 6.706e-02, eta: 3 days, 6:03:34, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2455, top5_acc: 0.4839, loss_cls: 4.3799, loss: 4.3799 2024-12-28 06:05:22,324 - pyskl - INFO - Epoch [59][1500/3746] lr: 6.704e-02, eta: 3 days, 6:02:17, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4952, loss_cls: 4.3635, loss: 4.3635 2024-12-28 06:06:47,169 - pyskl - INFO - Epoch [59][1600/3746] lr: 6.701e-02, eta: 3 days, 6:01:00, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4827, loss_cls: 4.4231, loss: 4.4231 2024-12-28 06:08:12,113 - pyskl - INFO - Epoch [59][1700/3746] lr: 6.698e-02, eta: 3 days, 5:59:43, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.4955, loss_cls: 4.3245, loss: 4.3245 2024-12-28 06:09:36,802 - pyskl - INFO - Epoch [59][1800/3746] lr: 6.696e-02, eta: 3 days, 5:58:25, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4841, loss_cls: 4.4043, loss: 4.4043 2024-12-28 06:11:01,580 - pyskl - INFO - Epoch [59][1900/3746] lr: 6.693e-02, eta: 3 days, 5:57:08, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2502, top5_acc: 0.4869, loss_cls: 4.3741, loss: 4.3741 2024-12-28 06:12:26,790 - pyskl - INFO - Epoch [59][2000/3746] lr: 6.690e-02, eta: 3 days, 5:55:51, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2467, top5_acc: 0.4891, loss_cls: 4.3813, loss: 4.3813 2024-12-28 06:13:51,652 - pyskl - INFO - Epoch [59][2100/3746] lr: 6.688e-02, eta: 3 days, 5:54:34, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4906, loss_cls: 4.3866, loss: 4.3866 2024-12-28 06:15:16,807 - pyskl - INFO - Epoch [59][2200/3746] lr: 6.685e-02, eta: 3 days, 5:53:17, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2391, top5_acc: 0.4798, loss_cls: 4.3924, loss: 4.3924 2024-12-28 06:16:41,409 - pyskl - INFO - Epoch [59][2300/3746] lr: 6.682e-02, eta: 3 days, 5:52:00, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4922, loss_cls: 4.3542, loss: 4.3542 2024-12-28 06:18:06,614 - pyskl - INFO - Epoch [59][2400/3746] lr: 6.680e-02, eta: 3 days, 5:50:43, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2412, top5_acc: 0.4873, loss_cls: 4.3883, loss: 4.3883 2024-12-28 06:19:32,017 - pyskl - INFO - Epoch [59][2500/3746] lr: 6.677e-02, eta: 3 days, 5:49:26, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4845, loss_cls: 4.3843, loss: 4.3843 2024-12-28 06:20:57,341 - pyskl - INFO - Epoch [59][2600/3746] lr: 6.675e-02, eta: 3 days, 5:48:10, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.4875, loss_cls: 4.3773, loss: 4.3773 2024-12-28 06:22:22,471 - pyskl - INFO - Epoch [59][2700/3746] lr: 6.672e-02, eta: 3 days, 5:46:53, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4986, loss_cls: 4.3366, loss: 4.3366 2024-12-28 06:23:46,426 - pyskl - INFO - Epoch [59][2800/3746] lr: 6.669e-02, eta: 3 days, 5:45:34, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2516, top5_acc: 0.4853, loss_cls: 4.4083, loss: 4.4083 2024-12-28 06:25:10,288 - pyskl - INFO - Epoch [59][2900/3746] lr: 6.667e-02, eta: 3 days, 5:44:16, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2531, top5_acc: 0.4859, loss_cls: 4.3772, loss: 4.3772 2024-12-28 06:26:34,546 - pyskl - INFO - Epoch [59][3000/3746] lr: 6.664e-02, eta: 3 days, 5:42:57, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2487, top5_acc: 0.4866, loss_cls: 4.3730, loss: 4.3730 2024-12-28 06:27:58,698 - pyskl - INFO - Epoch [59][3100/3746] lr: 6.661e-02, eta: 3 days, 5:41:39, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4719, loss_cls: 4.4782, loss: 4.4782 2024-12-28 06:29:23,385 - pyskl - INFO - Epoch [59][3200/3746] lr: 6.659e-02, eta: 3 days, 5:40:21, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2553, top5_acc: 0.4983, loss_cls: 4.3366, loss: 4.3366 2024-12-28 06:30:47,887 - pyskl - INFO - Epoch [59][3300/3746] lr: 6.656e-02, eta: 3 days, 5:39:03, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.4863, loss_cls: 4.3794, loss: 4.3794 2024-12-28 06:32:12,754 - pyskl - INFO - Epoch [59][3400/3746] lr: 6.653e-02, eta: 3 days, 5:37:46, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4888, loss_cls: 4.3902, loss: 4.3902 2024-12-28 06:33:37,191 - pyskl - INFO - Epoch [59][3500/3746] lr: 6.651e-02, eta: 3 days, 5:36:28, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4934, loss_cls: 4.3676, loss: 4.3676 2024-12-28 06:35:01,554 - pyskl - INFO - Epoch [59][3600/3746] lr: 6.648e-02, eta: 3 days, 5:35:10, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4888, loss_cls: 4.3680, loss: 4.3680 2024-12-28 06:36:25,642 - pyskl - INFO - Epoch [59][3700/3746] lr: 6.646e-02, eta: 3 days, 5:33:52, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4830, loss_cls: 4.4233, loss: 4.4233 2024-12-28 06:37:06,526 - pyskl - INFO - Saving checkpoint at 59 epochs 2024-12-28 06:39:04,864 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 06:39:05,556 - pyskl - INFO - top1_acc 0.1842 top5_acc 0.4032 2024-12-28 06:39:05,557 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 06:39:05,606 - pyskl - INFO - mean_acc 0.1841 2024-12-28 06:39:05,620 - pyskl - INFO - Epoch(val) [59][309] top1_acc: 0.1842, top5_acc: 0.4032, mean_class_accuracy: 0.1841 2024-12-28 06:43:26,046 - pyskl - INFO - Epoch [60][100/3746] lr: 6.642e-02, eta: 3 days, 5:35:29, time: 2.604, data_time: 1.575, memory: 15990, top1_acc: 0.2527, top5_acc: 0.4995, loss_cls: 4.3212, loss: 4.3212 2024-12-28 06:44:51,969 - pyskl - INFO - Epoch [60][200/3746] lr: 6.639e-02, eta: 3 days, 5:34:13, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5031, loss_cls: 4.3090, loss: 4.3090 2024-12-28 06:46:17,408 - pyskl - INFO - Epoch [60][300/3746] lr: 6.636e-02, eta: 3 days, 5:32:57, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4928, loss_cls: 4.3770, loss: 4.3770 2024-12-28 06:47:43,329 - pyskl - INFO - Epoch [60][400/3746] lr: 6.634e-02, eta: 3 days, 5:31:41, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2448, top5_acc: 0.4964, loss_cls: 4.3508, loss: 4.3508 2024-12-28 06:49:09,457 - pyskl - INFO - Epoch [60][500/3746] lr: 6.631e-02, eta: 3 days, 5:30:25, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4867, loss_cls: 4.3659, loss: 4.3659 2024-12-28 06:50:35,347 - pyskl - INFO - Epoch [60][600/3746] lr: 6.629e-02, eta: 3 days, 5:29:09, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2531, top5_acc: 0.5020, loss_cls: 4.3264, loss: 4.3264 2024-12-28 06:52:00,761 - pyskl - INFO - Epoch [60][700/3746] lr: 6.626e-02, eta: 3 days, 5:27:52, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2544, top5_acc: 0.4920, loss_cls: 4.3491, loss: 4.3491 2024-12-28 06:53:26,422 - pyskl - INFO - Epoch [60][800/3746] lr: 6.623e-02, eta: 3 days, 5:26:36, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2412, top5_acc: 0.4795, loss_cls: 4.4083, loss: 4.4083 2024-12-28 06:54:51,239 - pyskl - INFO - Epoch [60][900/3746] lr: 6.621e-02, eta: 3 days, 5:25:18, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4850, loss_cls: 4.3529, loss: 4.3529 2024-12-28 06:56:16,022 - pyskl - INFO - Epoch [60][1000/3746] lr: 6.618e-02, eta: 3 days, 5:24:01, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2433, top5_acc: 0.4842, loss_cls: 4.4028, loss: 4.4028 2024-12-28 06:57:40,698 - pyskl - INFO - Epoch [60][1100/3746] lr: 6.615e-02, eta: 3 days, 5:22:43, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.4908, loss_cls: 4.3813, loss: 4.3813 2024-12-28 06:59:05,802 - pyskl - INFO - Epoch [60][1200/3746] lr: 6.613e-02, eta: 3 days, 5:21:26, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4922, loss_cls: 4.3726, loss: 4.3726 2024-12-28 07:00:30,781 - pyskl - INFO - Epoch [60][1300/3746] lr: 6.610e-02, eta: 3 days, 5:20:08, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2531, top5_acc: 0.4916, loss_cls: 4.3670, loss: 4.3670 2024-12-28 07:01:55,480 - pyskl - INFO - Epoch [60][1400/3746] lr: 6.607e-02, eta: 3 days, 5:18:50, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2508, top5_acc: 0.4955, loss_cls: 4.3656, loss: 4.3656 2024-12-28 07:03:20,074 - pyskl - INFO - Epoch [60][1500/3746] lr: 6.605e-02, eta: 3 days, 5:17:32, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4884, loss_cls: 4.3462, loss: 4.3462 2024-12-28 07:04:44,944 - pyskl - INFO - Epoch [60][1600/3746] lr: 6.602e-02, eta: 3 days, 5:16:15, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2455, top5_acc: 0.4931, loss_cls: 4.3603, loss: 4.3603 2024-12-28 07:06:10,428 - pyskl - INFO - Epoch [60][1700/3746] lr: 6.599e-02, eta: 3 days, 5:14:58, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4978, loss_cls: 4.3517, loss: 4.3517 2024-12-28 07:07:35,880 - pyskl - INFO - Epoch [60][1800/3746] lr: 6.597e-02, eta: 3 days, 5:13:41, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4963, loss_cls: 4.3629, loss: 4.3629 2024-12-28 07:09:01,110 - pyskl - INFO - Epoch [60][1900/3746] lr: 6.594e-02, eta: 3 days, 5:12:24, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.4958, loss_cls: 4.3783, loss: 4.3783 2024-12-28 07:10:25,859 - pyskl - INFO - Epoch [60][2000/3746] lr: 6.591e-02, eta: 3 days, 5:11:07, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4808, loss_cls: 4.3867, loss: 4.3867 2024-12-28 07:11:50,382 - pyskl - INFO - Epoch [60][2100/3746] lr: 6.589e-02, eta: 3 days, 5:09:48, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.4961, loss_cls: 4.3252, loss: 4.3252 2024-12-28 07:13:15,236 - pyskl - INFO - Epoch [60][2200/3746] lr: 6.586e-02, eta: 3 days, 5:08:31, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.4906, loss_cls: 4.3508, loss: 4.3508 2024-12-28 07:14:40,479 - pyskl - INFO - Epoch [60][2300/3746] lr: 6.584e-02, eta: 3 days, 5:07:14, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.4922, loss_cls: 4.3569, loss: 4.3569 2024-12-28 07:16:05,212 - pyskl - INFO - Epoch [60][2400/3746] lr: 6.581e-02, eta: 3 days, 5:05:56, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4892, loss_cls: 4.3987, loss: 4.3987 2024-12-28 07:17:30,220 - pyskl - INFO - Epoch [60][2500/3746] lr: 6.578e-02, eta: 3 days, 5:04:38, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2423, top5_acc: 0.4889, loss_cls: 4.3961, loss: 4.3961 2024-12-28 07:18:55,352 - pyskl - INFO - Epoch [60][2600/3746] lr: 6.576e-02, eta: 3 days, 5:03:21, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2498, top5_acc: 0.4806, loss_cls: 4.3813, loss: 4.3813 2024-12-28 07:20:20,380 - pyskl - INFO - Epoch [60][2700/3746] lr: 6.573e-02, eta: 3 days, 5:02:04, time: 0.850, data_time: 0.001, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4936, loss_cls: 4.3721, loss: 4.3721 2024-12-28 07:21:45,320 - pyskl - INFO - Epoch [60][2800/3746] lr: 6.570e-02, eta: 3 days, 5:00:46, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4961, loss_cls: 4.3501, loss: 4.3501 2024-12-28 07:23:09,638 - pyskl - INFO - Epoch [60][2900/3746] lr: 6.568e-02, eta: 3 days, 4:59:28, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4853, loss_cls: 4.3880, loss: 4.3880 2024-12-28 07:24:34,904 - pyskl - INFO - Epoch [60][3000/3746] lr: 6.565e-02, eta: 3 days, 4:58:10, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4791, loss_cls: 4.3817, loss: 4.3817 2024-12-28 07:25:59,747 - pyskl - INFO - Epoch [60][3100/3746] lr: 6.562e-02, eta: 3 days, 4:56:53, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5053, loss_cls: 4.3224, loss: 4.3224 2024-12-28 07:27:25,000 - pyskl - INFO - Epoch [60][3200/3746] lr: 6.560e-02, eta: 3 days, 4:55:36, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2480, top5_acc: 0.4916, loss_cls: 4.3706, loss: 4.3706 2024-12-28 07:28:49,421 - pyskl - INFO - Epoch [60][3300/3746] lr: 6.557e-02, eta: 3 days, 4:54:17, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.4922, loss_cls: 4.3422, loss: 4.3422 2024-12-28 07:30:14,169 - pyskl - INFO - Epoch [60][3400/3746] lr: 6.554e-02, eta: 3 days, 4:52:59, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.4969, loss_cls: 4.3428, loss: 4.3428 2024-12-28 07:31:38,990 - pyskl - INFO - Epoch [60][3500/3746] lr: 6.552e-02, eta: 3 days, 4:51:42, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5025, loss_cls: 4.2963, loss: 4.2963 2024-12-28 07:33:03,673 - pyskl - INFO - Epoch [60][3600/3746] lr: 6.549e-02, eta: 3 days, 4:50:24, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4806, loss_cls: 4.4013, loss: 4.4013 2024-12-28 07:34:28,373 - pyskl - INFO - Epoch [60][3700/3746] lr: 6.546e-02, eta: 3 days, 4:49:06, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4855, loss_cls: 4.4016, loss: 4.4016 2024-12-28 07:35:09,530 - pyskl - INFO - Saving checkpoint at 60 epochs 2024-12-28 07:37:08,720 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 07:37:09,731 - pyskl - INFO - top1_acc 0.1773 top5_acc 0.3928 2024-12-28 07:37:09,731 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 07:37:09,776 - pyskl - INFO - mean_acc 0.1770 2024-12-28 07:37:09,789 - pyskl - INFO - Epoch(val) [60][309] top1_acc: 0.1773, top5_acc: 0.3928, mean_class_accuracy: 0.1770 2024-12-28 07:41:30,790 - pyskl - INFO - Epoch [61][100/3746] lr: 6.542e-02, eta: 3 days, 4:50:38, time: 2.610, data_time: 1.568, memory: 15990, top1_acc: 0.2564, top5_acc: 0.5045, loss_cls: 4.3118, loss: 4.3118 2024-12-28 07:42:55,891 - pyskl - INFO - Epoch [61][200/3746] lr: 6.540e-02, eta: 3 days, 4:49:20, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2597, top5_acc: 0.5048, loss_cls: 4.2970, loss: 4.2970 2024-12-28 07:44:21,270 - pyskl - INFO - Epoch [61][300/3746] lr: 6.537e-02, eta: 3 days, 4:48:03, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4916, loss_cls: 4.3560, loss: 4.3560 2024-12-28 07:45:46,567 - pyskl - INFO - Epoch [61][400/3746] lr: 6.534e-02, eta: 3 days, 4:46:46, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5016, loss_cls: 4.2965, loss: 4.2965 2024-12-28 07:47:12,342 - pyskl - INFO - Epoch [61][500/3746] lr: 6.532e-02, eta: 3 days, 4:45:29, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2519, top5_acc: 0.4830, loss_cls: 4.3564, loss: 4.3564 2024-12-28 07:48:37,797 - pyskl - INFO - Epoch [61][600/3746] lr: 6.529e-02, eta: 3 days, 4:44:12, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2605, top5_acc: 0.4939, loss_cls: 4.3453, loss: 4.3453 2024-12-28 07:50:03,064 - pyskl - INFO - Epoch [61][700/3746] lr: 6.526e-02, eta: 3 days, 4:42:55, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.4967, loss_cls: 4.3367, loss: 4.3367 2024-12-28 07:51:28,908 - pyskl - INFO - Epoch [61][800/3746] lr: 6.524e-02, eta: 3 days, 4:41:38, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2573, top5_acc: 0.5045, loss_cls: 4.3322, loss: 4.3322 2024-12-28 07:52:54,265 - pyskl - INFO - Epoch [61][900/3746] lr: 6.521e-02, eta: 3 days, 4:40:21, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4925, loss_cls: 4.3601, loss: 4.3601 2024-12-28 07:54:19,494 - pyskl - INFO - Epoch [61][1000/3746] lr: 6.519e-02, eta: 3 days, 4:39:03, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.4911, loss_cls: 4.3892, loss: 4.3892 2024-12-28 07:55:44,606 - pyskl - INFO - Epoch [61][1100/3746] lr: 6.516e-02, eta: 3 days, 4:37:46, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4755, loss_cls: 4.4233, loss: 4.4233 2024-12-28 07:57:09,748 - pyskl - INFO - Epoch [61][1200/3746] lr: 6.513e-02, eta: 3 days, 4:36:28, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2492, top5_acc: 0.4891, loss_cls: 4.3440, loss: 4.3440 2024-12-28 07:58:34,857 - pyskl - INFO - Epoch [61][1300/3746] lr: 6.511e-02, eta: 3 days, 4:35:11, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.4994, loss_cls: 4.3453, loss: 4.3453 2024-12-28 08:00:00,256 - pyskl - INFO - Epoch [61][1400/3746] lr: 6.508e-02, eta: 3 days, 4:33:53, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5005, loss_cls: 4.3039, loss: 4.3039 2024-12-28 08:01:25,169 - pyskl - INFO - Epoch [61][1500/3746] lr: 6.505e-02, eta: 3 days, 4:32:36, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5044, loss_cls: 4.3025, loss: 4.3025 2024-12-28 08:02:50,765 - pyskl - INFO - Epoch [61][1600/3746] lr: 6.503e-02, eta: 3 days, 4:31:19, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4797, loss_cls: 4.4413, loss: 4.4413 2024-12-28 08:04:16,322 - pyskl - INFO - Epoch [61][1700/3746] lr: 6.500e-02, eta: 3 days, 4:30:02, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2483, top5_acc: 0.4888, loss_cls: 4.3822, loss: 4.3822 2024-12-28 08:05:41,554 - pyskl - INFO - Epoch [61][1800/3746] lr: 6.497e-02, eta: 3 days, 4:28:44, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.5003, loss_cls: 4.3247, loss: 4.3247 2024-12-28 08:07:06,571 - pyskl - INFO - Epoch [61][1900/3746] lr: 6.495e-02, eta: 3 days, 4:27:26, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4877, loss_cls: 4.3749, loss: 4.3749 2024-12-28 08:08:31,912 - pyskl - INFO - Epoch [61][2000/3746] lr: 6.492e-02, eta: 3 days, 4:26:09, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2536, top5_acc: 0.4991, loss_cls: 4.3370, loss: 4.3370 2024-12-28 08:09:57,065 - pyskl - INFO - Epoch [61][2100/3746] lr: 6.489e-02, eta: 3 days, 4:24:51, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4738, loss_cls: 4.4027, loss: 4.4027 2024-12-28 08:11:21,903 - pyskl - INFO - Epoch [61][2200/3746] lr: 6.487e-02, eta: 3 days, 4:23:33, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2466, top5_acc: 0.4855, loss_cls: 4.3556, loss: 4.3556 2024-12-28 08:12:46,943 - pyskl - INFO - Epoch [61][2300/3746] lr: 6.484e-02, eta: 3 days, 4:22:16, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4845, loss_cls: 4.3877, loss: 4.3877 2024-12-28 08:14:12,153 - pyskl - INFO - Epoch [61][2400/3746] lr: 6.481e-02, eta: 3 days, 4:20:58, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2483, top5_acc: 0.4981, loss_cls: 4.3720, loss: 4.3720 2024-12-28 08:15:37,506 - pyskl - INFO - Epoch [61][2500/3746] lr: 6.478e-02, eta: 3 days, 4:19:41, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4850, loss_cls: 4.3579, loss: 4.3579 2024-12-28 08:17:02,540 - pyskl - INFO - Epoch [61][2600/3746] lr: 6.476e-02, eta: 3 days, 4:18:23, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2433, top5_acc: 0.4964, loss_cls: 4.3837, loss: 4.3837 2024-12-28 08:18:27,605 - pyskl - INFO - Epoch [61][2700/3746] lr: 6.473e-02, eta: 3 days, 4:17:05, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4856, loss_cls: 4.3802, loss: 4.3802 2024-12-28 08:19:52,308 - pyskl - INFO - Epoch [61][2800/3746] lr: 6.470e-02, eta: 3 days, 4:15:47, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4847, loss_cls: 4.3828, loss: 4.3828 2024-12-28 08:21:16,905 - pyskl - INFO - Epoch [61][2900/3746] lr: 6.468e-02, eta: 3 days, 4:14:28, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.4950, loss_cls: 4.3407, loss: 4.3407 2024-12-28 08:22:43,183 - pyskl - INFO - Epoch [61][3000/3746] lr: 6.465e-02, eta: 3 days, 4:13:12, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4914, loss_cls: 4.3466, loss: 4.3466 2024-12-28 08:24:08,850 - pyskl - INFO - Epoch [61][3100/3746] lr: 6.462e-02, eta: 3 days, 4:11:55, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.4913, loss_cls: 4.3565, loss: 4.3565 2024-12-28 08:25:35,078 - pyskl - INFO - Epoch [61][3200/3746] lr: 6.460e-02, eta: 3 days, 4:10:39, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2395, top5_acc: 0.4906, loss_cls: 4.3359, loss: 4.3359 2024-12-28 08:27:01,032 - pyskl - INFO - Epoch [61][3300/3746] lr: 6.457e-02, eta: 3 days, 4:09:23, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2461, top5_acc: 0.4906, loss_cls: 4.3941, loss: 4.3941 2024-12-28 08:28:26,352 - pyskl - INFO - Epoch [61][3400/3746] lr: 6.454e-02, eta: 3 days, 4:08:05, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2544, top5_acc: 0.4898, loss_cls: 4.3512, loss: 4.3512 2024-12-28 08:29:51,737 - pyskl - INFO - Epoch [61][3500/3746] lr: 6.452e-02, eta: 3 days, 4:06:48, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4878, loss_cls: 4.3665, loss: 4.3665 2024-12-28 08:31:17,499 - pyskl - INFO - Epoch [61][3600/3746] lr: 6.449e-02, eta: 3 days, 4:05:31, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4900, loss_cls: 4.3641, loss: 4.3641 2024-12-28 08:32:43,258 - pyskl - INFO - Epoch [61][3700/3746] lr: 6.446e-02, eta: 3 days, 4:04:14, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.4991, loss_cls: 4.3381, loss: 4.3381 2024-12-28 08:33:24,554 - pyskl - INFO - Saving checkpoint at 61 epochs 2024-12-28 08:35:25,726 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 08:35:26,582 - pyskl - INFO - top1_acc 0.1966 top5_acc 0.4131 2024-12-28 08:35:26,583 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 08:35:26,636 - pyskl - INFO - mean_acc 0.1964 2024-12-28 08:35:26,641 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_56.pth was removed 2024-12-28 08:35:26,944 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. 2024-12-28 08:35:26,945 - pyskl - INFO - Best top1_acc is 0.1966 at 61 epoch. 2024-12-28 08:35:26,959 - pyskl - INFO - Epoch(val) [61][309] top1_acc: 0.1966, top5_acc: 0.4131, mean_class_accuracy: 0.1964 2024-12-28 08:39:45,703 - pyskl - INFO - Epoch [62][100/3746] lr: 6.443e-02, eta: 3 days, 4:05:37, time: 2.587, data_time: 1.564, memory: 15990, top1_acc: 0.2605, top5_acc: 0.5073, loss_cls: 4.2963, loss: 4.2963 2024-12-28 08:41:10,447 - pyskl - INFO - Epoch [62][200/3746] lr: 6.440e-02, eta: 3 days, 4:04:18, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4963, loss_cls: 4.3563, loss: 4.3563 2024-12-28 08:42:34,976 - pyskl - INFO - Epoch [62][300/3746] lr: 6.437e-02, eta: 3 days, 4:03:00, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.4933, loss_cls: 4.3093, loss: 4.3093 2024-12-28 08:43:59,496 - pyskl - INFO - Epoch [62][400/3746] lr: 6.434e-02, eta: 3 days, 4:01:41, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2522, top5_acc: 0.5066, loss_cls: 4.3022, loss: 4.3022 2024-12-28 08:45:24,320 - pyskl - INFO - Epoch [62][500/3746] lr: 6.432e-02, eta: 3 days, 4:00:22, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2544, top5_acc: 0.5069, loss_cls: 4.2960, loss: 4.2960 2024-12-28 08:46:50,274 - pyskl - INFO - Epoch [62][600/3746] lr: 6.429e-02, eta: 3 days, 3:59:06, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4984, loss_cls: 4.3371, loss: 4.3371 2024-12-28 08:48:15,269 - pyskl - INFO - Epoch [62][700/3746] lr: 6.426e-02, eta: 3 days, 3:57:47, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4950, loss_cls: 4.3103, loss: 4.3103 2024-12-28 08:49:40,359 - pyskl - INFO - Epoch [62][800/3746] lr: 6.424e-02, eta: 3 days, 3:56:29, time: 0.851, data_time: 0.001, memory: 15990, top1_acc: 0.2539, top5_acc: 0.4920, loss_cls: 4.3445, loss: 4.3445 2024-12-28 08:51:05,649 - pyskl - INFO - Epoch [62][900/3746] lr: 6.421e-02, eta: 3 days, 3:55:12, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5038, loss_cls: 4.2814, loss: 4.2814 2024-12-28 08:52:30,437 - pyskl - INFO - Epoch [62][1000/3746] lr: 6.418e-02, eta: 3 days, 3:53:53, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2642, top5_acc: 0.4939, loss_cls: 4.3410, loss: 4.3410 2024-12-28 08:53:55,695 - pyskl - INFO - Epoch [62][1100/3746] lr: 6.416e-02, eta: 3 days, 3:52:36, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.5005, loss_cls: 4.3142, loss: 4.3142 2024-12-28 08:55:20,380 - pyskl - INFO - Epoch [62][1200/3746] lr: 6.413e-02, eta: 3 days, 3:51:17, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.4994, loss_cls: 4.3441, loss: 4.3441 2024-12-28 08:56:45,481 - pyskl - INFO - Epoch [62][1300/3746] lr: 6.410e-02, eta: 3 days, 3:49:59, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4923, loss_cls: 4.3735, loss: 4.3735 2024-12-28 08:58:09,743 - pyskl - INFO - Epoch [62][1400/3746] lr: 6.408e-02, eta: 3 days, 3:48:40, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4906, loss_cls: 4.3540, loss: 4.3540 2024-12-28 08:59:33,955 - pyskl - INFO - Epoch [62][1500/3746] lr: 6.405e-02, eta: 3 days, 3:47:20, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.4936, loss_cls: 4.3343, loss: 4.3343 2024-12-28 09:00:59,136 - pyskl - INFO - Epoch [62][1600/3746] lr: 6.402e-02, eta: 3 days, 3:46:02, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.4884, loss_cls: 4.3349, loss: 4.3349 2024-12-28 09:02:24,581 - pyskl - INFO - Epoch [62][1700/3746] lr: 6.400e-02, eta: 3 days, 3:44:45, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.4975, loss_cls: 4.3496, loss: 4.3496 2024-12-28 09:03:49,504 - pyskl - INFO - Epoch [62][1800/3746] lr: 6.397e-02, eta: 3 days, 3:43:27, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2508, top5_acc: 0.5028, loss_cls: 4.3138, loss: 4.3138 2024-12-28 09:05:14,117 - pyskl - INFO - Epoch [62][1900/3746] lr: 6.394e-02, eta: 3 days, 3:42:08, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.4977, loss_cls: 4.3467, loss: 4.3467 2024-12-28 09:06:38,872 - pyskl - INFO - Epoch [62][2000/3746] lr: 6.392e-02, eta: 3 days, 3:40:49, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.4942, loss_cls: 4.3516, loss: 4.3516 2024-12-28 09:08:03,603 - pyskl - INFO - Epoch [62][2100/3746] lr: 6.389e-02, eta: 3 days, 3:39:31, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.4959, loss_cls: 4.3571, loss: 4.3571 2024-12-28 09:09:28,890 - pyskl - INFO - Epoch [62][2200/3746] lr: 6.386e-02, eta: 3 days, 3:38:13, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4873, loss_cls: 4.3676, loss: 4.3676 2024-12-28 09:10:54,414 - pyskl - INFO - Epoch [62][2300/3746] lr: 6.384e-02, eta: 3 days, 3:36:55, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4853, loss_cls: 4.4057, loss: 4.4057 2024-12-28 09:12:19,370 - pyskl - INFO - Epoch [62][2400/3746] lr: 6.381e-02, eta: 3 days, 3:35:37, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.4983, loss_cls: 4.3456, loss: 4.3456 2024-12-28 09:13:44,834 - pyskl - INFO - Epoch [62][2500/3746] lr: 6.378e-02, eta: 3 days, 3:34:19, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.4947, loss_cls: 4.3579, loss: 4.3579 2024-12-28 09:15:10,108 - pyskl - INFO - Epoch [62][2600/3746] lr: 6.375e-02, eta: 3 days, 3:33:02, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4903, loss_cls: 4.3505, loss: 4.3505 2024-12-28 09:16:35,028 - pyskl - INFO - Epoch [62][2700/3746] lr: 6.373e-02, eta: 3 days, 3:31:43, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.4973, loss_cls: 4.3470, loss: 4.3470 2024-12-28 09:17:59,884 - pyskl - INFO - Epoch [62][2800/3746] lr: 6.370e-02, eta: 3 days, 3:30:25, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.2534, top5_acc: 0.5033, loss_cls: 4.3464, loss: 4.3464 2024-12-28 09:19:24,654 - pyskl - INFO - Epoch [62][2900/3746] lr: 6.367e-02, eta: 3 days, 3:29:06, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2502, top5_acc: 0.4861, loss_cls: 4.3939, loss: 4.3939 2024-12-28 09:20:49,379 - pyskl - INFO - Epoch [62][3000/3746] lr: 6.365e-02, eta: 3 days, 3:27:48, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.4961, loss_cls: 4.3220, loss: 4.3220 2024-12-28 09:22:13,952 - pyskl - INFO - Epoch [62][3100/3746] lr: 6.362e-02, eta: 3 days, 3:26:29, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2498, top5_acc: 0.4952, loss_cls: 4.3446, loss: 4.3446 2024-12-28 09:23:38,069 - pyskl - INFO - Epoch [62][3200/3746] lr: 6.359e-02, eta: 3 days, 3:25:09, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.4870, loss_cls: 4.3347, loss: 4.3347 2024-12-28 09:25:02,913 - pyskl - INFO - Epoch [62][3300/3746] lr: 6.357e-02, eta: 3 days, 3:23:51, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.2452, top5_acc: 0.4858, loss_cls: 4.4090, loss: 4.4090 2024-12-28 09:26:27,853 - pyskl - INFO - Epoch [62][3400/3746] lr: 6.354e-02, eta: 3 days, 3:22:32, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2466, top5_acc: 0.4814, loss_cls: 4.3924, loss: 4.3924 2024-12-28 09:27:52,346 - pyskl - INFO - Epoch [62][3500/3746] lr: 6.351e-02, eta: 3 days, 3:21:13, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4872, loss_cls: 4.3750, loss: 4.3750 2024-12-28 09:29:16,665 - pyskl - INFO - Epoch [62][3600/3746] lr: 6.349e-02, eta: 3 days, 3:19:54, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.4898, loss_cls: 4.3684, loss: 4.3684 2024-12-28 09:30:41,481 - pyskl - INFO - Epoch [62][3700/3746] lr: 6.346e-02, eta: 3 days, 3:18:35, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4900, loss_cls: 4.3607, loss: 4.3607 2024-12-28 09:31:22,258 - pyskl - INFO - Saving checkpoint at 62 epochs 2024-12-28 09:33:21,102 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 09:33:21,815 - pyskl - INFO - top1_acc 0.1832 top5_acc 0.4112 2024-12-28 09:33:21,815 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 09:33:21,870 - pyskl - INFO - mean_acc 0.1830 2024-12-28 09:33:21,885 - pyskl - INFO - Epoch(val) [62][309] top1_acc: 0.1832, top5_acc: 0.4112, mean_class_accuracy: 0.1830 2024-12-28 09:37:38,984 - pyskl - INFO - Epoch [63][100/3746] lr: 6.342e-02, eta: 3 days, 3:19:50, time: 2.571, data_time: 1.537, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5105, loss_cls: 4.2647, loss: 4.2647 2024-12-28 09:39:04,068 - pyskl - INFO - Epoch [63][200/3746] lr: 6.339e-02, eta: 3 days, 3:18:31, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2597, top5_acc: 0.5002, loss_cls: 4.2863, loss: 4.2863 2024-12-28 09:40:28,879 - pyskl - INFO - Epoch [63][300/3746] lr: 6.337e-02, eta: 3 days, 3:17:13, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4942, loss_cls: 4.3493, loss: 4.3493 2024-12-28 09:41:53,757 - pyskl - INFO - Epoch [63][400/3746] lr: 6.334e-02, eta: 3 days, 3:15:54, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.5025, loss_cls: 4.3074, loss: 4.3074 2024-12-28 09:43:18,540 - pyskl - INFO - Epoch [63][500/3746] lr: 6.331e-02, eta: 3 days, 3:14:35, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.5072, loss_cls: 4.3221, loss: 4.3221 2024-12-28 09:44:43,951 - pyskl - INFO - Epoch [63][600/3746] lr: 6.328e-02, eta: 3 days, 3:13:17, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5002, loss_cls: 4.2916, loss: 4.2916 2024-12-28 09:46:09,202 - pyskl - INFO - Epoch [63][700/3746] lr: 6.326e-02, eta: 3 days, 3:11:59, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5055, loss_cls: 4.2984, loss: 4.2984 2024-12-28 09:47:34,588 - pyskl - INFO - Epoch [63][800/3746] lr: 6.323e-02, eta: 3 days, 3:10:41, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4944, loss_cls: 4.3382, loss: 4.3382 2024-12-28 09:48:59,838 - pyskl - INFO - Epoch [63][900/3746] lr: 6.320e-02, eta: 3 days, 3:09:23, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4853, loss_cls: 4.3872, loss: 4.3872 2024-12-28 09:50:23,909 - pyskl - INFO - Epoch [63][1000/3746] lr: 6.318e-02, eta: 3 days, 3:08:03, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.4916, loss_cls: 4.3422, loss: 4.3422 2024-12-28 09:51:48,493 - pyskl - INFO - Epoch [63][1100/3746] lr: 6.315e-02, eta: 3 days, 3:06:44, time: 0.846, data_time: 0.001, memory: 15990, top1_acc: 0.2536, top5_acc: 0.4928, loss_cls: 4.3460, loss: 4.3460 2024-12-28 09:53:14,007 - pyskl - INFO - Epoch [63][1200/3746] lr: 6.312e-02, eta: 3 days, 3:05:26, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4934, loss_cls: 4.3336, loss: 4.3336 2024-12-28 09:54:38,840 - pyskl - INFO - Epoch [63][1300/3746] lr: 6.310e-02, eta: 3 days, 3:04:08, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.4995, loss_cls: 4.3161, loss: 4.3161 2024-12-28 09:56:03,986 - pyskl - INFO - Epoch [63][1400/3746] lr: 6.307e-02, eta: 3 days, 3:02:49, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.4963, loss_cls: 4.3370, loss: 4.3370 2024-12-28 09:57:29,192 - pyskl - INFO - Epoch [63][1500/3746] lr: 6.304e-02, eta: 3 days, 3:01:31, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4902, loss_cls: 4.3711, loss: 4.3711 2024-12-28 09:58:54,287 - pyskl - INFO - Epoch [63][1600/3746] lr: 6.301e-02, eta: 3 days, 3:00:13, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.4952, loss_cls: 4.3272, loss: 4.3272 2024-12-28 10:00:19,367 - pyskl - INFO - Epoch [63][1700/3746] lr: 6.299e-02, eta: 3 days, 2:58:54, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4950, loss_cls: 4.3284, loss: 4.3284 2024-12-28 10:01:44,538 - pyskl - INFO - Epoch [63][1800/3746] lr: 6.296e-02, eta: 3 days, 2:57:36, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.5017, loss_cls: 4.3439, loss: 4.3439 2024-12-28 10:03:10,129 - pyskl - INFO - Epoch [63][1900/3746] lr: 6.293e-02, eta: 3 days, 2:56:18, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4898, loss_cls: 4.3409, loss: 4.3409 2024-12-28 10:04:35,279 - pyskl - INFO - Epoch [63][2000/3746] lr: 6.291e-02, eta: 3 days, 2:55:00, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4864, loss_cls: 4.3668, loss: 4.3668 2024-12-28 10:06:00,535 - pyskl - INFO - Epoch [63][2100/3746] lr: 6.288e-02, eta: 3 days, 2:53:42, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4950, loss_cls: 4.3564, loss: 4.3564 2024-12-28 10:07:25,574 - pyskl - INFO - Epoch [63][2200/3746] lr: 6.285e-02, eta: 3 days, 2:52:23, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4859, loss_cls: 4.3738, loss: 4.3738 2024-12-28 10:08:50,494 - pyskl - INFO - Epoch [63][2300/3746] lr: 6.283e-02, eta: 3 days, 2:51:05, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.4900, loss_cls: 4.3114, loss: 4.3114 2024-12-28 10:10:15,228 - pyskl - INFO - Epoch [63][2400/3746] lr: 6.280e-02, eta: 3 days, 2:49:46, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.4997, loss_cls: 4.3118, loss: 4.3118 2024-12-28 10:11:40,700 - pyskl - INFO - Epoch [63][2500/3746] lr: 6.277e-02, eta: 3 days, 2:48:28, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.4917, loss_cls: 4.3161, loss: 4.3161 2024-12-28 10:13:06,099 - pyskl - INFO - Epoch [63][2600/3746] lr: 6.274e-02, eta: 3 days, 2:47:10, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2494, top5_acc: 0.5028, loss_cls: 4.3147, loss: 4.3147 2024-12-28 10:14:30,534 - pyskl - INFO - Epoch [63][2700/3746] lr: 6.272e-02, eta: 3 days, 2:45:50, time: 0.844, data_time: 0.001, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4861, loss_cls: 4.4018, loss: 4.4018 2024-12-28 10:15:54,695 - pyskl - INFO - Epoch [63][2800/3746] lr: 6.269e-02, eta: 3 days, 2:44:30, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4905, loss_cls: 4.3894, loss: 4.3894 2024-12-28 10:17:19,322 - pyskl - INFO - Epoch [63][2900/3746] lr: 6.266e-02, eta: 3 days, 2:43:11, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4909, loss_cls: 4.3408, loss: 4.3408 2024-12-28 10:18:43,689 - pyskl - INFO - Epoch [63][3000/3746] lr: 6.264e-02, eta: 3 days, 2:41:52, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2483, top5_acc: 0.4884, loss_cls: 4.4083, loss: 4.4083 2024-12-28 10:20:08,496 - pyskl - INFO - Epoch [63][3100/3746] lr: 6.261e-02, eta: 3 days, 2:40:33, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.4923, loss_cls: 4.3702, loss: 4.3702 2024-12-28 10:21:33,523 - pyskl - INFO - Epoch [63][3200/3746] lr: 6.258e-02, eta: 3 days, 2:39:14, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.4984, loss_cls: 4.3079, loss: 4.3079 2024-12-28 10:22:58,026 - pyskl - INFO - Epoch [63][3300/3746] lr: 6.256e-02, eta: 3 days, 2:37:55, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2516, top5_acc: 0.4925, loss_cls: 4.3675, loss: 4.3675 2024-12-28 10:24:22,461 - pyskl - INFO - Epoch [63][3400/3746] lr: 6.253e-02, eta: 3 days, 2:36:36, time: 0.844, data_time: 0.001, memory: 15990, top1_acc: 0.2483, top5_acc: 0.4963, loss_cls: 4.3169, loss: 4.3169 2024-12-28 10:25:47,045 - pyskl - INFO - Epoch [63][3500/3746] lr: 6.250e-02, eta: 3 days, 2:35:16, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.4967, loss_cls: 4.3150, loss: 4.3150 2024-12-28 10:27:11,713 - pyskl - INFO - Epoch [63][3600/3746] lr: 6.247e-02, eta: 3 days, 2:33:57, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2556, top5_acc: 0.4923, loss_cls: 4.3509, loss: 4.3509 2024-12-28 10:28:36,733 - pyskl - INFO - Epoch [63][3700/3746] lr: 6.245e-02, eta: 3 days, 2:32:39, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.4983, loss_cls: 4.3351, loss: 4.3351 2024-12-28 10:29:17,526 - pyskl - INFO - Saving checkpoint at 63 epochs 2024-12-28 10:31:16,769 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 10:31:17,588 - pyskl - INFO - top1_acc 0.1970 top5_acc 0.4188 2024-12-28 10:31:17,588 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 10:31:17,631 - pyskl - INFO - mean_acc 0.1969 2024-12-28 10:31:17,636 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_61.pth was removed 2024-12-28 10:31:17,900 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. 2024-12-28 10:31:17,901 - pyskl - INFO - Best top1_acc is 0.1970 at 63 epoch. 2024-12-28 10:31:17,915 - pyskl - INFO - Epoch(val) [63][309] top1_acc: 0.1970, top5_acc: 0.4188, mean_class_accuracy: 0.1969 2024-12-28 10:35:41,551 - pyskl - INFO - Epoch [64][100/3746] lr: 6.241e-02, eta: 3 days, 2:33:56, time: 2.636, data_time: 1.575, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5112, loss_cls: 4.2496, loss: 4.2496 2024-12-28 10:37:08,298 - pyskl - INFO - Epoch [64][200/3746] lr: 6.238e-02, eta: 3 days, 2:32:40, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.4991, loss_cls: 4.3133, loss: 4.3133 2024-12-28 10:38:34,319 - pyskl - INFO - Epoch [64][300/3746] lr: 6.235e-02, eta: 3 days, 2:31:23, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.4978, loss_cls: 4.3065, loss: 4.3065 2024-12-28 10:40:00,687 - pyskl - INFO - Epoch [64][400/3746] lr: 6.233e-02, eta: 3 days, 2:30:06, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5103, loss_cls: 4.2662, loss: 4.2662 2024-12-28 10:41:27,124 - pyskl - INFO - Epoch [64][500/3746] lr: 6.230e-02, eta: 3 days, 2:28:49, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2527, top5_acc: 0.5062, loss_cls: 4.3305, loss: 4.3305 2024-12-28 10:42:53,460 - pyskl - INFO - Epoch [64][600/3746] lr: 6.227e-02, eta: 3 days, 2:27:32, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.4981, loss_cls: 4.3074, loss: 4.3074 2024-12-28 10:44:19,794 - pyskl - INFO - Epoch [64][700/3746] lr: 6.225e-02, eta: 3 days, 2:26:15, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.4984, loss_cls: 4.3202, loss: 4.3202 2024-12-28 10:45:46,175 - pyskl - INFO - Epoch [64][800/3746] lr: 6.222e-02, eta: 3 days, 2:24:58, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4884, loss_cls: 4.3476, loss: 4.3476 2024-12-28 10:47:11,742 - pyskl - INFO - Epoch [64][900/3746] lr: 6.219e-02, eta: 3 days, 2:23:40, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2386, top5_acc: 0.4933, loss_cls: 4.3837, loss: 4.3837 2024-12-28 10:48:36,810 - pyskl - INFO - Epoch [64][1000/3746] lr: 6.216e-02, eta: 3 days, 2:22:21, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.5045, loss_cls: 4.3196, loss: 4.3196 2024-12-28 10:50:02,011 - pyskl - INFO - Epoch [64][1100/3746] lr: 6.214e-02, eta: 3 days, 2:21:03, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.4917, loss_cls: 4.3198, loss: 4.3198 2024-12-28 10:51:27,034 - pyskl - INFO - Epoch [64][1200/3746] lr: 6.211e-02, eta: 3 days, 2:19:44, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4928, loss_cls: 4.3393, loss: 4.3393 2024-12-28 10:52:52,074 - pyskl - INFO - Epoch [64][1300/3746] lr: 6.208e-02, eta: 3 days, 2:18:25, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2556, top5_acc: 0.5023, loss_cls: 4.3183, loss: 4.3183 2024-12-28 10:54:17,856 - pyskl - INFO - Epoch [64][1400/3746] lr: 6.206e-02, eta: 3 days, 2:17:07, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.4872, loss_cls: 4.3254, loss: 4.3254 2024-12-28 10:55:42,933 - pyskl - INFO - Epoch [64][1500/3746] lr: 6.203e-02, eta: 3 days, 2:15:48, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.4969, loss_cls: 4.2977, loss: 4.2977 2024-12-28 10:57:08,317 - pyskl - INFO - Epoch [64][1600/3746] lr: 6.200e-02, eta: 3 days, 2:14:30, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2531, top5_acc: 0.4986, loss_cls: 4.3280, loss: 4.3280 2024-12-28 10:58:33,691 - pyskl - INFO - Epoch [64][1700/3746] lr: 6.197e-02, eta: 3 days, 2:13:12, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.5017, loss_cls: 4.3177, loss: 4.3177 2024-12-28 10:59:58,798 - pyskl - INFO - Epoch [64][1800/3746] lr: 6.195e-02, eta: 3 days, 2:11:53, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.5053, loss_cls: 4.3109, loss: 4.3109 2024-12-28 11:01:24,512 - pyskl - INFO - Epoch [64][1900/3746] lr: 6.192e-02, eta: 3 days, 2:10:35, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4903, loss_cls: 4.3643, loss: 4.3643 2024-12-28 11:02:50,196 - pyskl - INFO - Epoch [64][2000/3746] lr: 6.189e-02, eta: 3 days, 2:09:17, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2487, top5_acc: 0.4991, loss_cls: 4.3257, loss: 4.3257 2024-12-28 11:04:15,379 - pyskl - INFO - Epoch [64][2100/3746] lr: 6.187e-02, eta: 3 days, 2:07:58, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.4905, loss_cls: 4.3391, loss: 4.3391 2024-12-28 11:05:40,520 - pyskl - INFO - Epoch [64][2200/3746] lr: 6.184e-02, eta: 3 days, 2:06:40, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.4917, loss_cls: 4.3464, loss: 4.3464 2024-12-28 11:07:05,826 - pyskl - INFO - Epoch [64][2300/3746] lr: 6.181e-02, eta: 3 days, 2:05:21, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5066, loss_cls: 4.3151, loss: 4.3151 2024-12-28 11:08:31,124 - pyskl - INFO - Epoch [64][2400/3746] lr: 6.178e-02, eta: 3 days, 2:04:03, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4969, loss_cls: 4.3375, loss: 4.3375 2024-12-28 11:09:56,829 - pyskl - INFO - Epoch [64][2500/3746] lr: 6.176e-02, eta: 3 days, 2:02:45, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4917, loss_cls: 4.3347, loss: 4.3347 2024-12-28 11:11:22,605 - pyskl - INFO - Epoch [64][2600/3746] lr: 6.173e-02, eta: 3 days, 2:01:27, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.5045, loss_cls: 4.3210, loss: 4.3210 2024-12-28 11:12:47,305 - pyskl - INFO - Epoch [64][2700/3746] lr: 6.170e-02, eta: 3 days, 2:00:07, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4780, loss_cls: 4.3875, loss: 4.3875 2024-12-28 11:14:12,658 - pyskl - INFO - Epoch [64][2800/3746] lr: 6.168e-02, eta: 3 days, 1:58:49, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.4945, loss_cls: 4.3619, loss: 4.3619 2024-12-28 11:15:38,147 - pyskl - INFO - Epoch [64][2900/3746] lr: 6.165e-02, eta: 3 days, 1:57:31, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.5009, loss_cls: 4.3370, loss: 4.3370 2024-12-28 11:17:03,234 - pyskl - INFO - Epoch [64][3000/3746] lr: 6.162e-02, eta: 3 days, 1:56:12, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2512, top5_acc: 0.4925, loss_cls: 4.3367, loss: 4.3367 2024-12-28 11:18:29,057 - pyskl - INFO - Epoch [64][3100/3746] lr: 6.159e-02, eta: 3 days, 1:54:54, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.5014, loss_cls: 4.3159, loss: 4.3159 2024-12-28 11:19:53,948 - pyskl - INFO - Epoch [64][3200/3746] lr: 6.157e-02, eta: 3 days, 1:53:35, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4886, loss_cls: 4.3708, loss: 4.3708 2024-12-28 11:21:18,497 - pyskl - INFO - Epoch [64][3300/3746] lr: 6.154e-02, eta: 3 days, 1:52:15, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.5011, loss_cls: 4.3121, loss: 4.3121 2024-12-28 11:22:43,610 - pyskl - INFO - Epoch [64][3400/3746] lr: 6.151e-02, eta: 3 days, 1:50:56, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2592, top5_acc: 0.5022, loss_cls: 4.3487, loss: 4.3487 2024-12-28 11:24:08,975 - pyskl - INFO - Epoch [64][3500/3746] lr: 6.148e-02, eta: 3 days, 1:49:38, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5158, loss_cls: 4.2466, loss: 4.2466 2024-12-28 11:25:34,236 - pyskl - INFO - Epoch [64][3600/3746] lr: 6.146e-02, eta: 3 days, 1:48:19, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.4945, loss_cls: 4.3173, loss: 4.3173 2024-12-28 11:27:00,105 - pyskl - INFO - Epoch [64][3700/3746] lr: 6.143e-02, eta: 3 days, 1:47:01, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.4898, loss_cls: 4.3868, loss: 4.3868 2024-12-28 11:27:41,115 - pyskl - INFO - Saving checkpoint at 64 epochs 2024-12-28 11:29:41,738 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 11:29:42,553 - pyskl - INFO - top1_acc 0.2035 top5_acc 0.4210 2024-12-28 11:29:42,553 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 11:29:42,608 - pyskl - INFO - mean_acc 0.2033 2024-12-28 11:29:42,615 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_63.pth was removed 2024-12-28 11:29:42,957 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. 2024-12-28 11:29:42,958 - pyskl - INFO - Best top1_acc is 0.2035 at 64 epoch. 2024-12-28 11:29:42,976 - pyskl - INFO - Epoch(val) [64][309] top1_acc: 0.2035, top5_acc: 0.4210, mean_class_accuracy: 0.2033 2024-12-28 11:33:59,312 - pyskl - INFO - Epoch [65][100/3746] lr: 6.139e-02, eta: 3 days, 1:48:04, time: 2.563, data_time: 1.537, memory: 15990, top1_acc: 0.2527, top5_acc: 0.5052, loss_cls: 4.2951, loss: 4.2951 2024-12-28 11:35:23,893 - pyskl - INFO - Epoch [65][200/3746] lr: 6.136e-02, eta: 3 days, 1:46:44, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.5059, loss_cls: 4.2849, loss: 4.2849 2024-12-28 11:36:48,775 - pyskl - INFO - Epoch [65][300/3746] lr: 6.134e-02, eta: 3 days, 1:45:25, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2605, top5_acc: 0.5064, loss_cls: 4.2881, loss: 4.2881 2024-12-28 11:38:14,144 - pyskl - INFO - Epoch [65][400/3746] lr: 6.131e-02, eta: 3 days, 1:44:06, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.4961, loss_cls: 4.3146, loss: 4.3146 2024-12-28 11:39:39,623 - pyskl - INFO - Epoch [65][500/3746] lr: 6.128e-02, eta: 3 days, 1:42:47, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.5012, loss_cls: 4.3029, loss: 4.3029 2024-12-28 11:41:04,245 - pyskl - INFO - Epoch [65][600/3746] lr: 6.125e-02, eta: 3 days, 1:41:28, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5020, loss_cls: 4.3067, loss: 4.3067 2024-12-28 11:42:29,117 - pyskl - INFO - Epoch [65][700/3746] lr: 6.123e-02, eta: 3 days, 1:40:08, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.4981, loss_cls: 4.2973, loss: 4.2973 2024-12-28 11:43:53,819 - pyskl - INFO - Epoch [65][800/3746] lr: 6.120e-02, eta: 3 days, 1:38:49, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.4958, loss_cls: 4.3431, loss: 4.3431 2024-12-28 11:45:18,361 - pyskl - INFO - Epoch [65][900/3746] lr: 6.117e-02, eta: 3 days, 1:37:29, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5062, loss_cls: 4.3110, loss: 4.3110 2024-12-28 11:46:43,008 - pyskl - INFO - Epoch [65][1000/3746] lr: 6.115e-02, eta: 3 days, 1:36:09, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2522, top5_acc: 0.5072, loss_cls: 4.2993, loss: 4.2993 2024-12-28 11:48:07,867 - pyskl - INFO - Epoch [65][1100/3746] lr: 6.112e-02, eta: 3 days, 1:34:50, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.2561, top5_acc: 0.5011, loss_cls: 4.3429, loss: 4.3429 2024-12-28 11:49:32,542 - pyskl - INFO - Epoch [65][1200/3746] lr: 6.109e-02, eta: 3 days, 1:33:30, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2519, top5_acc: 0.4975, loss_cls: 4.3176, loss: 4.3176 2024-12-28 11:50:57,705 - pyskl - INFO - Epoch [65][1300/3746] lr: 6.106e-02, eta: 3 days, 1:32:11, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4975, loss_cls: 4.3119, loss: 4.3119 2024-12-28 11:52:22,798 - pyskl - INFO - Epoch [65][1400/3746] lr: 6.104e-02, eta: 3 days, 1:30:52, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.5112, loss_cls: 4.3070, loss: 4.3070 2024-12-28 11:53:47,915 - pyskl - INFO - Epoch [65][1500/3746] lr: 6.101e-02, eta: 3 days, 1:29:33, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2495, top5_acc: 0.4938, loss_cls: 4.3489, loss: 4.3489 2024-12-28 11:55:13,221 - pyskl - INFO - Epoch [65][1600/3746] lr: 6.098e-02, eta: 3 days, 1:28:15, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5056, loss_cls: 4.2868, loss: 4.2868 2024-12-28 11:56:38,648 - pyskl - INFO - Epoch [65][1700/3746] lr: 6.095e-02, eta: 3 days, 1:26:56, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.4936, loss_cls: 4.3418, loss: 4.3418 2024-12-28 11:58:03,736 - pyskl - INFO - Epoch [65][1800/3746] lr: 6.093e-02, eta: 3 days, 1:25:37, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5022, loss_cls: 4.2770, loss: 4.2770 2024-12-28 11:59:28,546 - pyskl - INFO - Epoch [65][1900/3746] lr: 6.090e-02, eta: 3 days, 1:24:17, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4889, loss_cls: 4.3473, loss: 4.3473 2024-12-28 12:00:53,306 - pyskl - INFO - Epoch [65][2000/3746] lr: 6.087e-02, eta: 3 days, 1:22:58, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2512, top5_acc: 0.4898, loss_cls: 4.3452, loss: 4.3452 2024-12-28 12:02:18,578 - pyskl - INFO - Epoch [65][2100/3746] lr: 6.085e-02, eta: 3 days, 1:21:39, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4966, loss_cls: 4.3285, loss: 4.3285 2024-12-28 12:03:44,006 - pyskl - INFO - Epoch [65][2200/3746] lr: 6.082e-02, eta: 3 days, 1:20:20, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.5086, loss_cls: 4.2603, loss: 4.2603 2024-12-28 12:05:09,758 - pyskl - INFO - Epoch [65][2300/3746] lr: 6.079e-02, eta: 3 days, 1:19:02, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.4945, loss_cls: 4.3379, loss: 4.3379 2024-12-28 12:06:35,225 - pyskl - INFO - Epoch [65][2400/3746] lr: 6.076e-02, eta: 3 days, 1:17:43, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5022, loss_cls: 4.2890, loss: 4.2890 2024-12-28 12:08:00,255 - pyskl - INFO - Epoch [65][2500/3746] lr: 6.074e-02, eta: 3 days, 1:16:24, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.4994, loss_cls: 4.3173, loss: 4.3173 2024-12-28 12:09:25,247 - pyskl - INFO - Epoch [65][2600/3746] lr: 6.071e-02, eta: 3 days, 1:15:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5078, loss_cls: 4.2893, loss: 4.2893 2024-12-28 12:10:50,132 - pyskl - INFO - Epoch [65][2700/3746] lr: 6.068e-02, eta: 3 days, 1:13:45, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.5033, loss_cls: 4.3014, loss: 4.3014 2024-12-28 12:12:14,915 - pyskl - INFO - Epoch [65][2800/3746] lr: 6.065e-02, eta: 3 days, 1:12:26, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.4902, loss_cls: 4.3505, loss: 4.3505 2024-12-28 12:13:39,614 - pyskl - INFO - Epoch [65][2900/3746] lr: 6.063e-02, eta: 3 days, 1:11:06, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.4995, loss_cls: 4.2994, loss: 4.2994 2024-12-28 12:15:04,037 - pyskl - INFO - Epoch [65][3000/3746] lr: 6.060e-02, eta: 3 days, 1:09:46, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2536, top5_acc: 0.5027, loss_cls: 4.3174, loss: 4.3174 2024-12-28 12:16:27,822 - pyskl - INFO - Epoch [65][3100/3746] lr: 6.057e-02, eta: 3 days, 1:08:25, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5059, loss_cls: 4.2694, loss: 4.2694 2024-12-28 12:17:52,328 - pyskl - INFO - Epoch [65][3200/3746] lr: 6.055e-02, eta: 3 days, 1:07:05, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.5022, loss_cls: 4.3202, loss: 4.3202 2024-12-28 12:19:17,008 - pyskl - INFO - Epoch [65][3300/3746] lr: 6.052e-02, eta: 3 days, 1:05:46, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4983, loss_cls: 4.3252, loss: 4.3252 2024-12-28 12:20:41,231 - pyskl - INFO - Epoch [65][3400/3746] lr: 6.049e-02, eta: 3 days, 1:04:25, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4869, loss_cls: 4.3470, loss: 4.3470 2024-12-28 12:22:05,837 - pyskl - INFO - Epoch [65][3500/3746] lr: 6.046e-02, eta: 3 days, 1:03:06, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2470, top5_acc: 0.4916, loss_cls: 4.3638, loss: 4.3638 2024-12-28 12:23:30,592 - pyskl - INFO - Epoch [65][3600/3746] lr: 6.044e-02, eta: 3 days, 1:01:46, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.4952, loss_cls: 4.3445, loss: 4.3445 2024-12-28 12:24:55,686 - pyskl - INFO - Epoch [65][3700/3746] lr: 6.041e-02, eta: 3 days, 1:00:27, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.4877, loss_cls: 4.3457, loss: 4.3457 2024-12-28 12:25:36,897 - pyskl - INFO - Saving checkpoint at 65 epochs 2024-12-28 12:27:34,381 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 12:27:35,177 - pyskl - INFO - top1_acc 0.1953 top5_acc 0.4218 2024-12-28 12:27:35,177 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 12:27:35,225 - pyskl - INFO - mean_acc 0.1952 2024-12-28 12:27:35,239 - pyskl - INFO - Epoch(val) [65][309] top1_acc: 0.1953, top5_acc: 0.4218, mean_class_accuracy: 0.1952 2024-12-28 12:31:59,593 - pyskl - INFO - Epoch [66][100/3746] lr: 6.037e-02, eta: 3 days, 1:01:34, time: 2.643, data_time: 1.595, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5098, loss_cls: 4.2528, loss: 4.2528 2024-12-28 12:33:25,498 - pyskl - INFO - Epoch [66][200/3746] lr: 6.034e-02, eta: 3 days, 1:00:16, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.4961, loss_cls: 4.2707, loss: 4.2707 2024-12-28 12:34:50,675 - pyskl - INFO - Epoch [66][300/3746] lr: 6.031e-02, eta: 3 days, 0:58:57, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5095, loss_cls: 4.2871, loss: 4.2871 2024-12-28 12:36:16,268 - pyskl - INFO - Epoch [66][400/3746] lr: 6.029e-02, eta: 3 days, 0:57:38, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5103, loss_cls: 4.2967, loss: 4.2967 2024-12-28 12:37:41,333 - pyskl - INFO - Epoch [66][500/3746] lr: 6.026e-02, eta: 3 days, 0:56:19, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5028, loss_cls: 4.2631, loss: 4.2631 2024-12-28 12:39:06,591 - pyskl - INFO - Epoch [66][600/3746] lr: 6.023e-02, eta: 3 days, 0:55:00, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5075, loss_cls: 4.2607, loss: 4.2607 2024-12-28 12:40:31,951 - pyskl - INFO - Epoch [66][700/3746] lr: 6.020e-02, eta: 3 days, 0:53:41, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.5012, loss_cls: 4.2760, loss: 4.2760 2024-12-28 12:41:56,988 - pyskl - INFO - Epoch [66][800/3746] lr: 6.018e-02, eta: 3 days, 0:52:21, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2556, top5_acc: 0.4986, loss_cls: 4.3181, loss: 4.3181 2024-12-28 12:43:22,114 - pyskl - INFO - Epoch [66][900/3746] lr: 6.015e-02, eta: 3 days, 0:51:02, time: 0.851, data_time: 0.001, memory: 15990, top1_acc: 0.2534, top5_acc: 0.5042, loss_cls: 4.3046, loss: 4.3046 2024-12-28 12:44:47,147 - pyskl - INFO - Epoch [66][1000/3746] lr: 6.012e-02, eta: 3 days, 0:49:42, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5106, loss_cls: 4.2489, loss: 4.2489 2024-12-28 12:46:12,539 - pyskl - INFO - Epoch [66][1100/3746] lr: 6.009e-02, eta: 3 days, 0:48:23, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.4894, loss_cls: 4.3352, loss: 4.3352 2024-12-28 12:47:37,474 - pyskl - INFO - Epoch [66][1200/3746] lr: 6.007e-02, eta: 3 days, 0:47:04, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2548, top5_acc: 0.4992, loss_cls: 4.3043, loss: 4.3043 2024-12-28 12:49:02,122 - pyskl - INFO - Epoch [66][1300/3746] lr: 6.004e-02, eta: 3 days, 0:45:44, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.5072, loss_cls: 4.2797, loss: 4.2797 2024-12-28 12:50:26,630 - pyskl - INFO - Epoch [66][1400/3746] lr: 6.001e-02, eta: 3 days, 0:44:24, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.4994, loss_cls: 4.3048, loss: 4.3048 2024-12-28 12:51:51,372 - pyskl - INFO - Epoch [66][1500/3746] lr: 5.999e-02, eta: 3 days, 0:43:04, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2548, top5_acc: 0.4980, loss_cls: 4.2967, loss: 4.2967 2024-12-28 12:53:15,621 - pyskl - INFO - Epoch [66][1600/3746] lr: 5.996e-02, eta: 3 days, 0:41:43, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5073, loss_cls: 4.2740, loss: 4.2740 2024-12-28 12:54:40,402 - pyskl - INFO - Epoch [66][1700/3746] lr: 5.993e-02, eta: 3 days, 0:40:24, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2597, top5_acc: 0.5094, loss_cls: 4.2742, loss: 4.2742 2024-12-28 12:56:05,386 - pyskl - INFO - Epoch [66][1800/3746] lr: 5.990e-02, eta: 3 days, 0:39:04, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.4892, loss_cls: 4.3512, loss: 4.3512 2024-12-28 12:57:30,571 - pyskl - INFO - Epoch [66][1900/3746] lr: 5.988e-02, eta: 3 days, 0:37:45, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.5058, loss_cls: 4.3051, loss: 4.3051 2024-12-28 12:58:55,835 - pyskl - INFO - Epoch [66][2000/3746] lr: 5.985e-02, eta: 3 days, 0:36:26, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2494, top5_acc: 0.4956, loss_cls: 4.3205, loss: 4.3205 2024-12-28 13:00:21,288 - pyskl - INFO - Epoch [66][2100/3746] lr: 5.982e-02, eta: 3 days, 0:35:07, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5088, loss_cls: 4.2714, loss: 4.2714 2024-12-28 13:01:46,618 - pyskl - INFO - Epoch [66][2200/3746] lr: 5.979e-02, eta: 3 days, 0:33:48, time: 0.853, data_time: 0.001, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5008, loss_cls: 4.3328, loss: 4.3328 2024-12-28 13:03:12,411 - pyskl - INFO - Epoch [66][2300/3746] lr: 5.977e-02, eta: 3 days, 0:32:29, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5077, loss_cls: 4.3299, loss: 4.3299 2024-12-28 13:04:37,796 - pyskl - INFO - Epoch [66][2400/3746] lr: 5.974e-02, eta: 3 days, 0:31:10, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.4980, loss_cls: 4.3044, loss: 4.3044 2024-12-28 13:06:03,405 - pyskl - INFO - Epoch [66][2500/3746] lr: 5.971e-02, eta: 3 days, 0:29:51, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.4964, loss_cls: 4.3386, loss: 4.3386 2024-12-28 13:07:29,180 - pyskl - INFO - Epoch [66][2600/3746] lr: 5.968e-02, eta: 3 days, 0:28:33, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.5072, loss_cls: 4.2852, loss: 4.2852 2024-12-28 13:08:54,933 - pyskl - INFO - Epoch [66][2700/3746] lr: 5.966e-02, eta: 3 days, 0:27:14, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.4939, loss_cls: 4.3502, loss: 4.3502 2024-12-28 13:10:19,672 - pyskl - INFO - Epoch [66][2800/3746] lr: 5.963e-02, eta: 3 days, 0:25:54, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.4991, loss_cls: 4.3691, loss: 4.3691 2024-12-28 13:11:44,817 - pyskl - INFO - Epoch [66][2900/3746] lr: 5.960e-02, eta: 3 days, 0:24:35, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.4992, loss_cls: 4.3277, loss: 4.3277 2024-12-28 13:13:09,499 - pyskl - INFO - Epoch [66][3000/3746] lr: 5.957e-02, eta: 3 days, 0:23:15, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.5009, loss_cls: 4.3343, loss: 4.3343 2024-12-28 13:14:34,316 - pyskl - INFO - Epoch [66][3100/3746] lr: 5.955e-02, eta: 3 days, 0:21:55, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.5050, loss_cls: 4.3102, loss: 4.3102 2024-12-28 13:15:59,095 - pyskl - INFO - Epoch [66][3200/3746] lr: 5.952e-02, eta: 3 days, 0:20:35, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5017, loss_cls: 4.3036, loss: 4.3036 2024-12-28 13:17:24,229 - pyskl - INFO - Epoch [66][3300/3746] lr: 5.949e-02, eta: 3 days, 0:19:16, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5050, loss_cls: 4.2667, loss: 4.2667 2024-12-28 13:18:48,451 - pyskl - INFO - Epoch [66][3400/3746] lr: 5.946e-02, eta: 3 days, 0:17:55, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2512, top5_acc: 0.4983, loss_cls: 4.3394, loss: 4.3394 2024-12-28 13:20:13,010 - pyskl - INFO - Epoch [66][3500/3746] lr: 5.944e-02, eta: 3 days, 0:16:35, time: 0.846, data_time: 0.001, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4909, loss_cls: 4.3544, loss: 4.3544 2024-12-28 13:21:37,480 - pyskl - INFO - Epoch [66][3600/3746] lr: 5.941e-02, eta: 3 days, 0:15:15, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.5012, loss_cls: 4.2781, loss: 4.2781 2024-12-28 13:23:02,218 - pyskl - INFO - Epoch [66][3700/3746] lr: 5.938e-02, eta: 3 days, 0:13:55, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2573, top5_acc: 0.5011, loss_cls: 4.3206, loss: 4.3206 2024-12-28 13:23:43,392 - pyskl - INFO - Saving checkpoint at 66 epochs 2024-12-28 13:25:42,949 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 13:25:43,914 - pyskl - INFO - top1_acc 0.1758 top5_acc 0.3938 2024-12-28 13:25:43,914 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 13:25:43,960 - pyskl - INFO - mean_acc 0.1756 2024-12-28 13:25:43,977 - pyskl - INFO - Epoch(val) [66][309] top1_acc: 0.1758, top5_acc: 0.3938, mean_class_accuracy: 0.1756 2024-12-28 13:30:01,469 - pyskl - INFO - Epoch [67][100/3746] lr: 5.934e-02, eta: 3 days, 0:14:48, time: 2.575, data_time: 1.536, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5097, loss_cls: 4.2649, loss: 4.2649 2024-12-28 13:31:26,603 - pyskl - INFO - Epoch [67][200/3746] lr: 5.931e-02, eta: 3 days, 0:13:29, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5088, loss_cls: 4.2792, loss: 4.2792 2024-12-28 13:32:52,618 - pyskl - INFO - Epoch [67][300/3746] lr: 5.929e-02, eta: 3 days, 0:12:10, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5147, loss_cls: 4.2613, loss: 4.2613 2024-12-28 13:34:18,322 - pyskl - INFO - Epoch [67][400/3746] lr: 5.926e-02, eta: 3 days, 0:10:51, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5091, loss_cls: 4.2631, loss: 4.2631 2024-12-28 13:35:43,459 - pyskl - INFO - Epoch [67][500/3746] lr: 5.923e-02, eta: 3 days, 0:09:32, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.5047, loss_cls: 4.2936, loss: 4.2936 2024-12-28 13:37:09,378 - pyskl - INFO - Epoch [67][600/3746] lr: 5.920e-02, eta: 3 days, 0:08:13, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2623, top5_acc: 0.5077, loss_cls: 4.2694, loss: 4.2694 2024-12-28 13:38:35,127 - pyskl - INFO - Epoch [67][700/3746] lr: 5.918e-02, eta: 3 days, 0:06:54, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5225, loss_cls: 4.2005, loss: 4.2005 2024-12-28 13:40:00,866 - pyskl - INFO - Epoch [67][800/3746] lr: 5.915e-02, eta: 3 days, 0:05:35, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.5009, loss_cls: 4.3289, loss: 4.3289 2024-12-28 13:41:26,642 - pyskl - INFO - Epoch [67][900/3746] lr: 5.912e-02, eta: 3 days, 0:04:17, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.5028, loss_cls: 4.3185, loss: 4.3185 2024-12-28 13:42:51,740 - pyskl - INFO - Epoch [67][1000/3746] lr: 5.909e-02, eta: 3 days, 0:02:57, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2548, top5_acc: 0.5009, loss_cls: 4.3187, loss: 4.3187 2024-12-28 13:44:15,800 - pyskl - INFO - Epoch [67][1100/3746] lr: 5.907e-02, eta: 3 days, 0:01:36, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.4934, loss_cls: 4.3218, loss: 4.3218 2024-12-28 13:45:39,916 - pyskl - INFO - Epoch [67][1200/3746] lr: 5.904e-02, eta: 3 days, 0:00:15, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5153, loss_cls: 4.2466, loss: 4.2466 2024-12-28 13:47:04,651 - pyskl - INFO - Epoch [67][1300/3746] lr: 5.901e-02, eta: 2 days, 23:58:55, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.4936, loss_cls: 4.3331, loss: 4.3331 2024-12-28 13:48:28,922 - pyskl - INFO - Epoch [67][1400/3746] lr: 5.898e-02, eta: 2 days, 23:57:34, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4877, loss_cls: 4.3200, loss: 4.3200 2024-12-28 13:49:53,680 - pyskl - INFO - Epoch [67][1500/3746] lr: 5.896e-02, eta: 2 days, 23:56:14, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5044, loss_cls: 4.2831, loss: 4.2831 2024-12-28 13:51:18,248 - pyskl - INFO - Epoch [67][1600/3746] lr: 5.893e-02, eta: 2 days, 23:54:54, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.5000, loss_cls: 4.2943, loss: 4.2943 2024-12-28 13:52:43,405 - pyskl - INFO - Epoch [67][1700/3746] lr: 5.890e-02, eta: 2 days, 23:53:34, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5058, loss_cls: 4.2884, loss: 4.2884 2024-12-28 13:54:08,096 - pyskl - INFO - Epoch [67][1800/3746] lr: 5.887e-02, eta: 2 days, 23:52:14, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.4936, loss_cls: 4.2978, loss: 4.2978 2024-12-28 13:55:33,049 - pyskl - INFO - Epoch [67][1900/3746] lr: 5.885e-02, eta: 2 days, 23:50:54, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2528, top5_acc: 0.5016, loss_cls: 4.3281, loss: 4.3281 2024-12-28 13:56:58,341 - pyskl - INFO - Epoch [67][2000/3746] lr: 5.882e-02, eta: 2 days, 23:49:35, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4931, loss_cls: 4.3550, loss: 4.3550 2024-12-28 13:58:22,958 - pyskl - INFO - Epoch [67][2100/3746] lr: 5.879e-02, eta: 2 days, 23:48:14, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2452, top5_acc: 0.5003, loss_cls: 4.3366, loss: 4.3366 2024-12-28 13:59:47,851 - pyskl - INFO - Epoch [67][2200/3746] lr: 5.876e-02, eta: 2 days, 23:46:54, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.5002, loss_cls: 4.3085, loss: 4.3085 2024-12-28 14:01:13,200 - pyskl - INFO - Epoch [67][2300/3746] lr: 5.874e-02, eta: 2 days, 23:45:35, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5008, loss_cls: 4.3096, loss: 4.3096 2024-12-28 14:02:38,931 - pyskl - INFO - Epoch [67][2400/3746] lr: 5.871e-02, eta: 2 days, 23:44:16, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.5048, loss_cls: 4.2723, loss: 4.2723 2024-12-28 14:04:03,948 - pyskl - INFO - Epoch [67][2500/3746] lr: 5.868e-02, eta: 2 days, 23:42:56, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.5106, loss_cls: 4.2783, loss: 4.2783 2024-12-28 14:05:28,778 - pyskl - INFO - Epoch [67][2600/3746] lr: 5.865e-02, eta: 2 days, 23:41:36, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.2598, top5_acc: 0.4994, loss_cls: 4.2877, loss: 4.2877 2024-12-28 14:06:53,957 - pyskl - INFO - Epoch [67][2700/3746] lr: 5.863e-02, eta: 2 days, 23:40:17, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.5044, loss_cls: 4.2925, loss: 4.2925 2024-12-28 14:08:18,620 - pyskl - INFO - Epoch [67][2800/3746] lr: 5.860e-02, eta: 2 days, 23:38:56, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.4959, loss_cls: 4.3011, loss: 4.3011 2024-12-28 14:09:43,666 - pyskl - INFO - Epoch [67][2900/3746] lr: 5.857e-02, eta: 2 days, 23:37:37, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.4989, loss_cls: 4.2917, loss: 4.2917 2024-12-28 14:11:08,941 - pyskl - INFO - Epoch [67][3000/3746] lr: 5.854e-02, eta: 2 days, 23:36:17, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2602, top5_acc: 0.5069, loss_cls: 4.2807, loss: 4.2807 2024-12-28 14:12:34,032 - pyskl - INFO - Epoch [67][3100/3746] lr: 5.852e-02, eta: 2 days, 23:34:57, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2553, top5_acc: 0.4981, loss_cls: 4.3253, loss: 4.3253 2024-12-28 14:13:58,975 - pyskl - INFO - Epoch [67][3200/3746] lr: 5.849e-02, eta: 2 days, 23:33:37, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5038, loss_cls: 4.2913, loss: 4.2913 2024-12-28 14:15:24,033 - pyskl - INFO - Epoch [67][3300/3746] lr: 5.846e-02, eta: 2 days, 23:32:18, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5122, loss_cls: 4.2660, loss: 4.2660 2024-12-28 14:16:48,814 - pyskl - INFO - Epoch [67][3400/3746] lr: 5.843e-02, eta: 2 days, 23:30:57, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5095, loss_cls: 4.2659, loss: 4.2659 2024-12-28 14:18:13,091 - pyskl - INFO - Epoch [67][3500/3746] lr: 5.841e-02, eta: 2 days, 23:29:37, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5081, loss_cls: 4.2781, loss: 4.2781 2024-12-28 14:19:37,162 - pyskl - INFO - Epoch [67][3600/3746] lr: 5.838e-02, eta: 2 days, 23:28:16, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5033, loss_cls: 4.3241, loss: 4.3241 2024-12-28 14:21:01,844 - pyskl - INFO - Epoch [67][3700/3746] lr: 5.835e-02, eta: 2 days, 23:26:55, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.4988, loss_cls: 4.3227, loss: 4.3227 2024-12-28 14:21:42,737 - pyskl - INFO - Saving checkpoint at 67 epochs 2024-12-28 14:23:41,752 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 14:23:42,444 - pyskl - INFO - top1_acc 0.1823 top5_acc 0.4017 2024-12-28 14:23:42,444 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 14:23:42,501 - pyskl - INFO - mean_acc 0.1822 2024-12-28 14:23:42,520 - pyskl - INFO - Epoch(val) [67][309] top1_acc: 0.1823, top5_acc: 0.4017, mean_class_accuracy: 0.1822 2024-12-28 14:27:55,167 - pyskl - INFO - Epoch [68][100/3746] lr: 5.831e-02, eta: 2 days, 23:27:38, time: 2.526, data_time: 1.501, memory: 15990, top1_acc: 0.2572, top5_acc: 0.5136, loss_cls: 4.2582, loss: 4.2582 2024-12-28 14:29:20,212 - pyskl - INFO - Epoch [68][200/3746] lr: 5.828e-02, eta: 2 days, 23:26:18, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5167, loss_cls: 4.2306, loss: 4.2306 2024-12-28 14:30:46,018 - pyskl - INFO - Epoch [68][300/3746] lr: 5.826e-02, eta: 2 days, 23:24:59, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5070, loss_cls: 4.2772, loss: 4.2772 2024-12-28 14:32:10,641 - pyskl - INFO - Epoch [68][400/3746] lr: 5.823e-02, eta: 2 days, 23:23:38, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5041, loss_cls: 4.2953, loss: 4.2953 2024-12-28 14:33:35,414 - pyskl - INFO - Epoch [68][500/3746] lr: 5.820e-02, eta: 2 days, 23:22:18, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5120, loss_cls: 4.2670, loss: 4.2670 2024-12-28 14:34:59,982 - pyskl - INFO - Epoch [68][600/3746] lr: 5.817e-02, eta: 2 days, 23:20:58, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5075, loss_cls: 4.2736, loss: 4.2736 2024-12-28 14:36:25,121 - pyskl - INFO - Epoch [68][700/3746] lr: 5.815e-02, eta: 2 days, 23:19:38, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2528, top5_acc: 0.4998, loss_cls: 4.3534, loss: 4.3534 2024-12-28 14:37:49,535 - pyskl - INFO - Epoch [68][800/3746] lr: 5.812e-02, eta: 2 days, 23:18:17, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.5102, loss_cls: 4.2964, loss: 4.2964 2024-12-28 14:39:14,027 - pyskl - INFO - Epoch [68][900/3746] lr: 5.809e-02, eta: 2 days, 23:16:56, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.4922, loss_cls: 4.3255, loss: 4.3255 2024-12-28 14:40:38,521 - pyskl - INFO - Epoch [68][1000/3746] lr: 5.806e-02, eta: 2 days, 23:15:36, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5123, loss_cls: 4.2600, loss: 4.2600 2024-12-28 14:42:02,603 - pyskl - INFO - Epoch [68][1100/3746] lr: 5.804e-02, eta: 2 days, 23:14:14, time: 0.841, data_time: 0.001, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5078, loss_cls: 4.2862, loss: 4.2862 2024-12-28 14:43:26,700 - pyskl - INFO - Epoch [68][1200/3746] lr: 5.801e-02, eta: 2 days, 23:12:53, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.4942, loss_cls: 4.3210, loss: 4.3210 2024-12-28 14:44:51,318 - pyskl - INFO - Epoch [68][1300/3746] lr: 5.798e-02, eta: 2 days, 23:11:33, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.5066, loss_cls: 4.2888, loss: 4.2888 2024-12-28 14:46:15,961 - pyskl - INFO - Epoch [68][1400/3746] lr: 5.795e-02, eta: 2 days, 23:10:12, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2592, top5_acc: 0.5009, loss_cls: 4.2939, loss: 4.2939 2024-12-28 14:47:40,405 - pyskl - INFO - Epoch [68][1500/3746] lr: 5.792e-02, eta: 2 days, 23:08:52, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5192, loss_cls: 4.2156, loss: 4.2156 2024-12-28 14:49:05,383 - pyskl - INFO - Epoch [68][1600/3746] lr: 5.790e-02, eta: 2 days, 23:07:31, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.5033, loss_cls: 4.2918, loss: 4.2918 2024-12-28 14:50:30,601 - pyskl - INFO - Epoch [68][1700/3746] lr: 5.787e-02, eta: 2 days, 23:06:12, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5203, loss_cls: 4.2318, loss: 4.2318 2024-12-28 14:51:56,088 - pyskl - INFO - Epoch [68][1800/3746] lr: 5.784e-02, eta: 2 days, 23:04:52, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5127, loss_cls: 4.2541, loss: 4.2541 2024-12-28 14:53:21,007 - pyskl - INFO - Epoch [68][1900/3746] lr: 5.781e-02, eta: 2 days, 23:03:32, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.5016, loss_cls: 4.2803, loss: 4.2803 2024-12-28 14:54:45,845 - pyskl - INFO - Epoch [68][2000/3746] lr: 5.779e-02, eta: 2 days, 23:02:12, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5150, loss_cls: 4.2517, loss: 4.2517 2024-12-28 14:56:11,092 - pyskl - INFO - Epoch [68][2100/3746] lr: 5.776e-02, eta: 2 days, 23:00:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.4952, loss_cls: 4.3107, loss: 4.3107 2024-12-28 14:57:35,973 - pyskl - INFO - Epoch [68][2200/3746] lr: 5.773e-02, eta: 2 days, 22:59:32, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5080, loss_cls: 4.2576, loss: 4.2576 2024-12-28 14:59:01,035 - pyskl - INFO - Epoch [68][2300/3746] lr: 5.770e-02, eta: 2 days, 22:58:12, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5012, loss_cls: 4.2919, loss: 4.2919 2024-12-28 15:00:26,227 - pyskl - INFO - Epoch [68][2400/3746] lr: 5.768e-02, eta: 2 days, 22:56:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2642, top5_acc: 0.5056, loss_cls: 4.2785, loss: 4.2785 2024-12-28 15:01:51,123 - pyskl - INFO - Epoch [68][2500/3746] lr: 5.765e-02, eta: 2 days, 22:55:32, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.4983, loss_cls: 4.3084, loss: 4.3084 2024-12-28 15:03:15,768 - pyskl - INFO - Epoch [68][2600/3746] lr: 5.762e-02, eta: 2 days, 22:54:11, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.4939, loss_cls: 4.2922, loss: 4.2922 2024-12-28 15:04:40,424 - pyskl - INFO - Epoch [68][2700/3746] lr: 5.759e-02, eta: 2 days, 22:52:51, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5133, loss_cls: 4.2882, loss: 4.2882 2024-12-28 15:06:05,230 - pyskl - INFO - Epoch [68][2800/3746] lr: 5.757e-02, eta: 2 days, 22:51:30, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.5117, loss_cls: 4.2595, loss: 4.2595 2024-12-28 15:07:30,030 - pyskl - INFO - Epoch [68][2900/3746] lr: 5.754e-02, eta: 2 days, 22:50:10, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5075, loss_cls: 4.2642, loss: 4.2642 2024-12-28 15:08:54,780 - pyskl - INFO - Epoch [68][3000/3746] lr: 5.751e-02, eta: 2 days, 22:48:49, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5041, loss_cls: 4.2688, loss: 4.2688 2024-12-28 15:10:19,126 - pyskl - INFO - Epoch [68][3100/3746] lr: 5.748e-02, eta: 2 days, 22:47:29, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5089, loss_cls: 4.2706, loss: 4.2706 2024-12-28 15:11:43,636 - pyskl - INFO - Epoch [68][3200/3746] lr: 5.746e-02, eta: 2 days, 22:46:08, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5136, loss_cls: 4.2734, loss: 4.2734 2024-12-28 15:13:08,200 - pyskl - INFO - Epoch [68][3300/3746] lr: 5.743e-02, eta: 2 days, 22:44:47, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.5036, loss_cls: 4.3001, loss: 4.3001 2024-12-28 15:14:32,797 - pyskl - INFO - Epoch [68][3400/3746] lr: 5.740e-02, eta: 2 days, 22:43:27, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.4984, loss_cls: 4.3367, loss: 4.3367 2024-12-28 15:15:57,042 - pyskl - INFO - Epoch [68][3500/3746] lr: 5.737e-02, eta: 2 days, 22:42:06, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5078, loss_cls: 4.2776, loss: 4.2776 2024-12-28 15:17:21,173 - pyskl - INFO - Epoch [68][3600/3746] lr: 5.734e-02, eta: 2 days, 22:40:44, time: 0.841, data_time: 0.001, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5111, loss_cls: 4.2625, loss: 4.2625 2024-12-28 15:18:45,613 - pyskl - INFO - Epoch [68][3700/3746] lr: 5.732e-02, eta: 2 days, 22:39:24, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5078, loss_cls: 4.2670, loss: 4.2670 2024-12-28 15:19:26,254 - pyskl - INFO - Saving checkpoint at 68 epochs 2024-12-28 15:21:23,812 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 15:21:24,611 - pyskl - INFO - top1_acc 0.2037 top5_acc 0.4237 2024-12-28 15:21:24,612 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 15:21:24,657 - pyskl - INFO - mean_acc 0.2035 2024-12-28 15:21:24,661 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_64.pth was removed 2024-12-28 15:21:25,103 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. 2024-12-28 15:21:25,104 - pyskl - INFO - Best top1_acc is 0.2037 at 68 epoch. 2024-12-28 15:21:25,123 - pyskl - INFO - Epoch(val) [68][309] top1_acc: 0.2037, top5_acc: 0.4237, mean_class_accuracy: 0.2035 2024-12-28 15:25:47,550 - pyskl - INFO - Epoch [69][100/3746] lr: 5.728e-02, eta: 2 days, 22:40:13, time: 2.624, data_time: 1.596, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5191, loss_cls: 4.2210, loss: 4.2210 2024-12-28 15:27:12,824 - pyskl - INFO - Epoch [69][200/3746] lr: 5.725e-02, eta: 2 days, 22:38:53, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5052, loss_cls: 4.2884, loss: 4.2884 2024-12-28 15:28:38,004 - pyskl - INFO - Epoch [69][300/3746] lr: 5.722e-02, eta: 2 days, 22:37:33, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2741, top5_acc: 0.5205, loss_cls: 4.2030, loss: 4.2030 2024-12-28 15:30:03,652 - pyskl - INFO - Epoch [69][400/3746] lr: 5.719e-02, eta: 2 days, 22:36:14, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5106, loss_cls: 4.2616, loss: 4.2616 2024-12-28 15:31:28,085 - pyskl - INFO - Epoch [69][500/3746] lr: 5.717e-02, eta: 2 days, 22:34:53, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2642, top5_acc: 0.5061, loss_cls: 4.2664, loss: 4.2664 2024-12-28 15:32:53,428 - pyskl - INFO - Epoch [69][600/3746] lr: 5.714e-02, eta: 2 days, 22:33:33, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5184, loss_cls: 4.2433, loss: 4.2433 2024-12-28 15:34:18,322 - pyskl - INFO - Epoch [69][700/3746] lr: 5.711e-02, eta: 2 days, 22:32:12, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5194, loss_cls: 4.2032, loss: 4.2032 2024-12-28 15:35:43,667 - pyskl - INFO - Epoch [69][800/3746] lr: 5.708e-02, eta: 2 days, 22:30:53, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5055, loss_cls: 4.2759, loss: 4.2759 2024-12-28 15:37:09,158 - pyskl - INFO - Epoch [69][900/3746] lr: 5.706e-02, eta: 2 days, 22:29:33, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5020, loss_cls: 4.2646, loss: 4.2646 2024-12-28 15:38:34,134 - pyskl - INFO - Epoch [69][1000/3746] lr: 5.703e-02, eta: 2 days, 22:28:13, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.5050, loss_cls: 4.2746, loss: 4.2746 2024-12-28 15:39:58,969 - pyskl - INFO - Epoch [69][1100/3746] lr: 5.700e-02, eta: 2 days, 22:26:52, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5108, loss_cls: 4.2465, loss: 4.2465 2024-12-28 15:41:24,169 - pyskl - INFO - Epoch [69][1200/3746] lr: 5.697e-02, eta: 2 days, 22:25:32, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5047, loss_cls: 4.2652, loss: 4.2652 2024-12-28 15:42:48,264 - pyskl - INFO - Epoch [69][1300/3746] lr: 5.694e-02, eta: 2 days, 22:24:11, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2553, top5_acc: 0.4928, loss_cls: 4.3091, loss: 4.3091 2024-12-28 15:44:13,039 - pyskl - INFO - Epoch [69][1400/3746] lr: 5.692e-02, eta: 2 days, 22:22:50, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.5061, loss_cls: 4.2901, loss: 4.2901 2024-12-28 15:45:37,666 - pyskl - INFO - Epoch [69][1500/3746] lr: 5.689e-02, eta: 2 days, 22:21:29, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2627, top5_acc: 0.5019, loss_cls: 4.2878, loss: 4.2878 2024-12-28 15:47:01,929 - pyskl - INFO - Epoch [69][1600/3746] lr: 5.686e-02, eta: 2 days, 22:20:08, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.5147, loss_cls: 4.2521, loss: 4.2521 2024-12-28 15:48:25,977 - pyskl - INFO - Epoch [69][1700/3746] lr: 5.683e-02, eta: 2 days, 22:18:47, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.5034, loss_cls: 4.2975, loss: 4.2975 2024-12-28 15:49:50,649 - pyskl - INFO - Epoch [69][1800/3746] lr: 5.681e-02, eta: 2 days, 22:17:26, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2531, top5_acc: 0.5038, loss_cls: 4.3090, loss: 4.3090 2024-12-28 15:51:15,351 - pyskl - INFO - Epoch [69][1900/3746] lr: 5.678e-02, eta: 2 days, 22:16:05, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5095, loss_cls: 4.2811, loss: 4.2811 2024-12-28 15:52:39,958 - pyskl - INFO - Epoch [69][2000/3746] lr: 5.675e-02, eta: 2 days, 22:14:44, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5094, loss_cls: 4.2647, loss: 4.2647 2024-12-28 15:54:04,875 - pyskl - INFO - Epoch [69][2100/3746] lr: 5.672e-02, eta: 2 days, 22:13:24, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5216, loss_cls: 4.2222, loss: 4.2222 2024-12-28 15:55:29,815 - pyskl - INFO - Epoch [69][2200/3746] lr: 5.670e-02, eta: 2 days, 22:12:04, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.4959, loss_cls: 4.2949, loss: 4.2949 2024-12-28 15:56:54,249 - pyskl - INFO - Epoch [69][2300/3746] lr: 5.667e-02, eta: 2 days, 22:10:43, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.4953, loss_cls: 4.3212, loss: 4.3212 2024-12-28 15:58:19,299 - pyskl - INFO - Epoch [69][2400/3746] lr: 5.664e-02, eta: 2 days, 22:09:22, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.4964, loss_cls: 4.3197, loss: 4.3197 2024-12-28 15:59:44,501 - pyskl - INFO - Epoch [69][2500/3746] lr: 5.661e-02, eta: 2 days, 22:08:02, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.4928, loss_cls: 4.3285, loss: 4.3285 2024-12-28 16:01:09,552 - pyskl - INFO - Epoch [69][2600/3746] lr: 5.658e-02, eta: 2 days, 22:06:42, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5081, loss_cls: 4.2673, loss: 4.2673 2024-12-28 16:02:34,731 - pyskl - INFO - Epoch [69][2700/3746] lr: 5.656e-02, eta: 2 days, 22:05:22, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.5184, loss_cls: 4.2418, loss: 4.2418 2024-12-28 16:03:59,671 - pyskl - INFO - Epoch [69][2800/3746] lr: 5.653e-02, eta: 2 days, 22:04:01, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.2594, top5_acc: 0.5102, loss_cls: 4.2911, loss: 4.2911 2024-12-28 16:05:24,301 - pyskl - INFO - Epoch [69][2900/3746] lr: 5.650e-02, eta: 2 days, 22:02:41, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.4961, loss_cls: 4.2928, loss: 4.2928 2024-12-28 16:06:48,514 - pyskl - INFO - Epoch [69][3000/3746] lr: 5.647e-02, eta: 2 days, 22:01:19, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2605, top5_acc: 0.4998, loss_cls: 4.2875, loss: 4.2875 2024-12-28 16:08:12,398 - pyskl - INFO - Epoch [69][3100/3746] lr: 5.645e-02, eta: 2 days, 21:59:58, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5111, loss_cls: 4.2586, loss: 4.2586 2024-12-28 16:09:36,418 - pyskl - INFO - Epoch [69][3200/3746] lr: 5.642e-02, eta: 2 days, 21:58:36, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5159, loss_cls: 4.2282, loss: 4.2282 2024-12-28 16:11:00,425 - pyskl - INFO - Epoch [69][3300/3746] lr: 5.639e-02, eta: 2 days, 21:57:14, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.5039, loss_cls: 4.3016, loss: 4.3016 2024-12-28 16:12:24,905 - pyskl - INFO - Epoch [69][3400/3746] lr: 5.636e-02, eta: 2 days, 21:55:53, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5147, loss_cls: 4.2586, loss: 4.2586 2024-12-28 16:13:49,427 - pyskl - INFO - Epoch [69][3500/3746] lr: 5.634e-02, eta: 2 days, 21:54:33, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5062, loss_cls: 4.2501, loss: 4.2501 2024-12-28 16:15:14,253 - pyskl - INFO - Epoch [69][3600/3746] lr: 5.631e-02, eta: 2 days, 21:53:12, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5069, loss_cls: 4.2778, loss: 4.2778 2024-12-28 16:16:39,450 - pyskl - INFO - Epoch [69][3700/3746] lr: 5.628e-02, eta: 2 days, 21:51:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5048, loss_cls: 4.3043, loss: 4.3043 2024-12-28 16:17:20,273 - pyskl - INFO - Saving checkpoint at 69 epochs 2024-12-28 16:19:19,121 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 16:19:20,011 - pyskl - INFO - top1_acc 0.2007 top5_acc 0.4306 2024-12-28 16:19:20,011 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 16:19:20,064 - pyskl - INFO - mean_acc 0.2004 2024-12-28 16:19:20,080 - pyskl - INFO - Epoch(val) [69][309] top1_acc: 0.2007, top5_acc: 0.4306, mean_class_accuracy: 0.2004 2024-12-28 16:23:40,026 - pyskl - INFO - Epoch [70][100/3746] lr: 5.624e-02, eta: 2 days, 21:52:34, time: 2.599, data_time: 1.559, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5234, loss_cls: 4.1947, loss: 4.1947 2024-12-28 16:25:04,725 - pyskl - INFO - Epoch [70][200/3746] lr: 5.621e-02, eta: 2 days, 21:51:13, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5205, loss_cls: 4.2138, loss: 4.2138 2024-12-28 16:26:28,991 - pyskl - INFO - Epoch [70][300/3746] lr: 5.618e-02, eta: 2 days, 21:49:52, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5178, loss_cls: 4.2120, loss: 4.2120 2024-12-28 16:27:53,845 - pyskl - INFO - Epoch [70][400/3746] lr: 5.616e-02, eta: 2 days, 21:48:31, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2717, top5_acc: 0.5244, loss_cls: 4.2131, loss: 4.2131 2024-12-28 16:29:18,397 - pyskl - INFO - Epoch [70][500/3746] lr: 5.613e-02, eta: 2 days, 21:47:10, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5175, loss_cls: 4.2351, loss: 4.2351 2024-12-28 16:30:43,928 - pyskl - INFO - Epoch [70][600/3746] lr: 5.610e-02, eta: 2 days, 21:45:50, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5214, loss_cls: 4.2327, loss: 4.2327 2024-12-28 16:32:08,970 - pyskl - INFO - Epoch [70][700/3746] lr: 5.607e-02, eta: 2 days, 21:44:29, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5244, loss_cls: 4.2351, loss: 4.2351 2024-12-28 16:33:34,512 - pyskl - INFO - Epoch [70][800/3746] lr: 5.605e-02, eta: 2 days, 21:43:10, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.5095, loss_cls: 4.2810, loss: 4.2810 2024-12-28 16:35:00,040 - pyskl - INFO - Epoch [70][900/3746] lr: 5.602e-02, eta: 2 days, 21:41:50, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5095, loss_cls: 4.2444, loss: 4.2444 2024-12-28 16:36:25,113 - pyskl - INFO - Epoch [70][1000/3746] lr: 5.599e-02, eta: 2 days, 21:40:29, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5117, loss_cls: 4.2898, loss: 4.2898 2024-12-28 16:37:50,893 - pyskl - INFO - Epoch [70][1100/3746] lr: 5.596e-02, eta: 2 days, 21:39:10, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.5019, loss_cls: 4.2990, loss: 4.2990 2024-12-28 16:39:15,788 - pyskl - INFO - Epoch [70][1200/3746] lr: 5.593e-02, eta: 2 days, 21:37:49, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5056, loss_cls: 4.2660, loss: 4.2660 2024-12-28 16:40:40,874 - pyskl - INFO - Epoch [70][1300/3746] lr: 5.591e-02, eta: 2 days, 21:36:28, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2627, top5_acc: 0.5116, loss_cls: 4.2757, loss: 4.2757 2024-12-28 16:42:05,651 - pyskl - INFO - Epoch [70][1400/3746] lr: 5.588e-02, eta: 2 days, 21:35:08, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5114, loss_cls: 4.2423, loss: 4.2423 2024-12-28 16:43:30,098 - pyskl - INFO - Epoch [70][1500/3746] lr: 5.585e-02, eta: 2 days, 21:33:46, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5102, loss_cls: 4.2609, loss: 4.2609 2024-12-28 16:44:54,606 - pyskl - INFO - Epoch [70][1600/3746] lr: 5.582e-02, eta: 2 days, 21:32:25, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.5098, loss_cls: 4.2698, loss: 4.2698 2024-12-28 16:46:18,600 - pyskl - INFO - Epoch [70][1700/3746] lr: 5.580e-02, eta: 2 days, 21:31:04, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5036, loss_cls: 4.2743, loss: 4.2743 2024-12-28 16:47:42,659 - pyskl - INFO - Epoch [70][1800/3746] lr: 5.577e-02, eta: 2 days, 21:29:42, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5058, loss_cls: 4.2576, loss: 4.2576 2024-12-28 16:49:07,512 - pyskl - INFO - Epoch [70][1900/3746] lr: 5.574e-02, eta: 2 days, 21:28:21, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2602, top5_acc: 0.5042, loss_cls: 4.2602, loss: 4.2602 2024-12-28 16:50:31,974 - pyskl - INFO - Epoch [70][2000/3746] lr: 5.571e-02, eta: 2 days, 21:27:00, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5167, loss_cls: 4.2543, loss: 4.2543 2024-12-28 16:51:56,720 - pyskl - INFO - Epoch [70][2100/3746] lr: 5.568e-02, eta: 2 days, 21:25:39, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5188, loss_cls: 4.2258, loss: 4.2258 2024-12-28 16:53:21,722 - pyskl - INFO - Epoch [70][2200/3746] lr: 5.566e-02, eta: 2 days, 21:24:19, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5103, loss_cls: 4.2426, loss: 4.2426 2024-12-28 16:54:46,797 - pyskl - INFO - Epoch [70][2300/3746] lr: 5.563e-02, eta: 2 days, 21:22:58, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2594, top5_acc: 0.5058, loss_cls: 4.2763, loss: 4.2763 2024-12-28 16:56:12,003 - pyskl - INFO - Epoch [70][2400/3746] lr: 5.560e-02, eta: 2 days, 21:21:38, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5145, loss_cls: 4.2348, loss: 4.2348 2024-12-28 16:57:36,848 - pyskl - INFO - Epoch [70][2500/3746] lr: 5.557e-02, eta: 2 days, 21:20:17, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.4948, loss_cls: 4.3240, loss: 4.3240 2024-12-28 16:59:01,366 - pyskl - INFO - Epoch [70][2600/3746] lr: 5.555e-02, eta: 2 days, 21:18:56, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2594, top5_acc: 0.5062, loss_cls: 4.2766, loss: 4.2766 2024-12-28 17:00:27,103 - pyskl - INFO - Epoch [70][2700/3746] lr: 5.552e-02, eta: 2 days, 21:17:36, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2556, top5_acc: 0.4997, loss_cls: 4.2888, loss: 4.2888 2024-12-28 17:01:51,621 - pyskl - INFO - Epoch [70][2800/3746] lr: 5.549e-02, eta: 2 days, 21:16:15, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5038, loss_cls: 4.2470, loss: 4.2470 2024-12-28 17:03:16,417 - pyskl - INFO - Epoch [70][2900/3746] lr: 5.546e-02, eta: 2 days, 21:14:54, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.5033, loss_cls: 4.2903, loss: 4.2903 2024-12-28 17:04:40,685 - pyskl - INFO - Epoch [70][3000/3746] lr: 5.543e-02, eta: 2 days, 21:13:33, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5027, loss_cls: 4.2990, loss: 4.2990 2024-12-28 17:06:04,978 - pyskl - INFO - Epoch [70][3100/3746] lr: 5.541e-02, eta: 2 days, 21:12:11, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5078, loss_cls: 4.2495, loss: 4.2495 2024-12-28 17:07:29,026 - pyskl - INFO - Epoch [70][3200/3746] lr: 5.538e-02, eta: 2 days, 21:10:50, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.4953, loss_cls: 4.3014, loss: 4.3014 2024-12-28 17:08:53,759 - pyskl - INFO - Epoch [70][3300/3746] lr: 5.535e-02, eta: 2 days, 21:09:29, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.5008, loss_cls: 4.3264, loss: 4.3264 2024-12-28 17:10:18,455 - pyskl - INFO - Epoch [70][3400/3746] lr: 5.532e-02, eta: 2 days, 21:08:08, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5102, loss_cls: 4.2791, loss: 4.2791 2024-12-28 17:11:43,027 - pyskl - INFO - Epoch [70][3500/3746] lr: 5.530e-02, eta: 2 days, 21:06:47, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5053, loss_cls: 4.2705, loss: 4.2705 2024-12-28 17:13:06,932 - pyskl - INFO - Epoch [70][3600/3746] lr: 5.527e-02, eta: 2 days, 21:05:25, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5128, loss_cls: 4.2561, loss: 4.2561 2024-12-28 17:14:31,421 - pyskl - INFO - Epoch [70][3700/3746] lr: 5.524e-02, eta: 2 days, 21:04:03, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2623, top5_acc: 0.5109, loss_cls: 4.2528, loss: 4.2528 2024-12-28 17:15:12,409 - pyskl - INFO - Saving checkpoint at 70 epochs 2024-12-28 17:17:11,170 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 17:17:11,847 - pyskl - INFO - top1_acc 0.2080 top5_acc 0.4311 2024-12-28 17:17:11,847 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 17:17:11,891 - pyskl - INFO - mean_acc 0.2078 2024-12-28 17:17:11,896 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_68.pth was removed 2024-12-28 17:17:12,183 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. 2024-12-28 17:17:12,184 - pyskl - INFO - Best top1_acc is 0.2080 at 70 epoch. 2024-12-28 17:17:12,197 - pyskl - INFO - Epoch(val) [70][309] top1_acc: 0.2080, top5_acc: 0.4311, mean_class_accuracy: 0.2078 2024-12-28 17:21:30,598 - pyskl - INFO - Epoch [71][100/3746] lr: 5.520e-02, eta: 2 days, 21:04:39, time: 2.584, data_time: 1.545, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5212, loss_cls: 4.1954, loss: 4.1954 2024-12-28 17:22:56,695 - pyskl - INFO - Epoch [71][200/3746] lr: 5.517e-02, eta: 2 days, 21:03:20, time: 0.861, data_time: 0.001, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5186, loss_cls: 4.2122, loss: 4.2122 2024-12-28 17:24:23,191 - pyskl - INFO - Epoch [71][300/3746] lr: 5.514e-02, eta: 2 days, 21:02:01, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5181, loss_cls: 4.1946, loss: 4.1946 2024-12-28 17:25:49,446 - pyskl - INFO - Epoch [71][400/3746] lr: 5.512e-02, eta: 2 days, 21:00:41, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5206, loss_cls: 4.2148, loss: 4.2148 2024-12-28 17:27:14,783 - pyskl - INFO - Epoch [71][500/3746] lr: 5.509e-02, eta: 2 days, 20:59:21, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.4913, loss_cls: 4.3047, loss: 4.3047 2024-12-28 17:28:40,860 - pyskl - INFO - Epoch [71][600/3746] lr: 5.506e-02, eta: 2 days, 20:58:01, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5152, loss_cls: 4.2211, loss: 4.2211 2024-12-28 17:30:06,238 - pyskl - INFO - Epoch [71][700/3746] lr: 5.503e-02, eta: 2 days, 20:56:41, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2616, top5_acc: 0.5073, loss_cls: 4.2661, loss: 4.2661 2024-12-28 17:31:31,885 - pyskl - INFO - Epoch [71][800/3746] lr: 5.500e-02, eta: 2 days, 20:55:21, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2592, top5_acc: 0.5116, loss_cls: 4.2652, loss: 4.2652 2024-12-28 17:32:58,766 - pyskl - INFO - Epoch [71][900/3746] lr: 5.498e-02, eta: 2 days, 20:54:02, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5173, loss_cls: 4.2316, loss: 4.2316 2024-12-28 17:34:24,652 - pyskl - INFO - Epoch [71][1000/3746] lr: 5.495e-02, eta: 2 days, 20:52:43, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5081, loss_cls: 4.2659, loss: 4.2659 2024-12-28 17:35:50,256 - pyskl - INFO - Epoch [71][1100/3746] lr: 5.492e-02, eta: 2 days, 20:51:23, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5117, loss_cls: 4.2414, loss: 4.2414 2024-12-28 17:37:15,669 - pyskl - INFO - Epoch [71][1200/3746] lr: 5.489e-02, eta: 2 days, 20:50:02, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2573, top5_acc: 0.5048, loss_cls: 4.2908, loss: 4.2908 2024-12-28 17:38:40,807 - pyskl - INFO - Epoch [71][1300/3746] lr: 5.487e-02, eta: 2 days, 20:48:42, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2720, top5_acc: 0.5169, loss_cls: 4.2484, loss: 4.2484 2024-12-28 17:40:05,926 - pyskl - INFO - Epoch [71][1400/3746] lr: 5.484e-02, eta: 2 days, 20:47:21, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2786, top5_acc: 0.5212, loss_cls: 4.2110, loss: 4.2110 2024-12-28 17:41:31,329 - pyskl - INFO - Epoch [71][1500/3746] lr: 5.481e-02, eta: 2 days, 20:46:01, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.5095, loss_cls: 4.2484, loss: 4.2484 2024-12-28 17:42:56,364 - pyskl - INFO - Epoch [71][1600/3746] lr: 5.478e-02, eta: 2 days, 20:44:40, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5161, loss_cls: 4.2319, loss: 4.2319 2024-12-28 17:44:21,584 - pyskl - INFO - Epoch [71][1700/3746] lr: 5.475e-02, eta: 2 days, 20:43:19, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5148, loss_cls: 4.2355, loss: 4.2355 2024-12-28 17:45:47,009 - pyskl - INFO - Epoch [71][1800/3746] lr: 5.473e-02, eta: 2 days, 20:41:59, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5264, loss_cls: 4.2045, loss: 4.2045 2024-12-28 17:47:12,232 - pyskl - INFO - Epoch [71][1900/3746] lr: 5.470e-02, eta: 2 days, 20:40:38, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5162, loss_cls: 4.2567, loss: 4.2567 2024-12-28 17:48:37,923 - pyskl - INFO - Epoch [71][2000/3746] lr: 5.467e-02, eta: 2 days, 20:39:18, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5109, loss_cls: 4.2692, loss: 4.2692 2024-12-28 17:50:03,053 - pyskl - INFO - Epoch [71][2100/3746] lr: 5.464e-02, eta: 2 days, 20:37:58, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5214, loss_cls: 4.1955, loss: 4.1955 2024-12-28 17:51:28,539 - pyskl - INFO - Epoch [71][2200/3746] lr: 5.461e-02, eta: 2 days, 20:36:37, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.4944, loss_cls: 4.3251, loss: 4.3251 2024-12-28 17:52:53,860 - pyskl - INFO - Epoch [71][2300/3746] lr: 5.459e-02, eta: 2 days, 20:35:17, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5067, loss_cls: 4.2581, loss: 4.2581 2024-12-28 17:54:19,323 - pyskl - INFO - Epoch [71][2400/3746] lr: 5.456e-02, eta: 2 days, 20:33:57, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5042, loss_cls: 4.2563, loss: 4.2563 2024-12-28 17:55:44,402 - pyskl - INFO - Epoch [71][2500/3746] lr: 5.453e-02, eta: 2 days, 20:32:36, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5056, loss_cls: 4.2183, loss: 4.2183 2024-12-28 17:57:09,885 - pyskl - INFO - Epoch [71][2600/3746] lr: 5.450e-02, eta: 2 days, 20:31:16, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.5117, loss_cls: 4.2776, loss: 4.2776 2024-12-28 17:58:35,043 - pyskl - INFO - Epoch [71][2700/3746] lr: 5.448e-02, eta: 2 days, 20:29:55, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5038, loss_cls: 4.2750, loss: 4.2750 2024-12-28 18:00:00,240 - pyskl - INFO - Epoch [71][2800/3746] lr: 5.445e-02, eta: 2 days, 20:28:34, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5108, loss_cls: 4.2870, loss: 4.2870 2024-12-28 18:01:25,307 - pyskl - INFO - Epoch [71][2900/3746] lr: 5.442e-02, eta: 2 days, 20:27:14, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5033, loss_cls: 4.2983, loss: 4.2983 2024-12-28 18:02:50,644 - pyskl - INFO - Epoch [71][3000/3746] lr: 5.439e-02, eta: 2 days, 20:25:53, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5106, loss_cls: 4.2464, loss: 4.2464 2024-12-28 18:04:15,814 - pyskl - INFO - Epoch [71][3100/3746] lr: 5.436e-02, eta: 2 days, 20:24:33, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5006, loss_cls: 4.2448, loss: 4.2448 2024-12-28 18:05:40,963 - pyskl - INFO - Epoch [71][3200/3746] lr: 5.434e-02, eta: 2 days, 20:23:12, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.5006, loss_cls: 4.2905, loss: 4.2905 2024-12-28 18:07:05,790 - pyskl - INFO - Epoch [71][3300/3746] lr: 5.431e-02, eta: 2 days, 20:21:51, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5095, loss_cls: 4.2455, loss: 4.2455 2024-12-28 18:08:30,911 - pyskl - INFO - Epoch [71][3400/3746] lr: 5.428e-02, eta: 2 days, 20:20:30, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5139, loss_cls: 4.2630, loss: 4.2630 2024-12-28 18:09:55,989 - pyskl - INFO - Epoch [71][3500/3746] lr: 5.425e-02, eta: 2 days, 20:19:09, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5081, loss_cls: 4.2913, loss: 4.2913 2024-12-28 18:11:21,040 - pyskl - INFO - Epoch [71][3600/3746] lr: 5.422e-02, eta: 2 days, 20:17:49, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5114, loss_cls: 4.2602, loss: 4.2602 2024-12-28 18:12:46,261 - pyskl - INFO - Epoch [71][3700/3746] lr: 5.420e-02, eta: 2 days, 20:16:28, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5108, loss_cls: 4.2436, loss: 4.2436 2024-12-28 18:13:27,176 - pyskl - INFO - Saving checkpoint at 71 epochs 2024-12-28 18:15:28,348 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 18:15:29,177 - pyskl - INFO - top1_acc 0.2065 top5_acc 0.4396 2024-12-28 18:15:29,178 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 18:15:29,225 - pyskl - INFO - mean_acc 0.2062 2024-12-28 18:15:29,241 - pyskl - INFO - Epoch(val) [71][309] top1_acc: 0.2065, top5_acc: 0.4396, mean_class_accuracy: 0.2062 2024-12-28 18:19:48,485 - pyskl - INFO - Epoch [72][100/3746] lr: 5.416e-02, eta: 2 days, 20:17:00, time: 2.592, data_time: 1.554, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5273, loss_cls: 4.1649, loss: 4.1649 2024-12-28 18:21:13,846 - pyskl - INFO - Epoch [72][200/3746] lr: 5.413e-02, eta: 2 days, 20:15:40, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2723, top5_acc: 0.5234, loss_cls: 4.1859, loss: 4.1859 2024-12-28 18:22:39,168 - pyskl - INFO - Epoch [72][300/3746] lr: 5.410e-02, eta: 2 days, 20:14:19, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5172, loss_cls: 4.2097, loss: 4.2097 2024-12-28 18:24:04,289 - pyskl - INFO - Epoch [72][400/3746] lr: 5.407e-02, eta: 2 days, 20:12:58, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5144, loss_cls: 4.2291, loss: 4.2291 2024-12-28 18:25:29,701 - pyskl - INFO - Epoch [72][500/3746] lr: 5.404e-02, eta: 2 days, 20:11:37, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5120, loss_cls: 4.2343, loss: 4.2343 2024-12-28 18:26:54,956 - pyskl - INFO - Epoch [72][600/3746] lr: 5.402e-02, eta: 2 days, 20:10:17, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2781, top5_acc: 0.5239, loss_cls: 4.1950, loss: 4.1950 2024-12-28 18:28:20,576 - pyskl - INFO - Epoch [72][700/3746] lr: 5.399e-02, eta: 2 days, 20:08:56, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5153, loss_cls: 4.2393, loss: 4.2393 2024-12-28 18:29:45,838 - pyskl - INFO - Epoch [72][800/3746] lr: 5.396e-02, eta: 2 days, 20:07:36, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5198, loss_cls: 4.2513, loss: 4.2513 2024-12-28 18:31:11,403 - pyskl - INFO - Epoch [72][900/3746] lr: 5.393e-02, eta: 2 days, 20:06:15, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5116, loss_cls: 4.2737, loss: 4.2737 2024-12-28 18:32:36,793 - pyskl - INFO - Epoch [72][1000/3746] lr: 5.391e-02, eta: 2 days, 20:04:55, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5116, loss_cls: 4.2532, loss: 4.2532 2024-12-28 18:34:02,042 - pyskl - INFO - Epoch [72][1100/3746] lr: 5.388e-02, eta: 2 days, 20:03:34, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5173, loss_cls: 4.2343, loss: 4.2343 2024-12-28 18:35:27,169 - pyskl - INFO - Epoch [72][1200/3746] lr: 5.385e-02, eta: 2 days, 20:02:13, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5177, loss_cls: 4.2077, loss: 4.2077 2024-12-28 18:36:52,368 - pyskl - INFO - Epoch [72][1300/3746] lr: 5.382e-02, eta: 2 days, 20:00:52, time: 0.852, data_time: 0.001, memory: 15990, top1_acc: 0.2591, top5_acc: 0.5036, loss_cls: 4.2798, loss: 4.2798 2024-12-28 18:38:18,690 - pyskl - INFO - Epoch [72][1400/3746] lr: 5.379e-02, eta: 2 days, 19:59:33, time: 0.863, data_time: 0.001, memory: 15990, top1_acc: 0.2642, top5_acc: 0.5181, loss_cls: 4.2135, loss: 4.2135 2024-12-28 18:39:44,695 - pyskl - INFO - Epoch [72][1500/3746] lr: 5.377e-02, eta: 2 days, 19:58:13, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5108, loss_cls: 4.2525, loss: 4.2525 2024-12-28 18:41:10,820 - pyskl - INFO - Epoch [72][1600/3746] lr: 5.374e-02, eta: 2 days, 19:56:53, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2767, top5_acc: 0.5242, loss_cls: 4.1847, loss: 4.1847 2024-12-28 18:42:36,569 - pyskl - INFO - Epoch [72][1700/3746] lr: 5.371e-02, eta: 2 days, 19:55:33, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5125, loss_cls: 4.2369, loss: 4.2369 2024-12-28 18:44:02,421 - pyskl - INFO - Epoch [72][1800/3746] lr: 5.368e-02, eta: 2 days, 19:54:13, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5134, loss_cls: 4.2522, loss: 4.2522 2024-12-28 18:45:28,400 - pyskl - INFO - Epoch [72][1900/3746] lr: 5.365e-02, eta: 2 days, 19:52:53, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5142, loss_cls: 4.2348, loss: 4.2348 2024-12-28 18:46:54,590 - pyskl - INFO - Epoch [72][2000/3746] lr: 5.363e-02, eta: 2 days, 19:51:33, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5095, loss_cls: 4.2666, loss: 4.2666 2024-12-28 18:48:20,945 - pyskl - INFO - Epoch [72][2100/3746] lr: 5.360e-02, eta: 2 days, 19:50:14, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5188, loss_cls: 4.2129, loss: 4.2129 2024-12-28 18:49:46,753 - pyskl - INFO - Epoch [72][2200/3746] lr: 5.357e-02, eta: 2 days, 19:48:53, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5236, loss_cls: 4.2082, loss: 4.2082 2024-12-28 18:51:12,605 - pyskl - INFO - Epoch [72][2300/3746] lr: 5.354e-02, eta: 2 days, 19:47:33, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5042, loss_cls: 4.2436, loss: 4.2436 2024-12-28 18:52:38,176 - pyskl - INFO - Epoch [72][2400/3746] lr: 5.352e-02, eta: 2 days, 19:46:13, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5042, loss_cls: 4.2803, loss: 4.2803 2024-12-28 18:54:03,880 - pyskl - INFO - Epoch [72][2500/3746] lr: 5.349e-02, eta: 2 days, 19:44:53, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5106, loss_cls: 4.2548, loss: 4.2548 2024-12-28 18:55:29,056 - pyskl - INFO - Epoch [72][2600/3746] lr: 5.346e-02, eta: 2 days, 19:43:32, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5133, loss_cls: 4.2515, loss: 4.2515 2024-12-28 18:56:54,024 - pyskl - INFO - Epoch [72][2700/3746] lr: 5.343e-02, eta: 2 days, 19:42:11, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2716, top5_acc: 0.5180, loss_cls: 4.2149, loss: 4.2149 2024-12-28 18:58:19,588 - pyskl - INFO - Epoch [72][2800/3746] lr: 5.340e-02, eta: 2 days, 19:40:50, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5205, loss_cls: 4.2137, loss: 4.2137 2024-12-28 18:59:45,823 - pyskl - INFO - Epoch [72][2900/3746] lr: 5.338e-02, eta: 2 days, 19:39:30, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5164, loss_cls: 4.2318, loss: 4.2318 2024-12-28 19:01:11,807 - pyskl - INFO - Epoch [72][3000/3746] lr: 5.335e-02, eta: 2 days, 19:38:10, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5166, loss_cls: 4.2124, loss: 4.2124 2024-12-28 19:02:37,896 - pyskl - INFO - Epoch [72][3100/3746] lr: 5.332e-02, eta: 2 days, 19:36:51, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2677, top5_acc: 0.5100, loss_cls: 4.2566, loss: 4.2566 2024-12-28 19:04:03,533 - pyskl - INFO - Epoch [72][3200/3746] lr: 5.329e-02, eta: 2 days, 19:35:30, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5181, loss_cls: 4.2024, loss: 4.2024 2024-12-28 19:05:29,440 - pyskl - INFO - Epoch [72][3300/3746] lr: 5.326e-02, eta: 2 days, 19:34:10, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.5041, loss_cls: 4.3000, loss: 4.3000 2024-12-28 19:06:54,522 - pyskl - INFO - Epoch [72][3400/3746] lr: 5.324e-02, eta: 2 days, 19:32:49, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2716, top5_acc: 0.5105, loss_cls: 4.2273, loss: 4.2273 2024-12-28 19:08:19,595 - pyskl - INFO - Epoch [72][3500/3746] lr: 5.321e-02, eta: 2 days, 19:31:28, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5122, loss_cls: 4.2482, loss: 4.2482 2024-12-28 19:09:44,729 - pyskl - INFO - Epoch [72][3600/3746] lr: 5.318e-02, eta: 2 days, 19:30:07, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5002, loss_cls: 4.2588, loss: 4.2588 2024-12-28 19:11:09,711 - pyskl - INFO - Epoch [72][3700/3746] lr: 5.315e-02, eta: 2 days, 19:28:46, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.5005, loss_cls: 4.2909, loss: 4.2909 2024-12-28 19:11:50,711 - pyskl - INFO - Saving checkpoint at 72 epochs 2024-12-28 19:13:51,882 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 19:13:52,628 - pyskl - INFO - top1_acc 0.2138 top5_acc 0.4497 2024-12-28 19:13:52,628 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 19:13:52,687 - pyskl - INFO - mean_acc 0.2134 2024-12-28 19:13:52,691 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_70.pth was removed 2024-12-28 19:13:53,077 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. 2024-12-28 19:13:53,078 - pyskl - INFO - Best top1_acc is 0.2138 at 72 epoch. 2024-12-28 19:13:53,099 - pyskl - INFO - Epoch(val) [72][309] top1_acc: 0.2138, top5_acc: 0.4497, mean_class_accuracy: 0.2134 2024-12-28 19:18:13,459 - pyskl - INFO - Epoch [73][100/3746] lr: 5.311e-02, eta: 2 days, 19:29:15, time: 2.603, data_time: 1.561, memory: 15990, top1_acc: 0.2764, top5_acc: 0.5286, loss_cls: 4.1870, loss: 4.1870 2024-12-28 19:19:38,699 - pyskl - INFO - Epoch [73][200/3746] lr: 5.308e-02, eta: 2 days, 19:27:54, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5292, loss_cls: 4.1932, loss: 4.1932 2024-12-28 19:21:04,251 - pyskl - INFO - Epoch [73][300/3746] lr: 5.306e-02, eta: 2 days, 19:26:34, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5175, loss_cls: 4.1986, loss: 4.1986 2024-12-28 19:22:29,455 - pyskl - INFO - Epoch [73][400/3746] lr: 5.303e-02, eta: 2 days, 19:25:13, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5216, loss_cls: 4.2231, loss: 4.2231 2024-12-28 19:23:54,447 - pyskl - INFO - Epoch [73][500/3746] lr: 5.300e-02, eta: 2 days, 19:23:51, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5172, loss_cls: 4.2227, loss: 4.2227 2024-12-28 19:25:19,807 - pyskl - INFO - Epoch [73][600/3746] lr: 5.297e-02, eta: 2 days, 19:22:30, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5170, loss_cls: 4.1858, loss: 4.1858 2024-12-28 19:26:44,998 - pyskl - INFO - Epoch [73][700/3746] lr: 5.294e-02, eta: 2 days, 19:21:09, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5198, loss_cls: 4.2175, loss: 4.2175 2024-12-28 19:28:10,004 - pyskl - INFO - Epoch [73][800/3746] lr: 5.292e-02, eta: 2 days, 19:19:48, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5166, loss_cls: 4.2196, loss: 4.2196 2024-12-28 19:29:35,867 - pyskl - INFO - Epoch [73][900/3746] lr: 5.289e-02, eta: 2 days, 19:18:28, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5177, loss_cls: 4.1880, loss: 4.1880 2024-12-28 19:31:01,227 - pyskl - INFO - Epoch [73][1000/3746] lr: 5.286e-02, eta: 2 days, 19:17:07, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5188, loss_cls: 4.1695, loss: 4.1695 2024-12-28 19:32:26,858 - pyskl - INFO - Epoch [73][1100/3746] lr: 5.283e-02, eta: 2 days, 19:15:46, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5078, loss_cls: 4.2362, loss: 4.2362 2024-12-28 19:33:51,853 - pyskl - INFO - Epoch [73][1200/3746] lr: 5.280e-02, eta: 2 days, 19:14:25, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5116, loss_cls: 4.2432, loss: 4.2432 2024-12-28 19:35:16,784 - pyskl - INFO - Epoch [73][1300/3746] lr: 5.278e-02, eta: 2 days, 19:13:04, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5053, loss_cls: 4.2849, loss: 4.2849 2024-12-28 19:36:41,709 - pyskl - INFO - Epoch [73][1400/3746] lr: 5.275e-02, eta: 2 days, 19:11:43, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2737, top5_acc: 0.5119, loss_cls: 4.2266, loss: 4.2266 2024-12-28 19:38:06,803 - pyskl - INFO - Epoch [73][1500/3746] lr: 5.272e-02, eta: 2 days, 19:10:21, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5091, loss_cls: 4.2626, loss: 4.2626 2024-12-28 19:39:32,250 - pyskl - INFO - Epoch [73][1600/3746] lr: 5.269e-02, eta: 2 days, 19:09:01, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5116, loss_cls: 4.2515, loss: 4.2515 2024-12-28 19:40:57,756 - pyskl - INFO - Epoch [73][1700/3746] lr: 5.267e-02, eta: 2 days, 19:07:40, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5220, loss_cls: 4.1809, loss: 4.1809 2024-12-28 19:42:22,735 - pyskl - INFO - Epoch [73][1800/3746] lr: 5.264e-02, eta: 2 days, 19:06:19, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5272, loss_cls: 4.1773, loss: 4.1773 2024-12-28 19:43:48,590 - pyskl - INFO - Epoch [73][1900/3746] lr: 5.261e-02, eta: 2 days, 19:04:58, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5167, loss_cls: 4.2466, loss: 4.2466 2024-12-28 19:45:13,789 - pyskl - INFO - Epoch [73][2000/3746] lr: 5.258e-02, eta: 2 days, 19:03:37, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5161, loss_cls: 4.2140, loss: 4.2140 2024-12-28 19:46:39,229 - pyskl - INFO - Epoch [73][2100/3746] lr: 5.255e-02, eta: 2 days, 19:02:16, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5175, loss_cls: 4.2251, loss: 4.2251 2024-12-28 19:48:04,715 - pyskl - INFO - Epoch [73][2200/3746] lr: 5.253e-02, eta: 2 days, 19:00:56, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5078, loss_cls: 4.2569, loss: 4.2569 2024-12-28 19:49:30,039 - pyskl - INFO - Epoch [73][2300/3746] lr: 5.250e-02, eta: 2 days, 18:59:35, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5080, loss_cls: 4.2375, loss: 4.2375 2024-12-28 19:50:54,939 - pyskl - INFO - Epoch [73][2400/3746] lr: 5.247e-02, eta: 2 days, 18:58:13, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5125, loss_cls: 4.2377, loss: 4.2377 2024-12-28 19:52:20,012 - pyskl - INFO - Epoch [73][2500/3746] lr: 5.244e-02, eta: 2 days, 18:56:52, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5045, loss_cls: 4.2742, loss: 4.2742 2024-12-28 19:53:45,055 - pyskl - INFO - Epoch [73][2600/3746] lr: 5.241e-02, eta: 2 days, 18:55:31, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5131, loss_cls: 4.2365, loss: 4.2365 2024-12-28 19:55:10,529 - pyskl - INFO - Epoch [73][2700/3746] lr: 5.239e-02, eta: 2 days, 18:54:10, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5170, loss_cls: 4.2283, loss: 4.2283 2024-12-28 19:56:35,998 - pyskl - INFO - Epoch [73][2800/3746] lr: 5.236e-02, eta: 2 days, 18:52:49, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2623, top5_acc: 0.5161, loss_cls: 4.1990, loss: 4.1990 2024-12-28 19:58:01,071 - pyskl - INFO - Epoch [73][2900/3746] lr: 5.233e-02, eta: 2 days, 18:51:28, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5188, loss_cls: 4.2107, loss: 4.2107 2024-12-28 19:59:26,768 - pyskl - INFO - Epoch [73][3000/3746] lr: 5.230e-02, eta: 2 days, 18:50:08, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2683, top5_acc: 0.5186, loss_cls: 4.2429, loss: 4.2429 2024-12-28 20:00:52,613 - pyskl - INFO - Epoch [73][3100/3746] lr: 5.227e-02, eta: 2 days, 18:48:47, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5073, loss_cls: 4.2491, loss: 4.2491 2024-12-28 20:02:18,268 - pyskl - INFO - Epoch [73][3200/3746] lr: 5.225e-02, eta: 2 days, 18:47:27, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5102, loss_cls: 4.2625, loss: 4.2625 2024-12-28 20:03:43,948 - pyskl - INFO - Epoch [73][3300/3746] lr: 5.222e-02, eta: 2 days, 18:46:06, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5214, loss_cls: 4.1911, loss: 4.1911 2024-12-28 20:05:09,647 - pyskl - INFO - Epoch [73][3400/3746] lr: 5.219e-02, eta: 2 days, 18:44:46, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5138, loss_cls: 4.2579, loss: 4.2579 2024-12-28 20:06:34,537 - pyskl - INFO - Epoch [73][3500/3746] lr: 5.216e-02, eta: 2 days, 18:43:24, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5167, loss_cls: 4.2242, loss: 4.2242 2024-12-28 20:08:00,306 - pyskl - INFO - Epoch [73][3600/3746] lr: 5.213e-02, eta: 2 days, 18:42:04, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5166, loss_cls: 4.2291, loss: 4.2291 2024-12-28 20:09:25,927 - pyskl - INFO - Epoch [73][3700/3746] lr: 5.211e-02, eta: 2 days, 18:40:43, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2737, top5_acc: 0.5095, loss_cls: 4.2238, loss: 4.2238 2024-12-28 20:10:06,985 - pyskl - INFO - Saving checkpoint at 73 epochs 2024-12-28 20:12:08,403 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 20:12:09,080 - pyskl - INFO - top1_acc 0.2059 top5_acc 0.4403 2024-12-28 20:12:09,081 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 20:12:09,129 - pyskl - INFO - mean_acc 0.2058 2024-12-28 20:12:09,145 - pyskl - INFO - Epoch(val) [73][309] top1_acc: 0.2059, top5_acc: 0.4403, mean_class_accuracy: 0.2058 2024-12-28 20:16:28,132 - pyskl - INFO - Epoch [74][100/3746] lr: 5.207e-02, eta: 2 days, 18:41:06, time: 2.590, data_time: 1.549, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5431, loss_cls: 4.0968, loss: 4.0968 2024-12-28 20:17:53,394 - pyskl - INFO - Epoch [74][200/3746] lr: 5.204e-02, eta: 2 days, 18:39:45, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5306, loss_cls: 4.1726, loss: 4.1726 2024-12-28 20:19:19,030 - pyskl - INFO - Epoch [74][300/3746] lr: 5.201e-02, eta: 2 days, 18:38:24, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2737, top5_acc: 0.5228, loss_cls: 4.1827, loss: 4.1827 2024-12-28 20:20:44,241 - pyskl - INFO - Epoch [74][400/3746] lr: 5.198e-02, eta: 2 days, 18:37:03, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5284, loss_cls: 4.1675, loss: 4.1675 2024-12-28 20:22:09,565 - pyskl - INFO - Epoch [74][500/3746] lr: 5.195e-02, eta: 2 days, 18:35:42, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5264, loss_cls: 4.1999, loss: 4.1999 2024-12-28 20:23:35,324 - pyskl - INFO - Epoch [74][600/3746] lr: 5.193e-02, eta: 2 days, 18:34:22, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5280, loss_cls: 4.1768, loss: 4.1768 2024-12-28 20:25:00,687 - pyskl - INFO - Epoch [74][700/3746] lr: 5.190e-02, eta: 2 days, 18:33:00, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5205, loss_cls: 4.2077, loss: 4.2077 2024-12-28 20:26:26,272 - pyskl - INFO - Epoch [74][800/3746] lr: 5.187e-02, eta: 2 days, 18:31:40, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2669, top5_acc: 0.5092, loss_cls: 4.2463, loss: 4.2463 2024-12-28 20:27:51,707 - pyskl - INFO - Epoch [74][900/3746] lr: 5.184e-02, eta: 2 days, 18:30:19, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5172, loss_cls: 4.2316, loss: 4.2316 2024-12-28 20:29:16,841 - pyskl - INFO - Epoch [74][1000/3746] lr: 5.181e-02, eta: 2 days, 18:28:57, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5231, loss_cls: 4.1673, loss: 4.1673 2024-12-28 20:30:42,373 - pyskl - INFO - Epoch [74][1100/3746] lr: 5.179e-02, eta: 2 days, 18:27:36, time: 0.855, data_time: 0.001, memory: 15990, top1_acc: 0.2787, top5_acc: 0.5303, loss_cls: 4.1607, loss: 4.1607 2024-12-28 20:32:07,706 - pyskl - INFO - Epoch [74][1200/3746] lr: 5.176e-02, eta: 2 days, 18:26:15, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5156, loss_cls: 4.2237, loss: 4.2237 2024-12-28 20:33:32,941 - pyskl - INFO - Epoch [74][1300/3746] lr: 5.173e-02, eta: 2 days, 18:24:54, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5217, loss_cls: 4.1999, loss: 4.1999 2024-12-28 20:34:58,487 - pyskl - INFO - Epoch [74][1400/3746] lr: 5.170e-02, eta: 2 days, 18:23:33, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5112, loss_cls: 4.2471, loss: 4.2471 2024-12-28 20:36:23,861 - pyskl - INFO - Epoch [74][1500/3746] lr: 5.168e-02, eta: 2 days, 18:22:12, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5188, loss_cls: 4.2100, loss: 4.2100 2024-12-28 20:37:48,821 - pyskl - INFO - Epoch [74][1600/3746] lr: 5.165e-02, eta: 2 days, 18:20:51, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5219, loss_cls: 4.1827, loss: 4.1827 2024-12-28 20:39:14,716 - pyskl - INFO - Epoch [74][1700/3746] lr: 5.162e-02, eta: 2 days, 18:19:30, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2723, top5_acc: 0.5145, loss_cls: 4.2154, loss: 4.2154 2024-12-28 20:40:40,502 - pyskl - INFO - Epoch [74][1800/3746] lr: 5.159e-02, eta: 2 days, 18:18:09, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2669, top5_acc: 0.5055, loss_cls: 4.2426, loss: 4.2426 2024-12-28 20:42:05,411 - pyskl - INFO - Epoch [74][1900/3746] lr: 5.156e-02, eta: 2 days, 18:16:48, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5261, loss_cls: 4.1850, loss: 4.1850 2024-12-28 20:43:30,417 - pyskl - INFO - Epoch [74][2000/3746] lr: 5.154e-02, eta: 2 days, 18:15:26, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5166, loss_cls: 4.2194, loss: 4.2194 2024-12-28 20:44:55,380 - pyskl - INFO - Epoch [74][2100/3746] lr: 5.151e-02, eta: 2 days, 18:14:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5186, loss_cls: 4.2277, loss: 4.2277 2024-12-28 20:46:20,989 - pyskl - INFO - Epoch [74][2200/3746] lr: 5.148e-02, eta: 2 days, 18:12:44, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5173, loss_cls: 4.2167, loss: 4.2167 2024-12-28 20:47:46,260 - pyskl - INFO - Epoch [74][2300/3746] lr: 5.145e-02, eta: 2 days, 18:11:23, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5161, loss_cls: 4.2199, loss: 4.2199 2024-12-28 20:49:12,131 - pyskl - INFO - Epoch [74][2400/3746] lr: 5.142e-02, eta: 2 days, 18:10:02, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5211, loss_cls: 4.2366, loss: 4.2366 2024-12-28 20:50:37,624 - pyskl - INFO - Epoch [74][2500/3746] lr: 5.140e-02, eta: 2 days, 18:08:41, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5119, loss_cls: 4.2395, loss: 4.2395 2024-12-28 20:52:02,534 - pyskl - INFO - Epoch [74][2600/3746] lr: 5.137e-02, eta: 2 days, 18:07:20, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5123, loss_cls: 4.2621, loss: 4.2621 2024-12-28 20:53:27,762 - pyskl - INFO - Epoch [74][2700/3746] lr: 5.134e-02, eta: 2 days, 18:05:58, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5269, loss_cls: 4.1633, loss: 4.1633 2024-12-28 20:54:53,100 - pyskl - INFO - Epoch [74][2800/3746] lr: 5.131e-02, eta: 2 days, 18:04:37, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2739, top5_acc: 0.5192, loss_cls: 4.2093, loss: 4.2093 2024-12-28 20:56:18,461 - pyskl - INFO - Epoch [74][2900/3746] lr: 5.128e-02, eta: 2 days, 18:03:16, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5142, loss_cls: 4.2485, loss: 4.2485 2024-12-28 20:57:43,282 - pyskl - INFO - Epoch [74][3000/3746] lr: 5.126e-02, eta: 2 days, 18:01:54, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5156, loss_cls: 4.2178, loss: 4.2178 2024-12-28 20:59:09,012 - pyskl - INFO - Epoch [74][3100/3746] lr: 5.123e-02, eta: 2 days, 18:00:34, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5231, loss_cls: 4.2049, loss: 4.2049 2024-12-28 21:00:34,440 - pyskl - INFO - Epoch [74][3200/3746] lr: 5.120e-02, eta: 2 days, 17:59:13, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5062, loss_cls: 4.2450, loss: 4.2450 2024-12-28 21:01:58,978 - pyskl - INFO - Epoch [74][3300/3746] lr: 5.117e-02, eta: 2 days, 17:57:51, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5169, loss_cls: 4.2146, loss: 4.2146 2024-12-28 21:03:24,172 - pyskl - INFO - Epoch [74][3400/3746] lr: 5.114e-02, eta: 2 days, 17:56:29, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.5073, loss_cls: 4.2482, loss: 4.2482 2024-12-28 21:04:49,781 - pyskl - INFO - Epoch [74][3500/3746] lr: 5.112e-02, eta: 2 days, 17:55:08, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.5175, loss_cls: 4.2578, loss: 4.2578 2024-12-28 21:06:14,665 - pyskl - INFO - Epoch [74][3600/3746] lr: 5.109e-02, eta: 2 days, 17:53:47, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5109, loss_cls: 4.2250, loss: 4.2250 2024-12-28 21:07:39,946 - pyskl - INFO - Epoch [74][3700/3746] lr: 5.106e-02, eta: 2 days, 17:52:26, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5175, loss_cls: 4.2392, loss: 4.2392 2024-12-28 21:08:21,242 - pyskl - INFO - Saving checkpoint at 74 epochs 2024-12-28 21:10:21,959 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 21:10:22,756 - pyskl - INFO - top1_acc 0.2031 top5_acc 0.4335 2024-12-28 21:10:22,756 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 21:10:22,807 - pyskl - INFO - mean_acc 0.2028 2024-12-28 21:10:22,820 - pyskl - INFO - Epoch(val) [74][309] top1_acc: 0.2031, top5_acc: 0.4335, mean_class_accuracy: 0.2028 2024-12-28 21:14:41,839 - pyskl - INFO - Epoch [75][100/3746] lr: 5.102e-02, eta: 2 days, 17:52:45, time: 2.590, data_time: 1.567, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5212, loss_cls: 4.1726, loss: 4.1726 2024-12-28 21:16:07,479 - pyskl - INFO - Epoch [75][200/3746] lr: 5.099e-02, eta: 2 days, 17:51:24, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2733, top5_acc: 0.5311, loss_cls: 4.1536, loss: 4.1536 2024-12-28 21:17:32,642 - pyskl - INFO - Epoch [75][300/3746] lr: 5.096e-02, eta: 2 days, 17:50:03, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5181, loss_cls: 4.2024, loss: 4.2024 2024-12-28 21:18:57,872 - pyskl - INFO - Epoch [75][400/3746] lr: 5.094e-02, eta: 2 days, 17:48:41, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5266, loss_cls: 4.1677, loss: 4.1677 2024-12-28 21:20:23,050 - pyskl - INFO - Epoch [75][500/3746] lr: 5.091e-02, eta: 2 days, 17:47:20, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5105, loss_cls: 4.2503, loss: 4.2503 2024-12-28 21:21:47,799 - pyskl - INFO - Epoch [75][600/3746] lr: 5.088e-02, eta: 2 days, 17:45:58, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5295, loss_cls: 4.1763, loss: 4.1763 2024-12-28 21:23:13,100 - pyskl - INFO - Epoch [75][700/3746] lr: 5.085e-02, eta: 2 days, 17:44:37, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5231, loss_cls: 4.1725, loss: 4.1725 2024-12-28 21:24:38,023 - pyskl - INFO - Epoch [75][800/3746] lr: 5.082e-02, eta: 2 days, 17:43:15, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5169, loss_cls: 4.2279, loss: 4.2279 2024-12-28 21:26:03,199 - pyskl - INFO - Epoch [75][900/3746] lr: 5.080e-02, eta: 2 days, 17:41:53, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5283, loss_cls: 4.1751, loss: 4.1751 2024-12-28 21:27:27,949 - pyskl - INFO - Epoch [75][1000/3746] lr: 5.077e-02, eta: 2 days, 17:40:31, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5239, loss_cls: 4.2150, loss: 4.2150 2024-12-28 21:28:53,109 - pyskl - INFO - Epoch [75][1100/3746] lr: 5.074e-02, eta: 2 days, 17:39:10, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5241, loss_cls: 4.1722, loss: 4.1722 2024-12-28 21:30:18,442 - pyskl - INFO - Epoch [75][1200/3746] lr: 5.071e-02, eta: 2 days, 17:37:49, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5205, loss_cls: 4.1905, loss: 4.1905 2024-12-28 21:31:43,830 - pyskl - INFO - Epoch [75][1300/3746] lr: 5.068e-02, eta: 2 days, 17:36:27, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5078, loss_cls: 4.2679, loss: 4.2679 2024-12-28 21:33:08,798 - pyskl - INFO - Epoch [75][1400/3746] lr: 5.066e-02, eta: 2 days, 17:35:06, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5184, loss_cls: 4.1953, loss: 4.1953 2024-12-28 21:34:33,726 - pyskl - INFO - Epoch [75][1500/3746] lr: 5.063e-02, eta: 2 days, 17:33:44, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5300, loss_cls: 4.1740, loss: 4.1740 2024-12-28 21:35:59,154 - pyskl - INFO - Epoch [75][1600/3746] lr: 5.060e-02, eta: 2 days, 17:32:23, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2812, top5_acc: 0.5328, loss_cls: 4.1510, loss: 4.1510 2024-12-28 21:37:24,488 - pyskl - INFO - Epoch [75][1700/3746] lr: 5.057e-02, eta: 2 days, 17:31:01, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5175, loss_cls: 4.2255, loss: 4.2255 2024-12-28 21:38:49,255 - pyskl - INFO - Epoch [75][1800/3746] lr: 5.054e-02, eta: 2 days, 17:29:39, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5203, loss_cls: 4.2237, loss: 4.2237 2024-12-28 21:40:14,274 - pyskl - INFO - Epoch [75][1900/3746] lr: 5.052e-02, eta: 2 days, 17:28:18, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2720, top5_acc: 0.5173, loss_cls: 4.2116, loss: 4.2116 2024-12-28 21:41:39,359 - pyskl - INFO - Epoch [75][2000/3746] lr: 5.049e-02, eta: 2 days, 17:26:56, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5292, loss_cls: 4.1489, loss: 4.1489 2024-12-28 21:43:05,136 - pyskl - INFO - Epoch [75][2100/3746] lr: 5.046e-02, eta: 2 days, 17:25:35, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5127, loss_cls: 4.2269, loss: 4.2269 2024-12-28 21:44:30,543 - pyskl - INFO - Epoch [75][2200/3746] lr: 5.043e-02, eta: 2 days, 17:24:14, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5203, loss_cls: 4.2184, loss: 4.2184 2024-12-28 21:45:55,673 - pyskl - INFO - Epoch [75][2300/3746] lr: 5.040e-02, eta: 2 days, 17:22:53, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5222, loss_cls: 4.2158, loss: 4.2158 2024-12-28 21:47:21,274 - pyskl - INFO - Epoch [75][2400/3746] lr: 5.038e-02, eta: 2 days, 17:21:31, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5134, loss_cls: 4.2438, loss: 4.2438 2024-12-28 21:48:46,723 - pyskl - INFO - Epoch [75][2500/3746] lr: 5.035e-02, eta: 2 days, 17:20:10, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5209, loss_cls: 4.2384, loss: 4.2384 2024-12-28 21:50:12,167 - pyskl - INFO - Epoch [75][2600/3746] lr: 5.032e-02, eta: 2 days, 17:18:49, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5148, loss_cls: 4.2119, loss: 4.2119 2024-12-28 21:51:37,652 - pyskl - INFO - Epoch [75][2700/3746] lr: 5.029e-02, eta: 2 days, 17:17:28, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2773, top5_acc: 0.5222, loss_cls: 4.1702, loss: 4.1702 2024-12-28 21:53:03,031 - pyskl - INFO - Epoch [75][2800/3746] lr: 5.026e-02, eta: 2 days, 17:16:06, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5189, loss_cls: 4.1859, loss: 4.1859 2024-12-28 21:54:28,308 - pyskl - INFO - Epoch [75][2900/3746] lr: 5.024e-02, eta: 2 days, 17:14:45, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5164, loss_cls: 4.2222, loss: 4.2222 2024-12-28 21:55:53,593 - pyskl - INFO - Epoch [75][3000/3746] lr: 5.021e-02, eta: 2 days, 17:13:24, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2764, top5_acc: 0.5244, loss_cls: 4.1974, loss: 4.1974 2024-12-28 21:57:19,203 - pyskl - INFO - Epoch [75][3100/3746] lr: 5.018e-02, eta: 2 days, 17:12:03, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5230, loss_cls: 4.1762, loss: 4.1762 2024-12-28 21:58:44,396 - pyskl - INFO - Epoch [75][3200/3746] lr: 5.015e-02, eta: 2 days, 17:10:41, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5148, loss_cls: 4.1992, loss: 4.1992 2024-12-28 22:00:09,475 - pyskl - INFO - Epoch [75][3300/3746] lr: 5.012e-02, eta: 2 days, 17:09:19, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2781, top5_acc: 0.5248, loss_cls: 4.1843, loss: 4.1843 2024-12-28 22:01:34,857 - pyskl - INFO - Epoch [75][3400/3746] lr: 5.010e-02, eta: 2 days, 17:07:58, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5123, loss_cls: 4.2218, loss: 4.2218 2024-12-28 22:02:59,982 - pyskl - INFO - Epoch [75][3500/3746] lr: 5.007e-02, eta: 2 days, 17:06:37, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5188, loss_cls: 4.2064, loss: 4.2064 2024-12-28 22:04:24,740 - pyskl - INFO - Epoch [75][3600/3746] lr: 5.004e-02, eta: 2 days, 17:05:15, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5186, loss_cls: 4.2169, loss: 4.2169 2024-12-28 22:05:49,531 - pyskl - INFO - Epoch [75][3700/3746] lr: 5.001e-02, eta: 2 days, 17:03:53, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5184, loss_cls: 4.2076, loss: 4.2076 2024-12-28 22:06:30,829 - pyskl - INFO - Saving checkpoint at 75 epochs 2024-12-28 22:08:32,097 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 22:08:32,911 - pyskl - INFO - top1_acc 0.1987 top5_acc 0.4170 2024-12-28 22:08:32,912 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 22:08:32,969 - pyskl - INFO - mean_acc 0.1983 2024-12-28 22:08:32,983 - pyskl - INFO - Epoch(val) [75][309] top1_acc: 0.1987, top5_acc: 0.4170, mean_class_accuracy: 0.1983 2024-12-28 22:12:50,496 - pyskl - INFO - Epoch [76][100/3746] lr: 4.997e-02, eta: 2 days, 17:04:07, time: 2.575, data_time: 1.549, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5312, loss_cls: 4.1366, loss: 4.1366 2024-12-28 22:14:15,640 - pyskl - INFO - Epoch [76][200/3746] lr: 4.994e-02, eta: 2 days, 17:02:45, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2884, top5_acc: 0.5406, loss_cls: 4.0962, loss: 4.0962 2024-12-28 22:15:40,831 - pyskl - INFO - Epoch [76][300/3746] lr: 4.992e-02, eta: 2 days, 17:01:23, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5238, loss_cls: 4.1948, loss: 4.1948 2024-12-28 22:17:06,763 - pyskl - INFO - Epoch [76][400/3746] lr: 4.989e-02, eta: 2 days, 17:00:02, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2733, top5_acc: 0.5214, loss_cls: 4.2020, loss: 4.2020 2024-12-28 22:18:31,848 - pyskl - INFO - Epoch [76][500/3746] lr: 4.986e-02, eta: 2 days, 16:58:41, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5211, loss_cls: 4.1835, loss: 4.1835 2024-12-28 22:19:57,282 - pyskl - INFO - Epoch [76][600/3746] lr: 4.983e-02, eta: 2 days, 16:57:19, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5288, loss_cls: 4.1508, loss: 4.1508 2024-12-28 22:21:22,346 - pyskl - INFO - Epoch [76][700/3746] lr: 4.980e-02, eta: 2 days, 16:55:58, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5291, loss_cls: 4.1292, loss: 4.1292 2024-12-28 22:22:47,941 - pyskl - INFO - Epoch [76][800/3746] lr: 4.978e-02, eta: 2 days, 16:54:36, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5291, loss_cls: 4.1614, loss: 4.1614 2024-12-28 22:24:13,526 - pyskl - INFO - Epoch [76][900/3746] lr: 4.975e-02, eta: 2 days, 16:53:15, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5327, loss_cls: 4.1705, loss: 4.1705 2024-12-28 22:25:38,369 - pyskl - INFO - Epoch [76][1000/3746] lr: 4.972e-02, eta: 2 days, 16:51:53, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5337, loss_cls: 4.1605, loss: 4.1605 2024-12-28 22:27:03,757 - pyskl - INFO - Epoch [76][1100/3746] lr: 4.969e-02, eta: 2 days, 16:50:32, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2716, top5_acc: 0.5222, loss_cls: 4.1988, loss: 4.1988 2024-12-28 22:28:28,609 - pyskl - INFO - Epoch [76][1200/3746] lr: 4.966e-02, eta: 2 days, 16:49:10, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2847, top5_acc: 0.5239, loss_cls: 4.1804, loss: 4.1804 2024-12-28 22:29:53,892 - pyskl - INFO - Epoch [76][1300/3746] lr: 4.964e-02, eta: 2 days, 16:47:48, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5336, loss_cls: 4.1497, loss: 4.1497 2024-12-28 22:31:18,951 - pyskl - INFO - Epoch [76][1400/3746] lr: 4.961e-02, eta: 2 days, 16:46:26, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5289, loss_cls: 4.1390, loss: 4.1390 2024-12-28 22:32:44,135 - pyskl - INFO - Epoch [76][1500/3746] lr: 4.958e-02, eta: 2 days, 16:45:05, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5133, loss_cls: 4.2417, loss: 4.2417 2024-12-28 22:34:09,946 - pyskl - INFO - Epoch [76][1600/3746] lr: 4.955e-02, eta: 2 days, 16:43:44, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5203, loss_cls: 4.2158, loss: 4.2158 2024-12-28 22:35:35,489 - pyskl - INFO - Epoch [76][1700/3746] lr: 4.953e-02, eta: 2 days, 16:42:22, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5330, loss_cls: 4.1616, loss: 4.1616 2024-12-28 22:37:01,103 - pyskl - INFO - Epoch [76][1800/3746] lr: 4.950e-02, eta: 2 days, 16:41:01, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5227, loss_cls: 4.2020, loss: 4.2020 2024-12-28 22:38:26,709 - pyskl - INFO - Epoch [76][1900/3746] lr: 4.947e-02, eta: 2 days, 16:39:40, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5167, loss_cls: 4.2190, loss: 4.2190 2024-12-28 22:39:52,099 - pyskl - INFO - Epoch [76][2000/3746] lr: 4.944e-02, eta: 2 days, 16:38:18, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5178, loss_cls: 4.2405, loss: 4.2405 2024-12-28 22:41:17,668 - pyskl - INFO - Epoch [76][2100/3746] lr: 4.941e-02, eta: 2 days, 16:36:57, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5205, loss_cls: 4.2168, loss: 4.2168 2024-12-28 22:42:42,780 - pyskl - INFO - Epoch [76][2200/3746] lr: 4.939e-02, eta: 2 days, 16:35:35, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5202, loss_cls: 4.2011, loss: 4.2011 2024-12-28 22:44:08,087 - pyskl - INFO - Epoch [76][2300/3746] lr: 4.936e-02, eta: 2 days, 16:34:14, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5141, loss_cls: 4.2074, loss: 4.2074 2024-12-28 22:45:33,354 - pyskl - INFO - Epoch [76][2400/3746] lr: 4.933e-02, eta: 2 days, 16:32:52, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5183, loss_cls: 4.1883, loss: 4.1883 2024-12-28 22:46:59,213 - pyskl - INFO - Epoch [76][2500/3746] lr: 4.930e-02, eta: 2 days, 16:31:31, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5084, loss_cls: 4.2329, loss: 4.2329 2024-12-28 22:48:24,420 - pyskl - INFO - Epoch [76][2600/3746] lr: 4.927e-02, eta: 2 days, 16:30:09, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5261, loss_cls: 4.1967, loss: 4.1967 2024-12-28 22:49:49,912 - pyskl - INFO - Epoch [76][2700/3746] lr: 4.925e-02, eta: 2 days, 16:28:48, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5266, loss_cls: 4.1643, loss: 4.1643 2024-12-28 22:51:14,978 - pyskl - INFO - Epoch [76][2800/3746] lr: 4.922e-02, eta: 2 days, 16:27:26, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5136, loss_cls: 4.2336, loss: 4.2336 2024-12-28 22:52:39,801 - pyskl - INFO - Epoch [76][2900/3746] lr: 4.919e-02, eta: 2 days, 16:26:04, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2712, top5_acc: 0.5222, loss_cls: 4.2030, loss: 4.2030 2024-12-28 22:54:04,839 - pyskl - INFO - Epoch [76][3000/3746] lr: 4.916e-02, eta: 2 days, 16:24:42, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5283, loss_cls: 4.1615, loss: 4.1615 2024-12-28 22:55:30,305 - pyskl - INFO - Epoch [76][3100/3746] lr: 4.913e-02, eta: 2 days, 16:23:21, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5139, loss_cls: 4.2037, loss: 4.2037 2024-12-28 22:56:55,311 - pyskl - INFO - Epoch [76][3200/3746] lr: 4.911e-02, eta: 2 days, 16:21:59, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5236, loss_cls: 4.1895, loss: 4.1895 2024-12-28 22:58:20,673 - pyskl - INFO - Epoch [76][3300/3746] lr: 4.908e-02, eta: 2 days, 16:20:37, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5306, loss_cls: 4.1633, loss: 4.1633 2024-12-28 22:59:45,848 - pyskl - INFO - Epoch [76][3400/3746] lr: 4.905e-02, eta: 2 days, 16:19:16, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5220, loss_cls: 4.2285, loss: 4.2285 2024-12-28 23:01:10,782 - pyskl - INFO - Epoch [76][3500/3746] lr: 4.902e-02, eta: 2 days, 16:17:54, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5059, loss_cls: 4.2415, loss: 4.2415 2024-12-28 23:02:36,321 - pyskl - INFO - Epoch [76][3600/3746] lr: 4.899e-02, eta: 2 days, 16:16:32, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5152, loss_cls: 4.2443, loss: 4.2443 2024-12-28 23:04:01,681 - pyskl - INFO - Epoch [76][3700/3746] lr: 4.897e-02, eta: 2 days, 16:15:11, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5191, loss_cls: 4.2130, loss: 4.2130 2024-12-28 23:04:43,280 - pyskl - INFO - Saving checkpoint at 76 epochs 2024-12-28 23:06:44,247 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-28 23:06:44,926 - pyskl - INFO - top1_acc 0.2018 top5_acc 0.4360 2024-12-28 23:06:44,927 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-28 23:06:44,975 - pyskl - INFO - mean_acc 0.2017 2024-12-28 23:06:44,994 - pyskl - INFO - Epoch(val) [76][309] top1_acc: 0.2018, top5_acc: 0.4360, mean_class_accuracy: 0.2017 2024-12-28 23:11:04,292 - pyskl - INFO - Epoch [77][100/3746] lr: 4.893e-02, eta: 2 days, 16:15:23, time: 2.593, data_time: 1.554, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5298, loss_cls: 4.1357, loss: 4.1357 2024-12-28 23:12:29,287 - pyskl - INFO - Epoch [77][200/3746] lr: 4.890e-02, eta: 2 days, 16:14:01, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5289, loss_cls: 4.1633, loss: 4.1633 2024-12-28 23:13:54,859 - pyskl - INFO - Epoch [77][300/3746] lr: 4.887e-02, eta: 2 days, 16:12:39, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2844, top5_acc: 0.5341, loss_cls: 4.1496, loss: 4.1496 2024-12-28 23:15:19,973 - pyskl - INFO - Epoch [77][400/3746] lr: 4.884e-02, eta: 2 days, 16:11:17, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5216, loss_cls: 4.1706, loss: 4.1706 2024-12-28 23:16:45,272 - pyskl - INFO - Epoch [77][500/3746] lr: 4.881e-02, eta: 2 days, 16:09:56, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5173, loss_cls: 4.1906, loss: 4.1906 2024-12-28 23:18:09,994 - pyskl - INFO - Epoch [77][600/3746] lr: 4.879e-02, eta: 2 days, 16:08:33, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2906, top5_acc: 0.5333, loss_cls: 4.1460, loss: 4.1460 2024-12-28 23:19:35,451 - pyskl - INFO - Epoch [77][700/3746] lr: 4.876e-02, eta: 2 days, 16:07:12, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2781, top5_acc: 0.5217, loss_cls: 4.1410, loss: 4.1410 2024-12-28 23:21:01,437 - pyskl - INFO - Epoch [77][800/3746] lr: 4.873e-02, eta: 2 days, 16:05:51, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5239, loss_cls: 4.2017, loss: 4.2017 2024-12-28 23:22:27,211 - pyskl - INFO - Epoch [77][900/3746] lr: 4.870e-02, eta: 2 days, 16:04:29, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2791, top5_acc: 0.5275, loss_cls: 4.1652, loss: 4.1652 2024-12-28 23:23:52,165 - pyskl - INFO - Epoch [77][1000/3746] lr: 4.867e-02, eta: 2 days, 16:03:07, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5278, loss_cls: 4.1782, loss: 4.1782 2024-12-28 23:25:17,457 - pyskl - INFO - Epoch [77][1100/3746] lr: 4.865e-02, eta: 2 days, 16:01:46, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5330, loss_cls: 4.1325, loss: 4.1325 2024-12-28 23:26:42,334 - pyskl - INFO - Epoch [77][1200/3746] lr: 4.862e-02, eta: 2 days, 16:00:23, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5255, loss_cls: 4.1695, loss: 4.1695 2024-12-28 23:28:08,311 - pyskl - INFO - Epoch [77][1300/3746] lr: 4.859e-02, eta: 2 days, 15:59:02, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5186, loss_cls: 4.2061, loss: 4.2061 2024-12-28 23:29:34,004 - pyskl - INFO - Epoch [77][1400/3746] lr: 4.856e-02, eta: 2 days, 15:57:41, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5219, loss_cls: 4.2055, loss: 4.2055 2024-12-28 23:30:59,587 - pyskl - INFO - Epoch [77][1500/3746] lr: 4.853e-02, eta: 2 days, 15:56:20, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5191, loss_cls: 4.1425, loss: 4.1425 2024-12-28 23:32:25,532 - pyskl - INFO - Epoch [77][1600/3746] lr: 4.851e-02, eta: 2 days, 15:54:58, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5306, loss_cls: 4.1484, loss: 4.1484 2024-12-28 23:33:51,162 - pyskl - INFO - Epoch [77][1700/3746] lr: 4.848e-02, eta: 2 days, 15:53:37, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5253, loss_cls: 4.1356, loss: 4.1356 2024-12-28 23:35:17,088 - pyskl - INFO - Epoch [77][1800/3746] lr: 4.845e-02, eta: 2 days, 15:52:16, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5302, loss_cls: 4.1389, loss: 4.1389 2024-12-28 23:36:42,934 - pyskl - INFO - Epoch [77][1900/3746] lr: 4.842e-02, eta: 2 days, 15:50:55, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5145, loss_cls: 4.2280, loss: 4.2280 2024-12-28 23:38:08,836 - pyskl - INFO - Epoch [77][2000/3746] lr: 4.839e-02, eta: 2 days, 15:49:33, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5214, loss_cls: 4.1853, loss: 4.1853 2024-12-28 23:39:34,248 - pyskl - INFO - Epoch [77][2100/3746] lr: 4.837e-02, eta: 2 days, 15:48:12, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5236, loss_cls: 4.1959, loss: 4.1959 2024-12-28 23:40:59,951 - pyskl - INFO - Epoch [77][2200/3746] lr: 4.834e-02, eta: 2 days, 15:46:50, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5169, loss_cls: 4.2148, loss: 4.2148 2024-12-28 23:42:25,665 - pyskl - INFO - Epoch [77][2300/3746] lr: 4.831e-02, eta: 2 days, 15:45:29, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5327, loss_cls: 4.1455, loss: 4.1455 2024-12-28 23:43:50,673 - pyskl - INFO - Epoch [77][2400/3746] lr: 4.828e-02, eta: 2 days, 15:44:07, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5277, loss_cls: 4.1574, loss: 4.1574 2024-12-28 23:45:15,966 - pyskl - INFO - Epoch [77][2500/3746] lr: 4.825e-02, eta: 2 days, 15:42:45, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5225, loss_cls: 4.1838, loss: 4.1838 2024-12-28 23:46:41,007 - pyskl - INFO - Epoch [77][2600/3746] lr: 4.823e-02, eta: 2 days, 15:41:23, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5150, loss_cls: 4.1977, loss: 4.1977 2024-12-28 23:48:06,114 - pyskl - INFO - Epoch [77][2700/3746] lr: 4.820e-02, eta: 2 days, 15:40:01, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5284, loss_cls: 4.1585, loss: 4.1585 2024-12-28 23:49:31,613 - pyskl - INFO - Epoch [77][2800/3746] lr: 4.817e-02, eta: 2 days, 15:38:40, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5245, loss_cls: 4.1860, loss: 4.1860 2024-12-28 23:50:57,147 - pyskl - INFO - Epoch [77][2900/3746] lr: 4.814e-02, eta: 2 days, 15:37:18, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2797, top5_acc: 0.5264, loss_cls: 4.1708, loss: 4.1708 2024-12-28 23:52:22,221 - pyskl - INFO - Epoch [77][3000/3746] lr: 4.811e-02, eta: 2 days, 15:35:56, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2767, top5_acc: 0.5255, loss_cls: 4.1724, loss: 4.1724 2024-12-28 23:53:47,031 - pyskl - INFO - Epoch [77][3100/3746] lr: 4.809e-02, eta: 2 days, 15:34:34, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5152, loss_cls: 4.1932, loss: 4.1932 2024-12-28 23:55:12,080 - pyskl - INFO - Epoch [77][3200/3746] lr: 4.806e-02, eta: 2 days, 15:33:12, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2773, top5_acc: 0.5178, loss_cls: 4.1994, loss: 4.1994 2024-12-28 23:56:36,677 - pyskl - INFO - Epoch [77][3300/3746] lr: 4.803e-02, eta: 2 days, 15:31:49, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2797, top5_acc: 0.5277, loss_cls: 4.1641, loss: 4.1641 2024-12-28 23:58:01,542 - pyskl - INFO - Epoch [77][3400/3746] lr: 4.800e-02, eta: 2 days, 15:30:27, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2828, top5_acc: 0.5269, loss_cls: 4.1531, loss: 4.1531 2024-12-28 23:59:27,072 - pyskl - INFO - Epoch [77][3500/3746] lr: 4.798e-02, eta: 2 days, 15:29:06, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2683, top5_acc: 0.5211, loss_cls: 4.2275, loss: 4.2275 2024-12-29 00:00:52,317 - pyskl - INFO - Epoch [77][3600/3746] lr: 4.795e-02, eta: 2 days, 15:27:44, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5169, loss_cls: 4.1934, loss: 4.1934 2024-12-29 00:02:17,392 - pyskl - INFO - Epoch [77][3700/3746] lr: 4.792e-02, eta: 2 days, 15:26:22, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5297, loss_cls: 4.1470, loss: 4.1470 2024-12-29 00:02:58,636 - pyskl - INFO - Saving checkpoint at 77 epochs 2024-12-29 00:04:59,912 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 00:05:00,692 - pyskl - INFO - top1_acc 0.1802 top5_acc 0.3951 2024-12-29 00:05:00,692 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 00:05:00,730 - pyskl - INFO - mean_acc 0.1801 2024-12-29 00:05:00,749 - pyskl - INFO - Epoch(val) [77][309] top1_acc: 0.1802, top5_acc: 0.3951, mean_class_accuracy: 0.1801 2024-12-29 00:09:20,096 - pyskl - INFO - Epoch [78][100/3746] lr: 4.788e-02, eta: 2 days, 15:26:30, time: 2.593, data_time: 1.546, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5319, loss_cls: 4.1670, loss: 4.1670 2024-12-29 00:10:45,601 - pyskl - INFO - Epoch [78][200/3746] lr: 4.785e-02, eta: 2 days, 15:25:08, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5286, loss_cls: 4.1354, loss: 4.1354 2024-12-29 00:12:10,843 - pyskl - INFO - Epoch [78][300/3746] lr: 4.782e-02, eta: 2 days, 15:23:46, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5222, loss_cls: 4.1522, loss: 4.1522 2024-12-29 00:13:36,176 - pyskl - INFO - Epoch [78][400/3746] lr: 4.779e-02, eta: 2 days, 15:22:25, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5283, loss_cls: 4.1771, loss: 4.1771 2024-12-29 00:15:01,016 - pyskl - INFO - Epoch [78][500/3746] lr: 4.777e-02, eta: 2 days, 15:21:02, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2759, top5_acc: 0.5302, loss_cls: 4.1849, loss: 4.1849 2024-12-29 00:16:26,384 - pyskl - INFO - Epoch [78][600/3746] lr: 4.774e-02, eta: 2 days, 15:19:40, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2930, top5_acc: 0.5367, loss_cls: 4.0998, loss: 4.0998 2024-12-29 00:17:51,671 - pyskl - INFO - Epoch [78][700/3746] lr: 4.771e-02, eta: 2 days, 15:18:18, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5314, loss_cls: 4.1464, loss: 4.1464 2024-12-29 00:19:17,127 - pyskl - INFO - Epoch [78][800/3746] lr: 4.768e-02, eta: 2 days, 15:16:57, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2797, top5_acc: 0.5298, loss_cls: 4.1287, loss: 4.1287 2024-12-29 00:20:42,338 - pyskl - INFO - Epoch [78][900/3746] lr: 4.766e-02, eta: 2 days, 15:15:35, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2850, top5_acc: 0.5286, loss_cls: 4.1354, loss: 4.1354 2024-12-29 00:22:07,193 - pyskl - INFO - Epoch [78][1000/3746] lr: 4.763e-02, eta: 2 days, 15:14:12, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5216, loss_cls: 4.1989, loss: 4.1989 2024-12-29 00:23:32,700 - pyskl - INFO - Epoch [78][1100/3746] lr: 4.760e-02, eta: 2 days, 15:12:51, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5291, loss_cls: 4.1212, loss: 4.1212 2024-12-29 00:24:58,012 - pyskl - INFO - Epoch [78][1200/3746] lr: 4.757e-02, eta: 2 days, 15:11:29, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5236, loss_cls: 4.1849, loss: 4.1849 2024-12-29 00:26:23,039 - pyskl - INFO - Epoch [78][1300/3746] lr: 4.754e-02, eta: 2 days, 15:10:07, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5280, loss_cls: 4.1499, loss: 4.1499 2024-12-29 00:27:48,164 - pyskl - INFO - Epoch [78][1400/3746] lr: 4.752e-02, eta: 2 days, 15:08:44, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2834, top5_acc: 0.5389, loss_cls: 4.1114, loss: 4.1114 2024-12-29 00:29:13,074 - pyskl - INFO - Epoch [78][1500/3746] lr: 4.749e-02, eta: 2 days, 15:07:22, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2759, top5_acc: 0.5283, loss_cls: 4.1503, loss: 4.1503 2024-12-29 00:30:38,628 - pyskl - INFO - Epoch [78][1600/3746] lr: 4.746e-02, eta: 2 days, 15:06:00, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5311, loss_cls: 4.1477, loss: 4.1477 2024-12-29 00:32:04,424 - pyskl - INFO - Epoch [78][1700/3746] lr: 4.743e-02, eta: 2 days, 15:04:39, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2808, top5_acc: 0.5245, loss_cls: 4.1744, loss: 4.1744 2024-12-29 00:33:29,716 - pyskl - INFO - Epoch [78][1800/3746] lr: 4.740e-02, eta: 2 days, 15:03:17, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2737, top5_acc: 0.5261, loss_cls: 4.1628, loss: 4.1628 2024-12-29 00:34:54,925 - pyskl - INFO - Epoch [78][1900/3746] lr: 4.738e-02, eta: 2 days, 15:01:55, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5258, loss_cls: 4.1694, loss: 4.1694 2024-12-29 00:36:20,096 - pyskl - INFO - Epoch [78][2000/3746] lr: 4.735e-02, eta: 2 days, 15:00:33, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2809, top5_acc: 0.5195, loss_cls: 4.1965, loss: 4.1965 2024-12-29 00:37:45,668 - pyskl - INFO - Epoch [78][2100/3746] lr: 4.732e-02, eta: 2 days, 14:59:11, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5088, loss_cls: 4.2221, loss: 4.2221 2024-12-29 00:39:11,636 - pyskl - INFO - Epoch [78][2200/3746] lr: 4.729e-02, eta: 2 days, 14:57:50, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5333, loss_cls: 4.1362, loss: 4.1362 2024-12-29 00:40:36,371 - pyskl - INFO - Epoch [78][2300/3746] lr: 4.726e-02, eta: 2 days, 14:56:28, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2877, top5_acc: 0.5441, loss_cls: 4.1095, loss: 4.1095 2024-12-29 00:42:01,397 - pyskl - INFO - Epoch [78][2400/3746] lr: 4.724e-02, eta: 2 days, 14:55:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5197, loss_cls: 4.2119, loss: 4.2119 2024-12-29 00:43:26,607 - pyskl - INFO - Epoch [78][2500/3746] lr: 4.721e-02, eta: 2 days, 14:53:43, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5205, loss_cls: 4.2002, loss: 4.2002 2024-12-29 00:44:51,858 - pyskl - INFO - Epoch [78][2600/3746] lr: 4.718e-02, eta: 2 days, 14:52:21, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5286, loss_cls: 4.1322, loss: 4.1322 2024-12-29 00:46:17,219 - pyskl - INFO - Epoch [78][2700/3746] lr: 4.715e-02, eta: 2 days, 14:50:59, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5105, loss_cls: 4.2355, loss: 4.2355 2024-12-29 00:47:42,781 - pyskl - INFO - Epoch [78][2800/3746] lr: 4.712e-02, eta: 2 days, 14:49:38, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5192, loss_cls: 4.1957, loss: 4.1957 2024-12-29 00:49:08,983 - pyskl - INFO - Epoch [78][2900/3746] lr: 4.710e-02, eta: 2 days, 14:48:17, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5200, loss_cls: 4.2056, loss: 4.2056 2024-12-29 00:50:35,205 - pyskl - INFO - Epoch [78][3000/3746] lr: 4.707e-02, eta: 2 days, 14:46:55, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5298, loss_cls: 4.1881, loss: 4.1881 2024-12-29 00:52:00,575 - pyskl - INFO - Epoch [78][3100/3746] lr: 4.704e-02, eta: 2 days, 14:45:34, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2717, top5_acc: 0.5083, loss_cls: 4.2357, loss: 4.2357 2024-12-29 00:53:25,500 - pyskl - INFO - Epoch [78][3200/3746] lr: 4.701e-02, eta: 2 days, 14:44:11, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5250, loss_cls: 4.1751, loss: 4.1751 2024-12-29 00:54:50,513 - pyskl - INFO - Epoch [78][3300/3746] lr: 4.699e-02, eta: 2 days, 14:42:49, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5162, loss_cls: 4.2050, loss: 4.2050 2024-12-29 00:56:15,099 - pyskl - INFO - Epoch [78][3400/3746] lr: 4.696e-02, eta: 2 days, 14:41:26, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5200, loss_cls: 4.2223, loss: 4.2223 2024-12-29 00:57:40,656 - pyskl - INFO - Epoch [78][3500/3746] lr: 4.693e-02, eta: 2 days, 14:40:05, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2867, top5_acc: 0.5333, loss_cls: 4.1111, loss: 4.1111 2024-12-29 00:59:06,737 - pyskl - INFO - Epoch [78][3600/3746] lr: 4.690e-02, eta: 2 days, 14:38:43, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5355, loss_cls: 4.1214, loss: 4.1214 2024-12-29 01:00:32,249 - pyskl - INFO - Epoch [78][3700/3746] lr: 4.687e-02, eta: 2 days, 14:37:22, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5212, loss_cls: 4.1960, loss: 4.1960 2024-12-29 01:01:13,508 - pyskl - INFO - Saving checkpoint at 78 epochs 2024-12-29 01:03:14,282 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 01:03:15,173 - pyskl - INFO - top1_acc 0.2163 top5_acc 0.4464 2024-12-29 01:03:15,173 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 01:03:15,232 - pyskl - INFO - mean_acc 0.2160 2024-12-29 01:03:15,237 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_72.pth was removed 2024-12-29 01:03:15,582 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. 2024-12-29 01:03:15,583 - pyskl - INFO - Best top1_acc is 0.2163 at 78 epoch. 2024-12-29 01:03:15,597 - pyskl - INFO - Epoch(val) [78][309] top1_acc: 0.2163, top5_acc: 0.4464, mean_class_accuracy: 0.2160 2024-12-29 01:07:41,025 - pyskl - INFO - Epoch [79][100/3746] lr: 4.683e-02, eta: 2 days, 14:37:32, time: 2.654, data_time: 1.596, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5414, loss_cls: 4.0929, loss: 4.0929 2024-12-29 01:09:06,104 - pyskl - INFO - Epoch [79][200/3746] lr: 4.680e-02, eta: 2 days, 14:36:10, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5312, loss_cls: 4.1213, loss: 4.1213 2024-12-29 01:10:30,930 - pyskl - INFO - Epoch [79][300/3746] lr: 4.678e-02, eta: 2 days, 14:34:47, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5305, loss_cls: 4.1470, loss: 4.1470 2024-12-29 01:11:56,079 - pyskl - INFO - Epoch [79][400/3746] lr: 4.675e-02, eta: 2 days, 14:33:25, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5298, loss_cls: 4.1356, loss: 4.1356 2024-12-29 01:13:20,698 - pyskl - INFO - Epoch [79][500/3746] lr: 4.672e-02, eta: 2 days, 14:32:02, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5275, loss_cls: 4.1698, loss: 4.1698 2024-12-29 01:14:45,895 - pyskl - INFO - Epoch [79][600/3746] lr: 4.669e-02, eta: 2 days, 14:30:40, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2889, top5_acc: 0.5292, loss_cls: 4.1468, loss: 4.1468 2024-12-29 01:16:11,109 - pyskl - INFO - Epoch [79][700/3746] lr: 4.667e-02, eta: 2 days, 14:29:18, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5366, loss_cls: 4.1099, loss: 4.1099 2024-12-29 01:17:35,859 - pyskl - INFO - Epoch [79][800/3746] lr: 4.664e-02, eta: 2 days, 14:27:55, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2855, top5_acc: 0.5366, loss_cls: 4.1200, loss: 4.1200 2024-12-29 01:19:01,455 - pyskl - INFO - Epoch [79][900/3746] lr: 4.661e-02, eta: 2 days, 14:26:33, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5230, loss_cls: 4.1652, loss: 4.1652 2024-12-29 01:20:26,658 - pyskl - INFO - Epoch [79][1000/3746] lr: 4.658e-02, eta: 2 days, 14:25:11, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5336, loss_cls: 4.1100, loss: 4.1100 2024-12-29 01:21:51,973 - pyskl - INFO - Epoch [79][1100/3746] lr: 4.655e-02, eta: 2 days, 14:23:49, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5212, loss_cls: 4.1537, loss: 4.1537 2024-12-29 01:23:17,216 - pyskl - INFO - Epoch [79][1200/3746] lr: 4.653e-02, eta: 2 days, 14:22:27, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2736, top5_acc: 0.5233, loss_cls: 4.1630, loss: 4.1630 2024-12-29 01:24:42,247 - pyskl - INFO - Epoch [79][1300/3746] lr: 4.650e-02, eta: 2 days, 14:21:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5375, loss_cls: 4.1226, loss: 4.1226 2024-12-29 01:26:07,770 - pyskl - INFO - Epoch [79][1400/3746] lr: 4.647e-02, eta: 2 days, 14:19:43, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5373, loss_cls: 4.1401, loss: 4.1401 2024-12-29 01:27:32,930 - pyskl - INFO - Epoch [79][1500/3746] lr: 4.644e-02, eta: 2 days, 14:18:21, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2805, top5_acc: 0.5375, loss_cls: 4.1418, loss: 4.1418 2024-12-29 01:28:58,144 - pyskl - INFO - Epoch [79][1600/3746] lr: 4.641e-02, eta: 2 days, 14:16:58, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2811, top5_acc: 0.5250, loss_cls: 4.1735, loss: 4.1735 2024-12-29 01:30:23,192 - pyskl - INFO - Epoch [79][1700/3746] lr: 4.639e-02, eta: 2 days, 14:15:36, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5244, loss_cls: 4.1692, loss: 4.1692 2024-12-29 01:31:48,588 - pyskl - INFO - Epoch [79][1800/3746] lr: 4.636e-02, eta: 2 days, 14:14:14, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2811, top5_acc: 0.5331, loss_cls: 4.1283, loss: 4.1283 2024-12-29 01:33:13,803 - pyskl - INFO - Epoch [79][1900/3746] lr: 4.633e-02, eta: 2 days, 14:12:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5275, loss_cls: 4.1833, loss: 4.1833 2024-12-29 01:34:39,005 - pyskl - INFO - Epoch [79][2000/3746] lr: 4.630e-02, eta: 2 days, 14:11:30, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2716, top5_acc: 0.5217, loss_cls: 4.1567, loss: 4.1567 2024-12-29 01:36:04,450 - pyskl - INFO - Epoch [79][2100/3746] lr: 4.628e-02, eta: 2 days, 14:10:08, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5283, loss_cls: 4.1651, loss: 4.1651 2024-12-29 01:37:29,769 - pyskl - INFO - Epoch [79][2200/3746] lr: 4.625e-02, eta: 2 days, 14:08:46, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5216, loss_cls: 4.1875, loss: 4.1875 2024-12-29 01:38:54,362 - pyskl - INFO - Epoch [79][2300/3746] lr: 4.622e-02, eta: 2 days, 14:07:23, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5256, loss_cls: 4.2051, loss: 4.2051 2024-12-29 01:40:19,688 - pyskl - INFO - Epoch [79][2400/3746] lr: 4.619e-02, eta: 2 days, 14:06:01, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5361, loss_cls: 4.1258, loss: 4.1258 2024-12-29 01:41:45,208 - pyskl - INFO - Epoch [79][2500/3746] lr: 4.616e-02, eta: 2 days, 14:04:39, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5214, loss_cls: 4.1570, loss: 4.1570 2024-12-29 01:43:11,248 - pyskl - INFO - Epoch [79][2600/3746] lr: 4.614e-02, eta: 2 days, 14:03:17, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5259, loss_cls: 4.1662, loss: 4.1662 2024-12-29 01:44:36,674 - pyskl - INFO - Epoch [79][2700/3746] lr: 4.611e-02, eta: 2 days, 14:01:55, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5363, loss_cls: 4.1572, loss: 4.1572 2024-12-29 01:46:02,472 - pyskl - INFO - Epoch [79][2800/3746] lr: 4.608e-02, eta: 2 days, 14:00:34, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5288, loss_cls: 4.1854, loss: 4.1854 2024-12-29 01:47:28,054 - pyskl - INFO - Epoch [79][2900/3746] lr: 4.605e-02, eta: 2 days, 13:59:12, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2806, top5_acc: 0.5348, loss_cls: 4.1482, loss: 4.1482 2024-12-29 01:48:53,846 - pyskl - INFO - Epoch [79][3000/3746] lr: 4.602e-02, eta: 2 days, 13:57:50, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5127, loss_cls: 4.2203, loss: 4.2203 2024-12-29 01:50:19,075 - pyskl - INFO - Epoch [79][3100/3746] lr: 4.600e-02, eta: 2 days, 13:56:28, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2888, top5_acc: 0.5292, loss_cls: 4.1279, loss: 4.1279 2024-12-29 01:51:44,271 - pyskl - INFO - Epoch [79][3200/3746] lr: 4.597e-02, eta: 2 days, 13:55:06, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5364, loss_cls: 4.1322, loss: 4.1322 2024-12-29 01:53:08,943 - pyskl - INFO - Epoch [79][3300/3746] lr: 4.594e-02, eta: 2 days, 13:53:43, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5278, loss_cls: 4.1819, loss: 4.1819 2024-12-29 01:54:34,035 - pyskl - INFO - Epoch [79][3400/3746] lr: 4.591e-02, eta: 2 days, 13:52:21, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5255, loss_cls: 4.2069, loss: 4.2069 2024-12-29 01:55:58,911 - pyskl - INFO - Epoch [79][3500/3746] lr: 4.588e-02, eta: 2 days, 13:50:58, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5252, loss_cls: 4.1663, loss: 4.1663 2024-12-29 01:57:24,036 - pyskl - INFO - Epoch [79][3600/3746] lr: 4.586e-02, eta: 2 days, 13:49:36, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2805, top5_acc: 0.5262, loss_cls: 4.1535, loss: 4.1535 2024-12-29 01:58:49,291 - pyskl - INFO - Epoch [79][3700/3746] lr: 4.583e-02, eta: 2 days, 13:48:14, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5273, loss_cls: 4.1730, loss: 4.1730 2024-12-29 01:59:30,393 - pyskl - INFO - Saving checkpoint at 79 epochs 2024-12-29 02:01:31,870 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 02:01:32,587 - pyskl - INFO - top1_acc 0.2071 top5_acc 0.4440 2024-12-29 02:01:32,588 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 02:01:32,637 - pyskl - INFO - mean_acc 0.2069 2024-12-29 02:01:32,652 - pyskl - INFO - Epoch(val) [79][309] top1_acc: 0.2071, top5_acc: 0.4440, mean_class_accuracy: 0.2069 2024-12-29 02:05:51,003 - pyskl - INFO - Epoch [80][100/3746] lr: 4.579e-02, eta: 2 days, 13:48:14, time: 2.583, data_time: 1.559, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5387, loss_cls: 4.1092, loss: 4.1092 2024-12-29 02:07:15,726 - pyskl - INFO - Epoch [80][200/3746] lr: 4.576e-02, eta: 2 days, 13:46:51, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2909, top5_acc: 0.5466, loss_cls: 4.0724, loss: 4.0724 2024-12-29 02:08:41,518 - pyskl - INFO - Epoch [80][300/3746] lr: 4.573e-02, eta: 2 days, 13:45:29, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5363, loss_cls: 4.1413, loss: 4.1413 2024-12-29 02:10:06,513 - pyskl - INFO - Epoch [80][400/3746] lr: 4.570e-02, eta: 2 days, 13:44:07, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5286, loss_cls: 4.1170, loss: 4.1170 2024-12-29 02:11:31,486 - pyskl - INFO - Epoch [80][500/3746] lr: 4.568e-02, eta: 2 days, 13:42:44, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2848, top5_acc: 0.5384, loss_cls: 4.0830, loss: 4.0830 2024-12-29 02:12:56,969 - pyskl - INFO - Epoch [80][600/3746] lr: 4.565e-02, eta: 2 days, 13:41:22, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2805, top5_acc: 0.5336, loss_cls: 4.1318, loss: 4.1318 2024-12-29 02:14:22,321 - pyskl - INFO - Epoch [80][700/3746] lr: 4.562e-02, eta: 2 days, 13:40:00, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5387, loss_cls: 4.1201, loss: 4.1201 2024-12-29 02:15:47,825 - pyskl - INFO - Epoch [80][800/3746] lr: 4.559e-02, eta: 2 days, 13:38:38, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5328, loss_cls: 4.1497, loss: 4.1497 2024-12-29 02:17:13,329 - pyskl - INFO - Epoch [80][900/3746] lr: 4.557e-02, eta: 2 days, 13:37:16, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2834, top5_acc: 0.5330, loss_cls: 4.1349, loss: 4.1349 2024-12-29 02:18:38,982 - pyskl - INFO - Epoch [80][1000/3746] lr: 4.554e-02, eta: 2 days, 13:35:54, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5269, loss_cls: 4.1319, loss: 4.1319 2024-12-29 02:20:03,890 - pyskl - INFO - Epoch [80][1100/3746] lr: 4.551e-02, eta: 2 days, 13:34:31, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5314, loss_cls: 4.1461, loss: 4.1461 2024-12-29 02:21:28,728 - pyskl - INFO - Epoch [80][1200/3746] lr: 4.548e-02, eta: 2 days, 13:33:08, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5281, loss_cls: 4.1318, loss: 4.1318 2024-12-29 02:22:53,691 - pyskl - INFO - Epoch [80][1300/3746] lr: 4.545e-02, eta: 2 days, 13:31:46, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2834, top5_acc: 0.5312, loss_cls: 4.1244, loss: 4.1244 2024-12-29 02:24:18,649 - pyskl - INFO - Epoch [80][1400/3746] lr: 4.543e-02, eta: 2 days, 13:30:23, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2741, top5_acc: 0.5180, loss_cls: 4.1975, loss: 4.1975 2024-12-29 02:25:43,592 - pyskl - INFO - Epoch [80][1500/3746] lr: 4.540e-02, eta: 2 days, 13:29:01, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2805, top5_acc: 0.5316, loss_cls: 4.1417, loss: 4.1417 2024-12-29 02:27:08,987 - pyskl - INFO - Epoch [80][1600/3746] lr: 4.537e-02, eta: 2 days, 13:27:39, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5300, loss_cls: 4.1526, loss: 4.1526 2024-12-29 02:28:34,602 - pyskl - INFO - Epoch [80][1700/3746] lr: 4.534e-02, eta: 2 days, 13:26:17, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5228, loss_cls: 4.1781, loss: 4.1781 2024-12-29 02:29:59,886 - pyskl - INFO - Epoch [80][1800/3746] lr: 4.532e-02, eta: 2 days, 13:24:54, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5306, loss_cls: 4.1296, loss: 4.1296 2024-12-29 02:31:25,974 - pyskl - INFO - Epoch [80][1900/3746] lr: 4.529e-02, eta: 2 days, 13:23:33, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2933, top5_acc: 0.5322, loss_cls: 4.1051, loss: 4.1051 2024-12-29 02:32:51,894 - pyskl - INFO - Epoch [80][2000/3746] lr: 4.526e-02, eta: 2 days, 13:22:11, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5314, loss_cls: 4.1328, loss: 4.1328 2024-12-29 02:34:17,579 - pyskl - INFO - Epoch [80][2100/3746] lr: 4.523e-02, eta: 2 days, 13:20:49, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5291, loss_cls: 4.1452, loss: 4.1452 2024-12-29 02:35:43,183 - pyskl - INFO - Epoch [80][2200/3746] lr: 4.520e-02, eta: 2 days, 13:19:27, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2883, top5_acc: 0.5292, loss_cls: 4.1503, loss: 4.1503 2024-12-29 02:37:09,165 - pyskl - INFO - Epoch [80][2300/3746] lr: 4.518e-02, eta: 2 days, 13:18:05, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5342, loss_cls: 4.1353, loss: 4.1353 2024-12-29 02:38:34,582 - pyskl - INFO - Epoch [80][2400/3746] lr: 4.515e-02, eta: 2 days, 13:16:43, time: 0.854, data_time: 0.001, memory: 15990, top1_acc: 0.2916, top5_acc: 0.5322, loss_cls: 4.1067, loss: 4.1067 2024-12-29 02:39:59,117 - pyskl - INFO - Epoch [80][2500/3746] lr: 4.512e-02, eta: 2 days, 13:15:20, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2786, top5_acc: 0.5219, loss_cls: 4.1573, loss: 4.1573 2024-12-29 02:41:23,835 - pyskl - INFO - Epoch [80][2600/3746] lr: 4.509e-02, eta: 2 days, 13:13:57, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2787, top5_acc: 0.5378, loss_cls: 4.1418, loss: 4.1418 2024-12-29 02:42:48,558 - pyskl - INFO - Epoch [80][2700/3746] lr: 4.506e-02, eta: 2 days, 13:12:35, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2717, top5_acc: 0.5191, loss_cls: 4.2240, loss: 4.2240 2024-12-29 02:44:13,685 - pyskl - INFO - Epoch [80][2800/3746] lr: 4.504e-02, eta: 2 days, 13:11:12, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5238, loss_cls: 4.1978, loss: 4.1978 2024-12-29 02:45:38,483 - pyskl - INFO - Epoch [80][2900/3746] lr: 4.501e-02, eta: 2 days, 13:09:49, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5309, loss_cls: 4.1225, loss: 4.1225 2024-12-29 02:47:03,084 - pyskl - INFO - Epoch [80][3000/3746] lr: 4.498e-02, eta: 2 days, 13:08:27, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2847, top5_acc: 0.5297, loss_cls: 4.1265, loss: 4.1265 2024-12-29 02:48:27,634 - pyskl - INFO - Epoch [80][3100/3746] lr: 4.495e-02, eta: 2 days, 13:07:04, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.2811, top5_acc: 0.5236, loss_cls: 4.1523, loss: 4.1523 2024-12-29 02:49:52,589 - pyskl - INFO - Epoch [80][3200/3746] lr: 4.493e-02, eta: 2 days, 13:05:41, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5295, loss_cls: 4.1522, loss: 4.1522 2024-12-29 02:51:16,613 - pyskl - INFO - Epoch [80][3300/3746] lr: 4.490e-02, eta: 2 days, 13:04:18, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2806, top5_acc: 0.5248, loss_cls: 4.1441, loss: 4.1441 2024-12-29 02:52:41,151 - pyskl - INFO - Epoch [80][3400/3746] lr: 4.487e-02, eta: 2 days, 13:02:55, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5383, loss_cls: 4.1332, loss: 4.1332 2024-12-29 02:54:05,994 - pyskl - INFO - Epoch [80][3500/3746] lr: 4.484e-02, eta: 2 days, 13:01:32, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5275, loss_cls: 4.1463, loss: 4.1463 2024-12-29 02:55:30,401 - pyskl - INFO - Epoch [80][3600/3746] lr: 4.481e-02, eta: 2 days, 13:00:09, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5277, loss_cls: 4.1547, loss: 4.1547 2024-12-29 02:56:55,166 - pyskl - INFO - Epoch [80][3700/3746] lr: 4.479e-02, eta: 2 days, 12:58:46, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5156, loss_cls: 4.1955, loss: 4.1955 2024-12-29 02:57:36,318 - pyskl - INFO - Saving checkpoint at 80 epochs 2024-12-29 02:59:36,792 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 02:59:37,486 - pyskl - INFO - top1_acc 0.2117 top5_acc 0.4505 2024-12-29 02:59:37,486 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 02:59:37,538 - pyskl - INFO - mean_acc 0.2115 2024-12-29 02:59:37,556 - pyskl - INFO - Epoch(val) [80][309] top1_acc: 0.2117, top5_acc: 0.4505, mean_class_accuracy: 0.2115 2024-12-29 03:03:53,938 - pyskl - INFO - Epoch [81][100/3746] lr: 4.475e-02, eta: 2 days, 12:58:41, time: 2.564, data_time: 1.524, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5359, loss_cls: 4.0921, loss: 4.0921 2024-12-29 03:05:19,595 - pyskl - INFO - Epoch [81][200/3746] lr: 4.472e-02, eta: 2 days, 12:57:19, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2903, top5_acc: 0.5442, loss_cls: 4.0820, loss: 4.0820 2024-12-29 03:06:44,731 - pyskl - INFO - Epoch [81][300/3746] lr: 4.469e-02, eta: 2 days, 12:55:56, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2909, top5_acc: 0.5359, loss_cls: 4.0904, loss: 4.0904 2024-12-29 03:08:10,011 - pyskl - INFO - Epoch [81][400/3746] lr: 4.466e-02, eta: 2 days, 12:54:34, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2863, top5_acc: 0.5428, loss_cls: 4.0773, loss: 4.0773 2024-12-29 03:09:36,098 - pyskl - INFO - Epoch [81][500/3746] lr: 4.463e-02, eta: 2 days, 12:53:12, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5345, loss_cls: 4.1243, loss: 4.1243 2024-12-29 03:11:02,031 - pyskl - INFO - Epoch [81][600/3746] lr: 4.461e-02, eta: 2 days, 12:51:51, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5319, loss_cls: 4.1298, loss: 4.1298 2024-12-29 03:12:27,530 - pyskl - INFO - Epoch [81][700/3746] lr: 4.458e-02, eta: 2 days, 12:50:28, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5345, loss_cls: 4.1202, loss: 4.1202 2024-12-29 03:13:53,387 - pyskl - INFO - Epoch [81][800/3746] lr: 4.455e-02, eta: 2 days, 12:49:06, time: 0.859, data_time: 0.001, memory: 15990, top1_acc: 0.2863, top5_acc: 0.5336, loss_cls: 4.1251, loss: 4.1251 2024-12-29 03:15:18,835 - pyskl - INFO - Epoch [81][900/3746] lr: 4.452e-02, eta: 2 days, 12:47:44, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2969, top5_acc: 0.5333, loss_cls: 4.1199, loss: 4.1199 2024-12-29 03:16:43,827 - pyskl - INFO - Epoch [81][1000/3746] lr: 4.450e-02, eta: 2 days, 12:46:21, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2811, top5_acc: 0.5352, loss_cls: 4.1265, loss: 4.1265 2024-12-29 03:18:08,472 - pyskl - INFO - Epoch [81][1100/3746] lr: 4.447e-02, eta: 2 days, 12:44:58, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5302, loss_cls: 4.1419, loss: 4.1419 2024-12-29 03:19:32,967 - pyskl - INFO - Epoch [81][1200/3746] lr: 4.444e-02, eta: 2 days, 12:43:35, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5319, loss_cls: 4.1307, loss: 4.1307 2024-12-29 03:20:56,934 - pyskl - INFO - Epoch [81][1300/3746] lr: 4.441e-02, eta: 2 days, 12:42:12, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5286, loss_cls: 4.1431, loss: 4.1431 2024-12-29 03:22:21,040 - pyskl - INFO - Epoch [81][1400/3746] lr: 4.438e-02, eta: 2 days, 12:40:48, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2906, top5_acc: 0.5458, loss_cls: 4.0800, loss: 4.0800 2024-12-29 03:23:45,684 - pyskl - INFO - Epoch [81][1500/3746] lr: 4.436e-02, eta: 2 days, 12:39:25, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5406, loss_cls: 4.0798, loss: 4.0798 2024-12-29 03:25:10,197 - pyskl - INFO - Epoch [81][1600/3746] lr: 4.433e-02, eta: 2 days, 12:38:02, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2939, top5_acc: 0.5437, loss_cls: 4.0490, loss: 4.0490 2024-12-29 03:26:34,830 - pyskl - INFO - Epoch [81][1700/3746] lr: 4.430e-02, eta: 2 days, 12:36:39, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5356, loss_cls: 4.1100, loss: 4.1100 2024-12-29 03:27:59,009 - pyskl - INFO - Epoch [81][1800/3746] lr: 4.427e-02, eta: 2 days, 12:35:16, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5361, loss_cls: 4.1304, loss: 4.1304 2024-12-29 03:29:23,159 - pyskl - INFO - Epoch [81][1900/3746] lr: 4.425e-02, eta: 2 days, 12:33:52, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2787, top5_acc: 0.5227, loss_cls: 4.1705, loss: 4.1705 2024-12-29 03:30:47,823 - pyskl - INFO - Epoch [81][2000/3746] lr: 4.422e-02, eta: 2 days, 12:32:29, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2867, top5_acc: 0.5323, loss_cls: 4.1121, loss: 4.1121 2024-12-29 03:32:12,640 - pyskl - INFO - Epoch [81][2100/3746] lr: 4.419e-02, eta: 2 days, 12:31:07, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2847, top5_acc: 0.5323, loss_cls: 4.1279, loss: 4.1279 2024-12-29 03:33:37,808 - pyskl - INFO - Epoch [81][2200/3746] lr: 4.416e-02, eta: 2 days, 12:29:44, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2812, top5_acc: 0.5289, loss_cls: 4.1215, loss: 4.1215 2024-12-29 03:35:02,824 - pyskl - INFO - Epoch [81][2300/3746] lr: 4.413e-02, eta: 2 days, 12:28:21, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2828, top5_acc: 0.5281, loss_cls: 4.1391, loss: 4.1391 2024-12-29 03:36:27,695 - pyskl - INFO - Epoch [81][2400/3746] lr: 4.411e-02, eta: 2 days, 12:26:59, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5234, loss_cls: 4.1634, loss: 4.1634 2024-12-29 03:37:53,099 - pyskl - INFO - Epoch [81][2500/3746] lr: 4.408e-02, eta: 2 days, 12:25:36, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2848, top5_acc: 0.5314, loss_cls: 4.1246, loss: 4.1246 2024-12-29 03:39:18,457 - pyskl - INFO - Epoch [81][2600/3746] lr: 4.405e-02, eta: 2 days, 12:24:14, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5341, loss_cls: 4.0984, loss: 4.0984 2024-12-29 03:40:43,148 - pyskl - INFO - Epoch [81][2700/3746] lr: 4.402e-02, eta: 2 days, 12:22:51, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5359, loss_cls: 4.1200, loss: 4.1200 2024-12-29 03:42:08,258 - pyskl - INFO - Epoch [81][2800/3746] lr: 4.400e-02, eta: 2 days, 12:21:28, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5183, loss_cls: 4.2022, loss: 4.2022 2024-12-29 03:43:33,157 - pyskl - INFO - Epoch [81][2900/3746] lr: 4.397e-02, eta: 2 days, 12:20:05, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2736, top5_acc: 0.5153, loss_cls: 4.2019, loss: 4.2019 2024-12-29 03:44:58,029 - pyskl - INFO - Epoch [81][3000/3746] lr: 4.394e-02, eta: 2 days, 12:18:43, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5337, loss_cls: 4.1485, loss: 4.1485 2024-12-29 03:46:22,560 - pyskl - INFO - Epoch [81][3100/3746] lr: 4.391e-02, eta: 2 days, 12:17:20, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5392, loss_cls: 4.1239, loss: 4.1239 2024-12-29 03:47:47,250 - pyskl - INFO - Epoch [81][3200/3746] lr: 4.389e-02, eta: 2 days, 12:15:57, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2830, top5_acc: 0.5363, loss_cls: 4.1164, loss: 4.1164 2024-12-29 03:49:11,451 - pyskl - INFO - Epoch [81][3300/3746] lr: 4.386e-02, eta: 2 days, 12:14:33, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2736, top5_acc: 0.5314, loss_cls: 4.1422, loss: 4.1422 2024-12-29 03:50:35,562 - pyskl - INFO - Epoch [81][3400/3746] lr: 4.383e-02, eta: 2 days, 12:13:10, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2856, top5_acc: 0.5344, loss_cls: 4.1174, loss: 4.1174 2024-12-29 03:52:00,262 - pyskl - INFO - Epoch [81][3500/3746] lr: 4.380e-02, eta: 2 days, 12:11:47, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5281, loss_cls: 4.1611, loss: 4.1611 2024-12-29 03:53:24,793 - pyskl - INFO - Epoch [81][3600/3746] lr: 4.377e-02, eta: 2 days, 12:10:24, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5255, loss_cls: 4.1628, loss: 4.1628 2024-12-29 03:54:49,308 - pyskl - INFO - Epoch [81][3700/3746] lr: 4.375e-02, eta: 2 days, 12:09:01, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2969, top5_acc: 0.5355, loss_cls: 4.0971, loss: 4.0971 2024-12-29 03:55:29,905 - pyskl - INFO - Saving checkpoint at 81 epochs 2024-12-29 03:57:29,266 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 03:57:29,985 - pyskl - INFO - top1_acc 0.2225 top5_acc 0.4557 2024-12-29 03:57:29,986 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 03:57:30,031 - pyskl - INFO - mean_acc 0.2223 2024-12-29 03:57:30,036 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_78.pth was removed 2024-12-29 03:57:30,301 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. 2024-12-29 03:57:30,302 - pyskl - INFO - Best top1_acc is 0.2225 at 81 epoch. 2024-12-29 03:57:30,317 - pyskl - INFO - Epoch(val) [81][309] top1_acc: 0.2225, top5_acc: 0.4557, mean_class_accuracy: 0.2223 2024-12-29 04:01:44,408 - pyskl - INFO - Epoch [82][100/3746] lr: 4.371e-02, eta: 2 days, 12:08:50, time: 2.541, data_time: 1.513, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5448, loss_cls: 4.0521, loss: 4.0521 2024-12-29 04:03:09,586 - pyskl - INFO - Epoch [82][200/3746] lr: 4.368e-02, eta: 2 days, 12:07:28, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5414, loss_cls: 4.1115, loss: 4.1115 2024-12-29 04:04:35,016 - pyskl - INFO - Epoch [82][300/3746] lr: 4.365e-02, eta: 2 days, 12:06:05, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2845, top5_acc: 0.5350, loss_cls: 4.1215, loss: 4.1215 2024-12-29 04:05:59,991 - pyskl - INFO - Epoch [82][400/3746] lr: 4.362e-02, eta: 2 days, 12:04:43, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5444, loss_cls: 4.0694, loss: 4.0694 2024-12-29 04:07:25,100 - pyskl - INFO - Epoch [82][500/3746] lr: 4.359e-02, eta: 2 days, 12:03:20, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2872, top5_acc: 0.5445, loss_cls: 4.0810, loss: 4.0810 2024-12-29 04:08:50,292 - pyskl - INFO - Epoch [82][600/3746] lr: 4.357e-02, eta: 2 days, 12:01:57, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5341, loss_cls: 4.1192, loss: 4.1192 2024-12-29 04:10:15,614 - pyskl - INFO - Epoch [82][700/3746] lr: 4.354e-02, eta: 2 days, 12:00:35, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5330, loss_cls: 4.1128, loss: 4.1128 2024-12-29 04:11:40,991 - pyskl - INFO - Epoch [82][800/3746] lr: 4.351e-02, eta: 2 days, 11:59:12, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2883, top5_acc: 0.5391, loss_cls: 4.0859, loss: 4.0859 2024-12-29 04:13:05,999 - pyskl - INFO - Epoch [82][900/3746] lr: 4.348e-02, eta: 2 days, 11:57:49, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2872, top5_acc: 0.5430, loss_cls: 4.0863, loss: 4.0863 2024-12-29 04:14:31,412 - pyskl - INFO - Epoch [82][1000/3746] lr: 4.346e-02, eta: 2 days, 11:56:27, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5359, loss_cls: 4.1066, loss: 4.1066 2024-12-29 04:15:55,911 - pyskl - INFO - Epoch [82][1100/3746] lr: 4.343e-02, eta: 2 days, 11:55:04, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5395, loss_cls: 4.0646, loss: 4.0646 2024-12-29 04:17:20,655 - pyskl - INFO - Epoch [82][1200/3746] lr: 4.340e-02, eta: 2 days, 11:53:41, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2877, top5_acc: 0.5331, loss_cls: 4.1027, loss: 4.1027 2024-12-29 04:18:45,640 - pyskl - INFO - Epoch [82][1300/3746] lr: 4.337e-02, eta: 2 days, 11:52:18, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2805, top5_acc: 0.5334, loss_cls: 4.1144, loss: 4.1144 2024-12-29 04:20:10,093 - pyskl - INFO - Epoch [82][1400/3746] lr: 4.335e-02, eta: 2 days, 11:50:55, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5411, loss_cls: 4.0695, loss: 4.0695 2024-12-29 04:21:34,957 - pyskl - INFO - Epoch [82][1500/3746] lr: 4.332e-02, eta: 2 days, 11:49:32, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2828, top5_acc: 0.5286, loss_cls: 4.1060, loss: 4.1060 2024-12-29 04:22:59,638 - pyskl - INFO - Epoch [82][1600/3746] lr: 4.329e-02, eta: 2 days, 11:48:09, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5347, loss_cls: 4.1097, loss: 4.1097 2024-12-29 04:24:24,508 - pyskl - INFO - Epoch [82][1700/3746] lr: 4.326e-02, eta: 2 days, 11:46:46, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5372, loss_cls: 4.1079, loss: 4.1079 2024-12-29 04:25:49,054 - pyskl - INFO - Epoch [82][1800/3746] lr: 4.323e-02, eta: 2 days, 11:45:23, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2869, top5_acc: 0.5364, loss_cls: 4.1064, loss: 4.1064 2024-12-29 04:27:13,933 - pyskl - INFO - Epoch [82][1900/3746] lr: 4.321e-02, eta: 2 days, 11:44:00, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2948, top5_acc: 0.5469, loss_cls: 4.0407, loss: 4.0407 2024-12-29 04:28:39,271 - pyskl - INFO - Epoch [82][2000/3746] lr: 4.318e-02, eta: 2 days, 11:42:37, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5292, loss_cls: 4.1508, loss: 4.1508 2024-12-29 04:30:04,961 - pyskl - INFO - Epoch [82][2100/3746] lr: 4.315e-02, eta: 2 days, 11:41:15, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2878, top5_acc: 0.5353, loss_cls: 4.1007, loss: 4.1007 2024-12-29 04:31:30,439 - pyskl - INFO - Epoch [82][2200/3746] lr: 4.312e-02, eta: 2 days, 11:39:52, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5444, loss_cls: 4.1047, loss: 4.1047 2024-12-29 04:32:55,928 - pyskl - INFO - Epoch [82][2300/3746] lr: 4.310e-02, eta: 2 days, 11:38:30, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2850, top5_acc: 0.5270, loss_cls: 4.1290, loss: 4.1290 2024-12-29 04:34:21,294 - pyskl - INFO - Epoch [82][2400/3746] lr: 4.307e-02, eta: 2 days, 11:37:08, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5319, loss_cls: 4.1229, loss: 4.1229 2024-12-29 04:35:46,112 - pyskl - INFO - Epoch [82][2500/3746] lr: 4.304e-02, eta: 2 days, 11:35:45, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5277, loss_cls: 4.1506, loss: 4.1506 2024-12-29 04:37:10,801 - pyskl - INFO - Epoch [82][2600/3746] lr: 4.301e-02, eta: 2 days, 11:34:21, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5314, loss_cls: 4.1389, loss: 4.1389 2024-12-29 04:38:36,444 - pyskl - INFO - Epoch [82][2700/3746] lr: 4.299e-02, eta: 2 days, 11:32:59, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5289, loss_cls: 4.1646, loss: 4.1646 2024-12-29 04:40:01,690 - pyskl - INFO - Epoch [82][2800/3746] lr: 4.296e-02, eta: 2 days, 11:31:37, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5402, loss_cls: 4.1066, loss: 4.1066 2024-12-29 04:41:26,667 - pyskl - INFO - Epoch [82][2900/3746] lr: 4.293e-02, eta: 2 days, 11:30:14, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5284, loss_cls: 4.1211, loss: 4.1211 2024-12-29 04:42:52,074 - pyskl - INFO - Epoch [82][3000/3746] lr: 4.290e-02, eta: 2 days, 11:28:51, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5220, loss_cls: 4.1683, loss: 4.1683 2024-12-29 04:44:16,793 - pyskl - INFO - Epoch [82][3100/3746] lr: 4.287e-02, eta: 2 days, 11:27:28, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5370, loss_cls: 4.1114, loss: 4.1114 2024-12-29 04:45:41,850 - pyskl - INFO - Epoch [82][3200/3746] lr: 4.285e-02, eta: 2 days, 11:26:05, time: 0.851, data_time: 0.001, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5262, loss_cls: 4.1593, loss: 4.1593 2024-12-29 04:47:06,275 - pyskl - INFO - Epoch [82][3300/3746] lr: 4.282e-02, eta: 2 days, 11:24:42, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2875, top5_acc: 0.5431, loss_cls: 4.0811, loss: 4.0811 2024-12-29 04:48:31,269 - pyskl - INFO - Epoch [82][3400/3746] lr: 4.279e-02, eta: 2 days, 11:23:19, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5262, loss_cls: 4.1672, loss: 4.1672 2024-12-29 04:49:56,551 - pyskl - INFO - Epoch [82][3500/3746] lr: 4.276e-02, eta: 2 days, 11:21:57, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2791, top5_acc: 0.5267, loss_cls: 4.1468, loss: 4.1468 2024-12-29 04:51:21,606 - pyskl - INFO - Epoch [82][3600/3746] lr: 4.274e-02, eta: 2 days, 11:20:34, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2891, top5_acc: 0.5334, loss_cls: 4.0826, loss: 4.0826 2024-12-29 04:52:45,978 - pyskl - INFO - Epoch [82][3700/3746] lr: 4.271e-02, eta: 2 days, 11:19:10, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5305, loss_cls: 4.1469, loss: 4.1469 2024-12-29 04:53:26,649 - pyskl - INFO - Saving checkpoint at 82 epochs 2024-12-29 04:55:26,955 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 04:55:27,888 - pyskl - INFO - top1_acc 0.2292 top5_acc 0.4675 2024-12-29 04:55:27,889 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 04:55:27,960 - pyskl - INFO - mean_acc 0.2290 2024-12-29 04:55:27,968 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_81.pth was removed 2024-12-29 04:55:28,252 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. 2024-12-29 04:55:28,253 - pyskl - INFO - Best top1_acc is 0.2292 at 82 epoch. 2024-12-29 04:55:28,273 - pyskl - INFO - Epoch(val) [82][309] top1_acc: 0.2292, top5_acc: 0.4675, mean_class_accuracy: 0.2290 2024-12-29 04:59:46,447 - pyskl - INFO - Epoch [83][100/3746] lr: 4.267e-02, eta: 2 days, 11:19:01, time: 2.582, data_time: 1.545, memory: 15990, top1_acc: 0.2938, top5_acc: 0.5445, loss_cls: 4.0391, loss: 4.0391 2024-12-29 05:01:12,324 - pyskl - INFO - Epoch [83][200/3746] lr: 4.264e-02, eta: 2 days, 11:17:38, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5395, loss_cls: 4.0444, loss: 4.0444 2024-12-29 05:02:37,836 - pyskl - INFO - Epoch [83][300/3746] lr: 4.261e-02, eta: 2 days, 11:16:16, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5489, loss_cls: 4.0412, loss: 4.0412 2024-12-29 05:04:03,800 - pyskl - INFO - Epoch [83][400/3746] lr: 4.259e-02, eta: 2 days, 11:14:54, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5330, loss_cls: 4.0957, loss: 4.0957 2024-12-29 05:05:29,850 - pyskl - INFO - Epoch [83][500/3746] lr: 4.256e-02, eta: 2 days, 11:13:32, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5414, loss_cls: 4.1021, loss: 4.1021 2024-12-29 05:06:55,952 - pyskl - INFO - Epoch [83][600/3746] lr: 4.253e-02, eta: 2 days, 11:12:10, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5466, loss_cls: 4.0722, loss: 4.0722 2024-12-29 05:08:21,653 - pyskl - INFO - Epoch [83][700/3746] lr: 4.250e-02, eta: 2 days, 11:10:47, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5327, loss_cls: 4.1077, loss: 4.1077 2024-12-29 05:09:47,625 - pyskl - INFO - Epoch [83][800/3746] lr: 4.247e-02, eta: 2 days, 11:09:25, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.2850, top5_acc: 0.5359, loss_cls: 4.1169, loss: 4.1169 2024-12-29 05:11:13,901 - pyskl - INFO - Epoch [83][900/3746] lr: 4.245e-02, eta: 2 days, 11:08:03, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5434, loss_cls: 4.0944, loss: 4.0944 2024-12-29 05:12:39,516 - pyskl - INFO - Epoch [83][1000/3746] lr: 4.242e-02, eta: 2 days, 11:06:41, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5405, loss_cls: 4.0891, loss: 4.0891 2024-12-29 05:14:05,225 - pyskl - INFO - Epoch [83][1100/3746] lr: 4.239e-02, eta: 2 days, 11:05:18, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5531, loss_cls: 4.0310, loss: 4.0310 2024-12-29 05:15:29,652 - pyskl - INFO - Epoch [83][1200/3746] lr: 4.236e-02, eta: 2 days, 11:03:55, time: 0.844, data_time: 0.001, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5450, loss_cls: 4.0381, loss: 4.0381 2024-12-29 05:16:54,509 - pyskl - INFO - Epoch [83][1300/3746] lr: 4.234e-02, eta: 2 days, 11:02:32, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5291, loss_cls: 4.1301, loss: 4.1301 2024-12-29 05:18:20,042 - pyskl - INFO - Epoch [83][1400/3746] lr: 4.231e-02, eta: 2 days, 11:01:10, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5322, loss_cls: 4.1171, loss: 4.1171 2024-12-29 05:19:45,017 - pyskl - INFO - Epoch [83][1500/3746] lr: 4.228e-02, eta: 2 days, 10:59:47, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2984, top5_acc: 0.5448, loss_cls: 4.0410, loss: 4.0410 2024-12-29 05:21:09,709 - pyskl - INFO - Epoch [83][1600/3746] lr: 4.225e-02, eta: 2 days, 10:58:23, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5452, loss_cls: 4.0606, loss: 4.0606 2024-12-29 05:22:34,980 - pyskl - INFO - Epoch [83][1700/3746] lr: 4.223e-02, eta: 2 days, 10:57:01, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5300, loss_cls: 4.1438, loss: 4.1438 2024-12-29 05:24:00,140 - pyskl - INFO - Epoch [83][1800/3746] lr: 4.220e-02, eta: 2 days, 10:55:38, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2877, top5_acc: 0.5312, loss_cls: 4.1489, loss: 4.1489 2024-12-29 05:25:25,935 - pyskl - INFO - Epoch [83][1900/3746] lr: 4.217e-02, eta: 2 days, 10:54:15, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2948, top5_acc: 0.5345, loss_cls: 4.1184, loss: 4.1184 2024-12-29 05:26:51,040 - pyskl - INFO - Epoch [83][2000/3746] lr: 4.214e-02, eta: 2 days, 10:52:53, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2872, top5_acc: 0.5337, loss_cls: 4.1118, loss: 4.1118 2024-12-29 05:28:16,134 - pyskl - INFO - Epoch [83][2100/3746] lr: 4.212e-02, eta: 2 days, 10:51:30, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5361, loss_cls: 4.1210, loss: 4.1210 2024-12-29 05:29:41,204 - pyskl - INFO - Epoch [83][2200/3746] lr: 4.209e-02, eta: 2 days, 10:50:07, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5367, loss_cls: 4.1068, loss: 4.1068 2024-12-29 05:31:06,177 - pyskl - INFO - Epoch [83][2300/3746] lr: 4.206e-02, eta: 2 days, 10:48:44, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2844, top5_acc: 0.5252, loss_cls: 4.1570, loss: 4.1570 2024-12-29 05:32:31,348 - pyskl - INFO - Epoch [83][2400/3746] lr: 4.203e-02, eta: 2 days, 10:47:21, time: 0.852, data_time: 0.001, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5420, loss_cls: 4.1103, loss: 4.1103 2024-12-29 05:33:55,460 - pyskl - INFO - Epoch [83][2500/3746] lr: 4.201e-02, eta: 2 days, 10:45:57, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2795, top5_acc: 0.5280, loss_cls: 4.1284, loss: 4.1284 2024-12-29 05:35:19,675 - pyskl - INFO - Epoch [83][2600/3746] lr: 4.198e-02, eta: 2 days, 10:44:34, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5381, loss_cls: 4.1000, loss: 4.1000 2024-12-29 05:36:44,720 - pyskl - INFO - Epoch [83][2700/3746] lr: 4.195e-02, eta: 2 days, 10:43:11, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5347, loss_cls: 4.0967, loss: 4.0967 2024-12-29 05:38:09,788 - pyskl - INFO - Epoch [83][2800/3746] lr: 4.192e-02, eta: 2 days, 10:41:48, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2883, top5_acc: 0.5344, loss_cls: 4.1194, loss: 4.1194 2024-12-29 05:39:34,465 - pyskl - INFO - Epoch [83][2900/3746] lr: 4.190e-02, eta: 2 days, 10:40:25, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5394, loss_cls: 4.1023, loss: 4.1023 2024-12-29 05:40:59,553 - pyskl - INFO - Epoch [83][3000/3746] lr: 4.187e-02, eta: 2 days, 10:39:02, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5245, loss_cls: 4.1658, loss: 4.1658 2024-12-29 05:42:23,860 - pyskl - INFO - Epoch [83][3100/3746] lr: 4.184e-02, eta: 2 days, 10:37:38, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5484, loss_cls: 4.0782, loss: 4.0782 2024-12-29 05:43:48,429 - pyskl - INFO - Epoch [83][3200/3746] lr: 4.181e-02, eta: 2 days, 10:36:15, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2828, top5_acc: 0.5361, loss_cls: 4.1194, loss: 4.1194 2024-12-29 05:45:12,915 - pyskl - INFO - Epoch [83][3300/3746] lr: 4.178e-02, eta: 2 days, 10:34:52, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5330, loss_cls: 4.1131, loss: 4.1131 2024-12-29 05:46:37,793 - pyskl - INFO - Epoch [83][3400/3746] lr: 4.176e-02, eta: 2 days, 10:33:29, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.2905, top5_acc: 0.5408, loss_cls: 4.1084, loss: 4.1084 2024-12-29 05:48:02,955 - pyskl - INFO - Epoch [83][3500/3746] lr: 4.173e-02, eta: 2 days, 10:32:06, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5436, loss_cls: 4.0790, loss: 4.0790 2024-12-29 05:49:27,728 - pyskl - INFO - Epoch [83][3600/3746] lr: 4.170e-02, eta: 2 days, 10:30:43, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2773, top5_acc: 0.5247, loss_cls: 4.1596, loss: 4.1596 2024-12-29 05:50:52,415 - pyskl - INFO - Epoch [83][3700/3746] lr: 4.167e-02, eta: 2 days, 10:29:19, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5330, loss_cls: 4.0967, loss: 4.0967 2024-12-29 05:51:33,417 - pyskl - INFO - Saving checkpoint at 83 epochs 2024-12-29 05:53:32,156 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 05:53:32,910 - pyskl - INFO - top1_acc 0.2318 top5_acc 0.4640 2024-12-29 05:53:32,911 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 05:53:32,969 - pyskl - INFO - mean_acc 0.2317 2024-12-29 05:53:32,975 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_82.pth was removed 2024-12-29 05:53:33,258 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. 2024-12-29 05:53:33,259 - pyskl - INFO - Best top1_acc is 0.2318 at 83 epoch. 2024-12-29 05:53:33,277 - pyskl - INFO - Epoch(val) [83][309] top1_acc: 0.2318, top5_acc: 0.4640, mean_class_accuracy: 0.2317 2024-12-29 05:57:47,361 - pyskl - INFO - Epoch [84][100/3746] lr: 4.163e-02, eta: 2 days, 10:29:03, time: 2.541, data_time: 1.504, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5541, loss_cls: 4.0218, loss: 4.0218 2024-12-29 05:59:12,868 - pyskl - INFO - Epoch [84][200/3746] lr: 4.161e-02, eta: 2 days, 10:27:40, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5452, loss_cls: 4.0763, loss: 4.0763 2024-12-29 06:00:37,964 - pyskl - INFO - Epoch [84][300/3746] lr: 4.158e-02, eta: 2 days, 10:26:17, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3020, top5_acc: 0.5570, loss_cls: 4.0282, loss: 4.0282 2024-12-29 06:02:03,282 - pyskl - INFO - Epoch [84][400/3746] lr: 4.155e-02, eta: 2 days, 10:24:55, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5425, loss_cls: 4.0372, loss: 4.0372 2024-12-29 06:03:28,485 - pyskl - INFO - Epoch [84][500/3746] lr: 4.152e-02, eta: 2 days, 10:23:32, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5552, loss_cls: 4.0320, loss: 4.0320 2024-12-29 06:04:53,872 - pyskl - INFO - Epoch [84][600/3746] lr: 4.150e-02, eta: 2 days, 10:22:09, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5427, loss_cls: 4.0853, loss: 4.0853 2024-12-29 06:06:19,359 - pyskl - INFO - Epoch [84][700/3746] lr: 4.147e-02, eta: 2 days, 10:20:46, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2891, top5_acc: 0.5419, loss_cls: 4.0799, loss: 4.0799 2024-12-29 06:07:45,203 - pyskl - INFO - Epoch [84][800/3746] lr: 4.144e-02, eta: 2 days, 10:19:24, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5459, loss_cls: 4.0570, loss: 4.0570 2024-12-29 06:09:10,796 - pyskl - INFO - Epoch [84][900/3746] lr: 4.141e-02, eta: 2 days, 10:18:01, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2938, top5_acc: 0.5459, loss_cls: 4.0693, loss: 4.0693 2024-12-29 06:10:35,434 - pyskl - INFO - Epoch [84][1000/3746] lr: 4.139e-02, eta: 2 days, 10:16:38, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5373, loss_cls: 4.1131, loss: 4.1131 2024-12-29 06:12:00,135 - pyskl - INFO - Epoch [84][1100/3746] lr: 4.136e-02, eta: 2 days, 10:15:15, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2827, top5_acc: 0.5306, loss_cls: 4.1495, loss: 4.1495 2024-12-29 06:13:23,909 - pyskl - INFO - Epoch [84][1200/3746] lr: 4.133e-02, eta: 2 days, 10:13:51, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5425, loss_cls: 4.0941, loss: 4.0941 2024-12-29 06:14:48,051 - pyskl - INFO - Epoch [84][1300/3746] lr: 4.130e-02, eta: 2 days, 10:12:27, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3014, top5_acc: 0.5502, loss_cls: 4.0371, loss: 4.0371 2024-12-29 06:16:12,091 - pyskl - INFO - Epoch [84][1400/3746] lr: 4.128e-02, eta: 2 days, 10:11:03, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5405, loss_cls: 4.0591, loss: 4.0591 2024-12-29 06:17:36,022 - pyskl - INFO - Epoch [84][1500/3746] lr: 4.125e-02, eta: 2 days, 10:09:39, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2883, top5_acc: 0.5370, loss_cls: 4.1038, loss: 4.1038 2024-12-29 06:19:00,321 - pyskl - INFO - Epoch [84][1600/3746] lr: 4.122e-02, eta: 2 days, 10:08:15, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2855, top5_acc: 0.5323, loss_cls: 4.1146, loss: 4.1146 2024-12-29 06:20:24,903 - pyskl - INFO - Epoch [84][1700/3746] lr: 4.119e-02, eta: 2 days, 10:06:52, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2878, top5_acc: 0.5378, loss_cls: 4.0860, loss: 4.0860 2024-12-29 06:21:49,421 - pyskl - INFO - Epoch [84][1800/3746] lr: 4.117e-02, eta: 2 days, 10:05:29, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5391, loss_cls: 4.0907, loss: 4.0907 2024-12-29 06:23:14,692 - pyskl - INFO - Epoch [84][1900/3746] lr: 4.114e-02, eta: 2 days, 10:04:06, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5363, loss_cls: 4.1189, loss: 4.1189 2024-12-29 06:24:40,097 - pyskl - INFO - Epoch [84][2000/3746] lr: 4.111e-02, eta: 2 days, 10:02:43, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2900, top5_acc: 0.5359, loss_cls: 4.1161, loss: 4.1161 2024-12-29 06:26:04,901 - pyskl - INFO - Epoch [84][2100/3746] lr: 4.108e-02, eta: 2 days, 10:01:20, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2867, top5_acc: 0.5377, loss_cls: 4.1364, loss: 4.1364 2024-12-29 06:27:30,440 - pyskl - INFO - Epoch [84][2200/3746] lr: 4.106e-02, eta: 2 days, 9:59:57, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5386, loss_cls: 4.1233, loss: 4.1233 2024-12-29 06:28:55,935 - pyskl - INFO - Epoch [84][2300/3746] lr: 4.103e-02, eta: 2 days, 9:58:34, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5505, loss_cls: 4.0357, loss: 4.0357 2024-12-29 06:30:20,901 - pyskl - INFO - Epoch [84][2400/3746] lr: 4.100e-02, eta: 2 days, 9:57:11, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5250, loss_cls: 4.1683, loss: 4.1683 2024-12-29 06:31:46,639 - pyskl - INFO - Epoch [84][2500/3746] lr: 4.097e-02, eta: 2 days, 9:55:49, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.2930, top5_acc: 0.5389, loss_cls: 4.0795, loss: 4.0795 2024-12-29 06:33:11,293 - pyskl - INFO - Epoch [84][2600/3746] lr: 4.095e-02, eta: 2 days, 9:54:25, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5422, loss_cls: 4.0817, loss: 4.0817 2024-12-29 06:34:36,628 - pyskl - INFO - Epoch [84][2700/3746] lr: 4.092e-02, eta: 2 days, 9:53:03, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5316, loss_cls: 4.1129, loss: 4.1129 2024-12-29 06:36:01,533 - pyskl - INFO - Epoch [84][2800/3746] lr: 4.089e-02, eta: 2 days, 9:51:39, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2883, top5_acc: 0.5411, loss_cls: 4.1075, loss: 4.1075 2024-12-29 06:37:26,756 - pyskl - INFO - Epoch [84][2900/3746] lr: 4.086e-02, eta: 2 days, 9:50:17, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2736, top5_acc: 0.5259, loss_cls: 4.1221, loss: 4.1221 2024-12-29 06:38:52,075 - pyskl - INFO - Epoch [84][3000/3746] lr: 4.084e-02, eta: 2 days, 9:48:54, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5427, loss_cls: 4.0910, loss: 4.0910 2024-12-29 06:40:16,994 - pyskl - INFO - Epoch [84][3100/3746] lr: 4.081e-02, eta: 2 days, 9:47:31, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.2884, top5_acc: 0.5320, loss_cls: 4.1039, loss: 4.1039 2024-12-29 06:41:41,792 - pyskl - INFO - Epoch [84][3200/3746] lr: 4.078e-02, eta: 2 days, 9:46:07, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5558, loss_cls: 4.0370, loss: 4.0370 2024-12-29 06:43:06,909 - pyskl - INFO - Epoch [84][3300/3746] lr: 4.075e-02, eta: 2 days, 9:44:44, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2853, top5_acc: 0.5358, loss_cls: 4.1035, loss: 4.1035 2024-12-29 06:44:31,609 - pyskl - INFO - Epoch [84][3400/3746] lr: 4.073e-02, eta: 2 days, 9:43:21, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5511, loss_cls: 4.0495, loss: 4.0495 2024-12-29 06:45:56,218 - pyskl - INFO - Epoch [84][3500/3746] lr: 4.070e-02, eta: 2 days, 9:41:58, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5328, loss_cls: 4.1335, loss: 4.1335 2024-12-29 06:47:20,557 - pyskl - INFO - Epoch [84][3600/3746] lr: 4.067e-02, eta: 2 days, 9:40:34, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2848, top5_acc: 0.5358, loss_cls: 4.1303, loss: 4.1303 2024-12-29 06:48:45,093 - pyskl - INFO - Epoch [84][3700/3746] lr: 4.064e-02, eta: 2 days, 9:39:11, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2847, top5_acc: 0.5339, loss_cls: 4.1136, loss: 4.1136 2024-12-29 06:49:25,768 - pyskl - INFO - Saving checkpoint at 84 epochs 2024-12-29 06:51:25,163 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 06:51:25,954 - pyskl - INFO - top1_acc 0.2334 top5_acc 0.4726 2024-12-29 06:51:25,955 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 06:51:26,023 - pyskl - INFO - mean_acc 0.2332 2024-12-29 06:51:26,029 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_83.pth was removed 2024-12-29 06:51:26,399 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. 2024-12-29 06:51:26,400 - pyskl - INFO - Best top1_acc is 0.2334 at 84 epoch. 2024-12-29 06:51:26,430 - pyskl - INFO - Epoch(val) [84][309] top1_acc: 0.2334, top5_acc: 0.4726, mean_class_accuracy: 0.2332 2024-12-29 06:55:50,419 - pyskl - INFO - Epoch [85][100/3746] lr: 4.060e-02, eta: 2 days, 9:38:59, time: 2.640, data_time: 1.618, memory: 15990, top1_acc: 0.3014, top5_acc: 0.5647, loss_cls: 3.9756, loss: 3.9756 2024-12-29 06:57:15,277 - pyskl - INFO - Epoch [85][200/3746] lr: 4.058e-02, eta: 2 days, 9:37:36, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5567, loss_cls: 4.0472, loss: 4.0472 2024-12-29 06:58:39,789 - pyskl - INFO - Epoch [85][300/3746] lr: 4.055e-02, eta: 2 days, 9:36:12, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2866, top5_acc: 0.5406, loss_cls: 4.0921, loss: 4.0921 2024-12-29 07:00:04,020 - pyskl - INFO - Epoch [85][400/3746] lr: 4.052e-02, eta: 2 days, 9:34:48, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3030, top5_acc: 0.5527, loss_cls: 4.0118, loss: 4.0118 2024-12-29 07:01:29,035 - pyskl - INFO - Epoch [85][500/3746] lr: 4.049e-02, eta: 2 days, 9:33:25, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5452, loss_cls: 4.0544, loss: 4.0544 2024-12-29 07:02:53,316 - pyskl - INFO - Epoch [85][600/3746] lr: 4.047e-02, eta: 2 days, 9:32:01, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5502, loss_cls: 4.0437, loss: 4.0437 2024-12-29 07:04:17,773 - pyskl - INFO - Epoch [85][700/3746] lr: 4.044e-02, eta: 2 days, 9:30:38, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5520, loss_cls: 4.0487, loss: 4.0487 2024-12-29 07:05:41,721 - pyskl - INFO - Epoch [85][800/3746] lr: 4.041e-02, eta: 2 days, 9:29:14, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5414, loss_cls: 4.0810, loss: 4.0810 2024-12-29 07:07:05,456 - pyskl - INFO - Epoch [85][900/3746] lr: 4.038e-02, eta: 2 days, 9:27:50, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.2872, top5_acc: 0.5370, loss_cls: 4.0885, loss: 4.0885 2024-12-29 07:08:29,761 - pyskl - INFO - Epoch [85][1000/3746] lr: 4.036e-02, eta: 2 days, 9:26:26, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2900, top5_acc: 0.5373, loss_cls: 4.0946, loss: 4.0946 2024-12-29 07:09:54,900 - pyskl - INFO - Epoch [85][1100/3746] lr: 4.033e-02, eta: 2 days, 9:25:03, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2939, top5_acc: 0.5463, loss_cls: 4.0792, loss: 4.0792 2024-12-29 07:11:18,816 - pyskl - INFO - Epoch [85][1200/3746] lr: 4.030e-02, eta: 2 days, 9:23:39, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2995, top5_acc: 0.5402, loss_cls: 4.0784, loss: 4.0784 2024-12-29 07:12:43,003 - pyskl - INFO - Epoch [85][1300/3746] lr: 4.027e-02, eta: 2 days, 9:22:15, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2922, top5_acc: 0.5464, loss_cls: 4.0411, loss: 4.0411 2024-12-29 07:14:07,254 - pyskl - INFO - Epoch [85][1400/3746] lr: 4.025e-02, eta: 2 days, 9:20:51, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5502, loss_cls: 4.0215, loss: 4.0215 2024-12-29 07:15:31,336 - pyskl - INFO - Epoch [85][1500/3746] lr: 4.022e-02, eta: 2 days, 9:19:27, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5323, loss_cls: 4.0941, loss: 4.0941 2024-12-29 07:16:56,154 - pyskl - INFO - Epoch [85][1600/3746] lr: 4.019e-02, eta: 2 days, 9:18:04, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5273, loss_cls: 4.1513, loss: 4.1513 2024-12-29 07:18:20,530 - pyskl - INFO - Epoch [85][1700/3746] lr: 4.016e-02, eta: 2 days, 9:16:40, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5519, loss_cls: 4.0372, loss: 4.0372 2024-12-29 07:19:45,085 - pyskl - INFO - Epoch [85][1800/3746] lr: 4.014e-02, eta: 2 days, 9:15:17, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2916, top5_acc: 0.5366, loss_cls: 4.1050, loss: 4.1050 2024-12-29 07:21:09,085 - pyskl - INFO - Epoch [85][1900/3746] lr: 4.011e-02, eta: 2 days, 9:13:53, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5317, loss_cls: 4.1168, loss: 4.1168 2024-12-29 07:22:33,556 - pyskl - INFO - Epoch [85][2000/3746] lr: 4.008e-02, eta: 2 days, 9:12:29, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2869, top5_acc: 0.5363, loss_cls: 4.0939, loss: 4.0939 2024-12-29 07:23:58,705 - pyskl - INFO - Epoch [85][2100/3746] lr: 4.006e-02, eta: 2 days, 9:11:06, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2934, top5_acc: 0.5344, loss_cls: 4.0994, loss: 4.0994 2024-12-29 07:25:23,818 - pyskl - INFO - Epoch [85][2200/3746] lr: 4.003e-02, eta: 2 days, 9:09:43, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2902, top5_acc: 0.5413, loss_cls: 4.0837, loss: 4.0837 2024-12-29 07:26:48,553 - pyskl - INFO - Epoch [85][2300/3746] lr: 4.000e-02, eta: 2 days, 9:08:20, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3080, top5_acc: 0.5466, loss_cls: 4.0188, loss: 4.0188 2024-12-29 07:28:12,868 - pyskl - INFO - Epoch [85][2400/3746] lr: 3.997e-02, eta: 2 days, 9:06:56, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2891, top5_acc: 0.5470, loss_cls: 4.0664, loss: 4.0664 2024-12-29 07:29:38,395 - pyskl - INFO - Epoch [85][2500/3746] lr: 3.995e-02, eta: 2 days, 9:05:33, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5436, loss_cls: 4.0897, loss: 4.0897 2024-12-29 07:31:03,854 - pyskl - INFO - Epoch [85][2600/3746] lr: 3.992e-02, eta: 2 days, 9:04:10, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5434, loss_cls: 4.0644, loss: 4.0644 2024-12-29 07:32:29,134 - pyskl - INFO - Epoch [85][2700/3746] lr: 3.989e-02, eta: 2 days, 9:02:47, time: 0.853, data_time: 0.001, memory: 15990, top1_acc: 0.2891, top5_acc: 0.5416, loss_cls: 4.0795, loss: 4.0795 2024-12-29 07:33:54,041 - pyskl - INFO - Epoch [85][2800/3746] lr: 3.986e-02, eta: 2 days, 9:01:24, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2836, top5_acc: 0.5386, loss_cls: 4.1229, loss: 4.1229 2024-12-29 07:35:18,991 - pyskl - INFO - Epoch [85][2900/3746] lr: 3.984e-02, eta: 2 days, 9:00:01, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2919, top5_acc: 0.5452, loss_cls: 4.0737, loss: 4.0737 2024-12-29 07:36:43,642 - pyskl - INFO - Epoch [85][3000/3746] lr: 3.981e-02, eta: 2 days, 8:58:37, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2902, top5_acc: 0.5452, loss_cls: 4.0569, loss: 4.0569 2024-12-29 07:38:08,852 - pyskl - INFO - Epoch [85][3100/3746] lr: 3.978e-02, eta: 2 days, 8:57:14, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5325, loss_cls: 4.1202, loss: 4.1202 2024-12-29 07:39:34,064 - pyskl - INFO - Epoch [85][3200/3746] lr: 3.975e-02, eta: 2 days, 8:55:51, time: 0.852, data_time: 0.001, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5303, loss_cls: 4.1209, loss: 4.1209 2024-12-29 07:40:58,649 - pyskl - INFO - Epoch [85][3300/3746] lr: 3.973e-02, eta: 2 days, 8:54:28, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2888, top5_acc: 0.5375, loss_cls: 4.1065, loss: 4.1065 2024-12-29 07:42:22,790 - pyskl - INFO - Epoch [85][3400/3746] lr: 3.970e-02, eta: 2 days, 8:53:04, time: 0.841, data_time: 0.001, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5455, loss_cls: 4.0817, loss: 4.0817 2024-12-29 07:43:47,849 - pyskl - INFO - Epoch [85][3500/3746] lr: 3.967e-02, eta: 2 days, 8:51:41, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5444, loss_cls: 4.0753, loss: 4.0753 2024-12-29 07:45:12,922 - pyskl - INFO - Epoch [85][3600/3746] lr: 3.964e-02, eta: 2 days, 8:50:18, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2933, top5_acc: 0.5542, loss_cls: 4.0374, loss: 4.0374 2024-12-29 07:46:37,939 - pyskl - INFO - Epoch [85][3700/3746] lr: 3.962e-02, eta: 2 days, 8:48:54, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2892, top5_acc: 0.5436, loss_cls: 4.0554, loss: 4.0554 2024-12-29 07:47:18,482 - pyskl - INFO - Saving checkpoint at 85 epochs 2024-12-29 07:49:16,746 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 07:49:17,462 - pyskl - INFO - top1_acc 0.2197 top5_acc 0.4561 2024-12-29 07:49:17,462 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 07:49:17,518 - pyskl - INFO - mean_acc 0.2196 2024-12-29 07:49:17,534 - pyskl - INFO - Epoch(val) [85][309] top1_acc: 0.2197, top5_acc: 0.4561, mean_class_accuracy: 0.2196 2024-12-29 07:53:28,191 - pyskl - INFO - Epoch [86][100/3746] lr: 3.958e-02, eta: 2 days, 8:48:30, time: 2.506, data_time: 1.480, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5603, loss_cls: 3.9829, loss: 3.9829 2024-12-29 07:54:53,016 - pyskl - INFO - Epoch [86][200/3746] lr: 3.955e-02, eta: 2 days, 8:47:06, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5558, loss_cls: 4.0096, loss: 4.0096 2024-12-29 07:56:18,159 - pyskl - INFO - Epoch [86][300/3746] lr: 3.952e-02, eta: 2 days, 8:45:43, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5508, loss_cls: 4.0420, loss: 4.0420 2024-12-29 07:57:43,474 - pyskl - INFO - Epoch [86][400/3746] lr: 3.950e-02, eta: 2 days, 8:44:20, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5447, loss_cls: 4.0358, loss: 4.0358 2024-12-29 07:59:08,443 - pyskl - INFO - Epoch [86][500/3746] lr: 3.947e-02, eta: 2 days, 8:42:57, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5552, loss_cls: 3.9991, loss: 3.9991 2024-12-29 08:00:33,445 - pyskl - INFO - Epoch [86][600/3746] lr: 3.944e-02, eta: 2 days, 8:41:33, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3030, top5_acc: 0.5514, loss_cls: 4.0153, loss: 4.0153 2024-12-29 08:01:57,964 - pyskl - INFO - Epoch [86][700/3746] lr: 3.941e-02, eta: 2 days, 8:40:10, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2953, top5_acc: 0.5509, loss_cls: 4.0338, loss: 4.0338 2024-12-29 08:03:22,897 - pyskl - INFO - Epoch [86][800/3746] lr: 3.939e-02, eta: 2 days, 8:38:46, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5397, loss_cls: 4.0794, loss: 4.0794 2024-12-29 08:04:47,396 - pyskl - INFO - Epoch [86][900/3746] lr: 3.936e-02, eta: 2 days, 8:37:23, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5413, loss_cls: 4.0772, loss: 4.0772 2024-12-29 08:06:12,647 - pyskl - INFO - Epoch [86][1000/3746] lr: 3.933e-02, eta: 2 days, 8:36:00, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5472, loss_cls: 4.0377, loss: 4.0377 2024-12-29 08:07:37,686 - pyskl - INFO - Epoch [86][1100/3746] lr: 3.930e-02, eta: 2 days, 8:34:36, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2939, top5_acc: 0.5491, loss_cls: 4.0384, loss: 4.0384 2024-12-29 08:09:02,062 - pyskl - INFO - Epoch [86][1200/3746] lr: 3.928e-02, eta: 2 days, 8:33:13, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5442, loss_cls: 4.0666, loss: 4.0666 2024-12-29 08:10:26,506 - pyskl - INFO - Epoch [86][1300/3746] lr: 3.925e-02, eta: 2 days, 8:31:49, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5447, loss_cls: 4.0596, loss: 4.0596 2024-12-29 08:11:50,935 - pyskl - INFO - Epoch [86][1400/3746] lr: 3.922e-02, eta: 2 days, 8:30:25, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5453, loss_cls: 4.0674, loss: 4.0674 2024-12-29 08:13:15,688 - pyskl - INFO - Epoch [86][1500/3746] lr: 3.919e-02, eta: 2 days, 8:29:02, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5492, loss_cls: 4.0506, loss: 4.0506 2024-12-29 08:14:40,312 - pyskl - INFO - Epoch [86][1600/3746] lr: 3.917e-02, eta: 2 days, 8:27:38, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5509, loss_cls: 4.0592, loss: 4.0592 2024-12-29 08:16:05,209 - pyskl - INFO - Epoch [86][1700/3746] lr: 3.914e-02, eta: 2 days, 8:26:15, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5487, loss_cls: 4.0737, loss: 4.0737 2024-12-29 08:17:30,006 - pyskl - INFO - Epoch [86][1800/3746] lr: 3.911e-02, eta: 2 days, 8:24:51, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5433, loss_cls: 4.0753, loss: 4.0753 2024-12-29 08:18:54,746 - pyskl - INFO - Epoch [86][1900/3746] lr: 3.909e-02, eta: 2 days, 8:23:28, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2953, top5_acc: 0.5419, loss_cls: 4.0813, loss: 4.0813 2024-12-29 08:20:19,575 - pyskl - INFO - Epoch [86][2000/3746] lr: 3.906e-02, eta: 2 days, 8:22:04, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5433, loss_cls: 4.0639, loss: 4.0639 2024-12-29 08:21:44,368 - pyskl - INFO - Epoch [86][2100/3746] lr: 3.903e-02, eta: 2 days, 8:20:41, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5403, loss_cls: 4.0562, loss: 4.0562 2024-12-29 08:23:09,098 - pyskl - INFO - Epoch [86][2200/3746] lr: 3.900e-02, eta: 2 days, 8:19:17, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2956, top5_acc: 0.5473, loss_cls: 4.0431, loss: 4.0431 2024-12-29 08:24:33,956 - pyskl - INFO - Epoch [86][2300/3746] lr: 3.898e-02, eta: 2 days, 8:17:54, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5516, loss_cls: 4.0236, loss: 4.0236 2024-12-29 08:25:59,106 - pyskl - INFO - Epoch [86][2400/3746] lr: 3.895e-02, eta: 2 days, 8:16:31, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2834, top5_acc: 0.5402, loss_cls: 4.0868, loss: 4.0868 2024-12-29 08:27:23,876 - pyskl - INFO - Epoch [86][2500/3746] lr: 3.892e-02, eta: 2 days, 8:15:07, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5452, loss_cls: 4.0447, loss: 4.0447 2024-12-29 08:28:48,246 - pyskl - INFO - Epoch [86][2600/3746] lr: 3.889e-02, eta: 2 days, 8:13:43, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5514, loss_cls: 4.0285, loss: 4.0285 2024-12-29 08:30:12,072 - pyskl - INFO - Epoch [86][2700/3746] lr: 3.887e-02, eta: 2 days, 8:12:19, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.2928, top5_acc: 0.5386, loss_cls: 4.0653, loss: 4.0653 2024-12-29 08:31:36,508 - pyskl - INFO - Epoch [86][2800/3746] lr: 3.884e-02, eta: 2 days, 8:10:56, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2905, top5_acc: 0.5370, loss_cls: 4.1046, loss: 4.1046 2024-12-29 08:33:00,659 - pyskl - INFO - Epoch [86][2900/3746] lr: 3.881e-02, eta: 2 days, 8:09:32, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2805, top5_acc: 0.5347, loss_cls: 4.1008, loss: 4.1008 2024-12-29 08:34:25,146 - pyskl - INFO - Epoch [86][3000/3746] lr: 3.879e-02, eta: 2 days, 8:08:08, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5473, loss_cls: 4.0353, loss: 4.0353 2024-12-29 08:35:49,511 - pyskl - INFO - Epoch [86][3100/3746] lr: 3.876e-02, eta: 2 days, 8:06:44, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2969, top5_acc: 0.5487, loss_cls: 4.0494, loss: 4.0494 2024-12-29 08:37:13,943 - pyskl - INFO - Epoch [86][3200/3746] lr: 3.873e-02, eta: 2 days, 8:05:20, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2905, top5_acc: 0.5437, loss_cls: 4.0680, loss: 4.0680 2024-12-29 08:38:38,056 - pyskl - INFO - Epoch [86][3300/3746] lr: 3.870e-02, eta: 2 days, 8:03:56, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5441, loss_cls: 4.0669, loss: 4.0669 2024-12-29 08:40:02,433 - pyskl - INFO - Epoch [86][3400/3746] lr: 3.868e-02, eta: 2 days, 8:02:33, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2909, top5_acc: 0.5458, loss_cls: 4.0627, loss: 4.0627 2024-12-29 08:41:27,042 - pyskl - INFO - Epoch [86][3500/3746] lr: 3.865e-02, eta: 2 days, 8:01:09, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5420, loss_cls: 4.0958, loss: 4.0958 2024-12-29 08:42:51,959 - pyskl - INFO - Epoch [86][3600/3746] lr: 3.862e-02, eta: 2 days, 7:59:46, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2878, top5_acc: 0.5395, loss_cls: 4.0973, loss: 4.0973 2024-12-29 08:44:16,389 - pyskl - INFO - Epoch [86][3700/3746] lr: 3.860e-02, eta: 2 days, 7:58:22, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2827, top5_acc: 0.5377, loss_cls: 4.1297, loss: 4.1297 2024-12-29 08:44:57,056 - pyskl - INFO - Saving checkpoint at 86 epochs 2024-12-29 08:46:55,413 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 08:46:56,299 - pyskl - INFO - top1_acc 0.2429 top5_acc 0.4838 2024-12-29 08:46:56,299 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 08:46:56,357 - pyskl - INFO - mean_acc 0.2427 2024-12-29 08:46:56,362 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_84.pth was removed 2024-12-29 08:46:56,701 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. 2024-12-29 08:46:56,702 - pyskl - INFO - Best top1_acc is 0.2429 at 86 epoch. 2024-12-29 08:46:56,717 - pyskl - INFO - Epoch(val) [86][309] top1_acc: 0.2429, top5_acc: 0.4838, mean_class_accuracy: 0.2427 2024-12-29 08:51:12,203 - pyskl - INFO - Epoch [87][100/3746] lr: 3.856e-02, eta: 2 days, 7:57:58, time: 2.555, data_time: 1.528, memory: 15990, top1_acc: 0.3139, top5_acc: 0.5636, loss_cls: 3.9667, loss: 3.9667 2024-12-29 08:52:37,228 - pyskl - INFO - Epoch [87][200/3746] lr: 3.853e-02, eta: 2 days, 7:56:35, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3069, top5_acc: 0.5617, loss_cls: 3.9653, loss: 3.9653 2024-12-29 08:54:02,217 - pyskl - INFO - Epoch [87][300/3746] lr: 3.850e-02, eta: 2 days, 7:55:11, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3025, top5_acc: 0.5637, loss_cls: 3.9632, loss: 3.9632 2024-12-29 08:55:26,911 - pyskl - INFO - Epoch [87][400/3746] lr: 3.847e-02, eta: 2 days, 7:53:48, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5528, loss_cls: 4.0408, loss: 4.0408 2024-12-29 08:56:51,526 - pyskl - INFO - Epoch [87][500/3746] lr: 3.845e-02, eta: 2 days, 7:52:24, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5514, loss_cls: 4.0278, loss: 4.0278 2024-12-29 08:58:16,453 - pyskl - INFO - Epoch [87][600/3746] lr: 3.842e-02, eta: 2 days, 7:51:01, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5533, loss_cls: 4.0014, loss: 4.0014 2024-12-29 08:59:41,566 - pyskl - INFO - Epoch [87][700/3746] lr: 3.839e-02, eta: 2 days, 7:49:37, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5452, loss_cls: 4.0780, loss: 4.0780 2024-12-29 09:01:06,536 - pyskl - INFO - Epoch [87][800/3746] lr: 3.837e-02, eta: 2 days, 7:48:14, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5448, loss_cls: 4.0719, loss: 4.0719 2024-12-29 09:02:31,248 - pyskl - INFO - Epoch [87][900/3746] lr: 3.834e-02, eta: 2 days, 7:46:50, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2989, top5_acc: 0.5520, loss_cls: 4.0166, loss: 4.0166 2024-12-29 09:03:56,430 - pyskl - INFO - Epoch [87][1000/3746] lr: 3.831e-02, eta: 2 days, 7:45:27, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5420, loss_cls: 4.0668, loss: 4.0668 2024-12-29 09:05:21,123 - pyskl - INFO - Epoch [87][1100/3746] lr: 3.828e-02, eta: 2 days, 7:44:03, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.2944, top5_acc: 0.5487, loss_cls: 4.0444, loss: 4.0444 2024-12-29 09:06:46,207 - pyskl - INFO - Epoch [87][1200/3746] lr: 3.826e-02, eta: 2 days, 7:42:40, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2883, top5_acc: 0.5520, loss_cls: 4.0469, loss: 4.0469 2024-12-29 09:08:11,000 - pyskl - INFO - Epoch [87][1300/3746] lr: 3.823e-02, eta: 2 days, 7:41:16, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5491, loss_cls: 4.0097, loss: 4.0097 2024-12-29 09:09:36,589 - pyskl - INFO - Epoch [87][1400/3746] lr: 3.820e-02, eta: 2 days, 7:39:53, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5603, loss_cls: 4.0133, loss: 4.0133 2024-12-29 09:11:00,844 - pyskl - INFO - Epoch [87][1500/3746] lr: 3.817e-02, eta: 2 days, 7:38:30, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5433, loss_cls: 4.0690, loss: 4.0690 2024-12-29 09:12:25,281 - pyskl - INFO - Epoch [87][1600/3746] lr: 3.815e-02, eta: 2 days, 7:37:06, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5405, loss_cls: 4.1002, loss: 4.1002 2024-12-29 09:13:49,906 - pyskl - INFO - Epoch [87][1700/3746] lr: 3.812e-02, eta: 2 days, 7:35:42, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5356, loss_cls: 4.0663, loss: 4.0663 2024-12-29 09:15:14,390 - pyskl - INFO - Epoch [87][1800/3746] lr: 3.809e-02, eta: 2 days, 7:34:18, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5436, loss_cls: 4.0489, loss: 4.0489 2024-12-29 09:16:39,512 - pyskl - INFO - Epoch [87][1900/3746] lr: 3.807e-02, eta: 2 days, 7:32:55, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5587, loss_cls: 4.0305, loss: 4.0305 2024-12-29 09:18:04,482 - pyskl - INFO - Epoch [87][2000/3746] lr: 3.804e-02, eta: 2 days, 7:31:31, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5463, loss_cls: 4.0363, loss: 4.0363 2024-12-29 09:19:29,376 - pyskl - INFO - Epoch [87][2100/3746] lr: 3.801e-02, eta: 2 days, 7:30:08, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5525, loss_cls: 4.0373, loss: 4.0373 2024-12-29 09:20:53,886 - pyskl - INFO - Epoch [87][2200/3746] lr: 3.798e-02, eta: 2 days, 7:28:44, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2872, top5_acc: 0.5494, loss_cls: 4.0586, loss: 4.0586 2024-12-29 09:22:18,356 - pyskl - INFO - Epoch [87][2300/3746] lr: 3.796e-02, eta: 2 days, 7:27:20, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5437, loss_cls: 4.0822, loss: 4.0822 2024-12-29 09:23:43,546 - pyskl - INFO - Epoch [87][2400/3746] lr: 3.793e-02, eta: 2 days, 7:25:57, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5506, loss_cls: 4.0295, loss: 4.0295 2024-12-29 09:25:07,570 - pyskl - INFO - Epoch [87][2500/3746] lr: 3.790e-02, eta: 2 days, 7:24:33, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5495, loss_cls: 4.0348, loss: 4.0348 2024-12-29 09:26:32,584 - pyskl - INFO - Epoch [87][2600/3746] lr: 3.788e-02, eta: 2 days, 7:23:10, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2883, top5_acc: 0.5405, loss_cls: 4.1138, loss: 4.1138 2024-12-29 09:27:56,920 - pyskl - INFO - Epoch [87][2700/3746] lr: 3.785e-02, eta: 2 days, 7:21:46, time: 0.843, data_time: 0.001, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5444, loss_cls: 4.0269, loss: 4.0269 2024-12-29 09:29:21,673 - pyskl - INFO - Epoch [87][2800/3746] lr: 3.782e-02, eta: 2 days, 7:20:22, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5425, loss_cls: 4.0603, loss: 4.0603 2024-12-29 09:30:46,118 - pyskl - INFO - Epoch [87][2900/3746] lr: 3.779e-02, eta: 2 days, 7:18:58, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5502, loss_cls: 4.0442, loss: 4.0442 2024-12-29 09:32:10,476 - pyskl - INFO - Epoch [87][3000/3746] lr: 3.777e-02, eta: 2 days, 7:17:34, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5483, loss_cls: 4.0420, loss: 4.0420 2024-12-29 09:33:34,691 - pyskl - INFO - Epoch [87][3100/3746] lr: 3.774e-02, eta: 2 days, 7:16:11, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5470, loss_cls: 4.0420, loss: 4.0420 2024-12-29 09:34:59,383 - pyskl - INFO - Epoch [87][3200/3746] lr: 3.771e-02, eta: 2 days, 7:14:47, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2934, top5_acc: 0.5398, loss_cls: 4.0901, loss: 4.0901 2024-12-29 09:36:23,871 - pyskl - INFO - Epoch [87][3300/3746] lr: 3.769e-02, eta: 2 days, 7:13:23, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5423, loss_cls: 4.0584, loss: 4.0584 2024-12-29 09:37:47,947 - pyskl - INFO - Epoch [87][3400/3746] lr: 3.766e-02, eta: 2 days, 7:11:59, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5383, loss_cls: 4.0809, loss: 4.0809 2024-12-29 09:39:12,726 - pyskl - INFO - Epoch [87][3500/3746] lr: 3.763e-02, eta: 2 days, 7:10:35, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5403, loss_cls: 4.0680, loss: 4.0680 2024-12-29 09:40:37,819 - pyskl - INFO - Epoch [87][3600/3746] lr: 3.761e-02, eta: 2 days, 7:09:12, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2933, top5_acc: 0.5419, loss_cls: 4.0817, loss: 4.0817 2024-12-29 09:42:02,797 - pyskl - INFO - Epoch [87][3700/3746] lr: 3.758e-02, eta: 2 days, 7:07:49, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5553, loss_cls: 4.0493, loss: 4.0493 2024-12-29 09:42:43,817 - pyskl - INFO - Saving checkpoint at 87 epochs 2024-12-29 09:44:42,958 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 09:44:43,652 - pyskl - INFO - top1_acc 0.2327 top5_acc 0.4789 2024-12-29 09:44:43,653 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 09:44:43,710 - pyskl - INFO - mean_acc 0.2327 2024-12-29 09:44:43,727 - pyskl - INFO - Epoch(val) [87][309] top1_acc: 0.2327, top5_acc: 0.4789, mean_class_accuracy: 0.2327 2024-12-29 09:48:59,753 - pyskl - INFO - Epoch [88][100/3746] lr: 3.754e-02, eta: 2 days, 7:07:22, time: 2.560, data_time: 1.528, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5658, loss_cls: 3.9616, loss: 3.9616 2024-12-29 09:50:25,336 - pyskl - INFO - Epoch [88][200/3746] lr: 3.751e-02, eta: 2 days, 7:05:59, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2978, top5_acc: 0.5525, loss_cls: 4.0049, loss: 4.0049 2024-12-29 09:51:50,156 - pyskl - INFO - Epoch [88][300/3746] lr: 3.748e-02, eta: 2 days, 7:04:36, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5541, loss_cls: 4.0258, loss: 4.0258 2024-12-29 09:53:15,439 - pyskl - INFO - Epoch [88][400/3746] lr: 3.746e-02, eta: 2 days, 7:03:12, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5500, loss_cls: 4.0115, loss: 4.0115 2024-12-29 09:54:40,322 - pyskl - INFO - Epoch [88][500/3746] lr: 3.743e-02, eta: 2 days, 7:01:49, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3056, top5_acc: 0.5489, loss_cls: 4.0120, loss: 4.0120 2024-12-29 09:56:04,843 - pyskl - INFO - Epoch [88][600/3746] lr: 3.740e-02, eta: 2 days, 7:00:25, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5572, loss_cls: 4.0039, loss: 4.0039 2024-12-29 09:57:29,451 - pyskl - INFO - Epoch [88][700/3746] lr: 3.738e-02, eta: 2 days, 6:59:01, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5575, loss_cls: 3.9760, loss: 3.9760 2024-12-29 09:58:54,190 - pyskl - INFO - Epoch [88][800/3746] lr: 3.735e-02, eta: 2 days, 6:57:37, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2981, top5_acc: 0.5555, loss_cls: 3.9938, loss: 3.9938 2024-12-29 10:00:18,675 - pyskl - INFO - Epoch [88][900/3746] lr: 3.732e-02, eta: 2 days, 6:56:14, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5487, loss_cls: 3.9913, loss: 3.9913 2024-12-29 10:01:43,719 - pyskl - INFO - Epoch [88][1000/3746] lr: 3.730e-02, eta: 2 days, 6:54:50, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2931, top5_acc: 0.5564, loss_cls: 4.0322, loss: 4.0322 2024-12-29 10:03:08,008 - pyskl - INFO - Epoch [88][1100/3746] lr: 3.727e-02, eta: 2 days, 6:53:26, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3009, top5_acc: 0.5520, loss_cls: 4.0298, loss: 4.0298 2024-12-29 10:04:32,847 - pyskl - INFO - Epoch [88][1200/3746] lr: 3.724e-02, eta: 2 days, 6:52:03, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2925, top5_acc: 0.5431, loss_cls: 4.0722, loss: 4.0722 2024-12-29 10:05:57,675 - pyskl - INFO - Epoch [88][1300/3746] lr: 3.721e-02, eta: 2 days, 6:50:39, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2938, top5_acc: 0.5483, loss_cls: 4.0210, loss: 4.0210 2024-12-29 10:07:22,178 - pyskl - INFO - Epoch [88][1400/3746] lr: 3.719e-02, eta: 2 days, 6:49:15, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5519, loss_cls: 4.0181, loss: 4.0181 2024-12-29 10:08:46,757 - pyskl - INFO - Epoch [88][1500/3746] lr: 3.716e-02, eta: 2 days, 6:47:51, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3009, top5_acc: 0.5513, loss_cls: 4.0283, loss: 4.0283 2024-12-29 10:10:11,252 - pyskl - INFO - Epoch [88][1600/3746] lr: 3.713e-02, eta: 2 days, 6:46:27, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2989, top5_acc: 0.5553, loss_cls: 4.0071, loss: 4.0071 2024-12-29 10:11:35,680 - pyskl - INFO - Epoch [88][1700/3746] lr: 3.711e-02, eta: 2 days, 6:45:03, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5548, loss_cls: 4.0441, loss: 4.0441 2024-12-29 10:13:00,167 - pyskl - INFO - Epoch [88][1800/3746] lr: 3.708e-02, eta: 2 days, 6:43:40, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5489, loss_cls: 4.0179, loss: 4.0179 2024-12-29 10:14:24,916 - pyskl - INFO - Epoch [88][1900/3746] lr: 3.705e-02, eta: 2 days, 6:42:16, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2997, top5_acc: 0.5497, loss_cls: 4.0152, loss: 4.0152 2024-12-29 10:15:49,223 - pyskl - INFO - Epoch [88][2000/3746] lr: 3.703e-02, eta: 2 days, 6:40:52, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5387, loss_cls: 4.0846, loss: 4.0846 2024-12-29 10:17:13,851 - pyskl - INFO - Epoch [88][2100/3746] lr: 3.700e-02, eta: 2 days, 6:39:28, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5505, loss_cls: 4.0373, loss: 4.0373 2024-12-29 10:18:38,773 - pyskl - INFO - Epoch [88][2200/3746] lr: 3.697e-02, eta: 2 days, 6:38:05, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2889, top5_acc: 0.5397, loss_cls: 4.0847, loss: 4.0847 2024-12-29 10:20:03,298 - pyskl - INFO - Epoch [88][2300/3746] lr: 3.694e-02, eta: 2 days, 6:36:41, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2944, top5_acc: 0.5364, loss_cls: 4.0623, loss: 4.0623 2024-12-29 10:21:28,201 - pyskl - INFO - Epoch [88][2400/3746] lr: 3.692e-02, eta: 2 days, 6:35:17, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3047, top5_acc: 0.5603, loss_cls: 3.9968, loss: 3.9968 2024-12-29 10:22:53,038 - pyskl - INFO - Epoch [88][2500/3746] lr: 3.689e-02, eta: 2 days, 6:33:54, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2969, top5_acc: 0.5469, loss_cls: 4.0657, loss: 4.0657 2024-12-29 10:24:18,118 - pyskl - INFO - Epoch [88][2600/3746] lr: 3.686e-02, eta: 2 days, 6:32:30, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5495, loss_cls: 4.0383, loss: 4.0383 2024-12-29 10:25:42,946 - pyskl - INFO - Epoch [88][2700/3746] lr: 3.684e-02, eta: 2 days, 6:31:06, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2944, top5_acc: 0.5400, loss_cls: 4.0602, loss: 4.0602 2024-12-29 10:27:07,307 - pyskl - INFO - Epoch [88][2800/3746] lr: 3.681e-02, eta: 2 days, 6:29:43, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2984, top5_acc: 0.5594, loss_cls: 4.0031, loss: 4.0031 2024-12-29 10:28:31,657 - pyskl - INFO - Epoch [88][2900/3746] lr: 3.678e-02, eta: 2 days, 6:28:19, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5581, loss_cls: 4.0200, loss: 4.0200 2024-12-29 10:29:55,951 - pyskl - INFO - Epoch [88][3000/3746] lr: 3.676e-02, eta: 2 days, 6:26:55, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5442, loss_cls: 4.0838, loss: 4.0838 2024-12-29 10:31:19,986 - pyskl - INFO - Epoch [88][3100/3746] lr: 3.673e-02, eta: 2 days, 6:25:30, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2950, top5_acc: 0.5372, loss_cls: 4.0987, loss: 4.0987 2024-12-29 10:32:44,752 - pyskl - INFO - Epoch [88][3200/3746] lr: 3.670e-02, eta: 2 days, 6:24:07, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5506, loss_cls: 4.0431, loss: 4.0431 2024-12-29 10:34:08,982 - pyskl - INFO - Epoch [88][3300/3746] lr: 3.667e-02, eta: 2 days, 6:22:43, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5516, loss_cls: 3.9999, loss: 3.9999 2024-12-29 10:35:33,320 - pyskl - INFO - Epoch [88][3400/3746] lr: 3.665e-02, eta: 2 days, 6:21:19, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5461, loss_cls: 4.0642, loss: 4.0642 2024-12-29 10:36:57,704 - pyskl - INFO - Epoch [88][3500/3746] lr: 3.662e-02, eta: 2 days, 6:19:55, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2930, top5_acc: 0.5458, loss_cls: 4.0829, loss: 4.0829 2024-12-29 10:38:21,524 - pyskl - INFO - Epoch [88][3600/3746] lr: 3.659e-02, eta: 2 days, 6:18:30, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5463, loss_cls: 3.9950, loss: 3.9950 2024-12-29 10:39:45,645 - pyskl - INFO - Epoch [88][3700/3746] lr: 3.657e-02, eta: 2 days, 6:17:06, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3016, top5_acc: 0.5516, loss_cls: 4.0560, loss: 4.0560 2024-12-29 10:40:26,187 - pyskl - INFO - Saving checkpoint at 88 epochs 2024-12-29 10:42:24,587 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 10:42:25,396 - pyskl - INFO - top1_acc 0.2471 top5_acc 0.4877 2024-12-29 10:42:25,396 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 10:42:25,444 - pyskl - INFO - mean_acc 0.2469 2024-12-29 10:42:25,448 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_86.pth was removed 2024-12-29 10:42:25,773 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. 2024-12-29 10:42:25,774 - pyskl - INFO - Best top1_acc is 0.2471 at 88 epoch. 2024-12-29 10:42:25,789 - pyskl - INFO - Epoch(val) [88][309] top1_acc: 0.2471, top5_acc: 0.4877, mean_class_accuracy: 0.2469 2024-12-29 10:46:38,329 - pyskl - INFO - Epoch [89][100/3746] lr: 3.653e-02, eta: 2 days, 6:16:35, time: 2.525, data_time: 1.505, memory: 15990, top1_acc: 0.3052, top5_acc: 0.5648, loss_cls: 3.9612, loss: 3.9612 2024-12-29 10:48:03,657 - pyskl - INFO - Epoch [89][200/3746] lr: 3.650e-02, eta: 2 days, 6:15:11, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2978, top5_acc: 0.5536, loss_cls: 4.0107, loss: 4.0107 2024-12-29 10:49:28,336 - pyskl - INFO - Epoch [89][300/3746] lr: 3.647e-02, eta: 2 days, 6:13:48, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5508, loss_cls: 4.0255, loss: 4.0255 2024-12-29 10:50:53,008 - pyskl - INFO - Epoch [89][400/3746] lr: 3.645e-02, eta: 2 days, 6:12:24, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5519, loss_cls: 4.0252, loss: 4.0252 2024-12-29 10:52:17,855 - pyskl - INFO - Epoch [89][500/3746] lr: 3.642e-02, eta: 2 days, 6:11:00, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5548, loss_cls: 4.0184, loss: 4.0184 2024-12-29 10:53:42,579 - pyskl - INFO - Epoch [89][600/3746] lr: 3.639e-02, eta: 2 days, 6:09:36, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5502, loss_cls: 4.0478, loss: 4.0478 2024-12-29 10:55:07,849 - pyskl - INFO - Epoch [89][700/3746] lr: 3.637e-02, eta: 2 days, 6:08:13, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5436, loss_cls: 4.0388, loss: 4.0388 2024-12-29 10:56:32,765 - pyskl - INFO - Epoch [89][800/3746] lr: 3.634e-02, eta: 2 days, 6:06:49, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3089, top5_acc: 0.5539, loss_cls: 3.9594, loss: 3.9594 2024-12-29 10:57:57,211 - pyskl - INFO - Epoch [89][900/3746] lr: 3.631e-02, eta: 2 days, 6:05:25, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5495, loss_cls: 4.0276, loss: 4.0276 2024-12-29 10:59:21,592 - pyskl - INFO - Epoch [89][1000/3746] lr: 3.629e-02, eta: 2 days, 6:04:01, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3028, top5_acc: 0.5566, loss_cls: 4.0047, loss: 4.0047 2024-12-29 11:00:45,707 - pyskl - INFO - Epoch [89][1100/3746] lr: 3.626e-02, eta: 2 days, 6:02:37, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5561, loss_cls: 4.0261, loss: 4.0261 2024-12-29 11:02:10,508 - pyskl - INFO - Epoch [89][1200/3746] lr: 3.623e-02, eta: 2 days, 6:01:13, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5519, loss_cls: 4.0302, loss: 4.0302 2024-12-29 11:03:35,525 - pyskl - INFO - Epoch [89][1300/3746] lr: 3.620e-02, eta: 2 days, 5:59:50, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5587, loss_cls: 3.9934, loss: 3.9934 2024-12-29 11:04:59,777 - pyskl - INFO - Epoch [89][1400/3746] lr: 3.618e-02, eta: 2 days, 5:58:26, time: 0.843, data_time: 0.001, memory: 15990, top1_acc: 0.3073, top5_acc: 0.5497, loss_cls: 3.9986, loss: 3.9986 2024-12-29 11:06:24,211 - pyskl - INFO - Epoch [89][1500/3746] lr: 3.615e-02, eta: 2 days, 5:57:02, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5492, loss_cls: 4.0324, loss: 4.0324 2024-12-29 11:07:48,225 - pyskl - INFO - Epoch [89][1600/3746] lr: 3.612e-02, eta: 2 days, 5:55:37, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5448, loss_cls: 4.0483, loss: 4.0483 2024-12-29 11:09:12,397 - pyskl - INFO - Epoch [89][1700/3746] lr: 3.610e-02, eta: 2 days, 5:54:13, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2995, top5_acc: 0.5652, loss_cls: 3.9754, loss: 3.9754 2024-12-29 11:10:36,686 - pyskl - INFO - Epoch [89][1800/3746] lr: 3.607e-02, eta: 2 days, 5:52:49, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3014, top5_acc: 0.5553, loss_cls: 3.9971, loss: 3.9971 2024-12-29 11:12:00,661 - pyskl - INFO - Epoch [89][1900/3746] lr: 3.604e-02, eta: 2 days, 5:51:25, time: 0.840, data_time: 0.001, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5545, loss_cls: 4.0132, loss: 4.0132 2024-12-29 11:13:24,697 - pyskl - INFO - Epoch [89][2000/3746] lr: 3.602e-02, eta: 2 days, 5:50:01, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5463, loss_cls: 4.0287, loss: 4.0287 2024-12-29 11:14:49,161 - pyskl - INFO - Epoch [89][2100/3746] lr: 3.599e-02, eta: 2 days, 5:48:37, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5544, loss_cls: 4.0467, loss: 4.0467 2024-12-29 11:16:13,317 - pyskl - INFO - Epoch [89][2200/3746] lr: 3.596e-02, eta: 2 days, 5:47:12, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5481, loss_cls: 4.0282, loss: 4.0282 2024-12-29 11:17:38,317 - pyskl - INFO - Epoch [89][2300/3746] lr: 3.594e-02, eta: 2 days, 5:45:49, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3009, top5_acc: 0.5511, loss_cls: 4.0078, loss: 4.0078 2024-12-29 11:19:02,550 - pyskl - INFO - Epoch [89][2400/3746] lr: 3.591e-02, eta: 2 days, 5:44:25, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.2945, top5_acc: 0.5452, loss_cls: 4.0442, loss: 4.0442 2024-12-29 11:20:26,744 - pyskl - INFO - Epoch [89][2500/3746] lr: 3.588e-02, eta: 2 days, 5:43:00, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5498, loss_cls: 4.0101, loss: 4.0101 2024-12-29 11:21:51,969 - pyskl - INFO - Epoch [89][2600/3746] lr: 3.586e-02, eta: 2 days, 5:41:37, time: 0.852, data_time: 0.001, memory: 15990, top1_acc: 0.3000, top5_acc: 0.5561, loss_cls: 4.0165, loss: 4.0165 2024-12-29 11:23:16,799 - pyskl - INFO - Epoch [89][2700/3746] lr: 3.583e-02, eta: 2 days, 5:40:13, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5492, loss_cls: 4.0301, loss: 4.0301 2024-12-29 11:24:41,119 - pyskl - INFO - Epoch [89][2800/3746] lr: 3.580e-02, eta: 2 days, 5:38:49, time: 0.843, data_time: 0.001, memory: 15990, top1_acc: 0.2981, top5_acc: 0.5489, loss_cls: 4.0205, loss: 4.0205 2024-12-29 11:26:05,435 - pyskl - INFO - Epoch [89][2900/3746] lr: 3.578e-02, eta: 2 days, 5:37:25, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.2906, top5_acc: 0.5509, loss_cls: 4.0626, loss: 4.0626 2024-12-29 11:27:29,537 - pyskl - INFO - Epoch [89][3000/3746] lr: 3.575e-02, eta: 2 days, 5:36:01, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2953, top5_acc: 0.5409, loss_cls: 4.0464, loss: 4.0464 2024-12-29 11:28:53,955 - pyskl - INFO - Epoch [89][3100/3746] lr: 3.572e-02, eta: 2 days, 5:34:37, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5573, loss_cls: 4.0227, loss: 4.0227 2024-12-29 11:30:18,318 - pyskl - INFO - Epoch [89][3200/3746] lr: 3.569e-02, eta: 2 days, 5:33:13, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5614, loss_cls: 3.9873, loss: 3.9873 2024-12-29 11:31:42,841 - pyskl - INFO - Epoch [89][3300/3746] lr: 3.567e-02, eta: 2 days, 5:31:49, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3013, top5_acc: 0.5467, loss_cls: 4.0482, loss: 4.0482 2024-12-29 11:33:06,741 - pyskl - INFO - Epoch [89][3400/3746] lr: 3.564e-02, eta: 2 days, 5:30:25, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2889, top5_acc: 0.5541, loss_cls: 4.0259, loss: 4.0259 2024-12-29 11:34:31,162 - pyskl - INFO - Epoch [89][3500/3746] lr: 3.561e-02, eta: 2 days, 5:29:01, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5558, loss_cls: 4.0308, loss: 4.0308 2024-12-29 11:35:55,831 - pyskl - INFO - Epoch [89][3600/3746] lr: 3.559e-02, eta: 2 days, 5:27:37, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5569, loss_cls: 3.9864, loss: 3.9864 2024-12-29 11:37:20,133 - pyskl - INFO - Epoch [89][3700/3746] lr: 3.556e-02, eta: 2 days, 5:26:13, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3066, top5_acc: 0.5548, loss_cls: 4.0044, loss: 4.0044 2024-12-29 11:38:00,657 - pyskl - INFO - Saving checkpoint at 89 epochs 2024-12-29 11:39:59,320 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 11:40:00,173 - pyskl - INFO - top1_acc 0.2447 top5_acc 0.4814 2024-12-29 11:40:00,173 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 11:40:00,231 - pyskl - INFO - mean_acc 0.2446 2024-12-29 11:40:00,246 - pyskl - INFO - Epoch(val) [89][309] top1_acc: 0.2447, top5_acc: 0.4814, mean_class_accuracy: 0.2446 2024-12-29 11:44:13,105 - pyskl - INFO - Epoch [90][100/3746] lr: 3.552e-02, eta: 2 days, 5:25:39, time: 2.528, data_time: 1.501, memory: 15990, top1_acc: 0.3148, top5_acc: 0.5644, loss_cls: 3.9405, loss: 3.9405 2024-12-29 11:45:37,933 - pyskl - INFO - Epoch [90][200/3746] lr: 3.550e-02, eta: 2 days, 5:24:15, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5694, loss_cls: 3.9233, loss: 3.9233 2024-12-29 11:47:02,791 - pyskl - INFO - Epoch [90][300/3746] lr: 3.547e-02, eta: 2 days, 5:22:51, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5669, loss_cls: 3.9684, loss: 3.9684 2024-12-29 11:48:27,824 - pyskl - INFO - Epoch [90][400/3746] lr: 3.544e-02, eta: 2 days, 5:21:28, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5533, loss_cls: 4.0059, loss: 4.0059 2024-12-29 11:49:52,595 - pyskl - INFO - Epoch [90][500/3746] lr: 3.541e-02, eta: 2 days, 5:20:04, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3075, top5_acc: 0.5541, loss_cls: 4.0032, loss: 4.0032 2024-12-29 11:51:17,471 - pyskl - INFO - Epoch [90][600/3746] lr: 3.539e-02, eta: 2 days, 5:18:40, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5541, loss_cls: 4.0033, loss: 4.0033 2024-12-29 11:52:42,475 - pyskl - INFO - Epoch [90][700/3746] lr: 3.536e-02, eta: 2 days, 5:17:16, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2989, top5_acc: 0.5558, loss_cls: 4.0024, loss: 4.0024 2024-12-29 11:54:07,168 - pyskl - INFO - Epoch [90][800/3746] lr: 3.533e-02, eta: 2 days, 5:15:53, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5531, loss_cls: 4.0048, loss: 4.0048 2024-12-29 11:55:32,217 - pyskl - INFO - Epoch [90][900/3746] lr: 3.531e-02, eta: 2 days, 5:14:29, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3033, top5_acc: 0.5525, loss_cls: 3.9821, loss: 3.9821 2024-12-29 11:56:56,743 - pyskl - INFO - Epoch [90][1000/3746] lr: 3.528e-02, eta: 2 days, 5:13:05, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3033, top5_acc: 0.5616, loss_cls: 3.9710, loss: 3.9710 2024-12-29 11:58:21,237 - pyskl - INFO - Epoch [90][1100/3746] lr: 3.525e-02, eta: 2 days, 5:11:41, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5517, loss_cls: 4.0051, loss: 4.0051 2024-12-29 11:59:46,053 - pyskl - INFO - Epoch [90][1200/3746] lr: 3.523e-02, eta: 2 days, 5:10:17, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5527, loss_cls: 4.0253, loss: 4.0253 2024-12-29 12:01:11,080 - pyskl - INFO - Epoch [90][1300/3746] lr: 3.520e-02, eta: 2 days, 5:08:53, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5561, loss_cls: 4.0238, loss: 4.0238 2024-12-29 12:02:35,587 - pyskl - INFO - Epoch [90][1400/3746] lr: 3.517e-02, eta: 2 days, 5:07:29, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5528, loss_cls: 4.0127, loss: 4.0127 2024-12-29 12:04:00,515 - pyskl - INFO - Epoch [90][1500/3746] lr: 3.515e-02, eta: 2 days, 5:06:06, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5606, loss_cls: 3.9949, loss: 3.9949 2024-12-29 12:05:25,598 - pyskl - INFO - Epoch [90][1600/3746] lr: 3.512e-02, eta: 2 days, 5:04:42, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2984, top5_acc: 0.5561, loss_cls: 4.0107, loss: 4.0107 2024-12-29 12:06:50,999 - pyskl - INFO - Epoch [90][1700/3746] lr: 3.509e-02, eta: 2 days, 5:03:19, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3052, top5_acc: 0.5617, loss_cls: 3.9576, loss: 3.9576 2024-12-29 12:08:15,884 - pyskl - INFO - Epoch [90][1800/3746] lr: 3.507e-02, eta: 2 days, 5:01:55, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5406, loss_cls: 4.0697, loss: 4.0697 2024-12-29 12:09:40,604 - pyskl - INFO - Epoch [90][1900/3746] lr: 3.504e-02, eta: 2 days, 5:00:31, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3070, top5_acc: 0.5539, loss_cls: 3.9844, loss: 3.9844 2024-12-29 12:11:04,993 - pyskl - INFO - Epoch [90][2000/3746] lr: 3.501e-02, eta: 2 days, 4:59:07, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3084, top5_acc: 0.5608, loss_cls: 3.9952, loss: 3.9952 2024-12-29 12:12:29,930 - pyskl - INFO - Epoch [90][2100/3746] lr: 3.499e-02, eta: 2 days, 4:57:43, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3038, top5_acc: 0.5609, loss_cls: 3.9565, loss: 3.9565 2024-12-29 12:13:54,854 - pyskl - INFO - Epoch [90][2200/3746] lr: 3.496e-02, eta: 2 days, 4:56:19, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5602, loss_cls: 3.9752, loss: 3.9752 2024-12-29 12:15:19,935 - pyskl - INFO - Epoch [90][2300/3746] lr: 3.493e-02, eta: 2 days, 4:54:56, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5539, loss_cls: 4.0306, loss: 4.0306 2024-12-29 12:16:45,136 - pyskl - INFO - Epoch [90][2400/3746] lr: 3.491e-02, eta: 2 days, 4:53:32, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3070, top5_acc: 0.5503, loss_cls: 3.9885, loss: 3.9885 2024-12-29 12:18:10,108 - pyskl - INFO - Epoch [90][2500/3746] lr: 3.488e-02, eta: 2 days, 4:52:09, time: 0.850, data_time: 0.001, memory: 15990, top1_acc: 0.3000, top5_acc: 0.5584, loss_cls: 3.9840, loss: 3.9840 2024-12-29 12:19:34,477 - pyskl - INFO - Epoch [90][2600/3746] lr: 3.485e-02, eta: 2 days, 4:50:44, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5461, loss_cls: 4.0312, loss: 4.0312 2024-12-29 12:20:58,937 - pyskl - INFO - Epoch [90][2700/3746] lr: 3.483e-02, eta: 2 days, 4:49:20, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5492, loss_cls: 4.0371, loss: 4.0371 2024-12-29 12:22:23,526 - pyskl - INFO - Epoch [90][2800/3746] lr: 3.480e-02, eta: 2 days, 4:47:56, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2969, top5_acc: 0.5463, loss_cls: 4.0516, loss: 4.0516 2024-12-29 12:23:48,123 - pyskl - INFO - Epoch [90][2900/3746] lr: 3.477e-02, eta: 2 days, 4:46:32, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3039, top5_acc: 0.5597, loss_cls: 3.9955, loss: 3.9955 2024-12-29 12:25:12,665 - pyskl - INFO - Epoch [90][3000/3746] lr: 3.475e-02, eta: 2 days, 4:45:08, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5584, loss_cls: 3.9924, loss: 3.9924 2024-12-29 12:26:37,439 - pyskl - INFO - Epoch [90][3100/3746] lr: 3.472e-02, eta: 2 days, 4:43:45, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5478, loss_cls: 4.0413, loss: 4.0413 2024-12-29 12:28:02,260 - pyskl - INFO - Epoch [90][3200/3746] lr: 3.469e-02, eta: 2 days, 4:42:21, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5581, loss_cls: 3.9914, loss: 3.9914 2024-12-29 12:29:27,185 - pyskl - INFO - Epoch [90][3300/3746] lr: 3.467e-02, eta: 2 days, 4:40:57, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5473, loss_cls: 4.0401, loss: 4.0401 2024-12-29 12:30:51,047 - pyskl - INFO - Epoch [90][3400/3746] lr: 3.464e-02, eta: 2 days, 4:39:33, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5519, loss_cls: 4.0263, loss: 4.0263 2024-12-29 12:32:15,297 - pyskl - INFO - Epoch [90][3500/3746] lr: 3.461e-02, eta: 2 days, 4:38:08, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3106, top5_acc: 0.5592, loss_cls: 3.9777, loss: 3.9777 2024-12-29 12:33:39,002 - pyskl - INFO - Epoch [90][3600/3746] lr: 3.459e-02, eta: 2 days, 4:36:44, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.3052, top5_acc: 0.5561, loss_cls: 4.0077, loss: 4.0077 2024-12-29 12:35:03,370 - pyskl - INFO - Epoch [90][3700/3746] lr: 3.456e-02, eta: 2 days, 4:35:20, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5564, loss_cls: 4.0125, loss: 4.0125 2024-12-29 12:35:43,660 - pyskl - INFO - Saving checkpoint at 90 epochs 2024-12-29 12:37:41,945 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 12:37:42,620 - pyskl - INFO - top1_acc 0.2233 top5_acc 0.4518 2024-12-29 12:37:42,620 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 12:37:42,665 - pyskl - INFO - mean_acc 0.2231 2024-12-29 12:37:42,680 - pyskl - INFO - Epoch(val) [90][309] top1_acc: 0.2233, top5_acc: 0.4518, mean_class_accuracy: 0.2231 2024-12-29 12:41:52,717 - pyskl - INFO - Epoch [91][100/3746] lr: 3.452e-02, eta: 2 days, 4:34:41, time: 2.500, data_time: 1.483, memory: 15990, top1_acc: 0.3125, top5_acc: 0.5703, loss_cls: 3.9369, loss: 3.9369 2024-12-29 12:43:17,574 - pyskl - INFO - Epoch [91][200/3746] lr: 3.450e-02, eta: 2 days, 4:33:18, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3083, top5_acc: 0.5580, loss_cls: 3.9523, loss: 3.9523 2024-12-29 12:44:42,259 - pyskl - INFO - Epoch [91][300/3746] lr: 3.447e-02, eta: 2 days, 4:31:54, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5602, loss_cls: 3.9770, loss: 3.9770 2024-12-29 12:46:06,722 - pyskl - INFO - Epoch [91][400/3746] lr: 3.444e-02, eta: 2 days, 4:30:30, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3091, top5_acc: 0.5577, loss_cls: 3.9417, loss: 3.9417 2024-12-29 12:47:31,886 - pyskl - INFO - Epoch [91][500/3746] lr: 3.442e-02, eta: 2 days, 4:29:06, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3175, top5_acc: 0.5687, loss_cls: 3.9247, loss: 3.9247 2024-12-29 12:48:56,109 - pyskl - INFO - Epoch [91][600/3746] lr: 3.439e-02, eta: 2 days, 4:27:42, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5561, loss_cls: 3.9662, loss: 3.9662 2024-12-29 12:50:20,634 - pyskl - INFO - Epoch [91][700/3746] lr: 3.436e-02, eta: 2 days, 4:26:18, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5514, loss_cls: 4.0140, loss: 4.0140 2024-12-29 12:51:45,547 - pyskl - INFO - Epoch [91][800/3746] lr: 3.434e-02, eta: 2 days, 4:24:54, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3036, top5_acc: 0.5587, loss_cls: 3.9683, loss: 3.9683 2024-12-29 12:53:10,048 - pyskl - INFO - Epoch [91][900/3746] lr: 3.431e-02, eta: 2 days, 4:23:30, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3014, top5_acc: 0.5581, loss_cls: 3.9868, loss: 3.9868 2024-12-29 12:54:34,578 - pyskl - INFO - Epoch [91][1000/3746] lr: 3.428e-02, eta: 2 days, 4:22:06, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3020, top5_acc: 0.5508, loss_cls: 3.9999, loss: 3.9999 2024-12-29 12:55:59,115 - pyskl - INFO - Epoch [91][1100/3746] lr: 3.426e-02, eta: 2 days, 4:20:41, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5584, loss_cls: 3.9977, loss: 3.9977 2024-12-29 12:57:23,094 - pyskl - INFO - Epoch [91][1200/3746] lr: 3.423e-02, eta: 2 days, 4:19:17, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5455, loss_cls: 4.0480, loss: 4.0480 2024-12-29 12:58:47,437 - pyskl - INFO - Epoch [91][1300/3746] lr: 3.420e-02, eta: 2 days, 4:17:53, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5586, loss_cls: 3.9555, loss: 3.9555 2024-12-29 13:00:11,810 - pyskl - INFO - Epoch [91][1400/3746] lr: 3.418e-02, eta: 2 days, 4:16:29, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5577, loss_cls: 4.0010, loss: 4.0010 2024-12-29 13:01:35,979 - pyskl - INFO - Epoch [91][1500/3746] lr: 3.415e-02, eta: 2 days, 4:15:04, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3033, top5_acc: 0.5584, loss_cls: 4.0039, loss: 4.0039 2024-12-29 13:02:59,994 - pyskl - INFO - Epoch [91][1600/3746] lr: 3.412e-02, eta: 2 days, 4:13:40, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5564, loss_cls: 4.0058, loss: 4.0058 2024-12-29 13:04:23,963 - pyskl - INFO - Epoch [91][1700/3746] lr: 3.410e-02, eta: 2 days, 4:12:16, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3022, top5_acc: 0.5564, loss_cls: 4.0051, loss: 4.0051 2024-12-29 13:05:48,527 - pyskl - INFO - Epoch [91][1800/3746] lr: 3.407e-02, eta: 2 days, 4:10:51, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5530, loss_cls: 3.9942, loss: 3.9942 2024-12-29 13:07:13,161 - pyskl - INFO - Epoch [91][1900/3746] lr: 3.405e-02, eta: 2 days, 4:09:27, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3025, top5_acc: 0.5559, loss_cls: 3.9908, loss: 3.9908 2024-12-29 13:08:37,552 - pyskl - INFO - Epoch [91][2000/3746] lr: 3.402e-02, eta: 2 days, 4:08:03, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5644, loss_cls: 3.9659, loss: 3.9659 2024-12-29 13:10:01,886 - pyskl - INFO - Epoch [91][2100/3746] lr: 3.399e-02, eta: 2 days, 4:06:39, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5491, loss_cls: 4.0046, loss: 4.0046 2024-12-29 13:11:26,081 - pyskl - INFO - Epoch [91][2200/3746] lr: 3.397e-02, eta: 2 days, 4:05:15, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3114, top5_acc: 0.5583, loss_cls: 3.9726, loss: 3.9726 2024-12-29 13:12:50,779 - pyskl - INFO - Epoch [91][2300/3746] lr: 3.394e-02, eta: 2 days, 4:03:51, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5614, loss_cls: 3.9846, loss: 3.9846 2024-12-29 13:14:15,739 - pyskl - INFO - Epoch [91][2400/3746] lr: 3.391e-02, eta: 2 days, 4:02:27, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5656, loss_cls: 3.9731, loss: 3.9731 2024-12-29 13:15:40,417 - pyskl - INFO - Epoch [91][2500/3746] lr: 3.389e-02, eta: 2 days, 4:01:03, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5587, loss_cls: 3.9885, loss: 3.9885 2024-12-29 13:17:05,422 - pyskl - INFO - Epoch [91][2600/3746] lr: 3.386e-02, eta: 2 days, 3:59:39, time: 0.850, data_time: 0.001, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5548, loss_cls: 4.0246, loss: 4.0246 2024-12-29 13:18:30,412 - pyskl - INFO - Epoch [91][2700/3746] lr: 3.383e-02, eta: 2 days, 3:58:16, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5705, loss_cls: 3.9722, loss: 3.9722 2024-12-29 13:19:55,751 - pyskl - INFO - Epoch [91][2800/3746] lr: 3.381e-02, eta: 2 days, 3:56:52, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5589, loss_cls: 4.0124, loss: 4.0124 2024-12-29 13:21:20,577 - pyskl - INFO - Epoch [91][2900/3746] lr: 3.378e-02, eta: 2 days, 3:55:28, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3066, top5_acc: 0.5548, loss_cls: 3.9799, loss: 3.9799 2024-12-29 13:22:45,372 - pyskl - INFO - Epoch [91][3000/3746] lr: 3.375e-02, eta: 2 days, 3:54:04, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5517, loss_cls: 4.0268, loss: 4.0268 2024-12-29 13:24:09,996 - pyskl - INFO - Epoch [91][3100/3746] lr: 3.373e-02, eta: 2 days, 3:52:40, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5536, loss_cls: 4.0365, loss: 4.0365 2024-12-29 13:25:34,898 - pyskl - INFO - Epoch [91][3200/3746] lr: 3.370e-02, eta: 2 days, 3:51:16, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5711, loss_cls: 3.9610, loss: 3.9610 2024-12-29 13:26:59,798 - pyskl - INFO - Epoch [91][3300/3746] lr: 3.367e-02, eta: 2 days, 3:49:53, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3052, top5_acc: 0.5570, loss_cls: 3.9894, loss: 3.9894 2024-12-29 13:28:24,566 - pyskl - INFO - Epoch [91][3400/3746] lr: 3.365e-02, eta: 2 days, 3:48:29, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3100, top5_acc: 0.5556, loss_cls: 3.9719, loss: 3.9719 2024-12-29 13:29:49,226 - pyskl - INFO - Epoch [91][3500/3746] lr: 3.362e-02, eta: 2 days, 3:47:05, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3116, top5_acc: 0.5594, loss_cls: 3.9669, loss: 3.9669 2024-12-29 13:31:14,586 - pyskl - INFO - Epoch [91][3600/3746] lr: 3.360e-02, eta: 2 days, 3:45:41, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3036, top5_acc: 0.5594, loss_cls: 3.9886, loss: 3.9886 2024-12-29 13:32:39,502 - pyskl - INFO - Epoch [91][3700/3746] lr: 3.357e-02, eta: 2 days, 3:44:17, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3119, top5_acc: 0.5697, loss_cls: 3.9498, loss: 3.9498 2024-12-29 13:33:20,393 - pyskl - INFO - Saving checkpoint at 91 epochs 2024-12-29 13:35:20,671 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 13:35:21,459 - pyskl - INFO - top1_acc 0.2495 top5_acc 0.4910 2024-12-29 13:35:21,460 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 13:35:21,510 - pyskl - INFO - mean_acc 0.2493 2024-12-29 13:35:21,515 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_88.pth was removed 2024-12-29 13:35:21,788 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. 2024-12-29 13:35:21,789 - pyskl - INFO - Best top1_acc is 0.2495 at 91 epoch. 2024-12-29 13:35:21,802 - pyskl - INFO - Epoch(val) [91][309] top1_acc: 0.2495, top5_acc: 0.4910, mean_class_accuracy: 0.2493 2024-12-29 13:39:44,915 - pyskl - INFO - Epoch [92][100/3746] lr: 3.353e-02, eta: 2 days, 3:43:45, time: 2.631, data_time: 1.594, memory: 15990, top1_acc: 0.3180, top5_acc: 0.5733, loss_cls: 3.9222, loss: 3.9222 2024-12-29 13:41:11,077 - pyskl - INFO - Epoch [92][200/3746] lr: 3.350e-02, eta: 2 days, 3:42:22, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5634, loss_cls: 3.9699, loss: 3.9699 2024-12-29 13:42:37,219 - pyskl - INFO - Epoch [92][300/3746] lr: 3.348e-02, eta: 2 days, 3:40:59, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3116, top5_acc: 0.5695, loss_cls: 3.9269, loss: 3.9269 2024-12-29 13:44:03,702 - pyskl - INFO - Epoch [92][400/3746] lr: 3.345e-02, eta: 2 days, 3:39:36, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5608, loss_cls: 3.9478, loss: 3.9478 2024-12-29 13:45:30,709 - pyskl - INFO - Epoch [92][500/3746] lr: 3.342e-02, eta: 2 days, 3:38:13, time: 0.870, data_time: 0.000, memory: 15990, top1_acc: 0.3038, top5_acc: 0.5595, loss_cls: 3.9775, loss: 3.9775 2024-12-29 13:46:57,288 - pyskl - INFO - Epoch [92][600/3746] lr: 3.340e-02, eta: 2 days, 3:36:51, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.3073, top5_acc: 0.5666, loss_cls: 3.9380, loss: 3.9380 2024-12-29 13:48:23,817 - pyskl - INFO - Epoch [92][700/3746] lr: 3.337e-02, eta: 2 days, 3:35:28, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5550, loss_cls: 3.9919, loss: 3.9919 2024-12-29 13:49:49,578 - pyskl - INFO - Epoch [92][800/3746] lr: 3.335e-02, eta: 2 days, 3:34:04, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5544, loss_cls: 3.9731, loss: 3.9731 2024-12-29 13:51:16,124 - pyskl - INFO - Epoch [92][900/3746] lr: 3.332e-02, eta: 2 days, 3:32:41, time: 0.865, data_time: 0.001, memory: 15990, top1_acc: 0.3016, top5_acc: 0.5608, loss_cls: 3.9729, loss: 3.9729 2024-12-29 13:52:42,599 - pyskl - INFO - Epoch [92][1000/3746] lr: 3.329e-02, eta: 2 days, 3:31:19, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5648, loss_cls: 3.9498, loss: 3.9498 2024-12-29 13:54:09,460 - pyskl - INFO - Epoch [92][1100/3746] lr: 3.327e-02, eta: 2 days, 3:29:56, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.2984, top5_acc: 0.5522, loss_cls: 3.9828, loss: 3.9828 2024-12-29 13:55:35,173 - pyskl - INFO - Epoch [92][1200/3746] lr: 3.324e-02, eta: 2 days, 3:28:32, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5520, loss_cls: 3.9988, loss: 3.9988 2024-12-29 13:57:02,642 - pyskl - INFO - Epoch [92][1300/3746] lr: 3.321e-02, eta: 2 days, 3:27:10, time: 0.875, data_time: 0.000, memory: 15990, top1_acc: 0.3000, top5_acc: 0.5647, loss_cls: 3.9580, loss: 3.9580 2024-12-29 13:58:28,899 - pyskl - INFO - Epoch [92][1400/3746] lr: 3.319e-02, eta: 2 days, 3:25:47, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5578, loss_cls: 3.9969, loss: 3.9969 2024-12-29 13:59:55,480 - pyskl - INFO - Epoch [92][1500/3746] lr: 3.316e-02, eta: 2 days, 3:24:24, time: 0.866, data_time: 0.001, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5622, loss_cls: 3.9896, loss: 3.9896 2024-12-29 14:01:21,467 - pyskl - INFO - Epoch [92][1600/3746] lr: 3.314e-02, eta: 2 days, 3:23:01, time: 0.860, data_time: 0.001, memory: 15990, top1_acc: 0.3077, top5_acc: 0.5658, loss_cls: 3.9564, loss: 3.9564 2024-12-29 14:02:46,874 - pyskl - INFO - Epoch [92][1700/3746] lr: 3.311e-02, eta: 2 days, 3:21:37, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3033, top5_acc: 0.5586, loss_cls: 3.9844, loss: 3.9844 2024-12-29 14:04:13,215 - pyskl - INFO - Epoch [92][1800/3746] lr: 3.308e-02, eta: 2 days, 3:20:14, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5508, loss_cls: 4.0171, loss: 4.0171 2024-12-29 14:05:39,158 - pyskl - INFO - Epoch [92][1900/3746] lr: 3.306e-02, eta: 2 days, 3:18:51, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5527, loss_cls: 4.0255, loss: 4.0255 2024-12-29 14:07:04,689 - pyskl - INFO - Epoch [92][2000/3746] lr: 3.303e-02, eta: 2 days, 3:17:28, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5606, loss_cls: 3.9654, loss: 3.9654 2024-12-29 14:08:30,371 - pyskl - INFO - Epoch [92][2100/3746] lr: 3.300e-02, eta: 2 days, 3:16:04, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3067, top5_acc: 0.5534, loss_cls: 3.9754, loss: 3.9754 2024-12-29 14:09:55,347 - pyskl - INFO - Epoch [92][2200/3746] lr: 3.298e-02, eta: 2 days, 3:14:40, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3078, top5_acc: 0.5569, loss_cls: 3.9857, loss: 3.9857 2024-12-29 14:11:20,775 - pyskl - INFO - Epoch [92][2300/3746] lr: 3.295e-02, eta: 2 days, 3:13:17, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5547, loss_cls: 3.9757, loss: 3.9757 2024-12-29 14:12:46,285 - pyskl - INFO - Epoch [92][2400/3746] lr: 3.292e-02, eta: 2 days, 3:11:53, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3125, top5_acc: 0.5569, loss_cls: 3.9660, loss: 3.9660 2024-12-29 14:14:12,169 - pyskl - INFO - Epoch [92][2500/3746] lr: 3.290e-02, eta: 2 days, 3:10:30, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5566, loss_cls: 3.9943, loss: 3.9943 2024-12-29 14:15:37,748 - pyskl - INFO - Epoch [92][2600/3746] lr: 3.287e-02, eta: 2 days, 3:09:06, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3153, top5_acc: 0.5672, loss_cls: 3.9232, loss: 3.9232 2024-12-29 14:17:02,902 - pyskl - INFO - Epoch [92][2700/3746] lr: 3.285e-02, eta: 2 days, 3:07:43, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3073, top5_acc: 0.5617, loss_cls: 3.9879, loss: 3.9879 2024-12-29 14:18:27,886 - pyskl - INFO - Epoch [92][2800/3746] lr: 3.282e-02, eta: 2 days, 3:06:19, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3084, top5_acc: 0.5575, loss_cls: 3.9689, loss: 3.9689 2024-12-29 14:19:53,033 - pyskl - INFO - Epoch [92][2900/3746] lr: 3.279e-02, eta: 2 days, 3:04:55, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5655, loss_cls: 3.9597, loss: 3.9597 2024-12-29 14:21:18,060 - pyskl - INFO - Epoch [92][3000/3746] lr: 3.277e-02, eta: 2 days, 3:03:31, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5430, loss_cls: 4.0360, loss: 4.0360 2024-12-29 14:22:42,817 - pyskl - INFO - Epoch [92][3100/3746] lr: 3.274e-02, eta: 2 days, 3:02:07, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5598, loss_cls: 3.9896, loss: 3.9896 2024-12-29 14:24:07,696 - pyskl - INFO - Epoch [92][3200/3746] lr: 3.271e-02, eta: 2 days, 3:00:43, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5623, loss_cls: 3.9633, loss: 3.9633 2024-12-29 14:25:32,559 - pyskl - INFO - Epoch [92][3300/3746] lr: 3.269e-02, eta: 2 days, 2:59:19, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5587, loss_cls: 3.9761, loss: 3.9761 2024-12-29 14:26:57,747 - pyskl - INFO - Epoch [92][3400/3746] lr: 3.266e-02, eta: 2 days, 2:57:55, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5617, loss_cls: 3.9517, loss: 3.9517 2024-12-29 14:28:22,655 - pyskl - INFO - Epoch [92][3500/3746] lr: 3.264e-02, eta: 2 days, 2:56:31, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5611, loss_cls: 3.9679, loss: 3.9679 2024-12-29 14:29:48,437 - pyskl - INFO - Epoch [92][3600/3746] lr: 3.261e-02, eta: 2 days, 2:55:08, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3056, top5_acc: 0.5541, loss_cls: 3.9983, loss: 3.9983 2024-12-29 14:31:14,208 - pyskl - INFO - Epoch [92][3700/3746] lr: 3.258e-02, eta: 2 days, 2:53:45, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5644, loss_cls: 3.9879, loss: 3.9879 2024-12-29 14:31:55,507 - pyskl - INFO - Saving checkpoint at 92 epochs 2024-12-29 14:33:56,190 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 14:33:56,990 - pyskl - INFO - top1_acc 0.2462 top5_acc 0.4926 2024-12-29 14:33:56,990 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 14:33:57,097 - pyskl - INFO - mean_acc 0.2460 2024-12-29 14:33:57,124 - pyskl - INFO - Epoch(val) [92][309] top1_acc: 0.2462, top5_acc: 0.4926, mean_class_accuracy: 0.2460 2024-12-29 14:38:13,969 - pyskl - INFO - Epoch [93][100/3746] lr: 3.255e-02, eta: 2 days, 2:53:06, time: 2.568, data_time: 1.534, memory: 15990, top1_acc: 0.3128, top5_acc: 0.5625, loss_cls: 3.9395, loss: 3.9395 2024-12-29 14:39:39,543 - pyskl - INFO - Epoch [93][200/3746] lr: 3.252e-02, eta: 2 days, 2:51:42, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3225, top5_acc: 0.5830, loss_cls: 3.8897, loss: 3.8897 2024-12-29 14:41:04,832 - pyskl - INFO - Epoch [93][300/3746] lr: 3.249e-02, eta: 2 days, 2:50:18, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5698, loss_cls: 3.9567, loss: 3.9567 2024-12-29 14:42:30,564 - pyskl - INFO - Epoch [93][400/3746] lr: 3.247e-02, eta: 2 days, 2:48:55, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3116, top5_acc: 0.5670, loss_cls: 3.9510, loss: 3.9510 2024-12-29 14:43:56,431 - pyskl - INFO - Epoch [93][500/3746] lr: 3.244e-02, eta: 2 days, 2:47:32, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5645, loss_cls: 3.9451, loss: 3.9451 2024-12-29 14:45:21,483 - pyskl - INFO - Epoch [93][600/3746] lr: 3.241e-02, eta: 2 days, 2:46:08, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3077, top5_acc: 0.5658, loss_cls: 3.9486, loss: 3.9486 2024-12-29 14:46:46,744 - pyskl - INFO - Epoch [93][700/3746] lr: 3.239e-02, eta: 2 days, 2:44:44, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3123, top5_acc: 0.5731, loss_cls: 3.9288, loss: 3.9288 2024-12-29 14:48:11,909 - pyskl - INFO - Epoch [93][800/3746] lr: 3.236e-02, eta: 2 days, 2:43:20, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3200, top5_acc: 0.5653, loss_cls: 3.9127, loss: 3.9127 2024-12-29 14:49:37,508 - pyskl - INFO - Epoch [93][900/3746] lr: 3.234e-02, eta: 2 days, 2:41:56, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5630, loss_cls: 3.9362, loss: 3.9362 2024-12-29 14:51:03,508 - pyskl - INFO - Epoch [93][1000/3746] lr: 3.231e-02, eta: 2 days, 2:40:33, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3117, top5_acc: 0.5684, loss_cls: 3.9376, loss: 3.9376 2024-12-29 14:52:29,011 - pyskl - INFO - Epoch [93][1100/3746] lr: 3.228e-02, eta: 2 days, 2:39:09, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2947, top5_acc: 0.5545, loss_cls: 4.0206, loss: 4.0206 2024-12-29 14:53:53,804 - pyskl - INFO - Epoch [93][1200/3746] lr: 3.226e-02, eta: 2 days, 2:37:45, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5614, loss_cls: 3.9792, loss: 3.9792 2024-12-29 14:55:20,021 - pyskl - INFO - Epoch [93][1300/3746] lr: 3.223e-02, eta: 2 days, 2:36:22, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3081, top5_acc: 0.5614, loss_cls: 3.9600, loss: 3.9600 2024-12-29 14:56:46,001 - pyskl - INFO - Epoch [93][1400/3746] lr: 3.221e-02, eta: 2 days, 2:34:59, time: 0.860, data_time: 0.001, memory: 15990, top1_acc: 0.3205, top5_acc: 0.5611, loss_cls: 3.9410, loss: 3.9410 2024-12-29 14:58:11,814 - pyskl - INFO - Epoch [93][1500/3746] lr: 3.218e-02, eta: 2 days, 2:33:35, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3089, top5_acc: 0.5720, loss_cls: 3.9556, loss: 3.9556 2024-12-29 14:59:36,736 - pyskl - INFO - Epoch [93][1600/3746] lr: 3.215e-02, eta: 2 days, 2:32:11, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3162, top5_acc: 0.5616, loss_cls: 3.9360, loss: 3.9360 2024-12-29 15:01:02,009 - pyskl - INFO - Epoch [93][1700/3746] lr: 3.213e-02, eta: 2 days, 2:30:48, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5706, loss_cls: 3.9351, loss: 3.9351 2024-12-29 15:02:26,507 - pyskl - INFO - Epoch [93][1800/3746] lr: 3.210e-02, eta: 2 days, 2:29:23, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5667, loss_cls: 3.9409, loss: 3.9409 2024-12-29 15:03:51,774 - pyskl - INFO - Epoch [93][1900/3746] lr: 3.207e-02, eta: 2 days, 2:28:00, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3000, top5_acc: 0.5556, loss_cls: 3.9549, loss: 3.9549 2024-12-29 15:05:17,496 - pyskl - INFO - Epoch [93][2000/3746] lr: 3.205e-02, eta: 2 days, 2:26:36, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3105, top5_acc: 0.5666, loss_cls: 3.9226, loss: 3.9226 2024-12-29 15:06:42,677 - pyskl - INFO - Epoch [93][2100/3746] lr: 3.202e-02, eta: 2 days, 2:25:12, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5567, loss_cls: 4.0339, loss: 4.0339 2024-12-29 15:08:07,544 - pyskl - INFO - Epoch [93][2200/3746] lr: 3.200e-02, eta: 2 days, 2:23:48, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5625, loss_cls: 3.9207, loss: 3.9207 2024-12-29 15:09:32,851 - pyskl - INFO - Epoch [93][2300/3746] lr: 3.197e-02, eta: 2 days, 2:22:24, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5527, loss_cls: 4.0109, loss: 4.0109 2024-12-29 15:10:58,372 - pyskl - INFO - Epoch [93][2400/3746] lr: 3.194e-02, eta: 2 days, 2:21:01, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3098, top5_acc: 0.5697, loss_cls: 3.9405, loss: 3.9405 2024-12-29 15:12:24,269 - pyskl - INFO - Epoch [93][2500/3746] lr: 3.192e-02, eta: 2 days, 2:19:37, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3075, top5_acc: 0.5594, loss_cls: 3.9530, loss: 3.9530 2024-12-29 15:13:50,038 - pyskl - INFO - Epoch [93][2600/3746] lr: 3.189e-02, eta: 2 days, 2:18:14, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3033, top5_acc: 0.5548, loss_cls: 3.9795, loss: 3.9795 2024-12-29 15:15:14,883 - pyskl - INFO - Epoch [93][2700/3746] lr: 3.187e-02, eta: 2 days, 2:16:50, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3033, top5_acc: 0.5663, loss_cls: 3.9533, loss: 3.9533 2024-12-29 15:16:39,521 - pyskl - INFO - Epoch [93][2800/3746] lr: 3.184e-02, eta: 2 days, 2:15:26, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5616, loss_cls: 3.9980, loss: 3.9980 2024-12-29 15:18:04,469 - pyskl - INFO - Epoch [93][2900/3746] lr: 3.181e-02, eta: 2 days, 2:14:02, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3038, top5_acc: 0.5666, loss_cls: 3.9400, loss: 3.9400 2024-12-29 15:19:29,861 - pyskl - INFO - Epoch [93][3000/3746] lr: 3.179e-02, eta: 2 days, 2:12:38, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5627, loss_cls: 3.9683, loss: 3.9683 2024-12-29 15:20:55,453 - pyskl - INFO - Epoch [93][3100/3746] lr: 3.176e-02, eta: 2 days, 2:11:14, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3042, top5_acc: 0.5623, loss_cls: 3.9854, loss: 3.9854 2024-12-29 15:22:21,196 - pyskl - INFO - Epoch [93][3200/3746] lr: 3.174e-02, eta: 2 days, 2:09:51, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5553, loss_cls: 3.9841, loss: 3.9841 2024-12-29 15:23:46,945 - pyskl - INFO - Epoch [93][3300/3746] lr: 3.171e-02, eta: 2 days, 2:08:27, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5608, loss_cls: 3.9512, loss: 3.9512 2024-12-29 15:25:12,445 - pyskl - INFO - Epoch [93][3400/3746] lr: 3.168e-02, eta: 2 days, 2:07:04, time: 0.855, data_time: 0.001, memory: 15990, top1_acc: 0.3050, top5_acc: 0.5613, loss_cls: 3.9853, loss: 3.9853 2024-12-29 15:26:38,007 - pyskl - INFO - Epoch [93][3500/3746] lr: 3.166e-02, eta: 2 days, 2:05:40, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3117, top5_acc: 0.5614, loss_cls: 3.9762, loss: 3.9762 2024-12-29 15:28:02,875 - pyskl - INFO - Epoch [93][3600/3746] lr: 3.163e-02, eta: 2 days, 2:04:16, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5670, loss_cls: 3.9605, loss: 3.9605 2024-12-29 15:29:28,328 - pyskl - INFO - Epoch [93][3700/3746] lr: 3.161e-02, eta: 2 days, 2:02:52, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3100, top5_acc: 0.5584, loss_cls: 3.9627, loss: 3.9627 2024-12-29 15:30:08,973 - pyskl - INFO - Saving checkpoint at 93 epochs 2024-12-29 15:32:09,168 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 15:32:09,861 - pyskl - INFO - top1_acc 0.2495 top5_acc 0.4968 2024-12-29 15:32:09,861 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 15:32:09,913 - pyskl - INFO - mean_acc 0.2494 2024-12-29 15:32:09,929 - pyskl - INFO - Epoch(val) [93][309] top1_acc: 0.2495, top5_acc: 0.4968, mean_class_accuracy: 0.2494 2024-12-29 15:36:36,693 - pyskl - INFO - Epoch [94][100/3746] lr: 3.157e-02, eta: 2 days, 2:02:17, time: 2.668, data_time: 1.628, memory: 15990, top1_acc: 0.3247, top5_acc: 0.5802, loss_cls: 3.8685, loss: 3.8685 2024-12-29 15:38:03,212 - pyskl - INFO - Epoch [94][200/3746] lr: 3.154e-02, eta: 2 days, 2:00:54, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5683, loss_cls: 3.9108, loss: 3.9108 2024-12-29 15:39:29,382 - pyskl - INFO - Epoch [94][300/3746] lr: 3.152e-02, eta: 2 days, 1:59:31, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5645, loss_cls: 3.9391, loss: 3.9391 2024-12-29 15:40:55,329 - pyskl - INFO - Epoch [94][400/3746] lr: 3.149e-02, eta: 2 days, 1:58:07, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5570, loss_cls: 3.9902, loss: 3.9902 2024-12-29 15:42:22,216 - pyskl - INFO - Epoch [94][500/3746] lr: 3.146e-02, eta: 2 days, 1:56:44, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5806, loss_cls: 3.8874, loss: 3.8874 2024-12-29 15:43:49,059 - pyskl - INFO - Epoch [94][600/3746] lr: 3.144e-02, eta: 2 days, 1:55:21, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5642, loss_cls: 3.9546, loss: 3.9546 2024-12-29 15:45:15,858 - pyskl - INFO - Epoch [94][700/3746] lr: 3.141e-02, eta: 2 days, 1:53:58, time: 0.868, data_time: 0.001, memory: 15990, top1_acc: 0.3172, top5_acc: 0.5772, loss_cls: 3.8956, loss: 3.8956 2024-12-29 15:46:41,960 - pyskl - INFO - Epoch [94][800/3746] lr: 3.139e-02, eta: 2 days, 1:52:35, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5663, loss_cls: 3.9499, loss: 3.9499 2024-12-29 15:48:07,543 - pyskl - INFO - Epoch [94][900/3746] lr: 3.136e-02, eta: 2 days, 1:51:11, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3108, top5_acc: 0.5769, loss_cls: 3.9150, loss: 3.9150 2024-12-29 15:49:33,625 - pyskl - INFO - Epoch [94][1000/3746] lr: 3.133e-02, eta: 2 days, 1:49:48, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.2977, top5_acc: 0.5530, loss_cls: 4.0294, loss: 4.0294 2024-12-29 15:51:00,522 - pyskl - INFO - Epoch [94][1100/3746] lr: 3.131e-02, eta: 2 days, 1:48:25, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.3183, top5_acc: 0.5773, loss_cls: 3.8905, loss: 3.8905 2024-12-29 15:52:27,125 - pyskl - INFO - Epoch [94][1200/3746] lr: 3.128e-02, eta: 2 days, 1:47:02, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5527, loss_cls: 3.9833, loss: 3.9833 2024-12-29 15:53:53,582 - pyskl - INFO - Epoch [94][1300/3746] lr: 3.126e-02, eta: 2 days, 1:45:39, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5706, loss_cls: 3.9087, loss: 3.9087 2024-12-29 15:55:20,310 - pyskl - INFO - Epoch [94][1400/3746] lr: 3.123e-02, eta: 2 days, 1:44:16, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.3083, top5_acc: 0.5620, loss_cls: 3.9289, loss: 3.9289 2024-12-29 15:56:46,348 - pyskl - INFO - Epoch [94][1500/3746] lr: 3.120e-02, eta: 2 days, 1:42:52, time: 0.860, data_time: 0.001, memory: 15990, top1_acc: 0.3145, top5_acc: 0.5647, loss_cls: 3.9458, loss: 3.9458 2024-12-29 15:58:12,462 - pyskl - INFO - Epoch [94][1600/3746] lr: 3.118e-02, eta: 2 days, 1:41:29, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5633, loss_cls: 3.9300, loss: 3.9300 2024-12-29 15:59:38,040 - pyskl - INFO - Epoch [94][1700/3746] lr: 3.115e-02, eta: 2 days, 1:40:05, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3153, top5_acc: 0.5748, loss_cls: 3.9222, loss: 3.9222 2024-12-29 16:01:03,029 - pyskl - INFO - Epoch [94][1800/3746] lr: 3.113e-02, eta: 2 days, 1:38:41, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3116, top5_acc: 0.5652, loss_cls: 3.9356, loss: 3.9356 2024-12-29 16:02:27,968 - pyskl - INFO - Epoch [94][1900/3746] lr: 3.110e-02, eta: 2 days, 1:37:17, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5703, loss_cls: 3.9292, loss: 3.9292 2024-12-29 16:03:53,451 - pyskl - INFO - Epoch [94][2000/3746] lr: 3.108e-02, eta: 2 days, 1:35:53, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3052, top5_acc: 0.5653, loss_cls: 3.9959, loss: 3.9959 2024-12-29 16:05:19,027 - pyskl - INFO - Epoch [94][2100/3746] lr: 3.105e-02, eta: 2 days, 1:34:29, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3187, top5_acc: 0.5733, loss_cls: 3.9260, loss: 3.9260 2024-12-29 16:06:44,039 - pyskl - INFO - Epoch [94][2200/3746] lr: 3.102e-02, eta: 2 days, 1:33:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5652, loss_cls: 3.9265, loss: 3.9265 2024-12-29 16:08:09,646 - pyskl - INFO - Epoch [94][2300/3746] lr: 3.100e-02, eta: 2 days, 1:31:42, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5578, loss_cls: 3.9828, loss: 3.9828 2024-12-29 16:09:35,115 - pyskl - INFO - Epoch [94][2400/3746] lr: 3.097e-02, eta: 2 days, 1:30:18, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5633, loss_cls: 3.9774, loss: 3.9774 2024-12-29 16:11:00,648 - pyskl - INFO - Epoch [94][2500/3746] lr: 3.095e-02, eta: 2 days, 1:28:54, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5625, loss_cls: 3.9943, loss: 3.9943 2024-12-29 16:12:26,883 - pyskl - INFO - Epoch [94][2600/3746] lr: 3.092e-02, eta: 2 days, 1:27:31, time: 0.862, data_time: 0.001, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5617, loss_cls: 3.9475, loss: 3.9475 2024-12-29 16:13:52,705 - pyskl - INFO - Epoch [94][2700/3746] lr: 3.089e-02, eta: 2 days, 1:26:07, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3050, top5_acc: 0.5581, loss_cls: 3.9982, loss: 3.9982 2024-12-29 16:15:18,432 - pyskl - INFO - Epoch [94][2800/3746] lr: 3.087e-02, eta: 2 days, 1:24:44, time: 0.857, data_time: 0.001, memory: 15990, top1_acc: 0.3259, top5_acc: 0.5798, loss_cls: 3.8951, loss: 3.8951 2024-12-29 16:16:43,660 - pyskl - INFO - Epoch [94][2900/3746] lr: 3.084e-02, eta: 2 days, 1:23:20, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3067, top5_acc: 0.5584, loss_cls: 3.9582, loss: 3.9582 2024-12-29 16:18:08,787 - pyskl - INFO - Epoch [94][3000/3746] lr: 3.082e-02, eta: 2 days, 1:21:56, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5587, loss_cls: 3.9728, loss: 3.9728 2024-12-29 16:19:33,920 - pyskl - INFO - Epoch [94][3100/3746] lr: 3.079e-02, eta: 2 days, 1:20:32, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3117, top5_acc: 0.5634, loss_cls: 3.9554, loss: 3.9554 2024-12-29 16:20:58,882 - pyskl - INFO - Epoch [94][3200/3746] lr: 3.077e-02, eta: 2 days, 1:19:08, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5672, loss_cls: 3.9194, loss: 3.9194 2024-12-29 16:22:24,177 - pyskl - INFO - Epoch [94][3300/3746] lr: 3.074e-02, eta: 2 days, 1:17:44, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5531, loss_cls: 3.9540, loss: 3.9540 2024-12-29 16:23:49,703 - pyskl - INFO - Epoch [94][3400/3746] lr: 3.071e-02, eta: 2 days, 1:16:20, time: 0.855, data_time: 0.001, memory: 15990, top1_acc: 0.3080, top5_acc: 0.5598, loss_cls: 3.9366, loss: 3.9366 2024-12-29 16:25:15,234 - pyskl - INFO - Epoch [94][3500/3746] lr: 3.069e-02, eta: 2 days, 1:14:56, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3106, top5_acc: 0.5663, loss_cls: 3.9264, loss: 3.9264 2024-12-29 16:26:39,595 - pyskl - INFO - Epoch [94][3600/3746] lr: 3.066e-02, eta: 2 days, 1:13:32, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3089, top5_acc: 0.5659, loss_cls: 3.9701, loss: 3.9701 2024-12-29 16:28:04,659 - pyskl - INFO - Epoch [94][3700/3746] lr: 3.064e-02, eta: 2 days, 1:12:08, time: 0.851, data_time: 0.001, memory: 15990, top1_acc: 0.3189, top5_acc: 0.5737, loss_cls: 3.9160, loss: 3.9160 2024-12-29 16:28:45,792 - pyskl - INFO - Saving checkpoint at 94 epochs 2024-12-29 16:30:45,110 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 16:30:45,805 - pyskl - INFO - top1_acc 0.2356 top5_acc 0.4718 2024-12-29 16:30:45,805 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 16:30:45,849 - pyskl - INFO - mean_acc 0.2353 2024-12-29 16:30:45,861 - pyskl - INFO - Epoch(val) [94][309] top1_acc: 0.2356, top5_acc: 0.4718, mean_class_accuracy: 0.2353 2024-12-29 16:35:13,050 - pyskl - INFO - Epoch [95][100/3746] lr: 3.060e-02, eta: 2 days, 1:11:30, time: 2.672, data_time: 1.615, memory: 15990, top1_acc: 0.3227, top5_acc: 0.5803, loss_cls: 3.8670, loss: 3.8670 2024-12-29 16:36:39,642 - pyskl - INFO - Epoch [95][200/3746] lr: 3.057e-02, eta: 2 days, 1:10:07, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.3195, top5_acc: 0.5808, loss_cls: 3.8526, loss: 3.8526 2024-12-29 16:38:06,978 - pyskl - INFO - Epoch [95][300/3746] lr: 3.055e-02, eta: 2 days, 1:08:44, time: 0.873, data_time: 0.001, memory: 15990, top1_acc: 0.3128, top5_acc: 0.5814, loss_cls: 3.8784, loss: 3.8784 2024-12-29 16:39:34,710 - pyskl - INFO - Epoch [95][400/3746] lr: 3.052e-02, eta: 2 days, 1:07:22, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5650, loss_cls: 3.9520, loss: 3.9520 2024-12-29 16:41:01,756 - pyskl - INFO - Epoch [95][500/3746] lr: 3.050e-02, eta: 2 days, 1:05:59, time: 0.870, data_time: 0.001, memory: 15990, top1_acc: 0.3117, top5_acc: 0.5808, loss_cls: 3.8653, loss: 3.8653 2024-12-29 16:42:28,520 - pyskl - INFO - Epoch [95][600/3746] lr: 3.047e-02, eta: 2 days, 1:04:36, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.3103, top5_acc: 0.5764, loss_cls: 3.8905, loss: 3.8905 2024-12-29 16:43:55,055 - pyskl - INFO - Epoch [95][700/3746] lr: 3.044e-02, eta: 2 days, 1:03:13, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3175, top5_acc: 0.5700, loss_cls: 3.9221, loss: 3.9221 2024-12-29 16:45:21,539 - pyskl - INFO - Epoch [95][800/3746] lr: 3.042e-02, eta: 2 days, 1:01:49, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3100, top5_acc: 0.5664, loss_cls: 3.9140, loss: 3.9140 2024-12-29 16:46:48,932 - pyskl - INFO - Epoch [95][900/3746] lr: 3.039e-02, eta: 2 days, 1:00:27, time: 0.874, data_time: 0.001, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5586, loss_cls: 3.9756, loss: 3.9756 2024-12-29 16:48:15,865 - pyskl - INFO - Epoch [95][1000/3746] lr: 3.037e-02, eta: 2 days, 0:59:03, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.3178, top5_acc: 0.5842, loss_cls: 3.8821, loss: 3.8821 2024-12-29 16:49:42,051 - pyskl - INFO - Epoch [95][1100/3746] lr: 3.034e-02, eta: 2 days, 0:57:40, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3214, top5_acc: 0.5758, loss_cls: 3.8894, loss: 3.8894 2024-12-29 16:51:08,792 - pyskl - INFO - Epoch [95][1200/3746] lr: 3.032e-02, eta: 2 days, 0:56:17, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.3122, top5_acc: 0.5706, loss_cls: 3.9300, loss: 3.9300 2024-12-29 16:52:34,876 - pyskl - INFO - Epoch [95][1300/3746] lr: 3.029e-02, eta: 2 days, 0:54:53, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3131, top5_acc: 0.5698, loss_cls: 3.9261, loss: 3.9261 2024-12-29 16:54:01,815 - pyskl - INFO - Epoch [95][1400/3746] lr: 3.026e-02, eta: 2 days, 0:53:30, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.5947, loss_cls: 3.8010, loss: 3.8010 2024-12-29 16:55:28,197 - pyskl - INFO - Epoch [95][1500/3746] lr: 3.024e-02, eta: 2 days, 0:52:07, time: 0.864, data_time: 0.001, memory: 15990, top1_acc: 0.3147, top5_acc: 0.5689, loss_cls: 3.9534, loss: 3.9534 2024-12-29 16:56:54,487 - pyskl - INFO - Epoch [95][1600/3746] lr: 3.021e-02, eta: 2 days, 0:50:44, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5597, loss_cls: 3.9786, loss: 3.9786 2024-12-29 16:58:20,856 - pyskl - INFO - Epoch [95][1700/3746] lr: 3.019e-02, eta: 2 days, 0:49:20, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.3069, top5_acc: 0.5628, loss_cls: 3.9392, loss: 3.9392 2024-12-29 16:59:46,947 - pyskl - INFO - Epoch [95][1800/3746] lr: 3.016e-02, eta: 2 days, 0:47:57, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3073, top5_acc: 0.5623, loss_cls: 3.9631, loss: 3.9631 2024-12-29 17:01:12,706 - pyskl - INFO - Epoch [95][1900/3746] lr: 3.014e-02, eta: 2 days, 0:46:33, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3209, top5_acc: 0.5609, loss_cls: 3.9405, loss: 3.9405 2024-12-29 17:02:39,089 - pyskl - INFO - Epoch [95][2000/3746] lr: 3.011e-02, eta: 2 days, 0:45:10, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.3167, top5_acc: 0.5664, loss_cls: 3.9190, loss: 3.9190 2024-12-29 17:04:05,185 - pyskl - INFO - Epoch [95][2100/3746] lr: 3.008e-02, eta: 2 days, 0:43:46, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5602, loss_cls: 3.9694, loss: 3.9694 2024-12-29 17:05:31,666 - pyskl - INFO - Epoch [95][2200/3746] lr: 3.006e-02, eta: 2 days, 0:42:23, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3052, top5_acc: 0.5706, loss_cls: 3.9458, loss: 3.9458 2024-12-29 17:06:57,936 - pyskl - INFO - Epoch [95][2300/3746] lr: 3.003e-02, eta: 2 days, 0:40:59, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.3098, top5_acc: 0.5636, loss_cls: 3.9673, loss: 3.9673 2024-12-29 17:08:24,235 - pyskl - INFO - Epoch [95][2400/3746] lr: 3.001e-02, eta: 2 days, 0:39:36, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.3161, top5_acc: 0.5742, loss_cls: 3.8959, loss: 3.8959 2024-12-29 17:09:49,990 - pyskl - INFO - Epoch [95][2500/3746] lr: 2.998e-02, eta: 2 days, 0:38:12, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3102, top5_acc: 0.5686, loss_cls: 3.9254, loss: 3.9254 2024-12-29 17:11:15,746 - pyskl - INFO - Epoch [95][2600/3746] lr: 2.996e-02, eta: 2 days, 0:36:49, time: 0.858, data_time: 0.001, memory: 15990, top1_acc: 0.3150, top5_acc: 0.5625, loss_cls: 3.9718, loss: 3.9718 2024-12-29 17:12:40,267 - pyskl - INFO - Epoch [95][2700/3746] lr: 2.993e-02, eta: 2 days, 0:35:24, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3184, top5_acc: 0.5709, loss_cls: 3.9099, loss: 3.9099 2024-12-29 17:14:04,991 - pyskl - INFO - Epoch [95][2800/3746] lr: 2.991e-02, eta: 2 days, 0:34:00, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3175, top5_acc: 0.5613, loss_cls: 3.9470, loss: 3.9470 2024-12-29 17:15:29,841 - pyskl - INFO - Epoch [95][2900/3746] lr: 2.988e-02, eta: 2 days, 0:32:36, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5639, loss_cls: 3.9546, loss: 3.9546 2024-12-29 17:16:54,572 - pyskl - INFO - Epoch [95][3000/3746] lr: 2.985e-02, eta: 2 days, 0:31:11, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3241, top5_acc: 0.5714, loss_cls: 3.8996, loss: 3.8996 2024-12-29 17:18:19,643 - pyskl - INFO - Epoch [95][3100/3746] lr: 2.983e-02, eta: 2 days, 0:29:47, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3117, top5_acc: 0.5642, loss_cls: 3.9486, loss: 3.9486 2024-12-29 17:19:44,703 - pyskl - INFO - Epoch [95][3200/3746] lr: 2.980e-02, eta: 2 days, 0:28:23, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5667, loss_cls: 3.9531, loss: 3.9531 2024-12-29 17:21:09,787 - pyskl - INFO - Epoch [95][3300/3746] lr: 2.978e-02, eta: 2 days, 0:26:59, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3173, top5_acc: 0.5747, loss_cls: 3.9145, loss: 3.9145 2024-12-29 17:22:34,971 - pyskl - INFO - Epoch [95][3400/3746] lr: 2.975e-02, eta: 2 days, 0:25:35, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5692, loss_cls: 3.9299, loss: 3.9299 2024-12-29 17:24:00,594 - pyskl - INFO - Epoch [95][3500/3746] lr: 2.973e-02, eta: 2 days, 0:24:11, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3241, top5_acc: 0.5806, loss_cls: 3.8982, loss: 3.8982 2024-12-29 17:25:25,188 - pyskl - INFO - Epoch [95][3600/3746] lr: 2.970e-02, eta: 2 days, 0:22:47, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3142, top5_acc: 0.5672, loss_cls: 3.9448, loss: 3.9448 2024-12-29 17:26:50,778 - pyskl - INFO - Epoch [95][3700/3746] lr: 2.968e-02, eta: 2 days, 0:21:23, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3180, top5_acc: 0.5691, loss_cls: 3.9393, loss: 3.9393 2024-12-29 17:27:31,900 - pyskl - INFO - Saving checkpoint at 95 epochs 2024-12-29 17:29:31,972 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 17:29:32,901 - pyskl - INFO - top1_acc 0.2417 top5_acc 0.4881 2024-12-29 17:29:32,901 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 17:29:32,954 - pyskl - INFO - mean_acc 0.2415 2024-12-29 17:29:32,978 - pyskl - INFO - Epoch(val) [95][309] top1_acc: 0.2417, top5_acc: 0.4881, mean_class_accuracy: 0.2415 2024-12-29 17:33:55,698 - pyskl - INFO - Epoch [96][100/3746] lr: 2.964e-02, eta: 2 days, 0:20:40, time: 2.627, data_time: 1.566, memory: 15990, top1_acc: 0.3242, top5_acc: 0.5825, loss_cls: 3.8737, loss: 3.8737 2024-12-29 17:35:22,714 - pyskl - INFO - Epoch [96][200/3746] lr: 2.961e-02, eta: 2 days, 0:19:17, time: 0.870, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5802, loss_cls: 3.8386, loss: 3.8386 2024-12-29 17:36:49,729 - pyskl - INFO - Epoch [96][300/3746] lr: 2.959e-02, eta: 2 days, 0:17:54, time: 0.870, data_time: 0.000, memory: 15990, top1_acc: 0.3178, top5_acc: 0.5752, loss_cls: 3.8761, loss: 3.8761 2024-12-29 17:38:16,708 - pyskl - INFO - Epoch [96][400/3746] lr: 2.956e-02, eta: 2 days, 0:16:31, time: 0.870, data_time: 0.000, memory: 15990, top1_acc: 0.3334, top5_acc: 0.5870, loss_cls: 3.8356, loss: 3.8356 2024-12-29 17:39:43,563 - pyskl - INFO - Epoch [96][500/3746] lr: 2.954e-02, eta: 2 days, 0:15:08, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5617, loss_cls: 3.9466, loss: 3.9466 2024-12-29 17:41:10,034 - pyskl - INFO - Epoch [96][600/3746] lr: 2.951e-02, eta: 2 days, 0:13:44, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3420, top5_acc: 0.5834, loss_cls: 3.8114, loss: 3.8114 2024-12-29 17:42:37,509 - pyskl - INFO - Epoch [96][700/3746] lr: 2.948e-02, eta: 2 days, 0:12:21, time: 0.875, data_time: 0.000, memory: 15990, top1_acc: 0.3173, top5_acc: 0.5809, loss_cls: 3.8925, loss: 3.8925 2024-12-29 17:44:04,671 - pyskl - INFO - Epoch [96][800/3746] lr: 2.946e-02, eta: 2 days, 0:10:58, time: 0.872, data_time: 0.000, memory: 15990, top1_acc: 0.3194, top5_acc: 0.5695, loss_cls: 3.9092, loss: 3.9092 2024-12-29 17:45:31,387 - pyskl - INFO - Epoch [96][900/3746] lr: 2.943e-02, eta: 2 days, 0:09:35, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.3147, top5_acc: 0.5745, loss_cls: 3.9017, loss: 3.9017 2024-12-29 17:46:58,611 - pyskl - INFO - Epoch [96][1000/3746] lr: 2.941e-02, eta: 2 days, 0:08:12, time: 0.872, data_time: 0.000, memory: 15990, top1_acc: 0.3181, top5_acc: 0.5700, loss_cls: 3.8955, loss: 3.8955 2024-12-29 17:48:25,645 - pyskl - INFO - Epoch [96][1100/3746] lr: 2.938e-02, eta: 2 days, 0:06:49, time: 0.870, data_time: 0.000, memory: 15990, top1_acc: 0.3255, top5_acc: 0.5717, loss_cls: 3.8699, loss: 3.8699 2024-12-29 17:49:53,326 - pyskl - INFO - Epoch [96][1200/3746] lr: 2.936e-02, eta: 2 days, 0:05:26, time: 0.877, data_time: 0.000, memory: 15990, top1_acc: 0.3100, top5_acc: 0.5659, loss_cls: 3.9265, loss: 3.9265 2024-12-29 17:51:20,648 - pyskl - INFO - Epoch [96][1300/3746] lr: 2.933e-02, eta: 2 days, 0:04:04, time: 0.873, data_time: 0.000, memory: 15990, top1_acc: 0.3142, top5_acc: 0.5737, loss_cls: 3.9138, loss: 3.9138 2024-12-29 17:52:47,725 - pyskl - INFO - Epoch [96][1400/3746] lr: 2.931e-02, eta: 2 days, 0:02:40, time: 0.871, data_time: 0.000, memory: 15990, top1_acc: 0.3070, top5_acc: 0.5675, loss_cls: 3.9212, loss: 3.9212 2024-12-29 17:54:14,450 - pyskl - INFO - Epoch [96][1500/3746] lr: 2.928e-02, eta: 2 days, 0:01:17, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.3142, top5_acc: 0.5673, loss_cls: 3.8999, loss: 3.8999 2024-12-29 17:55:40,266 - pyskl - INFO - Epoch [96][1600/3746] lr: 2.926e-02, eta: 1 day, 23:59:53, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3056, top5_acc: 0.5602, loss_cls: 3.9733, loss: 3.9733 2024-12-29 17:57:04,658 - pyskl - INFO - Epoch [96][1700/3746] lr: 2.923e-02, eta: 1 day, 23:58:29, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3136, top5_acc: 0.5645, loss_cls: 3.9608, loss: 3.9608 2024-12-29 17:58:30,234 - pyskl - INFO - Epoch [96][1800/3746] lr: 2.920e-02, eta: 1 day, 23:57:05, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5831, loss_cls: 3.8660, loss: 3.8660 2024-12-29 17:59:55,133 - pyskl - INFO - Epoch [96][1900/3746] lr: 2.918e-02, eta: 1 day, 23:55:41, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3137, top5_acc: 0.5667, loss_cls: 3.9272, loss: 3.9272 2024-12-29 18:01:20,486 - pyskl - INFO - Epoch [96][2000/3746] lr: 2.915e-02, eta: 1 day, 23:54:17, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3178, top5_acc: 0.5709, loss_cls: 3.8964, loss: 3.8964 2024-12-29 18:02:45,647 - pyskl - INFO - Epoch [96][2100/3746] lr: 2.913e-02, eta: 1 day, 23:52:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3137, top5_acc: 0.5717, loss_cls: 3.9296, loss: 3.9296 2024-12-29 18:04:10,989 - pyskl - INFO - Epoch [96][2200/3746] lr: 2.910e-02, eta: 1 day, 23:51:28, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3227, top5_acc: 0.5764, loss_cls: 3.8855, loss: 3.8855 2024-12-29 18:05:36,270 - pyskl - INFO - Epoch [96][2300/3746] lr: 2.908e-02, eta: 1 day, 23:50:04, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3133, top5_acc: 0.5694, loss_cls: 3.9115, loss: 3.9115 2024-12-29 18:07:02,045 - pyskl - INFO - Epoch [96][2400/3746] lr: 2.905e-02, eta: 1 day, 23:48:40, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3100, top5_acc: 0.5575, loss_cls: 3.9660, loss: 3.9660 2024-12-29 18:08:27,093 - pyskl - INFO - Epoch [96][2500/3746] lr: 2.903e-02, eta: 1 day, 23:47:16, time: 0.850, data_time: 0.001, memory: 15990, top1_acc: 0.3161, top5_acc: 0.5733, loss_cls: 3.9056, loss: 3.9056 2024-12-29 18:09:52,405 - pyskl - INFO - Epoch [96][2600/3746] lr: 2.900e-02, eta: 1 day, 23:45:52, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3233, top5_acc: 0.5786, loss_cls: 3.8786, loss: 3.8786 2024-12-29 18:11:18,405 - pyskl - INFO - Epoch [96][2700/3746] lr: 2.898e-02, eta: 1 day, 23:44:28, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3036, top5_acc: 0.5722, loss_cls: 3.9265, loss: 3.9265 2024-12-29 18:12:43,881 - pyskl - INFO - Epoch [96][2800/3746] lr: 2.895e-02, eta: 1 day, 23:43:04, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3158, top5_acc: 0.5728, loss_cls: 3.9404, loss: 3.9404 2024-12-29 18:14:08,969 - pyskl - INFO - Epoch [96][2900/3746] lr: 2.893e-02, eta: 1 day, 23:41:40, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3222, top5_acc: 0.5672, loss_cls: 3.9337, loss: 3.9337 2024-12-29 18:15:33,759 - pyskl - INFO - Epoch [96][3000/3746] lr: 2.890e-02, eta: 1 day, 23:40:16, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3206, top5_acc: 0.5713, loss_cls: 3.9177, loss: 3.9177 2024-12-29 18:16:58,272 - pyskl - INFO - Epoch [96][3100/3746] lr: 2.887e-02, eta: 1 day, 23:38:51, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3125, top5_acc: 0.5658, loss_cls: 3.9523, loss: 3.9523 2024-12-29 18:18:22,903 - pyskl - INFO - Epoch [96][3200/3746] lr: 2.885e-02, eta: 1 day, 23:37:27, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3192, top5_acc: 0.5748, loss_cls: 3.9017, loss: 3.9017 2024-12-29 18:19:47,848 - pyskl - INFO - Epoch [96][3300/3746] lr: 2.882e-02, eta: 1 day, 23:36:03, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3266, top5_acc: 0.5722, loss_cls: 3.8782, loss: 3.8782 2024-12-29 18:21:12,582 - pyskl - INFO - Epoch [96][3400/3746] lr: 2.880e-02, eta: 1 day, 23:34:38, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3202, top5_acc: 0.5653, loss_cls: 3.9332, loss: 3.9332 2024-12-29 18:22:37,552 - pyskl - INFO - Epoch [96][3500/3746] lr: 2.877e-02, eta: 1 day, 23:33:14, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3172, top5_acc: 0.5681, loss_cls: 3.9023, loss: 3.9023 2024-12-29 18:24:02,134 - pyskl - INFO - Epoch [96][3600/3746] lr: 2.875e-02, eta: 1 day, 23:31:49, time: 0.846, data_time: 0.001, memory: 15990, top1_acc: 0.3081, top5_acc: 0.5663, loss_cls: 3.9401, loss: 3.9401 2024-12-29 18:25:27,299 - pyskl - INFO - Epoch [96][3700/3746] lr: 2.872e-02, eta: 1 day, 23:30:25, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3137, top5_acc: 0.5736, loss_cls: 3.9324, loss: 3.9324 2024-12-29 18:26:08,538 - pyskl - INFO - Saving checkpoint at 96 epochs 2024-12-29 18:28:08,000 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 18:28:08,734 - pyskl - INFO - top1_acc 0.2604 top5_acc 0.5040 2024-12-29 18:28:08,734 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 18:28:08,785 - pyskl - INFO - mean_acc 0.2603 2024-12-29 18:28:08,790 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_91.pth was removed 2024-12-29 18:28:09,111 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. 2024-12-29 18:28:09,113 - pyskl - INFO - Best top1_acc is 0.2604 at 96 epoch. 2024-12-29 18:28:09,129 - pyskl - INFO - Epoch(val) [96][309] top1_acc: 0.2604, top5_acc: 0.5040, mean_class_accuracy: 0.2603 2024-12-29 18:32:30,900 - pyskl - INFO - Epoch [97][100/3746] lr: 2.869e-02, eta: 1 day, 23:29:40, time: 2.618, data_time: 1.581, memory: 15990, top1_acc: 0.3161, top5_acc: 0.5708, loss_cls: 3.8932, loss: 3.8932 2024-12-29 18:33:56,592 - pyskl - INFO - Epoch [97][200/3746] lr: 2.866e-02, eta: 1 day, 23:28:16, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3248, top5_acc: 0.5850, loss_cls: 3.8461, loss: 3.8461 2024-12-29 18:35:22,076 - pyskl - INFO - Epoch [97][300/3746] lr: 2.864e-02, eta: 1 day, 23:26:52, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3298, top5_acc: 0.5852, loss_cls: 3.8438, loss: 3.8438 2024-12-29 18:36:47,611 - pyskl - INFO - Epoch [97][400/3746] lr: 2.861e-02, eta: 1 day, 23:25:27, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3258, top5_acc: 0.5803, loss_cls: 3.8693, loss: 3.8693 2024-12-29 18:38:12,980 - pyskl - INFO - Epoch [97][500/3746] lr: 2.858e-02, eta: 1 day, 23:24:03, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3175, top5_acc: 0.5713, loss_cls: 3.8789, loss: 3.8789 2024-12-29 18:39:38,846 - pyskl - INFO - Epoch [97][600/3746] lr: 2.856e-02, eta: 1 day, 23:22:40, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5734, loss_cls: 3.8976, loss: 3.8976 2024-12-29 18:41:04,419 - pyskl - INFO - Epoch [97][700/3746] lr: 2.853e-02, eta: 1 day, 23:21:16, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3234, top5_acc: 0.5773, loss_cls: 3.8563, loss: 3.8563 2024-12-29 18:42:30,263 - pyskl - INFO - Epoch [97][800/3746] lr: 2.851e-02, eta: 1 day, 23:19:52, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3237, top5_acc: 0.5703, loss_cls: 3.8981, loss: 3.8981 2024-12-29 18:43:55,533 - pyskl - INFO - Epoch [97][900/3746] lr: 2.848e-02, eta: 1 day, 23:18:27, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3045, top5_acc: 0.5739, loss_cls: 3.8875, loss: 3.8875 2024-12-29 18:45:21,705 - pyskl - INFO - Epoch [97][1000/3746] lr: 2.846e-02, eta: 1 day, 23:17:04, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5636, loss_cls: 3.9320, loss: 3.9320 2024-12-29 18:46:48,001 - pyskl - INFO - Epoch [97][1100/3746] lr: 2.843e-02, eta: 1 day, 23:15:40, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5705, loss_cls: 3.9048, loss: 3.9048 2024-12-29 18:48:14,545 - pyskl - INFO - Epoch [97][1200/3746] lr: 2.841e-02, eta: 1 day, 23:14:17, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5814, loss_cls: 3.8503, loss: 3.8503 2024-12-29 18:49:40,455 - pyskl - INFO - Epoch [97][1300/3746] lr: 2.838e-02, eta: 1 day, 23:12:53, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5750, loss_cls: 3.8895, loss: 3.8895 2024-12-29 18:51:06,478 - pyskl - INFO - Epoch [97][1400/3746] lr: 2.836e-02, eta: 1 day, 23:11:29, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3230, top5_acc: 0.5725, loss_cls: 3.9096, loss: 3.9096 2024-12-29 18:52:32,509 - pyskl - INFO - Epoch [97][1500/3746] lr: 2.833e-02, eta: 1 day, 23:10:05, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3211, top5_acc: 0.5759, loss_cls: 3.8803, loss: 3.8803 2024-12-29 18:53:58,635 - pyskl - INFO - Epoch [97][1600/3746] lr: 2.831e-02, eta: 1 day, 23:08:42, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3195, top5_acc: 0.5777, loss_cls: 3.8822, loss: 3.8822 2024-12-29 18:55:23,736 - pyskl - INFO - Epoch [97][1700/3746] lr: 2.828e-02, eta: 1 day, 23:07:17, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3117, top5_acc: 0.5709, loss_cls: 3.8994, loss: 3.8994 2024-12-29 18:56:49,277 - pyskl - INFO - Epoch [97][1800/3746] lr: 2.826e-02, eta: 1 day, 23:05:53, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5723, loss_cls: 3.9040, loss: 3.9040 2024-12-29 18:58:14,706 - pyskl - INFO - Epoch [97][1900/3746] lr: 2.823e-02, eta: 1 day, 23:04:29, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3083, top5_acc: 0.5641, loss_cls: 3.9393, loss: 3.9393 2024-12-29 18:59:40,606 - pyskl - INFO - Epoch [97][2000/3746] lr: 2.821e-02, eta: 1 day, 23:03:05, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3328, top5_acc: 0.5814, loss_cls: 3.8537, loss: 3.8537 2024-12-29 19:01:06,594 - pyskl - INFO - Epoch [97][2100/3746] lr: 2.818e-02, eta: 1 day, 23:01:42, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3242, top5_acc: 0.5778, loss_cls: 3.8981, loss: 3.8981 2024-12-29 19:02:32,507 - pyskl - INFO - Epoch [97][2200/3746] lr: 2.816e-02, eta: 1 day, 23:00:18, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3173, top5_acc: 0.5681, loss_cls: 3.8976, loss: 3.8976 2024-12-29 19:03:58,469 - pyskl - INFO - Epoch [97][2300/3746] lr: 2.813e-02, eta: 1 day, 22:58:54, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3133, top5_acc: 0.5680, loss_cls: 3.9450, loss: 3.9450 2024-12-29 19:05:24,538 - pyskl - INFO - Epoch [97][2400/3746] lr: 2.811e-02, eta: 1 day, 22:57:30, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3245, top5_acc: 0.5822, loss_cls: 3.8790, loss: 3.8790 2024-12-29 19:06:50,171 - pyskl - INFO - Epoch [97][2500/3746] lr: 2.808e-02, eta: 1 day, 22:56:06, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5697, loss_cls: 3.9114, loss: 3.9114 2024-12-29 19:08:15,434 - pyskl - INFO - Epoch [97][2600/3746] lr: 2.806e-02, eta: 1 day, 22:54:42, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3144, top5_acc: 0.5687, loss_cls: 3.9400, loss: 3.9400 2024-12-29 19:09:41,879 - pyskl - INFO - Epoch [97][2700/3746] lr: 2.803e-02, eta: 1 day, 22:53:19, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.3325, top5_acc: 0.5884, loss_cls: 3.8194, loss: 3.8194 2024-12-29 19:11:07,903 - pyskl - INFO - Epoch [97][2800/3746] lr: 2.801e-02, eta: 1 day, 22:51:55, time: 0.860, data_time: 0.001, memory: 15990, top1_acc: 0.3205, top5_acc: 0.5692, loss_cls: 3.9093, loss: 3.9093 2024-12-29 19:12:33,076 - pyskl - INFO - Epoch [97][2900/3746] lr: 2.798e-02, eta: 1 day, 22:50:30, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5756, loss_cls: 3.9140, loss: 3.9140 2024-12-29 19:13:58,152 - pyskl - INFO - Epoch [97][3000/3746] lr: 2.796e-02, eta: 1 day, 22:49:06, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3114, top5_acc: 0.5770, loss_cls: 3.8980, loss: 3.8980 2024-12-29 19:15:23,368 - pyskl - INFO - Epoch [97][3100/3746] lr: 2.793e-02, eta: 1 day, 22:47:42, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5628, loss_cls: 3.9428, loss: 3.9428 2024-12-29 19:16:48,732 - pyskl - INFO - Epoch [97][3200/3746] lr: 2.791e-02, eta: 1 day, 22:46:18, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3211, top5_acc: 0.5667, loss_cls: 3.9249, loss: 3.9249 2024-12-29 19:18:13,963 - pyskl - INFO - Epoch [97][3300/3746] lr: 2.788e-02, eta: 1 day, 22:44:54, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3205, top5_acc: 0.5816, loss_cls: 3.8634, loss: 3.8634 2024-12-29 19:19:39,434 - pyskl - INFO - Epoch [97][3400/3746] lr: 2.786e-02, eta: 1 day, 22:43:30, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3181, top5_acc: 0.5711, loss_cls: 3.8952, loss: 3.8952 2024-12-29 19:21:04,736 - pyskl - INFO - Epoch [97][3500/3746] lr: 2.783e-02, eta: 1 day, 22:42:05, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3187, top5_acc: 0.5723, loss_cls: 3.9126, loss: 3.9126 2024-12-29 19:22:29,901 - pyskl - INFO - Epoch [97][3600/3746] lr: 2.781e-02, eta: 1 day, 22:40:41, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3128, top5_acc: 0.5678, loss_cls: 3.9134, loss: 3.9134 2024-12-29 19:23:54,930 - pyskl - INFO - Epoch [97][3700/3746] lr: 2.778e-02, eta: 1 day, 22:39:17, time: 0.850, data_time: 0.001, memory: 15990, top1_acc: 0.3205, top5_acc: 0.5759, loss_cls: 3.9162, loss: 3.9162 2024-12-29 19:24:35,794 - pyskl - INFO - Saving checkpoint at 97 epochs 2024-12-29 19:26:37,808 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 19:26:38,592 - pyskl - INFO - top1_acc 0.2630 top5_acc 0.5096 2024-12-29 19:26:38,592 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 19:26:38,640 - pyskl - INFO - mean_acc 0.2627 2024-12-29 19:26:38,644 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_96.pth was removed 2024-12-29 19:26:38,954 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. 2024-12-29 19:26:38,954 - pyskl - INFO - Best top1_acc is 0.2630 at 97 epoch. 2024-12-29 19:26:38,973 - pyskl - INFO - Epoch(val) [97][309] top1_acc: 0.2630, top5_acc: 0.5096, mean_class_accuracy: 0.2627 2024-12-29 19:31:03,470 - pyskl - INFO - Epoch [98][100/3746] lr: 2.774e-02, eta: 1 day, 22:38:30, time: 2.645, data_time: 1.588, memory: 15990, top1_acc: 0.3359, top5_acc: 0.5922, loss_cls: 3.7959, loss: 3.7959 2024-12-29 19:32:29,815 - pyskl - INFO - Epoch [98][200/3746] lr: 2.772e-02, eta: 1 day, 22:37:07, time: 0.863, data_time: 0.001, memory: 15990, top1_acc: 0.3403, top5_acc: 0.5975, loss_cls: 3.7952, loss: 3.7952 2024-12-29 19:33:55,886 - pyskl - INFO - Epoch [98][300/3746] lr: 2.769e-02, eta: 1 day, 22:35:43, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3369, top5_acc: 0.5906, loss_cls: 3.8074, loss: 3.8074 2024-12-29 19:35:22,983 - pyskl - INFO - Epoch [98][400/3746] lr: 2.767e-02, eta: 1 day, 22:34:19, time: 0.871, data_time: 0.000, memory: 15990, top1_acc: 0.3206, top5_acc: 0.5863, loss_cls: 3.8533, loss: 3.8533 2024-12-29 19:36:48,988 - pyskl - INFO - Epoch [98][500/3746] lr: 2.764e-02, eta: 1 day, 22:32:56, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3291, top5_acc: 0.5869, loss_cls: 3.8295, loss: 3.8295 2024-12-29 19:38:15,007 - pyskl - INFO - Epoch [98][600/3746] lr: 2.762e-02, eta: 1 day, 22:31:32, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3317, top5_acc: 0.5773, loss_cls: 3.8287, loss: 3.8287 2024-12-29 19:39:41,258 - pyskl - INFO - Epoch [98][700/3746] lr: 2.759e-02, eta: 1 day, 22:30:08, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3194, top5_acc: 0.5814, loss_cls: 3.8916, loss: 3.8916 2024-12-29 19:41:07,769 - pyskl - INFO - Epoch [98][800/3746] lr: 2.757e-02, eta: 1 day, 22:28:44, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3181, top5_acc: 0.5763, loss_cls: 3.8928, loss: 3.8928 2024-12-29 19:42:33,257 - pyskl - INFO - Epoch [98][900/3746] lr: 2.754e-02, eta: 1 day, 22:27:20, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5664, loss_cls: 3.9142, loss: 3.9142 2024-12-29 19:43:59,437 - pyskl - INFO - Epoch [98][1000/3746] lr: 2.752e-02, eta: 1 day, 22:25:57, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3214, top5_acc: 0.5797, loss_cls: 3.8594, loss: 3.8594 2024-12-29 19:45:26,155 - pyskl - INFO - Epoch [98][1100/3746] lr: 2.749e-02, eta: 1 day, 22:24:33, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5809, loss_cls: 3.8635, loss: 3.8635 2024-12-29 19:46:52,332 - pyskl - INFO - Epoch [98][1200/3746] lr: 2.747e-02, eta: 1 day, 22:23:09, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3200, top5_acc: 0.5672, loss_cls: 3.9061, loss: 3.9061 2024-12-29 19:48:18,792 - pyskl - INFO - Epoch [98][1300/3746] lr: 2.744e-02, eta: 1 day, 22:21:46, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3267, top5_acc: 0.5803, loss_cls: 3.8549, loss: 3.8549 2024-12-29 19:49:45,347 - pyskl - INFO - Epoch [98][1400/3746] lr: 2.742e-02, eta: 1 day, 22:20:22, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5744, loss_cls: 3.8876, loss: 3.8876 2024-12-29 19:51:11,906 - pyskl - INFO - Epoch [98][1500/3746] lr: 2.739e-02, eta: 1 day, 22:18:58, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.3150, top5_acc: 0.5784, loss_cls: 3.8910, loss: 3.8910 2024-12-29 19:52:37,663 - pyskl - INFO - Epoch [98][1600/3746] lr: 2.737e-02, eta: 1 day, 22:17:34, time: 0.858, data_time: 0.001, memory: 15990, top1_acc: 0.3198, top5_acc: 0.5798, loss_cls: 3.8755, loss: 3.8755 2024-12-29 19:54:03,709 - pyskl - INFO - Epoch [98][1700/3746] lr: 2.734e-02, eta: 1 day, 22:16:11, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3209, top5_acc: 0.5831, loss_cls: 3.8680, loss: 3.8680 2024-12-29 19:55:29,879 - pyskl - INFO - Epoch [98][1800/3746] lr: 2.732e-02, eta: 1 day, 22:14:47, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3259, top5_acc: 0.5737, loss_cls: 3.8696, loss: 3.8696 2024-12-29 19:56:57,140 - pyskl - INFO - Epoch [98][1900/3746] lr: 2.729e-02, eta: 1 day, 22:13:24, time: 0.873, data_time: 0.000, memory: 15990, top1_acc: 0.3137, top5_acc: 0.5613, loss_cls: 3.9785, loss: 3.9785 2024-12-29 19:58:24,971 - pyskl - INFO - Epoch [98][2000/3746] lr: 2.727e-02, eta: 1 day, 22:12:01, time: 0.878, data_time: 0.000, memory: 15990, top1_acc: 0.3219, top5_acc: 0.5753, loss_cls: 3.8869, loss: 3.8869 2024-12-29 19:59:52,524 - pyskl - INFO - Epoch [98][2100/3746] lr: 2.724e-02, eta: 1 day, 22:10:38, time: 0.875, data_time: 0.000, memory: 15990, top1_acc: 0.3197, top5_acc: 0.5772, loss_cls: 3.8482, loss: 3.8482 2024-12-29 20:01:20,334 - pyskl - INFO - Epoch [98][2200/3746] lr: 2.722e-02, eta: 1 day, 22:09:15, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.3120, top5_acc: 0.5719, loss_cls: 3.9338, loss: 3.9338 2024-12-29 20:02:47,668 - pyskl - INFO - Epoch [98][2300/3746] lr: 2.719e-02, eta: 1 day, 22:07:52, time: 0.873, data_time: 0.000, memory: 15990, top1_acc: 0.3206, top5_acc: 0.5802, loss_cls: 3.8742, loss: 3.8742 2024-12-29 20:04:14,481 - pyskl - INFO - Epoch [98][2400/3746] lr: 2.717e-02, eta: 1 day, 22:06:28, time: 0.868, data_time: 0.001, memory: 15990, top1_acc: 0.3220, top5_acc: 0.5761, loss_cls: 3.8731, loss: 3.8731 2024-12-29 20:05:41,470 - pyskl - INFO - Epoch [98][2500/3746] lr: 2.714e-02, eta: 1 day, 22:05:05, time: 0.870, data_time: 0.001, memory: 15990, top1_acc: 0.3108, top5_acc: 0.5823, loss_cls: 3.8787, loss: 3.8787 2024-12-29 20:07:08,179 - pyskl - INFO - Epoch [98][2600/3746] lr: 2.712e-02, eta: 1 day, 22:03:41, time: 0.867, data_time: 0.001, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5736, loss_cls: 3.8950, loss: 3.8950 2024-12-29 20:08:34,247 - pyskl - INFO - Epoch [98][2700/3746] lr: 2.709e-02, eta: 1 day, 22:02:17, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3175, top5_acc: 0.5737, loss_cls: 3.8944, loss: 3.8944 2024-12-29 20:10:00,430 - pyskl - INFO - Epoch [98][2800/3746] lr: 2.707e-02, eta: 1 day, 22:00:54, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3225, top5_acc: 0.5705, loss_cls: 3.8836, loss: 3.8836 2024-12-29 20:11:27,756 - pyskl - INFO - Epoch [98][2900/3746] lr: 2.705e-02, eta: 1 day, 21:59:30, time: 0.873, data_time: 0.001, memory: 15990, top1_acc: 0.3181, top5_acc: 0.5767, loss_cls: 3.8863, loss: 3.8863 2024-12-29 20:12:55,262 - pyskl - INFO - Epoch [98][3000/3746] lr: 2.702e-02, eta: 1 day, 21:58:07, time: 0.875, data_time: 0.000, memory: 15990, top1_acc: 0.3155, top5_acc: 0.5727, loss_cls: 3.8891, loss: 3.8891 2024-12-29 20:14:22,569 - pyskl - INFO - Epoch [98][3100/3746] lr: 2.700e-02, eta: 1 day, 21:56:44, time: 0.873, data_time: 0.000, memory: 15990, top1_acc: 0.3298, top5_acc: 0.5867, loss_cls: 3.8489, loss: 3.8489 2024-12-29 20:15:50,357 - pyskl - INFO - Epoch [98][3200/3746] lr: 2.697e-02, eta: 1 day, 21:55:21, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5763, loss_cls: 3.8814, loss: 3.8814 2024-12-29 20:17:18,118 - pyskl - INFO - Epoch [98][3300/3746] lr: 2.695e-02, eta: 1 day, 21:53:58, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.3219, top5_acc: 0.5714, loss_cls: 3.9055, loss: 3.9055 2024-12-29 20:18:44,245 - pyskl - INFO - Epoch [98][3400/3746] lr: 2.692e-02, eta: 1 day, 21:52:34, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3291, top5_acc: 0.5828, loss_cls: 3.8268, loss: 3.8268 2024-12-29 20:20:10,521 - pyskl - INFO - Epoch [98][3500/3746] lr: 2.690e-02, eta: 1 day, 21:51:11, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.3194, top5_acc: 0.5795, loss_cls: 3.8730, loss: 3.8730 2024-12-29 20:21:36,352 - pyskl - INFO - Epoch [98][3600/3746] lr: 2.687e-02, eta: 1 day, 21:49:47, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3178, top5_acc: 0.5766, loss_cls: 3.8749, loss: 3.8749 2024-12-29 20:23:02,547 - pyskl - INFO - Epoch [98][3700/3746] lr: 2.685e-02, eta: 1 day, 21:48:23, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5764, loss_cls: 3.9101, loss: 3.9101 2024-12-29 20:23:44,065 - pyskl - INFO - Saving checkpoint at 98 epochs 2024-12-29 20:25:43,037 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 20:25:43,764 - pyskl - INFO - top1_acc 0.2560 top5_acc 0.5004 2024-12-29 20:25:43,765 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 20:25:43,806 - pyskl - INFO - mean_acc 0.2559 2024-12-29 20:25:43,819 - pyskl - INFO - Epoch(val) [98][309] top1_acc: 0.2560, top5_acc: 0.5004, mean_class_accuracy: 0.2559 2024-12-29 20:30:09,918 - pyskl - INFO - Epoch [99][100/3746] lr: 2.681e-02, eta: 1 day, 21:47:35, time: 2.661, data_time: 1.595, memory: 15990, top1_acc: 0.3405, top5_acc: 0.5869, loss_cls: 3.7968, loss: 3.7968 2024-12-29 20:31:37,388 - pyskl - INFO - Epoch [99][200/3746] lr: 2.679e-02, eta: 1 day, 21:46:12, time: 0.875, data_time: 0.001, memory: 15990, top1_acc: 0.3267, top5_acc: 0.5961, loss_cls: 3.7990, loss: 3.7990 2024-12-29 20:33:04,777 - pyskl - INFO - Epoch [99][300/3746] lr: 2.676e-02, eta: 1 day, 21:44:48, time: 0.874, data_time: 0.001, memory: 15990, top1_acc: 0.3253, top5_acc: 0.5831, loss_cls: 3.8432, loss: 3.8432 2024-12-29 20:34:32,494 - pyskl - INFO - Epoch [99][400/3746] lr: 2.674e-02, eta: 1 day, 21:43:25, time: 0.877, data_time: 0.000, memory: 15990, top1_acc: 0.3292, top5_acc: 0.5775, loss_cls: 3.8546, loss: 3.8546 2024-12-29 20:36:00,378 - pyskl - INFO - Epoch [99][500/3746] lr: 2.671e-02, eta: 1 day, 21:42:02, time: 0.879, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5848, loss_cls: 3.8441, loss: 3.8441 2024-12-29 20:37:28,936 - pyskl - INFO - Epoch [99][600/3746] lr: 2.669e-02, eta: 1 day, 21:40:40, time: 0.886, data_time: 0.001, memory: 15990, top1_acc: 0.3339, top5_acc: 0.5952, loss_cls: 3.7949, loss: 3.7949 2024-12-29 20:38:56,762 - pyskl - INFO - Epoch [99][700/3746] lr: 2.666e-02, eta: 1 day, 21:39:17, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.3302, top5_acc: 0.5842, loss_cls: 3.8440, loss: 3.8440 2024-12-29 20:40:23,716 - pyskl - INFO - Epoch [99][800/3746] lr: 2.664e-02, eta: 1 day, 21:37:53, time: 0.870, data_time: 0.001, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5784, loss_cls: 3.8862, loss: 3.8862 2024-12-29 20:41:50,972 - pyskl - INFO - Epoch [99][900/3746] lr: 2.661e-02, eta: 1 day, 21:36:30, time: 0.873, data_time: 0.000, memory: 15990, top1_acc: 0.3244, top5_acc: 0.5855, loss_cls: 3.8457, loss: 3.8457 2024-12-29 20:43:18,734 - pyskl - INFO - Epoch [99][1000/3746] lr: 2.659e-02, eta: 1 day, 21:35:07, time: 0.878, data_time: 0.000, memory: 15990, top1_acc: 0.3244, top5_acc: 0.5787, loss_cls: 3.8380, loss: 3.8380 2024-12-29 20:44:46,476 - pyskl - INFO - Epoch [99][1100/3746] lr: 2.656e-02, eta: 1 day, 21:33:44, time: 0.877, data_time: 0.000, memory: 15990, top1_acc: 0.3352, top5_acc: 0.5852, loss_cls: 3.8384, loss: 3.8384 2024-12-29 20:46:13,551 - pyskl - INFO - Epoch [99][1200/3746] lr: 2.654e-02, eta: 1 day, 21:32:20, time: 0.871, data_time: 0.001, memory: 15990, top1_acc: 0.3256, top5_acc: 0.5836, loss_cls: 3.8290, loss: 3.8290 2024-12-29 20:47:41,239 - pyskl - INFO - Epoch [99][1300/3746] lr: 2.651e-02, eta: 1 day, 21:30:57, time: 0.877, data_time: 0.000, memory: 15990, top1_acc: 0.3237, top5_acc: 0.5825, loss_cls: 3.8517, loss: 3.8517 2024-12-29 20:49:08,759 - pyskl - INFO - Epoch [99][1400/3746] lr: 2.649e-02, eta: 1 day, 21:29:34, time: 0.875, data_time: 0.001, memory: 15990, top1_acc: 0.3325, top5_acc: 0.5803, loss_cls: 3.8517, loss: 3.8517 2024-12-29 20:50:37,099 - pyskl - INFO - Epoch [99][1500/3746] lr: 2.646e-02, eta: 1 day, 21:28:11, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5847, loss_cls: 3.8413, loss: 3.8413 2024-12-29 20:52:03,643 - pyskl - INFO - Epoch [99][1600/3746] lr: 2.644e-02, eta: 1 day, 21:26:47, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5852, loss_cls: 3.8538, loss: 3.8538 2024-12-29 20:53:30,209 - pyskl - INFO - Epoch [99][1700/3746] lr: 2.642e-02, eta: 1 day, 21:25:24, time: 0.866, data_time: 0.001, memory: 15990, top1_acc: 0.3211, top5_acc: 0.5714, loss_cls: 3.8848, loss: 3.8848 2024-12-29 20:54:56,551 - pyskl - INFO - Epoch [99][1800/3746] lr: 2.639e-02, eta: 1 day, 21:24:00, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.3203, top5_acc: 0.5680, loss_cls: 3.8910, loss: 3.8910 2024-12-29 20:56:22,727 - pyskl - INFO - Epoch [99][1900/3746] lr: 2.637e-02, eta: 1 day, 21:22:36, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3225, top5_acc: 0.5702, loss_cls: 3.8829, loss: 3.8829 2024-12-29 20:57:49,954 - pyskl - INFO - Epoch [99][2000/3746] lr: 2.634e-02, eta: 1 day, 21:21:13, time: 0.872, data_time: 0.000, memory: 15990, top1_acc: 0.3227, top5_acc: 0.5761, loss_cls: 3.8912, loss: 3.8912 2024-12-29 20:59:16,989 - pyskl - INFO - Epoch [99][2100/3746] lr: 2.632e-02, eta: 1 day, 21:19:49, time: 0.870, data_time: 0.001, memory: 15990, top1_acc: 0.3148, top5_acc: 0.5719, loss_cls: 3.8872, loss: 3.8872 2024-12-29 21:00:44,201 - pyskl - INFO - Epoch [99][2200/3746] lr: 2.629e-02, eta: 1 day, 21:18:26, time: 0.872, data_time: 0.000, memory: 15990, top1_acc: 0.3225, top5_acc: 0.5836, loss_cls: 3.8512, loss: 3.8512 2024-12-29 21:02:11,392 - pyskl - INFO - Epoch [99][2300/3746] lr: 2.627e-02, eta: 1 day, 21:17:02, time: 0.872, data_time: 0.000, memory: 15990, top1_acc: 0.3270, top5_acc: 0.5761, loss_cls: 3.8431, loss: 3.8431 2024-12-29 21:03:39,301 - pyskl - INFO - Epoch [99][2400/3746] lr: 2.624e-02, eta: 1 day, 21:15:39, time: 0.879, data_time: 0.001, memory: 15990, top1_acc: 0.3119, top5_acc: 0.5613, loss_cls: 3.9599, loss: 3.9599 2024-12-29 21:05:06,935 - pyskl - INFO - Epoch [99][2500/3746] lr: 2.622e-02, eta: 1 day, 21:14:16, time: 0.876, data_time: 0.000, memory: 15990, top1_acc: 0.3242, top5_acc: 0.5808, loss_cls: 3.8472, loss: 3.8472 2024-12-29 21:06:33,294 - pyskl - INFO - Epoch [99][2600/3746] lr: 2.619e-02, eta: 1 day, 21:12:52, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5800, loss_cls: 3.8371, loss: 3.8371 2024-12-29 21:07:59,459 - pyskl - INFO - Epoch [99][2700/3746] lr: 2.617e-02, eta: 1 day, 21:11:28, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5839, loss_cls: 3.8640, loss: 3.8640 2024-12-29 21:09:26,131 - pyskl - INFO - Epoch [99][2800/3746] lr: 2.614e-02, eta: 1 day, 21:10:05, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.3241, top5_acc: 0.5809, loss_cls: 3.8731, loss: 3.8731 2024-12-29 21:10:52,499 - pyskl - INFO - Epoch [99][2900/3746] lr: 2.612e-02, eta: 1 day, 21:08:41, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.3141, top5_acc: 0.5677, loss_cls: 3.9289, loss: 3.9289 2024-12-29 21:12:19,842 - pyskl - INFO - Epoch [99][3000/3746] lr: 2.610e-02, eta: 1 day, 21:07:18, time: 0.873, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5714, loss_cls: 3.9039, loss: 3.9039 2024-12-29 21:13:46,408 - pyskl - INFO - Epoch [99][3100/3746] lr: 2.607e-02, eta: 1 day, 21:05:54, time: 0.866, data_time: 0.001, memory: 15990, top1_acc: 0.3236, top5_acc: 0.5750, loss_cls: 3.8899, loss: 3.8899 2024-12-29 21:15:13,689 - pyskl - INFO - Epoch [99][3200/3746] lr: 2.605e-02, eta: 1 day, 21:04:31, time: 0.873, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5720, loss_cls: 3.8802, loss: 3.8802 2024-12-29 21:16:40,499 - pyskl - INFO - Epoch [99][3300/3746] lr: 2.602e-02, eta: 1 day, 21:03:07, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.3280, top5_acc: 0.5741, loss_cls: 3.8869, loss: 3.8869 2024-12-29 21:18:06,853 - pyskl - INFO - Epoch [99][3400/3746] lr: 2.600e-02, eta: 1 day, 21:01:43, time: 0.864, data_time: 0.001, memory: 15990, top1_acc: 0.3169, top5_acc: 0.5734, loss_cls: 3.8887, loss: 3.8887 2024-12-29 21:19:31,896 - pyskl - INFO - Epoch [99][3500/3746] lr: 2.597e-02, eta: 1 day, 21:00:19, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3259, top5_acc: 0.5831, loss_cls: 3.8515, loss: 3.8515 2024-12-29 21:20:57,092 - pyskl - INFO - Epoch [99][3600/3746] lr: 2.595e-02, eta: 1 day, 20:58:54, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3267, top5_acc: 0.5803, loss_cls: 3.8565, loss: 3.8565 2024-12-29 21:22:22,390 - pyskl - INFO - Epoch [99][3700/3746] lr: 2.592e-02, eta: 1 day, 20:57:30, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3181, top5_acc: 0.5741, loss_cls: 3.8909, loss: 3.8909 2024-12-29 21:23:03,789 - pyskl - INFO - Saving checkpoint at 99 epochs 2024-12-29 21:25:03,567 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 21:25:04,330 - pyskl - INFO - top1_acc 0.2701 top5_acc 0.5181 2024-12-29 21:25:04,330 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 21:25:04,367 - pyskl - INFO - mean_acc 0.2699 2024-12-29 21:25:04,372 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_97.pth was removed 2024-12-29 21:25:04,711 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. 2024-12-29 21:25:04,713 - pyskl - INFO - Best top1_acc is 0.2701 at 99 epoch. 2024-12-29 21:25:04,725 - pyskl - INFO - Epoch(val) [99][309] top1_acc: 0.2701, top5_acc: 0.5181, mean_class_accuracy: 0.2699 2024-12-29 21:29:23,564 - pyskl - INFO - Epoch [100][100/3746] lr: 2.589e-02, eta: 1 day, 20:56:36, time: 2.588, data_time: 1.562, memory: 15990, top1_acc: 0.3372, top5_acc: 0.6062, loss_cls: 3.7426, loss: 3.7426 2024-12-29 21:30:48,785 - pyskl - INFO - Epoch [100][200/3746] lr: 2.586e-02, eta: 1 day, 20:55:11, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3362, top5_acc: 0.5992, loss_cls: 3.7616, loss: 3.7616 2024-12-29 21:32:14,232 - pyskl - INFO - Epoch [100][300/3746] lr: 2.584e-02, eta: 1 day, 20:53:47, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3219, top5_acc: 0.5772, loss_cls: 3.8508, loss: 3.8508 2024-12-29 21:33:39,528 - pyskl - INFO - Epoch [100][400/3746] lr: 2.581e-02, eta: 1 day, 20:52:22, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3319, top5_acc: 0.6003, loss_cls: 3.7888, loss: 3.7888 2024-12-29 21:35:05,142 - pyskl - INFO - Epoch [100][500/3746] lr: 2.579e-02, eta: 1 day, 20:50:58, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5967, loss_cls: 3.7972, loss: 3.7972 2024-12-29 21:36:30,626 - pyskl - INFO - Epoch [100][600/3746] lr: 2.577e-02, eta: 1 day, 20:49:34, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5845, loss_cls: 3.8300, loss: 3.8300 2024-12-29 21:37:56,034 - pyskl - INFO - Epoch [100][700/3746] lr: 2.574e-02, eta: 1 day, 20:48:09, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3334, top5_acc: 0.5900, loss_cls: 3.8228, loss: 3.8228 2024-12-29 21:39:21,560 - pyskl - INFO - Epoch [100][800/3746] lr: 2.572e-02, eta: 1 day, 20:46:45, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3312, top5_acc: 0.5833, loss_cls: 3.8212, loss: 3.8212 2024-12-29 21:40:47,212 - pyskl - INFO - Epoch [100][900/3746] lr: 2.569e-02, eta: 1 day, 20:45:21, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3283, top5_acc: 0.5841, loss_cls: 3.8012, loss: 3.8012 2024-12-29 21:42:12,507 - pyskl - INFO - Epoch [100][1000/3746] lr: 2.567e-02, eta: 1 day, 20:43:56, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3377, top5_acc: 0.5897, loss_cls: 3.8194, loss: 3.8194 2024-12-29 21:43:37,983 - pyskl - INFO - Epoch [100][1100/3746] lr: 2.564e-02, eta: 1 day, 20:42:32, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3387, top5_acc: 0.5919, loss_cls: 3.8004, loss: 3.8004 2024-12-29 21:45:02,954 - pyskl - INFO - Epoch [100][1200/3746] lr: 2.562e-02, eta: 1 day, 20:41:07, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3287, top5_acc: 0.5902, loss_cls: 3.8215, loss: 3.8215 2024-12-29 21:46:28,509 - pyskl - INFO - Epoch [100][1300/3746] lr: 2.559e-02, eta: 1 day, 20:39:43, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5816, loss_cls: 3.8529, loss: 3.8529 2024-12-29 21:47:53,797 - pyskl - INFO - Epoch [100][1400/3746] lr: 2.557e-02, eta: 1 day, 20:38:19, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5787, loss_cls: 3.8846, loss: 3.8846 2024-12-29 21:49:19,026 - pyskl - INFO - Epoch [100][1500/3746] lr: 2.555e-02, eta: 1 day, 20:36:54, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5784, loss_cls: 3.8528, loss: 3.8528 2024-12-29 21:50:44,577 - pyskl - INFO - Epoch [100][1600/3746] lr: 2.552e-02, eta: 1 day, 20:35:30, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3272, top5_acc: 0.5748, loss_cls: 3.8841, loss: 3.8841 2024-12-29 21:52:10,025 - pyskl - INFO - Epoch [100][1700/3746] lr: 2.550e-02, eta: 1 day, 20:34:05, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3253, top5_acc: 0.5873, loss_cls: 3.8373, loss: 3.8373 2024-12-29 21:53:35,404 - pyskl - INFO - Epoch [100][1800/3746] lr: 2.547e-02, eta: 1 day, 20:32:41, time: 0.854, data_time: 0.001, memory: 15990, top1_acc: 0.3227, top5_acc: 0.5731, loss_cls: 3.8702, loss: 3.8702 2024-12-29 21:55:01,188 - pyskl - INFO - Epoch [100][1900/3746] lr: 2.545e-02, eta: 1 day, 20:31:17, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5730, loss_cls: 3.8396, loss: 3.8396 2024-12-29 21:56:26,477 - pyskl - INFO - Epoch [100][2000/3746] lr: 2.542e-02, eta: 1 day, 20:29:52, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3297, top5_acc: 0.5752, loss_cls: 3.8367, loss: 3.8367 2024-12-29 21:57:52,627 - pyskl - INFO - Epoch [100][2100/3746] lr: 2.540e-02, eta: 1 day, 20:28:28, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3239, top5_acc: 0.5741, loss_cls: 3.8323, loss: 3.8323 2024-12-29 21:59:18,181 - pyskl - INFO - Epoch [100][2200/3746] lr: 2.538e-02, eta: 1 day, 20:27:04, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3206, top5_acc: 0.5759, loss_cls: 3.8473, loss: 3.8473 2024-12-29 22:00:44,178 - pyskl - INFO - Epoch [100][2300/3746] lr: 2.535e-02, eta: 1 day, 20:25:40, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3283, top5_acc: 0.5792, loss_cls: 3.8452, loss: 3.8452 2024-12-29 22:02:10,006 - pyskl - INFO - Epoch [100][2400/3746] lr: 2.533e-02, eta: 1 day, 20:24:16, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3261, top5_acc: 0.5808, loss_cls: 3.8490, loss: 3.8490 2024-12-29 22:03:35,312 - pyskl - INFO - Epoch [100][2500/3746] lr: 2.530e-02, eta: 1 day, 20:22:51, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3198, top5_acc: 0.5787, loss_cls: 3.8522, loss: 3.8522 2024-12-29 22:05:00,760 - pyskl - INFO - Epoch [100][2600/3746] lr: 2.528e-02, eta: 1 day, 20:21:27, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3302, top5_acc: 0.5777, loss_cls: 3.8736, loss: 3.8736 2024-12-29 22:06:25,927 - pyskl - INFO - Epoch [100][2700/3746] lr: 2.525e-02, eta: 1 day, 20:20:02, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3292, top5_acc: 0.5886, loss_cls: 3.8349, loss: 3.8349 2024-12-29 22:07:51,365 - pyskl - INFO - Epoch [100][2800/3746] lr: 2.523e-02, eta: 1 day, 20:18:38, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3319, top5_acc: 0.5806, loss_cls: 3.8572, loss: 3.8572 2024-12-29 22:09:17,290 - pyskl - INFO - Epoch [100][2900/3746] lr: 2.521e-02, eta: 1 day, 20:17:14, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3278, top5_acc: 0.5784, loss_cls: 3.8416, loss: 3.8416 2024-12-29 22:10:42,923 - pyskl - INFO - Epoch [100][3000/3746] lr: 2.518e-02, eta: 1 day, 20:15:49, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5687, loss_cls: 3.8872, loss: 3.8872 2024-12-29 22:12:09,195 - pyskl - INFO - Epoch [100][3100/3746] lr: 2.516e-02, eta: 1 day, 20:14:26, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.3192, top5_acc: 0.5687, loss_cls: 3.9320, loss: 3.9320 2024-12-29 22:13:34,650 - pyskl - INFO - Epoch [100][3200/3746] lr: 2.513e-02, eta: 1 day, 20:13:01, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3302, top5_acc: 0.5852, loss_cls: 3.8334, loss: 3.8334 2024-12-29 22:14:59,742 - pyskl - INFO - Epoch [100][3300/3746] lr: 2.511e-02, eta: 1 day, 20:11:37, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3297, top5_acc: 0.5761, loss_cls: 3.8819, loss: 3.8819 2024-12-29 22:16:24,938 - pyskl - INFO - Epoch [100][3400/3746] lr: 2.508e-02, eta: 1 day, 20:10:12, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3292, top5_acc: 0.5806, loss_cls: 3.8599, loss: 3.8599 2024-12-29 22:17:49,725 - pyskl - INFO - Epoch [100][3500/3746] lr: 2.506e-02, eta: 1 day, 20:08:47, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3223, top5_acc: 0.5797, loss_cls: 3.8920, loss: 3.8920 2024-12-29 22:19:16,024 - pyskl - INFO - Epoch [100][3600/3746] lr: 2.504e-02, eta: 1 day, 20:07:23, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.3256, top5_acc: 0.5825, loss_cls: 3.8171, loss: 3.8171 2024-12-29 22:20:41,915 - pyskl - INFO - Epoch [100][3700/3746] lr: 2.501e-02, eta: 1 day, 20:05:59, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5706, loss_cls: 3.9112, loss: 3.9112 2024-12-29 22:21:23,215 - pyskl - INFO - Saving checkpoint at 100 epochs 2024-12-29 22:23:23,766 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 22:23:24,715 - pyskl - INFO - top1_acc 0.2683 top5_acc 0.5140 2024-12-29 22:23:24,715 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 22:23:24,763 - pyskl - INFO - mean_acc 0.2681 2024-12-29 22:23:24,776 - pyskl - INFO - Epoch(val) [100][309] top1_acc: 0.2683, top5_acc: 0.5140, mean_class_accuracy: 0.2681 2024-12-29 22:27:40,870 - pyskl - INFO - Epoch [101][100/3746] lr: 2.498e-02, eta: 1 day, 20:05:02, time: 2.561, data_time: 1.539, memory: 15990, top1_acc: 0.3289, top5_acc: 0.5931, loss_cls: 3.8074, loss: 3.8074 2024-12-29 22:29:06,702 - pyskl - INFO - Epoch [101][200/3746] lr: 2.495e-02, eta: 1 day, 20:03:37, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3445, top5_acc: 0.6014, loss_cls: 3.7710, loss: 3.7710 2024-12-29 22:30:32,362 - pyskl - INFO - Epoch [101][300/3746] lr: 2.493e-02, eta: 1 day, 20:02:13, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3325, top5_acc: 0.5889, loss_cls: 3.7746, loss: 3.7746 2024-12-29 22:31:57,728 - pyskl - INFO - Epoch [101][400/3746] lr: 2.490e-02, eta: 1 day, 20:00:49, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3312, top5_acc: 0.5900, loss_cls: 3.7802, loss: 3.7802 2024-12-29 22:33:22,826 - pyskl - INFO - Epoch [101][500/3746] lr: 2.488e-02, eta: 1 day, 19:59:24, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3444, top5_acc: 0.5928, loss_cls: 3.7854, loss: 3.7854 2024-12-29 22:34:47,969 - pyskl - INFO - Epoch [101][600/3746] lr: 2.486e-02, eta: 1 day, 19:57:59, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3197, top5_acc: 0.5767, loss_cls: 3.8467, loss: 3.8467 2024-12-29 22:36:13,452 - pyskl - INFO - Epoch [101][700/3746] lr: 2.483e-02, eta: 1 day, 19:56:35, time: 0.855, data_time: 0.001, memory: 15990, top1_acc: 0.3291, top5_acc: 0.5858, loss_cls: 3.8272, loss: 3.8272 2024-12-29 22:37:38,896 - pyskl - INFO - Epoch [101][800/3746] lr: 2.481e-02, eta: 1 day, 19:55:10, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3333, top5_acc: 0.6014, loss_cls: 3.7695, loss: 3.7695 2024-12-29 22:39:04,242 - pyskl - INFO - Epoch [101][900/3746] lr: 2.478e-02, eta: 1 day, 19:53:46, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3322, top5_acc: 0.5880, loss_cls: 3.8139, loss: 3.8139 2024-12-29 22:40:29,419 - pyskl - INFO - Epoch [101][1000/3746] lr: 2.476e-02, eta: 1 day, 19:52:21, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3270, top5_acc: 0.5889, loss_cls: 3.8245, loss: 3.8245 2024-12-29 22:41:54,857 - pyskl - INFO - Epoch [101][1100/3746] lr: 2.473e-02, eta: 1 day, 19:50:57, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3308, top5_acc: 0.5972, loss_cls: 3.8304, loss: 3.8304 2024-12-29 22:43:20,888 - pyskl - INFO - Epoch [101][1200/3746] lr: 2.471e-02, eta: 1 day, 19:49:33, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3262, top5_acc: 0.5813, loss_cls: 3.8457, loss: 3.8457 2024-12-29 22:44:46,082 - pyskl - INFO - Epoch [101][1300/3746] lr: 2.469e-02, eta: 1 day, 19:48:08, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3294, top5_acc: 0.5891, loss_cls: 3.8043, loss: 3.8043 2024-12-29 22:46:11,614 - pyskl - INFO - Epoch [101][1400/3746] lr: 2.466e-02, eta: 1 day, 19:46:44, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3283, top5_acc: 0.5852, loss_cls: 3.8320, loss: 3.8320 2024-12-29 22:47:37,346 - pyskl - INFO - Epoch [101][1500/3746] lr: 2.464e-02, eta: 1 day, 19:45:19, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3202, top5_acc: 0.5755, loss_cls: 3.8851, loss: 3.8851 2024-12-29 22:49:02,566 - pyskl - INFO - Epoch [101][1600/3746] lr: 2.461e-02, eta: 1 day, 19:43:55, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3319, top5_acc: 0.5805, loss_cls: 3.8463, loss: 3.8463 2024-12-29 22:50:27,350 - pyskl - INFO - Epoch [101][1700/3746] lr: 2.459e-02, eta: 1 day, 19:42:30, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3205, top5_acc: 0.5803, loss_cls: 3.8746, loss: 3.8746 2024-12-29 22:51:52,116 - pyskl - INFO - Epoch [101][1800/3746] lr: 2.457e-02, eta: 1 day, 19:41:05, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3239, top5_acc: 0.5900, loss_cls: 3.8439, loss: 3.8439 2024-12-29 22:53:17,363 - pyskl - INFO - Epoch [101][1900/3746] lr: 2.454e-02, eta: 1 day, 19:39:41, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3222, top5_acc: 0.5795, loss_cls: 3.8723, loss: 3.8723 2024-12-29 22:54:41,928 - pyskl - INFO - Epoch [101][2000/3746] lr: 2.452e-02, eta: 1 day, 19:38:16, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3262, top5_acc: 0.5897, loss_cls: 3.8054, loss: 3.8054 2024-12-29 22:56:06,834 - pyskl - INFO - Epoch [101][2100/3746] lr: 2.449e-02, eta: 1 day, 19:36:51, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3319, top5_acc: 0.5731, loss_cls: 3.8348, loss: 3.8348 2024-12-29 22:57:31,354 - pyskl - INFO - Epoch [101][2200/3746] lr: 2.447e-02, eta: 1 day, 19:35:26, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3317, top5_acc: 0.5889, loss_cls: 3.8184, loss: 3.8184 2024-12-29 22:58:56,081 - pyskl - INFO - Epoch [101][2300/3746] lr: 2.445e-02, eta: 1 day, 19:34:01, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3286, top5_acc: 0.5872, loss_cls: 3.8313, loss: 3.8313 2024-12-29 23:00:20,619 - pyskl - INFO - Epoch [101][2400/3746] lr: 2.442e-02, eta: 1 day, 19:32:37, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3273, top5_acc: 0.5844, loss_cls: 3.8417, loss: 3.8417 2024-12-29 23:01:45,470 - pyskl - INFO - Epoch [101][2500/3746] lr: 2.440e-02, eta: 1 day, 19:31:12, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3284, top5_acc: 0.5880, loss_cls: 3.8398, loss: 3.8398 2024-12-29 23:03:09,735 - pyskl - INFO - Epoch [101][2600/3746] lr: 2.437e-02, eta: 1 day, 19:29:47, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3414, top5_acc: 0.5948, loss_cls: 3.7743, loss: 3.7743 2024-12-29 23:04:34,150 - pyskl - INFO - Epoch [101][2700/3746] lr: 2.435e-02, eta: 1 day, 19:28:22, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3331, top5_acc: 0.5817, loss_cls: 3.8458, loss: 3.8458 2024-12-29 23:05:59,175 - pyskl - INFO - Epoch [101][2800/3746] lr: 2.433e-02, eta: 1 day, 19:26:57, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3316, top5_acc: 0.5884, loss_cls: 3.8136, loss: 3.8136 2024-12-29 23:07:23,865 - pyskl - INFO - Epoch [101][2900/3746] lr: 2.430e-02, eta: 1 day, 19:25:32, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3309, top5_acc: 0.5842, loss_cls: 3.8315, loss: 3.8315 2024-12-29 23:08:48,506 - pyskl - INFO - Epoch [101][3000/3746] lr: 2.428e-02, eta: 1 day, 19:24:08, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5786, loss_cls: 3.8545, loss: 3.8545 2024-12-29 23:10:13,770 - pyskl - INFO - Epoch [101][3100/3746] lr: 2.425e-02, eta: 1 day, 19:22:43, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3345, top5_acc: 0.5933, loss_cls: 3.7948, loss: 3.7948 2024-12-29 23:11:38,638 - pyskl - INFO - Epoch [101][3200/3746] lr: 2.423e-02, eta: 1 day, 19:21:18, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3297, top5_acc: 0.5941, loss_cls: 3.7969, loss: 3.7969 2024-12-29 23:13:02,778 - pyskl - INFO - Epoch [101][3300/3746] lr: 2.421e-02, eta: 1 day, 19:19:53, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3317, top5_acc: 0.5906, loss_cls: 3.7940, loss: 3.7940 2024-12-29 23:14:27,035 - pyskl - INFO - Epoch [101][3400/3746] lr: 2.418e-02, eta: 1 day, 19:18:28, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3300, top5_acc: 0.5864, loss_cls: 3.8122, loss: 3.8122 2024-12-29 23:15:51,440 - pyskl - INFO - Epoch [101][3500/3746] lr: 2.416e-02, eta: 1 day, 19:17:03, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3248, top5_acc: 0.5852, loss_cls: 3.8416, loss: 3.8416 2024-12-29 23:17:15,670 - pyskl - INFO - Epoch [101][3600/3746] lr: 2.413e-02, eta: 1 day, 19:15:38, time: 0.842, data_time: 0.001, memory: 15990, top1_acc: 0.3298, top5_acc: 0.5805, loss_cls: 3.8489, loss: 3.8489 2024-12-29 23:18:39,996 - pyskl - INFO - Epoch [101][3700/3746] lr: 2.411e-02, eta: 1 day, 19:14:13, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3359, top5_acc: 0.5830, loss_cls: 3.8440, loss: 3.8440 2024-12-29 23:19:20,831 - pyskl - INFO - Saving checkpoint at 101 epochs 2024-12-29 23:21:20,553 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-29 23:21:21,435 - pyskl - INFO - top1_acc 0.2716 top5_acc 0.5164 2024-12-29 23:21:21,436 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-29 23:21:21,477 - pyskl - INFO - mean_acc 0.2715 2024-12-29 23:21:21,481 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_99.pth was removed 2024-12-29 23:21:21,728 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. 2024-12-29 23:21:21,729 - pyskl - INFO - Best top1_acc is 0.2716 at 101 epoch. 2024-12-29 23:21:21,741 - pyskl - INFO - Epoch(val) [101][309] top1_acc: 0.2716, top5_acc: 0.5164, mean_class_accuracy: 0.2715 2024-12-29 23:25:28,836 - pyskl - INFO - Epoch [102][100/3746] lr: 2.407e-02, eta: 1 day, 19:13:09, time: 2.471, data_time: 1.450, memory: 15990, top1_acc: 0.3362, top5_acc: 0.5955, loss_cls: 3.7681, loss: 3.7681 2024-12-29 23:26:54,149 - pyskl - INFO - Epoch [102][200/3746] lr: 2.405e-02, eta: 1 day, 19:11:45, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3370, top5_acc: 0.5911, loss_cls: 3.7526, loss: 3.7526 2024-12-29 23:28:19,198 - pyskl - INFO - Epoch [102][300/3746] lr: 2.403e-02, eta: 1 day, 19:10:20, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3287, top5_acc: 0.5897, loss_cls: 3.8009, loss: 3.8009 2024-12-29 23:29:43,679 - pyskl - INFO - Epoch [102][400/3746] lr: 2.400e-02, eta: 1 day, 19:08:55, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3400, top5_acc: 0.5891, loss_cls: 3.7822, loss: 3.7822 2024-12-29 23:31:08,276 - pyskl - INFO - Epoch [102][500/3746] lr: 2.398e-02, eta: 1 day, 19:07:30, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3409, top5_acc: 0.5992, loss_cls: 3.7751, loss: 3.7751 2024-12-29 23:32:32,908 - pyskl - INFO - Epoch [102][600/3746] lr: 2.396e-02, eta: 1 day, 19:06:05, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3348, top5_acc: 0.5866, loss_cls: 3.7940, loss: 3.7940 2024-12-29 23:33:57,092 - pyskl - INFO - Epoch [102][700/3746] lr: 2.393e-02, eta: 1 day, 19:04:40, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3334, top5_acc: 0.5914, loss_cls: 3.8030, loss: 3.8030 2024-12-29 23:35:21,631 - pyskl - INFO - Epoch [102][800/3746] lr: 2.391e-02, eta: 1 day, 19:03:15, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3317, top5_acc: 0.5908, loss_cls: 3.7874, loss: 3.7874 2024-12-29 23:36:46,142 - pyskl - INFO - Epoch [102][900/3746] lr: 2.388e-02, eta: 1 day, 19:01:50, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3339, top5_acc: 0.5813, loss_cls: 3.8466, loss: 3.8466 2024-12-29 23:38:10,160 - pyskl - INFO - Epoch [102][1000/3746] lr: 2.386e-02, eta: 1 day, 19:00:25, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3272, top5_acc: 0.5839, loss_cls: 3.8209, loss: 3.8209 2024-12-29 23:39:34,287 - pyskl - INFO - Epoch [102][1100/3746] lr: 2.384e-02, eta: 1 day, 18:59:00, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3387, top5_acc: 0.5898, loss_cls: 3.8018, loss: 3.8018 2024-12-29 23:40:58,634 - pyskl - INFO - Epoch [102][1200/3746] lr: 2.381e-02, eta: 1 day, 18:57:35, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3241, top5_acc: 0.5828, loss_cls: 3.8386, loss: 3.8386 2024-12-29 23:42:22,889 - pyskl - INFO - Epoch [102][1300/3746] lr: 2.379e-02, eta: 1 day, 18:56:10, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3380, top5_acc: 0.5948, loss_cls: 3.7644, loss: 3.7644 2024-12-29 23:43:47,799 - pyskl - INFO - Epoch [102][1400/3746] lr: 2.376e-02, eta: 1 day, 18:54:45, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3281, top5_acc: 0.5831, loss_cls: 3.8069, loss: 3.8069 2024-12-29 23:45:12,068 - pyskl - INFO - Epoch [102][1500/3746] lr: 2.374e-02, eta: 1 day, 18:53:20, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3220, top5_acc: 0.5889, loss_cls: 3.8129, loss: 3.8129 2024-12-29 23:46:36,083 - pyskl - INFO - Epoch [102][1600/3746] lr: 2.372e-02, eta: 1 day, 18:51:55, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3272, top5_acc: 0.5861, loss_cls: 3.8202, loss: 3.8202 2024-12-29 23:48:00,504 - pyskl - INFO - Epoch [102][1700/3746] lr: 2.369e-02, eta: 1 day, 18:50:30, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3214, top5_acc: 0.5748, loss_cls: 3.8427, loss: 3.8427 2024-12-29 23:49:24,717 - pyskl - INFO - Epoch [102][1800/3746] lr: 2.367e-02, eta: 1 day, 18:49:04, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5858, loss_cls: 3.8098, loss: 3.8098 2024-12-29 23:50:49,493 - pyskl - INFO - Epoch [102][1900/3746] lr: 2.365e-02, eta: 1 day, 18:47:40, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3322, top5_acc: 0.5895, loss_cls: 3.7979, loss: 3.7979 2024-12-29 23:52:14,070 - pyskl - INFO - Epoch [102][2000/3746] lr: 2.362e-02, eta: 1 day, 18:46:15, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3280, top5_acc: 0.5877, loss_cls: 3.8003, loss: 3.8003 2024-12-29 23:53:39,084 - pyskl - INFO - Epoch [102][2100/3746] lr: 2.360e-02, eta: 1 day, 18:44:50, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3284, top5_acc: 0.5848, loss_cls: 3.8553, loss: 3.8553 2024-12-29 23:55:03,615 - pyskl - INFO - Epoch [102][2200/3746] lr: 2.357e-02, eta: 1 day, 18:43:25, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3216, top5_acc: 0.5780, loss_cls: 3.8631, loss: 3.8631 2024-12-29 23:56:28,351 - pyskl - INFO - Epoch [102][2300/3746] lr: 2.355e-02, eta: 1 day, 18:42:00, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3380, top5_acc: 0.5878, loss_cls: 3.8474, loss: 3.8474 2024-12-29 23:57:53,418 - pyskl - INFO - Epoch [102][2400/3746] lr: 2.353e-02, eta: 1 day, 18:40:36, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3250, top5_acc: 0.5831, loss_cls: 3.8046, loss: 3.8046 2024-12-29 23:59:18,308 - pyskl - INFO - Epoch [102][2500/3746] lr: 2.350e-02, eta: 1 day, 18:39:11, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3295, top5_acc: 0.5961, loss_cls: 3.7952, loss: 3.7952 2024-12-30 00:00:42,724 - pyskl - INFO - Epoch [102][2600/3746] lr: 2.348e-02, eta: 1 day, 18:37:46, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3261, top5_acc: 0.5842, loss_cls: 3.8236, loss: 3.8236 2024-12-30 00:02:06,776 - pyskl - INFO - Epoch [102][2700/3746] lr: 2.346e-02, eta: 1 day, 18:36:21, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3391, top5_acc: 0.5944, loss_cls: 3.7836, loss: 3.7836 2024-12-30 00:03:31,331 - pyskl - INFO - Epoch [102][2800/3746] lr: 2.343e-02, eta: 1 day, 18:34:56, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3352, top5_acc: 0.5900, loss_cls: 3.7853, loss: 3.7853 2024-12-30 00:04:55,913 - pyskl - INFO - Epoch [102][2900/3746] lr: 2.341e-02, eta: 1 day, 18:33:31, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3308, top5_acc: 0.5878, loss_cls: 3.8241, loss: 3.8241 2024-12-30 00:06:20,974 - pyskl - INFO - Epoch [102][3000/3746] lr: 2.339e-02, eta: 1 day, 18:32:06, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.5900, loss_cls: 3.8026, loss: 3.8026 2024-12-30 00:07:45,772 - pyskl - INFO - Epoch [102][3100/3746] lr: 2.336e-02, eta: 1 day, 18:30:41, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3311, top5_acc: 0.5947, loss_cls: 3.7762, loss: 3.7762 2024-12-30 00:09:10,764 - pyskl - INFO - Epoch [102][3200/3746] lr: 2.334e-02, eta: 1 day, 18:29:17, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3358, top5_acc: 0.5870, loss_cls: 3.8276, loss: 3.8276 2024-12-30 00:10:34,680 - pyskl - INFO - Epoch [102][3300/3746] lr: 2.331e-02, eta: 1 day, 18:27:51, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.3409, top5_acc: 0.5913, loss_cls: 3.7857, loss: 3.7857 2024-12-30 00:11:58,776 - pyskl - INFO - Epoch [102][3400/3746] lr: 2.329e-02, eta: 1 day, 18:26:26, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3297, top5_acc: 0.5859, loss_cls: 3.8438, loss: 3.8438 2024-12-30 00:13:23,043 - pyskl - INFO - Epoch [102][3500/3746] lr: 2.327e-02, eta: 1 day, 18:25:01, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3305, top5_acc: 0.5806, loss_cls: 3.8290, loss: 3.8290 2024-12-30 00:14:47,392 - pyskl - INFO - Epoch [102][3600/3746] lr: 2.324e-02, eta: 1 day, 18:23:36, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3314, top5_acc: 0.5920, loss_cls: 3.8168, loss: 3.8168 2024-12-30 00:16:12,264 - pyskl - INFO - Epoch [102][3700/3746] lr: 2.322e-02, eta: 1 day, 18:22:11, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5889, loss_cls: 3.7655, loss: 3.7655 2024-12-30 00:16:52,844 - pyskl - INFO - Saving checkpoint at 102 epochs 2024-12-30 00:18:50,757 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 00:18:51,749 - pyskl - INFO - top1_acc 0.2777 top5_acc 0.5236 2024-12-30 00:18:51,749 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 00:18:51,797 - pyskl - INFO - mean_acc 0.2776 2024-12-30 00:18:51,801 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_101.pth was removed 2024-12-30 00:18:52,275 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. 2024-12-30 00:18:52,276 - pyskl - INFO - Best top1_acc is 0.2777 at 102 epoch. 2024-12-30 00:18:52,293 - pyskl - INFO - Epoch(val) [102][309] top1_acc: 0.2777, top5_acc: 0.5236, mean_class_accuracy: 0.2776 2024-12-30 00:23:06,194 - pyskl - INFO - Epoch [103][100/3746] lr: 2.319e-02, eta: 1 day, 18:21:09, time: 2.539, data_time: 1.508, memory: 15990, top1_acc: 0.3464, top5_acc: 0.6047, loss_cls: 3.6847, loss: 3.6847 2024-12-30 00:24:31,706 - pyskl - INFO - Epoch [103][200/3746] lr: 2.316e-02, eta: 1 day, 18:19:44, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3411, top5_acc: 0.5964, loss_cls: 3.7525, loss: 3.7525 2024-12-30 00:25:56,718 - pyskl - INFO - Epoch [103][300/3746] lr: 2.314e-02, eta: 1 day, 18:18:19, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.6016, loss_cls: 3.7478, loss: 3.7478 2024-12-30 00:27:20,975 - pyskl - INFO - Epoch [103][400/3746] lr: 2.311e-02, eta: 1 day, 18:16:54, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3455, top5_acc: 0.6091, loss_cls: 3.7396, loss: 3.7396 2024-12-30 00:28:45,474 - pyskl - INFO - Epoch [103][500/3746] lr: 2.309e-02, eta: 1 day, 18:15:29, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3463, top5_acc: 0.6050, loss_cls: 3.7449, loss: 3.7449 2024-12-30 00:30:11,006 - pyskl - INFO - Epoch [103][600/3746] lr: 2.307e-02, eta: 1 day, 18:14:05, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3408, top5_acc: 0.6012, loss_cls: 3.7251, loss: 3.7251 2024-12-30 00:31:36,054 - pyskl - INFO - Epoch [103][700/3746] lr: 2.304e-02, eta: 1 day, 18:12:40, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3463, top5_acc: 0.5972, loss_cls: 3.7704, loss: 3.7704 2024-12-30 00:33:00,999 - pyskl - INFO - Epoch [103][800/3746] lr: 2.302e-02, eta: 1 day, 18:11:15, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3345, top5_acc: 0.5975, loss_cls: 3.7799, loss: 3.7799 2024-12-30 00:34:26,004 - pyskl - INFO - Epoch [103][900/3746] lr: 2.300e-02, eta: 1 day, 18:09:50, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3448, top5_acc: 0.5972, loss_cls: 3.7489, loss: 3.7489 2024-12-30 00:35:50,954 - pyskl - INFO - Epoch [103][1000/3746] lr: 2.297e-02, eta: 1 day, 18:08:26, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3389, top5_acc: 0.5941, loss_cls: 3.7731, loss: 3.7731 2024-12-30 00:37:16,228 - pyskl - INFO - Epoch [103][1100/3746] lr: 2.295e-02, eta: 1 day, 18:07:01, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.5845, loss_cls: 3.8052, loss: 3.8052 2024-12-30 00:38:41,800 - pyskl - INFO - Epoch [103][1200/3746] lr: 2.293e-02, eta: 1 day, 18:05:36, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5886, loss_cls: 3.8032, loss: 3.8032 2024-12-30 00:40:07,062 - pyskl - INFO - Epoch [103][1300/3746] lr: 2.290e-02, eta: 1 day, 18:04:12, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3297, top5_acc: 0.5808, loss_cls: 3.8320, loss: 3.8320 2024-12-30 00:41:32,332 - pyskl - INFO - Epoch [103][1400/3746] lr: 2.288e-02, eta: 1 day, 18:02:47, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3294, top5_acc: 0.5877, loss_cls: 3.8203, loss: 3.8203 2024-12-30 00:42:57,153 - pyskl - INFO - Epoch [103][1500/3746] lr: 2.286e-02, eta: 1 day, 18:01:22, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3362, top5_acc: 0.5920, loss_cls: 3.7952, loss: 3.7952 2024-12-30 00:44:21,941 - pyskl - INFO - Epoch [103][1600/3746] lr: 2.283e-02, eta: 1 day, 17:59:57, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3359, top5_acc: 0.6014, loss_cls: 3.7471, loss: 3.7471 2024-12-30 00:45:47,069 - pyskl - INFO - Epoch [103][1700/3746] lr: 2.281e-02, eta: 1 day, 17:58:33, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5869, loss_cls: 3.8150, loss: 3.8150 2024-12-30 00:47:11,800 - pyskl - INFO - Epoch [103][1800/3746] lr: 2.279e-02, eta: 1 day, 17:57:08, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5875, loss_cls: 3.8269, loss: 3.8269 2024-12-30 00:48:36,518 - pyskl - INFO - Epoch [103][1900/3746] lr: 2.276e-02, eta: 1 day, 17:55:43, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.3417, top5_acc: 0.6017, loss_cls: 3.7704, loss: 3.7704 2024-12-30 00:50:00,760 - pyskl - INFO - Epoch [103][2000/3746] lr: 2.274e-02, eta: 1 day, 17:54:18, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3253, top5_acc: 0.5922, loss_cls: 3.8121, loss: 3.8121 2024-12-30 00:51:25,321 - pyskl - INFO - Epoch [103][2100/3746] lr: 2.272e-02, eta: 1 day, 17:52:53, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3403, top5_acc: 0.5942, loss_cls: 3.7688, loss: 3.7688 2024-12-30 00:52:50,494 - pyskl - INFO - Epoch [103][2200/3746] lr: 2.269e-02, eta: 1 day, 17:51:28, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3373, top5_acc: 0.5977, loss_cls: 3.7604, loss: 3.7604 2024-12-30 00:54:14,344 - pyskl - INFO - Epoch [103][2300/3746] lr: 2.267e-02, eta: 1 day, 17:50:03, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.3398, top5_acc: 0.5955, loss_cls: 3.7800, loss: 3.7800 2024-12-30 00:55:38,926 - pyskl - INFO - Epoch [103][2400/3746] lr: 2.264e-02, eta: 1 day, 17:48:38, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3284, top5_acc: 0.5852, loss_cls: 3.8498, loss: 3.8498 2024-12-30 00:57:03,779 - pyskl - INFO - Epoch [103][2500/3746] lr: 2.262e-02, eta: 1 day, 17:47:13, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3331, top5_acc: 0.5958, loss_cls: 3.7582, loss: 3.7582 2024-12-30 00:58:28,532 - pyskl - INFO - Epoch [103][2600/3746] lr: 2.260e-02, eta: 1 day, 17:45:48, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3328, top5_acc: 0.5927, loss_cls: 3.7950, loss: 3.7950 2024-12-30 00:59:53,391 - pyskl - INFO - Epoch [103][2700/3746] lr: 2.257e-02, eta: 1 day, 17:44:23, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3381, top5_acc: 0.5877, loss_cls: 3.7803, loss: 3.7803 2024-12-30 01:01:18,388 - pyskl - INFO - Epoch [103][2800/3746] lr: 2.255e-02, eta: 1 day, 17:42:58, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3391, top5_acc: 0.5962, loss_cls: 3.7606, loss: 3.7606 2024-12-30 01:02:43,486 - pyskl - INFO - Epoch [103][2900/3746] lr: 2.253e-02, eta: 1 day, 17:41:34, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3270, top5_acc: 0.5737, loss_cls: 3.8325, loss: 3.8325 2024-12-30 01:04:08,045 - pyskl - INFO - Epoch [103][3000/3746] lr: 2.250e-02, eta: 1 day, 17:40:09, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3334, top5_acc: 0.5914, loss_cls: 3.8000, loss: 3.8000 2024-12-30 01:05:32,803 - pyskl - INFO - Epoch [103][3100/3746] lr: 2.248e-02, eta: 1 day, 17:38:44, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3306, top5_acc: 0.5919, loss_cls: 3.8146, loss: 3.8146 2024-12-30 01:06:57,388 - pyskl - INFO - Epoch [103][3200/3746] lr: 2.246e-02, eta: 1 day, 17:37:19, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3291, top5_acc: 0.5913, loss_cls: 3.7903, loss: 3.7903 2024-12-30 01:08:22,132 - pyskl - INFO - Epoch [103][3300/3746] lr: 2.243e-02, eta: 1 day, 17:35:54, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3217, top5_acc: 0.5809, loss_cls: 3.8340, loss: 3.8340 2024-12-30 01:09:46,762 - pyskl - INFO - Epoch [103][3400/3746] lr: 2.241e-02, eta: 1 day, 17:34:29, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3205, top5_acc: 0.5805, loss_cls: 3.8467, loss: 3.8467 2024-12-30 01:11:11,907 - pyskl - INFO - Epoch [103][3500/3746] lr: 2.239e-02, eta: 1 day, 17:33:04, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3352, top5_acc: 0.5823, loss_cls: 3.8359, loss: 3.8359 2024-12-30 01:12:35,920 - pyskl - INFO - Epoch [103][3600/3746] lr: 2.236e-02, eta: 1 day, 17:31:39, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3209, top5_acc: 0.5855, loss_cls: 3.8428, loss: 3.8428 2024-12-30 01:14:00,517 - pyskl - INFO - Epoch [103][3700/3746] lr: 2.234e-02, eta: 1 day, 17:30:14, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3417, top5_acc: 0.5939, loss_cls: 3.7553, loss: 3.7553 2024-12-30 01:14:41,057 - pyskl - INFO - Saving checkpoint at 103 epochs 2024-12-30 01:16:39,675 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 01:16:40,509 - pyskl - INFO - top1_acc 0.2818 top5_acc 0.5214 2024-12-30 01:16:40,509 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 01:16:40,561 - pyskl - INFO - mean_acc 0.2816 2024-12-30 01:16:40,565 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_102.pth was removed 2024-12-30 01:16:40,891 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. 2024-12-30 01:16:40,892 - pyskl - INFO - Best top1_acc is 0.2818 at 103 epoch. 2024-12-30 01:16:40,917 - pyskl - INFO - Epoch(val) [103][309] top1_acc: 0.2818, top5_acc: 0.5214, mean_class_accuracy: 0.2816 2024-12-30 01:20:54,158 - pyskl - INFO - Epoch [104][100/3746] lr: 2.231e-02, eta: 1 day, 17:29:09, time: 2.532, data_time: 1.505, memory: 15990, top1_acc: 0.3439, top5_acc: 0.5975, loss_cls: 3.7310, loss: 3.7310 2024-12-30 01:22:19,448 - pyskl - INFO - Epoch [104][200/3746] lr: 2.228e-02, eta: 1 day, 17:27:45, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3389, top5_acc: 0.6019, loss_cls: 3.7069, loss: 3.7069 2024-12-30 01:23:45,004 - pyskl - INFO - Epoch [104][300/3746] lr: 2.226e-02, eta: 1 day, 17:26:20, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3306, top5_acc: 0.5911, loss_cls: 3.7669, loss: 3.7669 2024-12-30 01:25:10,856 - pyskl - INFO - Epoch [104][400/3746] lr: 2.224e-02, eta: 1 day, 17:24:56, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3323, top5_acc: 0.5875, loss_cls: 3.7975, loss: 3.7975 2024-12-30 01:26:36,592 - pyskl - INFO - Epoch [104][500/3746] lr: 2.221e-02, eta: 1 day, 17:23:31, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3431, top5_acc: 0.5978, loss_cls: 3.7316, loss: 3.7316 2024-12-30 01:28:01,950 - pyskl - INFO - Epoch [104][600/3746] lr: 2.219e-02, eta: 1 day, 17:22:07, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3517, top5_acc: 0.6069, loss_cls: 3.6758, loss: 3.6758 2024-12-30 01:29:27,215 - pyskl - INFO - Epoch [104][700/3746] lr: 2.217e-02, eta: 1 day, 17:20:42, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3502, top5_acc: 0.5975, loss_cls: 3.7403, loss: 3.7403 2024-12-30 01:30:53,335 - pyskl - INFO - Epoch [104][800/3746] lr: 2.214e-02, eta: 1 day, 17:19:17, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3375, top5_acc: 0.5916, loss_cls: 3.7789, loss: 3.7789 2024-12-30 01:32:18,527 - pyskl - INFO - Epoch [104][900/3746] lr: 2.212e-02, eta: 1 day, 17:17:53, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3380, top5_acc: 0.6047, loss_cls: 3.7219, loss: 3.7219 2024-12-30 01:33:43,837 - pyskl - INFO - Epoch [104][1000/3746] lr: 2.210e-02, eta: 1 day, 17:16:28, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3489, top5_acc: 0.6038, loss_cls: 3.7153, loss: 3.7153 2024-12-30 01:35:09,642 - pyskl - INFO - Epoch [104][1100/3746] lr: 2.208e-02, eta: 1 day, 17:15:04, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3402, top5_acc: 0.5955, loss_cls: 3.7677, loss: 3.7677 2024-12-30 01:36:35,526 - pyskl - INFO - Epoch [104][1200/3746] lr: 2.205e-02, eta: 1 day, 17:13:39, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3422, top5_acc: 0.5872, loss_cls: 3.7803, loss: 3.7803 2024-12-30 01:38:01,287 - pyskl - INFO - Epoch [104][1300/3746] lr: 2.203e-02, eta: 1 day, 17:12:15, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3478, top5_acc: 0.6059, loss_cls: 3.7252, loss: 3.7252 2024-12-30 01:39:27,454 - pyskl - INFO - Epoch [104][1400/3746] lr: 2.201e-02, eta: 1 day, 17:10:50, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3488, top5_acc: 0.5927, loss_cls: 3.7591, loss: 3.7591 2024-12-30 01:40:53,280 - pyskl - INFO - Epoch [104][1500/3746] lr: 2.198e-02, eta: 1 day, 17:09:26, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3347, top5_acc: 0.5916, loss_cls: 3.7835, loss: 3.7835 2024-12-30 01:42:19,083 - pyskl - INFO - Epoch [104][1600/3746] lr: 2.196e-02, eta: 1 day, 17:08:02, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3333, top5_acc: 0.5941, loss_cls: 3.7823, loss: 3.7823 2024-12-30 01:43:43,948 - pyskl - INFO - Epoch [104][1700/3746] lr: 2.194e-02, eta: 1 day, 17:06:37, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3430, top5_acc: 0.5986, loss_cls: 3.7256, loss: 3.7256 2024-12-30 01:45:08,797 - pyskl - INFO - Epoch [104][1800/3746] lr: 2.191e-02, eta: 1 day, 17:05:12, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3419, top5_acc: 0.5959, loss_cls: 3.7873, loss: 3.7873 2024-12-30 01:46:34,137 - pyskl - INFO - Epoch [104][1900/3746] lr: 2.189e-02, eta: 1 day, 17:03:47, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3339, top5_acc: 0.5894, loss_cls: 3.8070, loss: 3.8070 2024-12-30 01:47:59,252 - pyskl - INFO - Epoch [104][2000/3746] lr: 2.187e-02, eta: 1 day, 17:02:22, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3352, top5_acc: 0.5909, loss_cls: 3.7762, loss: 3.7762 2024-12-30 01:49:24,833 - pyskl - INFO - Epoch [104][2100/3746] lr: 2.184e-02, eta: 1 day, 17:00:58, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3302, top5_acc: 0.5967, loss_cls: 3.7857, loss: 3.7857 2024-12-30 01:50:50,249 - pyskl - INFO - Epoch [104][2200/3746] lr: 2.182e-02, eta: 1 day, 16:59:33, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3406, top5_acc: 0.5919, loss_cls: 3.7777, loss: 3.7777 2024-12-30 01:52:15,454 - pyskl - INFO - Epoch [104][2300/3746] lr: 2.180e-02, eta: 1 day, 16:58:08, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3459, top5_acc: 0.5972, loss_cls: 3.7512, loss: 3.7512 2024-12-30 01:53:40,708 - pyskl - INFO - Epoch [104][2400/3746] lr: 2.177e-02, eta: 1 day, 16:56:44, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3333, top5_acc: 0.5945, loss_cls: 3.7951, loss: 3.7951 2024-12-30 01:55:06,196 - pyskl - INFO - Epoch [104][2500/3746] lr: 2.175e-02, eta: 1 day, 16:55:19, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3364, top5_acc: 0.5867, loss_cls: 3.8015, loss: 3.8015 2024-12-30 01:56:31,459 - pyskl - INFO - Epoch [104][2600/3746] lr: 2.173e-02, eta: 1 day, 16:53:54, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3416, top5_acc: 0.5950, loss_cls: 3.7751, loss: 3.7751 2024-12-30 01:57:56,472 - pyskl - INFO - Epoch [104][2700/3746] lr: 2.171e-02, eta: 1 day, 16:52:29, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3394, top5_acc: 0.5902, loss_cls: 3.7783, loss: 3.7783 2024-12-30 01:59:21,770 - pyskl - INFO - Epoch [104][2800/3746] lr: 2.168e-02, eta: 1 day, 16:51:05, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3328, top5_acc: 0.5983, loss_cls: 3.7710, loss: 3.7710 2024-12-30 02:00:46,542 - pyskl - INFO - Epoch [104][2900/3746] lr: 2.166e-02, eta: 1 day, 16:49:40, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3381, top5_acc: 0.5905, loss_cls: 3.7904, loss: 3.7904 2024-12-30 02:02:12,442 - pyskl - INFO - Epoch [104][3000/3746] lr: 2.164e-02, eta: 1 day, 16:48:15, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3350, top5_acc: 0.5872, loss_cls: 3.7890, loss: 3.7890 2024-12-30 02:03:37,600 - pyskl - INFO - Epoch [104][3100/3746] lr: 2.161e-02, eta: 1 day, 16:46:51, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3361, top5_acc: 0.5961, loss_cls: 3.7968, loss: 3.7968 2024-12-30 02:05:03,147 - pyskl - INFO - Epoch [104][3200/3746] lr: 2.159e-02, eta: 1 day, 16:45:26, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3447, top5_acc: 0.5931, loss_cls: 3.7581, loss: 3.7581 2024-12-30 02:06:28,085 - pyskl - INFO - Epoch [104][3300/3746] lr: 2.157e-02, eta: 1 day, 16:44:01, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3339, top5_acc: 0.5877, loss_cls: 3.7893, loss: 3.7893 2024-12-30 02:07:53,151 - pyskl - INFO - Epoch [104][3400/3746] lr: 2.154e-02, eta: 1 day, 16:42:36, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3256, top5_acc: 0.5813, loss_cls: 3.8550, loss: 3.8550 2024-12-30 02:09:18,652 - pyskl - INFO - Epoch [104][3500/3746] lr: 2.152e-02, eta: 1 day, 16:41:12, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3352, top5_acc: 0.5900, loss_cls: 3.7789, loss: 3.7789 2024-12-30 02:10:43,849 - pyskl - INFO - Epoch [104][3600/3746] lr: 2.150e-02, eta: 1 day, 16:39:47, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3320, top5_acc: 0.5833, loss_cls: 3.8135, loss: 3.8135 2024-12-30 02:12:09,057 - pyskl - INFO - Epoch [104][3700/3746] lr: 2.148e-02, eta: 1 day, 16:38:22, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3319, top5_acc: 0.5823, loss_cls: 3.8234, loss: 3.8234 2024-12-30 02:12:49,881 - pyskl - INFO - Saving checkpoint at 104 epochs 2024-12-30 02:14:51,814 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 02:14:52,633 - pyskl - INFO - top1_acc 0.2810 top5_acc 0.5318 2024-12-30 02:14:52,633 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 02:14:52,682 - pyskl - INFO - mean_acc 0.2807 2024-12-30 02:14:52,696 - pyskl - INFO - Epoch(val) [104][309] top1_acc: 0.2810, top5_acc: 0.5318, mean_class_accuracy: 0.2807 2024-12-30 02:19:15,201 - pyskl - INFO - Epoch [105][100/3746] lr: 2.144e-02, eta: 1 day, 16:37:20, time: 2.625, data_time: 1.602, memory: 15990, top1_acc: 0.3495, top5_acc: 0.6077, loss_cls: 3.6881, loss: 3.6881 2024-12-30 02:20:39,963 - pyskl - INFO - Epoch [105][200/3746] lr: 2.142e-02, eta: 1 day, 16:35:55, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3514, top5_acc: 0.6109, loss_cls: 3.6977, loss: 3.6977 2024-12-30 02:22:04,230 - pyskl - INFO - Epoch [105][300/3746] lr: 2.140e-02, eta: 1 day, 16:34:29, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3453, top5_acc: 0.6066, loss_cls: 3.7212, loss: 3.7212 2024-12-30 02:23:29,454 - pyskl - INFO - Epoch [105][400/3746] lr: 2.137e-02, eta: 1 day, 16:33:05, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3442, top5_acc: 0.6017, loss_cls: 3.7053, loss: 3.7053 2024-12-30 02:24:54,719 - pyskl - INFO - Epoch [105][500/3746] lr: 2.135e-02, eta: 1 day, 16:31:40, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3408, top5_acc: 0.6036, loss_cls: 3.7042, loss: 3.7042 2024-12-30 02:26:19,541 - pyskl - INFO - Epoch [105][600/3746] lr: 2.133e-02, eta: 1 day, 16:30:15, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3441, top5_acc: 0.6050, loss_cls: 3.7286, loss: 3.7286 2024-12-30 02:27:44,167 - pyskl - INFO - Epoch [105][700/3746] lr: 2.130e-02, eta: 1 day, 16:28:50, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3347, top5_acc: 0.5922, loss_cls: 3.7848, loss: 3.7848 2024-12-30 02:29:08,323 - pyskl - INFO - Epoch [105][800/3746] lr: 2.128e-02, eta: 1 day, 16:27:25, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.6028, loss_cls: 3.7377, loss: 3.7377 2024-12-30 02:30:32,580 - pyskl - INFO - Epoch [105][900/3746] lr: 2.126e-02, eta: 1 day, 16:25:59, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3412, top5_acc: 0.5970, loss_cls: 3.7502, loss: 3.7502 2024-12-30 02:31:56,501 - pyskl - INFO - Epoch [105][1000/3746] lr: 2.124e-02, eta: 1 day, 16:24:34, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.3417, top5_acc: 0.6072, loss_cls: 3.7292, loss: 3.7292 2024-12-30 02:33:20,357 - pyskl - INFO - Epoch [105][1100/3746] lr: 2.121e-02, eta: 1 day, 16:23:09, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.3464, top5_acc: 0.5989, loss_cls: 3.7423, loss: 3.7423 2024-12-30 02:34:44,730 - pyskl - INFO - Epoch [105][1200/3746] lr: 2.119e-02, eta: 1 day, 16:21:44, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3414, top5_acc: 0.5948, loss_cls: 3.7510, loss: 3.7510 2024-12-30 02:36:08,713 - pyskl - INFO - Epoch [105][1300/3746] lr: 2.117e-02, eta: 1 day, 16:20:18, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3409, top5_acc: 0.5983, loss_cls: 3.7383, loss: 3.7383 2024-12-30 02:37:33,040 - pyskl - INFO - Epoch [105][1400/3746] lr: 2.114e-02, eta: 1 day, 16:18:53, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3381, top5_acc: 0.6077, loss_cls: 3.7257, loss: 3.7257 2024-12-30 02:38:57,803 - pyskl - INFO - Epoch [105][1500/3746] lr: 2.112e-02, eta: 1 day, 16:17:28, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3383, top5_acc: 0.5953, loss_cls: 3.7422, loss: 3.7422 2024-12-30 02:40:22,445 - pyskl - INFO - Epoch [105][1600/3746] lr: 2.110e-02, eta: 1 day, 16:16:03, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3403, top5_acc: 0.5945, loss_cls: 3.7660, loss: 3.7660 2024-12-30 02:41:46,690 - pyskl - INFO - Epoch [105][1700/3746] lr: 2.108e-02, eta: 1 day, 16:14:38, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3391, top5_acc: 0.5909, loss_cls: 3.7934, loss: 3.7934 2024-12-30 02:43:11,477 - pyskl - INFO - Epoch [105][1800/3746] lr: 2.105e-02, eta: 1 day, 16:13:13, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3378, top5_acc: 0.5953, loss_cls: 3.7827, loss: 3.7827 2024-12-30 02:44:35,909 - pyskl - INFO - Epoch [105][1900/3746] lr: 2.103e-02, eta: 1 day, 16:11:48, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3412, top5_acc: 0.5972, loss_cls: 3.7502, loss: 3.7502 2024-12-30 02:46:00,157 - pyskl - INFO - Epoch [105][2000/3746] lr: 2.101e-02, eta: 1 day, 16:10:23, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3406, top5_acc: 0.5902, loss_cls: 3.7604, loss: 3.7604 2024-12-30 02:47:25,057 - pyskl - INFO - Epoch [105][2100/3746] lr: 2.098e-02, eta: 1 day, 16:08:58, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3372, top5_acc: 0.5909, loss_cls: 3.7915, loss: 3.7915 2024-12-30 02:48:49,909 - pyskl - INFO - Epoch [105][2200/3746] lr: 2.096e-02, eta: 1 day, 16:07:33, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.6006, loss_cls: 3.7998, loss: 3.7998 2024-12-30 02:50:14,603 - pyskl - INFO - Epoch [105][2300/3746] lr: 2.094e-02, eta: 1 day, 16:06:08, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3236, top5_acc: 0.5986, loss_cls: 3.8012, loss: 3.8012 2024-12-30 02:51:39,427 - pyskl - INFO - Epoch [105][2400/3746] lr: 2.092e-02, eta: 1 day, 16:04:43, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3358, top5_acc: 0.5988, loss_cls: 3.7744, loss: 3.7744 2024-12-30 02:53:03,566 - pyskl - INFO - Epoch [105][2500/3746] lr: 2.089e-02, eta: 1 day, 16:03:17, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3364, top5_acc: 0.5916, loss_cls: 3.7918, loss: 3.7918 2024-12-30 02:54:27,521 - pyskl - INFO - Epoch [105][2600/3746] lr: 2.087e-02, eta: 1 day, 16:01:52, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3397, top5_acc: 0.5948, loss_cls: 3.7695, loss: 3.7695 2024-12-30 02:55:51,592 - pyskl - INFO - Epoch [105][2700/3746] lr: 2.085e-02, eta: 1 day, 16:00:27, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3402, top5_acc: 0.5961, loss_cls: 3.7731, loss: 3.7731 2024-12-30 02:57:16,388 - pyskl - INFO - Epoch [105][2800/3746] lr: 2.083e-02, eta: 1 day, 15:59:02, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.3455, top5_acc: 0.6027, loss_cls: 3.7093, loss: 3.7093 2024-12-30 02:58:41,479 - pyskl - INFO - Epoch [105][2900/3746] lr: 2.080e-02, eta: 1 day, 15:57:37, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3387, top5_acc: 0.5978, loss_cls: 3.7497, loss: 3.7497 2024-12-30 03:00:06,224 - pyskl - INFO - Epoch [105][3000/3746] lr: 2.078e-02, eta: 1 day, 15:56:12, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3403, top5_acc: 0.6048, loss_cls: 3.7636, loss: 3.7636 2024-12-30 03:01:30,948 - pyskl - INFO - Epoch [105][3100/3746] lr: 2.076e-02, eta: 1 day, 15:54:47, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3430, top5_acc: 0.5934, loss_cls: 3.7815, loss: 3.7815 2024-12-30 03:02:55,158 - pyskl - INFO - Epoch [105][3200/3746] lr: 2.073e-02, eta: 1 day, 15:53:22, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3481, top5_acc: 0.5998, loss_cls: 3.7301, loss: 3.7301 2024-12-30 03:04:19,684 - pyskl - INFO - Epoch [105][3300/3746] lr: 2.071e-02, eta: 1 day, 15:51:57, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3356, top5_acc: 0.5930, loss_cls: 3.7713, loss: 3.7713 2024-12-30 03:05:44,843 - pyskl - INFO - Epoch [105][3400/3746] lr: 2.069e-02, eta: 1 day, 15:50:32, time: 0.852, data_time: 0.001, memory: 15990, top1_acc: 0.3445, top5_acc: 0.6122, loss_cls: 3.7031, loss: 3.7031 2024-12-30 03:07:09,176 - pyskl - INFO - Epoch [105][3500/3746] lr: 2.067e-02, eta: 1 day, 15:49:07, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3302, top5_acc: 0.5877, loss_cls: 3.8093, loss: 3.8093 2024-12-30 03:08:33,753 - pyskl - INFO - Epoch [105][3600/3746] lr: 2.064e-02, eta: 1 day, 15:47:42, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3473, top5_acc: 0.5947, loss_cls: 3.7388, loss: 3.7388 2024-12-30 03:09:57,923 - pyskl - INFO - Epoch [105][3700/3746] lr: 2.062e-02, eta: 1 day, 15:46:17, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3408, top5_acc: 0.5953, loss_cls: 3.7207, loss: 3.7207 2024-12-30 03:10:38,881 - pyskl - INFO - Saving checkpoint at 105 epochs 2024-12-30 03:12:38,048 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 03:12:39,081 - pyskl - INFO - top1_acc 0.2675 top5_acc 0.5183 2024-12-30 03:12:39,081 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 03:12:39,130 - pyskl - INFO - mean_acc 0.2672 2024-12-30 03:12:39,144 - pyskl - INFO - Epoch(val) [105][309] top1_acc: 0.2675, top5_acc: 0.5183, mean_class_accuracy: 0.2672 2024-12-30 03:16:53,072 - pyskl - INFO - Epoch [106][100/3746] lr: 2.059e-02, eta: 1 day, 15:45:08, time: 2.539, data_time: 1.502, memory: 15990, top1_acc: 0.3489, top5_acc: 0.6134, loss_cls: 3.6954, loss: 3.6954 2024-12-30 03:18:18,569 - pyskl - INFO - Epoch [106][200/3746] lr: 2.057e-02, eta: 1 day, 15:43:43, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6072, loss_cls: 3.6905, loss: 3.6905 2024-12-30 03:19:43,458 - pyskl - INFO - Epoch [106][300/3746] lr: 2.054e-02, eta: 1 day, 15:42:19, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3411, top5_acc: 0.5936, loss_cls: 3.7540, loss: 3.7540 2024-12-30 03:21:08,417 - pyskl - INFO - Epoch [106][400/3746] lr: 2.052e-02, eta: 1 day, 15:40:54, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3464, top5_acc: 0.6034, loss_cls: 3.7271, loss: 3.7271 2024-12-30 03:22:33,563 - pyskl - INFO - Epoch [106][500/3746] lr: 2.050e-02, eta: 1 day, 15:39:29, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3527, top5_acc: 0.6147, loss_cls: 3.7033, loss: 3.7033 2024-12-30 03:23:58,222 - pyskl - INFO - Epoch [106][600/3746] lr: 2.048e-02, eta: 1 day, 15:38:04, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3505, top5_acc: 0.6097, loss_cls: 3.7059, loss: 3.7059 2024-12-30 03:25:23,678 - pyskl - INFO - Epoch [106][700/3746] lr: 2.045e-02, eta: 1 day, 15:36:39, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3620, top5_acc: 0.6058, loss_cls: 3.6851, loss: 3.6851 2024-12-30 03:26:48,598 - pyskl - INFO - Epoch [106][800/3746] lr: 2.043e-02, eta: 1 day, 15:35:14, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3445, top5_acc: 0.6062, loss_cls: 3.7062, loss: 3.7062 2024-12-30 03:28:13,287 - pyskl - INFO - Epoch [106][900/3746] lr: 2.041e-02, eta: 1 day, 15:33:49, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3506, top5_acc: 0.6041, loss_cls: 3.6971, loss: 3.6971 2024-12-30 03:29:38,905 - pyskl - INFO - Epoch [106][1000/3746] lr: 2.039e-02, eta: 1 day, 15:32:24, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3459, top5_acc: 0.5984, loss_cls: 3.7200, loss: 3.7200 2024-12-30 03:31:04,319 - pyskl - INFO - Epoch [106][1100/3746] lr: 2.036e-02, eta: 1 day, 15:30:59, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3420, top5_acc: 0.6000, loss_cls: 3.7644, loss: 3.7644 2024-12-30 03:32:29,575 - pyskl - INFO - Epoch [106][1200/3746] lr: 2.034e-02, eta: 1 day, 15:29:35, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3444, top5_acc: 0.6059, loss_cls: 3.7057, loss: 3.7057 2024-12-30 03:33:54,612 - pyskl - INFO - Epoch [106][1300/3746] lr: 2.032e-02, eta: 1 day, 15:28:10, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3411, top5_acc: 0.5992, loss_cls: 3.7593, loss: 3.7593 2024-12-30 03:35:19,931 - pyskl - INFO - Epoch [106][1400/3746] lr: 2.030e-02, eta: 1 day, 15:26:45, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3538, top5_acc: 0.6019, loss_cls: 3.7320, loss: 3.7320 2024-12-30 03:36:45,098 - pyskl - INFO - Epoch [106][1500/3746] lr: 2.027e-02, eta: 1 day, 15:25:20, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3438, top5_acc: 0.6019, loss_cls: 3.7508, loss: 3.7508 2024-12-30 03:38:10,629 - pyskl - INFO - Epoch [106][1600/3746] lr: 2.025e-02, eta: 1 day, 15:23:55, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3592, top5_acc: 0.6147, loss_cls: 3.6782, loss: 3.6782 2024-12-30 03:39:35,821 - pyskl - INFO - Epoch [106][1700/3746] lr: 2.023e-02, eta: 1 day, 15:22:31, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3403, top5_acc: 0.5984, loss_cls: 3.7559, loss: 3.7559 2024-12-30 03:41:00,530 - pyskl - INFO - Epoch [106][1800/3746] lr: 2.021e-02, eta: 1 day, 15:21:06, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3502, top5_acc: 0.6044, loss_cls: 3.6966, loss: 3.6966 2024-12-30 03:42:25,199 - pyskl - INFO - Epoch [106][1900/3746] lr: 2.018e-02, eta: 1 day, 15:19:40, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3469, top5_acc: 0.6094, loss_cls: 3.7208, loss: 3.7208 2024-12-30 03:43:50,724 - pyskl - INFO - Epoch [106][2000/3746] lr: 2.016e-02, eta: 1 day, 15:18:16, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3534, top5_acc: 0.6034, loss_cls: 3.7107, loss: 3.7107 2024-12-30 03:45:15,791 - pyskl - INFO - Epoch [106][2100/3746] lr: 2.014e-02, eta: 1 day, 15:16:51, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3355, top5_acc: 0.5973, loss_cls: 3.7497, loss: 3.7497 2024-12-30 03:46:40,678 - pyskl - INFO - Epoch [106][2200/3746] lr: 2.012e-02, eta: 1 day, 15:15:26, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3466, top5_acc: 0.6020, loss_cls: 3.7215, loss: 3.7215 2024-12-30 03:48:05,979 - pyskl - INFO - Epoch [106][2300/3746] lr: 2.009e-02, eta: 1 day, 15:14:01, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3414, top5_acc: 0.5977, loss_cls: 3.7406, loss: 3.7406 2024-12-30 03:49:31,072 - pyskl - INFO - Epoch [106][2400/3746] lr: 2.007e-02, eta: 1 day, 15:12:36, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3381, top5_acc: 0.5984, loss_cls: 3.7585, loss: 3.7585 2024-12-30 03:50:56,290 - pyskl - INFO - Epoch [106][2500/3746] lr: 2.005e-02, eta: 1 day, 15:11:11, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3466, top5_acc: 0.6050, loss_cls: 3.7074, loss: 3.7074 2024-12-30 03:52:21,288 - pyskl - INFO - Epoch [106][2600/3746] lr: 2.003e-02, eta: 1 day, 15:09:46, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3439, top5_acc: 0.6002, loss_cls: 3.7507, loss: 3.7507 2024-12-30 03:53:46,166 - pyskl - INFO - Epoch [106][2700/3746] lr: 2.000e-02, eta: 1 day, 15:08:21, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3417, top5_acc: 0.6070, loss_cls: 3.7418, loss: 3.7418 2024-12-30 03:55:12,073 - pyskl - INFO - Epoch [106][2800/3746] lr: 1.998e-02, eta: 1 day, 15:06:57, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6067, loss_cls: 3.7310, loss: 3.7310 2024-12-30 03:56:38,133 - pyskl - INFO - Epoch [106][2900/3746] lr: 1.996e-02, eta: 1 day, 15:05:32, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3492, top5_acc: 0.6061, loss_cls: 3.7162, loss: 3.7162 2024-12-30 03:58:04,290 - pyskl - INFO - Epoch [106][3000/3746] lr: 1.994e-02, eta: 1 day, 15:04:08, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3337, top5_acc: 0.5953, loss_cls: 3.7798, loss: 3.7798 2024-12-30 03:59:29,810 - pyskl - INFO - Epoch [106][3100/3746] lr: 1.991e-02, eta: 1 day, 15:02:43, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3484, top5_acc: 0.6019, loss_cls: 3.7457, loss: 3.7457 2024-12-30 04:00:55,363 - pyskl - INFO - Epoch [106][3200/3746] lr: 1.989e-02, eta: 1 day, 15:01:19, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3391, top5_acc: 0.5950, loss_cls: 3.7729, loss: 3.7729 2024-12-30 04:02:21,862 - pyskl - INFO - Epoch [106][3300/3746] lr: 1.987e-02, eta: 1 day, 14:59:54, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.3325, top5_acc: 0.5939, loss_cls: 3.7543, loss: 3.7543 2024-12-30 04:03:47,100 - pyskl - INFO - Epoch [106][3400/3746] lr: 1.985e-02, eta: 1 day, 14:58:29, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3456, top5_acc: 0.6105, loss_cls: 3.7131, loss: 3.7131 2024-12-30 04:05:12,502 - pyskl - INFO - Epoch [106][3500/3746] lr: 1.983e-02, eta: 1 day, 14:57:05, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3428, top5_acc: 0.5927, loss_cls: 3.7828, loss: 3.7828 2024-12-30 04:06:37,707 - pyskl - INFO - Epoch [106][3600/3746] lr: 1.980e-02, eta: 1 day, 14:55:40, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3466, top5_acc: 0.6048, loss_cls: 3.7150, loss: 3.7150 2024-12-30 04:08:03,775 - pyskl - INFO - Epoch [106][3700/3746] lr: 1.978e-02, eta: 1 day, 14:54:15, time: 0.861, data_time: 0.001, memory: 15990, top1_acc: 0.3470, top5_acc: 0.6048, loss_cls: 3.7400, loss: 3.7400 2024-12-30 04:08:45,286 - pyskl - INFO - Saving checkpoint at 106 epochs 2024-12-30 04:10:45,558 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 04:10:46,786 - pyskl - INFO - top1_acc 0.2788 top5_acc 0.5223 2024-12-30 04:10:46,786 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 04:10:46,837 - pyskl - INFO - mean_acc 0.2785 2024-12-30 04:10:46,853 - pyskl - INFO - Epoch(val) [106][309] top1_acc: 0.2788, top5_acc: 0.5223, mean_class_accuracy: 0.2785 2024-12-30 04:15:08,238 - pyskl - INFO - Epoch [107][100/3746] lr: 1.975e-02, eta: 1 day, 14:53:08, time: 2.614, data_time: 1.575, memory: 15990, top1_acc: 0.3536, top5_acc: 0.6080, loss_cls: 3.6781, loss: 3.6781 2024-12-30 04:16:33,310 - pyskl - INFO - Epoch [107][200/3746] lr: 1.973e-02, eta: 1 day, 14:51:43, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3456, top5_acc: 0.6091, loss_cls: 3.7034, loss: 3.7034 2024-12-30 04:17:58,621 - pyskl - INFO - Epoch [107][300/3746] lr: 1.970e-02, eta: 1 day, 14:50:18, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3539, top5_acc: 0.6073, loss_cls: 3.6566, loss: 3.6566 2024-12-30 04:19:23,486 - pyskl - INFO - Epoch [107][400/3746] lr: 1.968e-02, eta: 1 day, 14:48:53, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3563, top5_acc: 0.6197, loss_cls: 3.6298, loss: 3.6298 2024-12-30 04:20:48,718 - pyskl - INFO - Epoch [107][500/3746] lr: 1.966e-02, eta: 1 day, 14:47:29, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3508, top5_acc: 0.6119, loss_cls: 3.7051, loss: 3.7051 2024-12-30 04:22:14,401 - pyskl - INFO - Epoch [107][600/3746] lr: 1.964e-02, eta: 1 day, 14:46:04, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3600, top5_acc: 0.6158, loss_cls: 3.6558, loss: 3.6558 2024-12-30 04:23:39,620 - pyskl - INFO - Epoch [107][700/3746] lr: 1.961e-02, eta: 1 day, 14:44:39, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3472, top5_acc: 0.6111, loss_cls: 3.7178, loss: 3.7178 2024-12-30 04:25:04,739 - pyskl - INFO - Epoch [107][800/3746] lr: 1.959e-02, eta: 1 day, 14:43:14, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3459, top5_acc: 0.6052, loss_cls: 3.7090, loss: 3.7090 2024-12-30 04:26:30,286 - pyskl - INFO - Epoch [107][900/3746] lr: 1.957e-02, eta: 1 day, 14:41:49, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3469, top5_acc: 0.6052, loss_cls: 3.6874, loss: 3.6874 2024-12-30 04:27:55,562 - pyskl - INFO - Epoch [107][1000/3746] lr: 1.955e-02, eta: 1 day, 14:40:24, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3483, top5_acc: 0.6150, loss_cls: 3.6832, loss: 3.6832 2024-12-30 04:29:20,912 - pyskl - INFO - Epoch [107][1100/3746] lr: 1.953e-02, eta: 1 day, 14:39:00, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3514, top5_acc: 0.6188, loss_cls: 3.6711, loss: 3.6711 2024-12-30 04:30:45,862 - pyskl - INFO - Epoch [107][1200/3746] lr: 1.950e-02, eta: 1 day, 14:37:35, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3555, top5_acc: 0.6170, loss_cls: 3.6517, loss: 3.6517 2024-12-30 04:32:10,832 - pyskl - INFO - Epoch [107][1300/3746] lr: 1.948e-02, eta: 1 day, 14:36:10, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3452, top5_acc: 0.6039, loss_cls: 3.7057, loss: 3.7057 2024-12-30 04:33:36,139 - pyskl - INFO - Epoch [107][1400/3746] lr: 1.946e-02, eta: 1 day, 14:34:45, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3494, top5_acc: 0.6039, loss_cls: 3.7491, loss: 3.7491 2024-12-30 04:35:00,856 - pyskl - INFO - Epoch [107][1500/3746] lr: 1.944e-02, eta: 1 day, 14:33:20, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3505, top5_acc: 0.6123, loss_cls: 3.6849, loss: 3.6849 2024-12-30 04:36:26,272 - pyskl - INFO - Epoch [107][1600/3746] lr: 1.942e-02, eta: 1 day, 14:31:55, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3419, top5_acc: 0.6034, loss_cls: 3.7163, loss: 3.7163 2024-12-30 04:37:51,130 - pyskl - INFO - Epoch [107][1700/3746] lr: 1.939e-02, eta: 1 day, 14:30:30, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3411, top5_acc: 0.5981, loss_cls: 3.7395, loss: 3.7395 2024-12-30 04:39:16,557 - pyskl - INFO - Epoch [107][1800/3746] lr: 1.937e-02, eta: 1 day, 14:29:05, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6084, loss_cls: 3.7238, loss: 3.7238 2024-12-30 04:40:41,926 - pyskl - INFO - Epoch [107][1900/3746] lr: 1.935e-02, eta: 1 day, 14:27:40, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3445, top5_acc: 0.6030, loss_cls: 3.7277, loss: 3.7277 2024-12-30 04:42:06,748 - pyskl - INFO - Epoch [107][2000/3746] lr: 1.933e-02, eta: 1 day, 14:26:15, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3509, top5_acc: 0.6030, loss_cls: 3.7384, loss: 3.7384 2024-12-30 04:43:32,132 - pyskl - INFO - Epoch [107][2100/3746] lr: 1.930e-02, eta: 1 day, 14:24:50, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3419, top5_acc: 0.5927, loss_cls: 3.7592, loss: 3.7592 2024-12-30 04:44:57,416 - pyskl - INFO - Epoch [107][2200/3746] lr: 1.928e-02, eta: 1 day, 14:23:25, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.6097, loss_cls: 3.7420, loss: 3.7420 2024-12-30 04:46:22,919 - pyskl - INFO - Epoch [107][2300/3746] lr: 1.926e-02, eta: 1 day, 14:22:01, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3509, top5_acc: 0.6027, loss_cls: 3.7101, loss: 3.7101 2024-12-30 04:47:47,623 - pyskl - INFO - Epoch [107][2400/3746] lr: 1.924e-02, eta: 1 day, 14:20:36, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3548, top5_acc: 0.6084, loss_cls: 3.6888, loss: 3.6888 2024-12-30 04:49:12,338 - pyskl - INFO - Epoch [107][2500/3746] lr: 1.922e-02, eta: 1 day, 14:19:10, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3403, top5_acc: 0.5956, loss_cls: 3.7465, loss: 3.7465 2024-12-30 04:50:37,484 - pyskl - INFO - Epoch [107][2600/3746] lr: 1.919e-02, eta: 1 day, 14:17:46, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3488, top5_acc: 0.5980, loss_cls: 3.7547, loss: 3.7547 2024-12-30 04:52:02,760 - pyskl - INFO - Epoch [107][2700/3746] lr: 1.917e-02, eta: 1 day, 14:16:21, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3458, top5_acc: 0.6023, loss_cls: 3.7309, loss: 3.7309 2024-12-30 04:53:28,415 - pyskl - INFO - Epoch [107][2800/3746] lr: 1.915e-02, eta: 1 day, 14:14:56, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6042, loss_cls: 3.7170, loss: 3.7170 2024-12-30 04:54:53,893 - pyskl - INFO - Epoch [107][2900/3746] lr: 1.913e-02, eta: 1 day, 14:13:31, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3458, top5_acc: 0.6077, loss_cls: 3.7238, loss: 3.7238 2024-12-30 04:56:19,377 - pyskl - INFO - Epoch [107][3000/3746] lr: 1.911e-02, eta: 1 day, 14:12:06, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3461, top5_acc: 0.6022, loss_cls: 3.7127, loss: 3.7127 2024-12-30 04:57:44,315 - pyskl - INFO - Epoch [107][3100/3746] lr: 1.908e-02, eta: 1 day, 14:10:41, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6006, loss_cls: 3.7342, loss: 3.7342 2024-12-30 04:59:09,490 - pyskl - INFO - Epoch [107][3200/3746] lr: 1.906e-02, eta: 1 day, 14:09:17, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3511, top5_acc: 0.6031, loss_cls: 3.7180, loss: 3.7180 2024-12-30 05:00:34,627 - pyskl - INFO - Epoch [107][3300/3746] lr: 1.904e-02, eta: 1 day, 14:07:52, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3450, top5_acc: 0.5941, loss_cls: 3.7326, loss: 3.7326 2024-12-30 05:01:59,883 - pyskl - INFO - Epoch [107][3400/3746] lr: 1.902e-02, eta: 1 day, 14:06:27, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3473, top5_acc: 0.6016, loss_cls: 3.7180, loss: 3.7180 2024-12-30 05:03:25,463 - pyskl - INFO - Epoch [107][3500/3746] lr: 1.900e-02, eta: 1 day, 14:05:02, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3414, top5_acc: 0.5998, loss_cls: 3.7177, loss: 3.7177 2024-12-30 05:04:50,761 - pyskl - INFO - Epoch [107][3600/3746] lr: 1.897e-02, eta: 1 day, 14:03:37, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3508, top5_acc: 0.6078, loss_cls: 3.6991, loss: 3.6991 2024-12-30 05:06:16,038 - pyskl - INFO - Epoch [107][3700/3746] lr: 1.895e-02, eta: 1 day, 14:02:12, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3412, top5_acc: 0.6009, loss_cls: 3.7388, loss: 3.7388 2024-12-30 05:06:57,489 - pyskl - INFO - Saving checkpoint at 107 epochs 2024-12-30 05:08:58,447 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 05:08:59,251 - pyskl - INFO - top1_acc 0.2914 top5_acc 0.5436 2024-12-30 05:08:59,251 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 05:08:59,295 - pyskl - INFO - mean_acc 0.2912 2024-12-30 05:08:59,300 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_103.pth was removed 2024-12-30 05:08:59,584 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. 2024-12-30 05:08:59,585 - pyskl - INFO - Best top1_acc is 0.2914 at 107 epoch. 2024-12-30 05:08:59,607 - pyskl - INFO - Epoch(val) [107][309] top1_acc: 0.2914, top5_acc: 0.5436, mean_class_accuracy: 0.2912 2024-12-30 05:13:24,517 - pyskl - INFO - Epoch [108][100/3746] lr: 1.892e-02, eta: 1 day, 14:01:05, time: 2.649, data_time: 1.617, memory: 15990, top1_acc: 0.3578, top5_acc: 0.6136, loss_cls: 3.6581, loss: 3.6581 2024-12-30 05:14:50,185 - pyskl - INFO - Epoch [108][200/3746] lr: 1.890e-02, eta: 1 day, 13:59:40, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3550, top5_acc: 0.6134, loss_cls: 3.6376, loss: 3.6376 2024-12-30 05:16:15,484 - pyskl - INFO - Epoch [108][300/3746] lr: 1.888e-02, eta: 1 day, 13:58:15, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3488, top5_acc: 0.6008, loss_cls: 3.7258, loss: 3.7258 2024-12-30 05:17:40,785 - pyskl - INFO - Epoch [108][400/3746] lr: 1.886e-02, eta: 1 day, 13:56:50, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3522, top5_acc: 0.6092, loss_cls: 3.6718, loss: 3.6718 2024-12-30 05:19:06,231 - pyskl - INFO - Epoch [108][500/3746] lr: 1.883e-02, eta: 1 day, 13:55:25, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6205, loss_cls: 3.6349, loss: 3.6349 2024-12-30 05:20:31,502 - pyskl - INFO - Epoch [108][600/3746] lr: 1.881e-02, eta: 1 day, 13:54:00, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3531, top5_acc: 0.6217, loss_cls: 3.6469, loss: 3.6469 2024-12-30 05:21:57,205 - pyskl - INFO - Epoch [108][700/3746] lr: 1.879e-02, eta: 1 day, 13:52:36, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3627, top5_acc: 0.6214, loss_cls: 3.6085, loss: 3.6085 2024-12-30 05:23:22,257 - pyskl - INFO - Epoch [108][800/3746] lr: 1.877e-02, eta: 1 day, 13:51:11, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3480, top5_acc: 0.6073, loss_cls: 3.7024, loss: 3.7024 2024-12-30 05:24:47,287 - pyskl - INFO - Epoch [108][900/3746] lr: 1.875e-02, eta: 1 day, 13:49:46, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6089, loss_cls: 3.6737, loss: 3.6737 2024-12-30 05:26:12,483 - pyskl - INFO - Epoch [108][1000/3746] lr: 1.872e-02, eta: 1 day, 13:48:21, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3541, top5_acc: 0.6059, loss_cls: 3.6767, loss: 3.6767 2024-12-30 05:27:37,919 - pyskl - INFO - Epoch [108][1100/3746] lr: 1.870e-02, eta: 1 day, 13:46:56, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3581, top5_acc: 0.6091, loss_cls: 3.6694, loss: 3.6694 2024-12-30 05:29:02,939 - pyskl - INFO - Epoch [108][1200/3746] lr: 1.868e-02, eta: 1 day, 13:45:31, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3553, top5_acc: 0.6153, loss_cls: 3.6779, loss: 3.6779 2024-12-30 05:30:28,121 - pyskl - INFO - Epoch [108][1300/3746] lr: 1.866e-02, eta: 1 day, 13:44:06, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3548, top5_acc: 0.6136, loss_cls: 3.6544, loss: 3.6544 2024-12-30 05:31:53,754 - pyskl - INFO - Epoch [108][1400/3746] lr: 1.864e-02, eta: 1 day, 13:42:41, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3553, top5_acc: 0.6194, loss_cls: 3.6559, loss: 3.6559 2024-12-30 05:33:19,364 - pyskl - INFO - Epoch [108][1500/3746] lr: 1.862e-02, eta: 1 day, 13:41:16, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6128, loss_cls: 3.6542, loss: 3.6542 2024-12-30 05:34:45,073 - pyskl - INFO - Epoch [108][1600/3746] lr: 1.859e-02, eta: 1 day, 13:39:51, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3595, top5_acc: 0.6116, loss_cls: 3.6513, loss: 3.6513 2024-12-30 05:36:10,338 - pyskl - INFO - Epoch [108][1700/3746] lr: 1.857e-02, eta: 1 day, 13:38:27, time: 0.853, data_time: 0.001, memory: 15990, top1_acc: 0.3573, top5_acc: 0.6027, loss_cls: 3.7034, loss: 3.7034 2024-12-30 05:37:35,278 - pyskl - INFO - Epoch [108][1800/3746] lr: 1.855e-02, eta: 1 day, 13:37:01, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3461, top5_acc: 0.5981, loss_cls: 3.7476, loss: 3.7476 2024-12-30 05:39:00,812 - pyskl - INFO - Epoch [108][1900/3746] lr: 1.853e-02, eta: 1 day, 13:35:37, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3517, top5_acc: 0.6108, loss_cls: 3.6918, loss: 3.6918 2024-12-30 05:40:26,274 - pyskl - INFO - Epoch [108][2000/3746] lr: 1.851e-02, eta: 1 day, 13:34:12, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3611, top5_acc: 0.6134, loss_cls: 3.6574, loss: 3.6574 2024-12-30 05:41:51,479 - pyskl - INFO - Epoch [108][2100/3746] lr: 1.848e-02, eta: 1 day, 13:32:47, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3564, top5_acc: 0.6039, loss_cls: 3.7058, loss: 3.7058 2024-12-30 05:43:16,405 - pyskl - INFO - Epoch [108][2200/3746] lr: 1.846e-02, eta: 1 day, 13:31:22, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3463, top5_acc: 0.6016, loss_cls: 3.7159, loss: 3.7159 2024-12-30 05:44:41,391 - pyskl - INFO - Epoch [108][2300/3746] lr: 1.844e-02, eta: 1 day, 13:29:57, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3491, top5_acc: 0.6016, loss_cls: 3.7381, loss: 3.7381 2024-12-30 05:46:06,753 - pyskl - INFO - Epoch [108][2400/3746] lr: 1.842e-02, eta: 1 day, 13:28:32, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6100, loss_cls: 3.6761, loss: 3.6761 2024-12-30 05:47:31,939 - pyskl - INFO - Epoch [108][2500/3746] lr: 1.840e-02, eta: 1 day, 13:27:07, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3417, top5_acc: 0.5959, loss_cls: 3.7400, loss: 3.7400 2024-12-30 05:48:57,101 - pyskl - INFO - Epoch [108][2600/3746] lr: 1.838e-02, eta: 1 day, 13:25:42, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3470, top5_acc: 0.6078, loss_cls: 3.7051, loss: 3.7051 2024-12-30 05:50:22,299 - pyskl - INFO - Epoch [108][2700/3746] lr: 1.835e-02, eta: 1 day, 13:24:17, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3464, top5_acc: 0.6003, loss_cls: 3.7186, loss: 3.7186 2024-12-30 05:51:47,250 - pyskl - INFO - Epoch [108][2800/3746] lr: 1.833e-02, eta: 1 day, 13:22:52, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3508, top5_acc: 0.6148, loss_cls: 3.6722, loss: 3.6722 2024-12-30 05:53:12,252 - pyskl - INFO - Epoch [108][2900/3746] lr: 1.831e-02, eta: 1 day, 13:21:27, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3433, top5_acc: 0.6000, loss_cls: 3.7151, loss: 3.7151 2024-12-30 05:54:37,125 - pyskl - INFO - Epoch [108][3000/3746] lr: 1.829e-02, eta: 1 day, 13:20:02, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3433, top5_acc: 0.6025, loss_cls: 3.7188, loss: 3.7188 2024-12-30 05:56:02,119 - pyskl - INFO - Epoch [108][3100/3746] lr: 1.827e-02, eta: 1 day, 13:18:37, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3431, top5_acc: 0.6034, loss_cls: 3.7328, loss: 3.7328 2024-12-30 05:57:27,440 - pyskl - INFO - Epoch [108][3200/3746] lr: 1.825e-02, eta: 1 day, 13:17:12, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3533, top5_acc: 0.5997, loss_cls: 3.7117, loss: 3.7117 2024-12-30 05:58:52,901 - pyskl - INFO - Epoch [108][3300/3746] lr: 1.823e-02, eta: 1 day, 13:15:47, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3322, top5_acc: 0.5938, loss_cls: 3.7928, loss: 3.7928 2024-12-30 06:00:17,783 - pyskl - INFO - Epoch [108][3400/3746] lr: 1.820e-02, eta: 1 day, 13:14:22, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3455, top5_acc: 0.6011, loss_cls: 3.7508, loss: 3.7508 2024-12-30 06:01:42,127 - pyskl - INFO - Epoch [108][3500/3746] lr: 1.818e-02, eta: 1 day, 13:12:57, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3547, top5_acc: 0.6127, loss_cls: 3.6849, loss: 3.6849 2024-12-30 06:03:07,268 - pyskl - INFO - Epoch [108][3600/3746] lr: 1.816e-02, eta: 1 day, 13:11:32, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.5956, loss_cls: 3.7200, loss: 3.7200 2024-12-30 06:04:33,287 - pyskl - INFO - Epoch [108][3700/3746] lr: 1.814e-02, eta: 1 day, 13:10:07, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3578, top5_acc: 0.6048, loss_cls: 3.6848, loss: 3.6848 2024-12-30 06:05:14,780 - pyskl - INFO - Saving checkpoint at 108 epochs 2024-12-30 06:07:15,000 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 06:07:15,735 - pyskl - INFO - top1_acc 0.2886 top5_acc 0.5417 2024-12-30 06:07:15,735 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 06:07:15,784 - pyskl - INFO - mean_acc 0.2883 2024-12-30 06:07:15,803 - pyskl - INFO - Epoch(val) [108][309] top1_acc: 0.2886, top5_acc: 0.5417, mean_class_accuracy: 0.2883 2024-12-30 06:11:34,204 - pyskl - INFO - Epoch [109][100/3746] lr: 1.811e-02, eta: 1 day, 13:08:55, time: 2.584, data_time: 1.564, memory: 15990, top1_acc: 0.3567, top5_acc: 0.6123, loss_cls: 3.6565, loss: 3.6565 2024-12-30 06:12:59,036 - pyskl - INFO - Epoch [109][200/3746] lr: 1.809e-02, eta: 1 day, 13:07:30, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3694, top5_acc: 0.6252, loss_cls: 3.5951, loss: 3.5951 2024-12-30 06:14:24,039 - pyskl - INFO - Epoch [109][300/3746] lr: 1.806e-02, eta: 1 day, 13:06:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3506, top5_acc: 0.6178, loss_cls: 3.6631, loss: 3.6631 2024-12-30 06:15:49,193 - pyskl - INFO - Epoch [109][400/3746] lr: 1.804e-02, eta: 1 day, 13:04:40, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3539, top5_acc: 0.6177, loss_cls: 3.6513, loss: 3.6513 2024-12-30 06:17:15,569 - pyskl - INFO - Epoch [109][500/3746] lr: 1.802e-02, eta: 1 day, 13:03:15, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.3627, top5_acc: 0.6177, loss_cls: 3.6333, loss: 3.6333 2024-12-30 06:18:41,299 - pyskl - INFO - Epoch [109][600/3746] lr: 1.800e-02, eta: 1 day, 13:01:50, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3598, top5_acc: 0.6155, loss_cls: 3.6518, loss: 3.6518 2024-12-30 06:20:06,965 - pyskl - INFO - Epoch [109][700/3746] lr: 1.798e-02, eta: 1 day, 13:00:26, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3570, top5_acc: 0.6172, loss_cls: 3.6459, loss: 3.6459 2024-12-30 06:21:32,703 - pyskl - INFO - Epoch [109][800/3746] lr: 1.796e-02, eta: 1 day, 12:59:01, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6131, loss_cls: 3.6505, loss: 3.6505 2024-12-30 06:22:58,273 - pyskl - INFO - Epoch [109][900/3746] lr: 1.794e-02, eta: 1 day, 12:57:36, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3573, top5_acc: 0.6172, loss_cls: 3.6407, loss: 3.6407 2024-12-30 06:24:24,117 - pyskl - INFO - Epoch [109][1000/3746] lr: 1.791e-02, eta: 1 day, 12:56:11, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3559, top5_acc: 0.6164, loss_cls: 3.6504, loss: 3.6504 2024-12-30 06:25:50,241 - pyskl - INFO - Epoch [109][1100/3746] lr: 1.789e-02, eta: 1 day, 12:54:47, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3492, top5_acc: 0.6084, loss_cls: 3.6889, loss: 3.6889 2024-12-30 06:27:15,592 - pyskl - INFO - Epoch [109][1200/3746] lr: 1.787e-02, eta: 1 day, 12:53:22, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3522, top5_acc: 0.6067, loss_cls: 3.6631, loss: 3.6631 2024-12-30 06:28:41,391 - pyskl - INFO - Epoch [109][1300/3746] lr: 1.785e-02, eta: 1 day, 12:51:57, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3589, top5_acc: 0.6144, loss_cls: 3.6491, loss: 3.6491 2024-12-30 06:30:07,136 - pyskl - INFO - Epoch [109][1400/3746] lr: 1.783e-02, eta: 1 day, 12:50:32, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3555, top5_acc: 0.6052, loss_cls: 3.6883, loss: 3.6883 2024-12-30 06:31:32,756 - pyskl - INFO - Epoch [109][1500/3746] lr: 1.781e-02, eta: 1 day, 12:49:07, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3638, top5_acc: 0.6208, loss_cls: 3.6428, loss: 3.6428 2024-12-30 06:32:58,246 - pyskl - INFO - Epoch [109][1600/3746] lr: 1.779e-02, eta: 1 day, 12:47:42, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3578, top5_acc: 0.6147, loss_cls: 3.6710, loss: 3.6710 2024-12-30 06:34:23,877 - pyskl - INFO - Epoch [109][1700/3746] lr: 1.776e-02, eta: 1 day, 12:46:18, time: 0.856, data_time: 0.001, memory: 15990, top1_acc: 0.3588, top5_acc: 0.6205, loss_cls: 3.6265, loss: 3.6265 2024-12-30 06:35:49,305 - pyskl - INFO - Epoch [109][1800/3746] lr: 1.774e-02, eta: 1 day, 12:44:53, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3558, top5_acc: 0.6119, loss_cls: 3.6433, loss: 3.6433 2024-12-30 06:37:14,576 - pyskl - INFO - Epoch [109][1900/3746] lr: 1.772e-02, eta: 1 day, 12:43:28, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3550, top5_acc: 0.6139, loss_cls: 3.6487, loss: 3.6487 2024-12-30 06:38:39,753 - pyskl - INFO - Epoch [109][2000/3746] lr: 1.770e-02, eta: 1 day, 12:42:03, time: 0.852, data_time: 0.001, memory: 15990, top1_acc: 0.3553, top5_acc: 0.6122, loss_cls: 3.6600, loss: 3.6600 2024-12-30 06:40:03,863 - pyskl - INFO - Epoch [109][2100/3746] lr: 1.768e-02, eta: 1 day, 12:40:37, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3467, top5_acc: 0.6016, loss_cls: 3.7192, loss: 3.7192 2024-12-30 06:41:27,673 - pyskl - INFO - Epoch [109][2200/3746] lr: 1.766e-02, eta: 1 day, 12:39:12, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.3408, top5_acc: 0.6045, loss_cls: 3.7140, loss: 3.7140 2024-12-30 06:42:52,460 - pyskl - INFO - Epoch [109][2300/3746] lr: 1.764e-02, eta: 1 day, 12:37:46, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3431, top5_acc: 0.6103, loss_cls: 3.6862, loss: 3.6862 2024-12-30 06:44:17,339 - pyskl - INFO - Epoch [109][2400/3746] lr: 1.761e-02, eta: 1 day, 12:36:21, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3373, top5_acc: 0.6000, loss_cls: 3.7299, loss: 3.7299 2024-12-30 06:45:41,735 - pyskl - INFO - Epoch [109][2500/3746] lr: 1.759e-02, eta: 1 day, 12:34:56, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3600, top5_acc: 0.6223, loss_cls: 3.6221, loss: 3.6221 2024-12-30 06:47:06,768 - pyskl - INFO - Epoch [109][2600/3746] lr: 1.757e-02, eta: 1 day, 12:33:31, time: 0.850, data_time: 0.001, memory: 15990, top1_acc: 0.3389, top5_acc: 0.5944, loss_cls: 3.7560, loss: 3.7560 2024-12-30 06:48:31,745 - pyskl - INFO - Epoch [109][2700/3746] lr: 1.755e-02, eta: 1 day, 12:32:06, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3542, top5_acc: 0.6102, loss_cls: 3.6914, loss: 3.6914 2024-12-30 06:49:56,206 - pyskl - INFO - Epoch [109][2800/3746] lr: 1.753e-02, eta: 1 day, 12:30:41, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3484, top5_acc: 0.6006, loss_cls: 3.7235, loss: 3.7235 2024-12-30 06:51:20,267 - pyskl - INFO - Epoch [109][2900/3746] lr: 1.751e-02, eta: 1 day, 12:29:15, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3516, top5_acc: 0.6133, loss_cls: 3.6664, loss: 3.6664 2024-12-30 06:52:44,560 - pyskl - INFO - Epoch [109][3000/3746] lr: 1.749e-02, eta: 1 day, 12:27:50, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3581, top5_acc: 0.6125, loss_cls: 3.6672, loss: 3.6672 2024-12-30 06:54:08,883 - pyskl - INFO - Epoch [109][3100/3746] lr: 1.747e-02, eta: 1 day, 12:26:24, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3561, top5_acc: 0.6134, loss_cls: 3.6535, loss: 3.6535 2024-12-30 06:55:33,271 - pyskl - INFO - Epoch [109][3200/3746] lr: 1.744e-02, eta: 1 day, 12:24:59, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3541, top5_acc: 0.6123, loss_cls: 3.6767, loss: 3.6767 2024-12-30 06:56:58,133 - pyskl - INFO - Epoch [109][3300/3746] lr: 1.742e-02, eta: 1 day, 12:23:34, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3506, top5_acc: 0.6067, loss_cls: 3.7312, loss: 3.7312 2024-12-30 06:58:22,803 - pyskl - INFO - Epoch [109][3400/3746] lr: 1.740e-02, eta: 1 day, 12:22:09, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3484, top5_acc: 0.6053, loss_cls: 3.6976, loss: 3.6976 2024-12-30 06:59:47,832 - pyskl - INFO - Epoch [109][3500/3746] lr: 1.738e-02, eta: 1 day, 12:20:44, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3541, top5_acc: 0.6177, loss_cls: 3.6483, loss: 3.6483 2024-12-30 07:01:12,371 - pyskl - INFO - Epoch [109][3600/3746] lr: 1.736e-02, eta: 1 day, 12:19:19, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3525, top5_acc: 0.6048, loss_cls: 3.7013, loss: 3.7013 2024-12-30 07:02:36,933 - pyskl - INFO - Epoch [109][3700/3746] lr: 1.734e-02, eta: 1 day, 12:17:53, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3420, top5_acc: 0.6075, loss_cls: 3.7243, loss: 3.7243 2024-12-30 07:03:18,191 - pyskl - INFO - Saving checkpoint at 109 epochs 2024-12-30 07:05:17,506 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 07:05:18,221 - pyskl - INFO - top1_acc 0.2968 top5_acc 0.5457 2024-12-30 07:05:18,221 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 07:05:18,267 - pyskl - INFO - mean_acc 0.2965 2024-12-30 07:05:18,272 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_107.pth was removed 2024-12-30 07:05:18,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2024-12-30 07:05:18,603 - pyskl - INFO - Best top1_acc is 0.2968 at 109 epoch. 2024-12-30 07:05:18,616 - pyskl - INFO - Epoch(val) [109][309] top1_acc: 0.2968, top5_acc: 0.5457, mean_class_accuracy: 0.2965 2024-12-30 07:09:34,952 - pyskl - INFO - Epoch [110][100/3746] lr: 1.731e-02, eta: 1 day, 12:16:39, time: 2.563, data_time: 1.526, memory: 15990, top1_acc: 0.3731, top5_acc: 0.6252, loss_cls: 3.5970, loss: 3.5970 2024-12-30 07:10:59,529 - pyskl - INFO - Epoch [110][200/3746] lr: 1.729e-02, eta: 1 day, 12:15:13, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3563, top5_acc: 0.6036, loss_cls: 3.6753, loss: 3.6753 2024-12-30 07:12:24,332 - pyskl - INFO - Epoch [110][300/3746] lr: 1.727e-02, eta: 1 day, 12:13:48, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3611, top5_acc: 0.6147, loss_cls: 3.6186, loss: 3.6186 2024-12-30 07:13:49,272 - pyskl - INFO - Epoch [110][400/3746] lr: 1.724e-02, eta: 1 day, 12:12:23, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3683, top5_acc: 0.6286, loss_cls: 3.6075, loss: 3.6075 2024-12-30 07:15:13,556 - pyskl - INFO - Epoch [110][500/3746] lr: 1.722e-02, eta: 1 day, 12:10:58, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3639, top5_acc: 0.6222, loss_cls: 3.6381, loss: 3.6381 2024-12-30 07:16:37,973 - pyskl - INFO - Epoch [110][600/3746] lr: 1.720e-02, eta: 1 day, 12:09:32, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3638, top5_acc: 0.6250, loss_cls: 3.5965, loss: 3.5965 2024-12-30 07:18:02,259 - pyskl - INFO - Epoch [110][700/3746] lr: 1.718e-02, eta: 1 day, 12:08:07, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3456, top5_acc: 0.6141, loss_cls: 3.6609, loss: 3.6609 2024-12-30 07:19:27,050 - pyskl - INFO - Epoch [110][800/3746] lr: 1.716e-02, eta: 1 day, 12:06:42, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6270, loss_cls: 3.6071, loss: 3.6071 2024-12-30 07:20:52,579 - pyskl - INFO - Epoch [110][900/3746] lr: 1.714e-02, eta: 1 day, 12:05:17, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3556, top5_acc: 0.6161, loss_cls: 3.6621, loss: 3.6621 2024-12-30 07:22:17,836 - pyskl - INFO - Epoch [110][1000/3746] lr: 1.712e-02, eta: 1 day, 12:03:52, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3625, top5_acc: 0.6136, loss_cls: 3.6344, loss: 3.6344 2024-12-30 07:23:42,819 - pyskl - INFO - Epoch [110][1100/3746] lr: 1.710e-02, eta: 1 day, 12:02:27, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3658, top5_acc: 0.6145, loss_cls: 3.6351, loss: 3.6351 2024-12-30 07:25:07,339 - pyskl - INFO - Epoch [110][1200/3746] lr: 1.708e-02, eta: 1 day, 12:01:01, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3558, top5_acc: 0.6164, loss_cls: 3.6387, loss: 3.6387 2024-12-30 07:26:31,706 - pyskl - INFO - Epoch [110][1300/3746] lr: 1.705e-02, eta: 1 day, 11:59:36, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3589, top5_acc: 0.6078, loss_cls: 3.6619, loss: 3.6619 2024-12-30 07:27:55,852 - pyskl - INFO - Epoch [110][1400/3746] lr: 1.703e-02, eta: 1 day, 11:58:11, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3483, top5_acc: 0.6108, loss_cls: 3.6701, loss: 3.6701 2024-12-30 07:29:20,526 - pyskl - INFO - Epoch [110][1500/3746] lr: 1.701e-02, eta: 1 day, 11:56:45, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3625, top5_acc: 0.6244, loss_cls: 3.6415, loss: 3.6415 2024-12-30 07:30:45,136 - pyskl - INFO - Epoch [110][1600/3746] lr: 1.699e-02, eta: 1 day, 11:55:20, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3552, top5_acc: 0.6152, loss_cls: 3.6684, loss: 3.6684 2024-12-30 07:32:09,784 - pyskl - INFO - Epoch [110][1700/3746] lr: 1.697e-02, eta: 1 day, 11:53:55, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3650, top5_acc: 0.6139, loss_cls: 3.6317, loss: 3.6317 2024-12-30 07:33:34,163 - pyskl - INFO - Epoch [110][1800/3746] lr: 1.695e-02, eta: 1 day, 11:52:30, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3581, top5_acc: 0.6103, loss_cls: 3.6787, loss: 3.6787 2024-12-30 07:34:59,319 - pyskl - INFO - Epoch [110][1900/3746] lr: 1.693e-02, eta: 1 day, 11:51:04, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3675, top5_acc: 0.6222, loss_cls: 3.6176, loss: 3.6176 2024-12-30 07:36:24,117 - pyskl - INFO - Epoch [110][2000/3746] lr: 1.691e-02, eta: 1 day, 11:49:39, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3561, top5_acc: 0.6139, loss_cls: 3.6784, loss: 3.6784 2024-12-30 07:37:48,893 - pyskl - INFO - Epoch [110][2100/3746] lr: 1.689e-02, eta: 1 day, 11:48:14, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3609, top5_acc: 0.6233, loss_cls: 3.5996, loss: 3.5996 2024-12-30 07:39:12,816 - pyskl - INFO - Epoch [110][2200/3746] lr: 1.687e-02, eta: 1 day, 11:46:49, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6094, loss_cls: 3.6653, loss: 3.6653 2024-12-30 07:40:37,551 - pyskl - INFO - Epoch [110][2300/3746] lr: 1.685e-02, eta: 1 day, 11:45:23, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3602, top5_acc: 0.6172, loss_cls: 3.6446, loss: 3.6446 2024-12-30 07:42:02,400 - pyskl - INFO - Epoch [110][2400/3746] lr: 1.682e-02, eta: 1 day, 11:43:58, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3598, top5_acc: 0.6108, loss_cls: 3.6617, loss: 3.6617 2024-12-30 07:43:26,225 - pyskl - INFO - Epoch [110][2500/3746] lr: 1.680e-02, eta: 1 day, 11:42:33, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.3556, top5_acc: 0.6133, loss_cls: 3.6651, loss: 3.6651 2024-12-30 07:44:51,277 - pyskl - INFO - Epoch [110][2600/3746] lr: 1.678e-02, eta: 1 day, 11:41:08, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3531, top5_acc: 0.6175, loss_cls: 3.6477, loss: 3.6477 2024-12-30 07:46:15,744 - pyskl - INFO - Epoch [110][2700/3746] lr: 1.676e-02, eta: 1 day, 11:39:42, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6148, loss_cls: 3.6663, loss: 3.6663 2024-12-30 07:47:40,519 - pyskl - INFO - Epoch [110][2800/3746] lr: 1.674e-02, eta: 1 day, 11:38:17, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3492, top5_acc: 0.6114, loss_cls: 3.6615, loss: 3.6615 2024-12-30 07:49:05,324 - pyskl - INFO - Epoch [110][2900/3746] lr: 1.672e-02, eta: 1 day, 11:36:52, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6123, loss_cls: 3.6485, loss: 3.6485 2024-12-30 07:50:29,872 - pyskl - INFO - Epoch [110][3000/3746] lr: 1.670e-02, eta: 1 day, 11:35:27, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3541, top5_acc: 0.6138, loss_cls: 3.6818, loss: 3.6818 2024-12-30 07:51:54,539 - pyskl - INFO - Epoch [110][3100/3746] lr: 1.668e-02, eta: 1 day, 11:34:01, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3592, top5_acc: 0.6073, loss_cls: 3.6815, loss: 3.6815 2024-12-30 07:53:19,103 - pyskl - INFO - Epoch [110][3200/3746] lr: 1.666e-02, eta: 1 day, 11:32:36, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3619, top5_acc: 0.6220, loss_cls: 3.6120, loss: 3.6120 2024-12-30 07:54:43,165 - pyskl - INFO - Epoch [110][3300/3746] lr: 1.664e-02, eta: 1 day, 11:31:11, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6092, loss_cls: 3.6724, loss: 3.6724 2024-12-30 07:56:08,722 - pyskl - INFO - Epoch [110][3400/3746] lr: 1.662e-02, eta: 1 day, 11:29:46, time: 0.856, data_time: 0.001, memory: 15990, top1_acc: 0.3617, top5_acc: 0.6162, loss_cls: 3.6612, loss: 3.6612 2024-12-30 07:57:33,235 - pyskl - INFO - Epoch [110][3500/3746] lr: 1.659e-02, eta: 1 day, 11:28:20, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3555, top5_acc: 0.6212, loss_cls: 3.6279, loss: 3.6279 2024-12-30 07:58:57,907 - pyskl - INFO - Epoch [110][3600/3746] lr: 1.657e-02, eta: 1 day, 11:26:55, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.3586, top5_acc: 0.6197, loss_cls: 3.6317, loss: 3.6317 2024-12-30 08:00:22,214 - pyskl - INFO - Epoch [110][3700/3746] lr: 1.655e-02, eta: 1 day, 11:25:30, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3572, top5_acc: 0.6120, loss_cls: 3.6478, loss: 3.6478 2024-12-30 08:01:02,626 - pyskl - INFO - Saving checkpoint at 110 epochs 2024-12-30 08:03:02,345 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 08:03:03,042 - pyskl - INFO - top1_acc 0.3007 top5_acc 0.5512 2024-12-30 08:03:03,043 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 08:03:03,085 - pyskl - INFO - mean_acc 0.3004 2024-12-30 08:03:03,090 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_109.pth was removed 2024-12-30 08:03:03,381 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. 2024-12-30 08:03:03,381 - pyskl - INFO - Best top1_acc is 0.3007 at 110 epoch. 2024-12-30 08:03:03,404 - pyskl - INFO - Epoch(val) [110][309] top1_acc: 0.3007, top5_acc: 0.5512, mean_class_accuracy: 0.3004 2024-12-30 08:07:21,115 - pyskl - INFO - Epoch [111][100/3746] lr: 1.652e-02, eta: 1 day, 11:24:14, time: 2.577, data_time: 1.536, memory: 15990, top1_acc: 0.3697, top5_acc: 0.6286, loss_cls: 3.5631, loss: 3.5631 2024-12-30 08:08:46,299 - pyskl - INFO - Epoch [111][200/3746] lr: 1.650e-02, eta: 1 day, 11:22:49, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3675, top5_acc: 0.6264, loss_cls: 3.5491, loss: 3.5491 2024-12-30 08:10:11,401 - pyskl - INFO - Epoch [111][300/3746] lr: 1.648e-02, eta: 1 day, 11:21:24, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3738, top5_acc: 0.6312, loss_cls: 3.5630, loss: 3.5630 2024-12-30 08:11:36,906 - pyskl - INFO - Epoch [111][400/3746] lr: 1.646e-02, eta: 1 day, 11:19:59, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3806, top5_acc: 0.6372, loss_cls: 3.5226, loss: 3.5226 2024-12-30 08:13:02,192 - pyskl - INFO - Epoch [111][500/3746] lr: 1.644e-02, eta: 1 day, 11:18:34, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3683, top5_acc: 0.6291, loss_cls: 3.5815, loss: 3.5815 2024-12-30 08:14:26,982 - pyskl - INFO - Epoch [111][600/3746] lr: 1.642e-02, eta: 1 day, 11:17:09, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3648, top5_acc: 0.6248, loss_cls: 3.6011, loss: 3.6011 2024-12-30 08:15:52,016 - pyskl - INFO - Epoch [111][700/3746] lr: 1.640e-02, eta: 1 day, 11:15:43, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6195, loss_cls: 3.6293, loss: 3.6293 2024-12-30 08:17:17,305 - pyskl - INFO - Epoch [111][800/3746] lr: 1.638e-02, eta: 1 day, 11:14:18, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3677, top5_acc: 0.6280, loss_cls: 3.6041, loss: 3.6041 2024-12-30 08:18:42,707 - pyskl - INFO - Epoch [111][900/3746] lr: 1.636e-02, eta: 1 day, 11:12:53, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3664, top5_acc: 0.6253, loss_cls: 3.5788, loss: 3.5788 2024-12-30 08:20:08,185 - pyskl - INFO - Epoch [111][1000/3746] lr: 1.634e-02, eta: 1 day, 11:11:28, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3594, top5_acc: 0.6205, loss_cls: 3.6177, loss: 3.6177 2024-12-30 08:21:33,768 - pyskl - INFO - Epoch [111][1100/3746] lr: 1.632e-02, eta: 1 day, 11:10:03, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3664, top5_acc: 0.6267, loss_cls: 3.6135, loss: 3.6135 2024-12-30 08:22:59,320 - pyskl - INFO - Epoch [111][1200/3746] lr: 1.630e-02, eta: 1 day, 11:08:38, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3656, top5_acc: 0.6223, loss_cls: 3.6123, loss: 3.6123 2024-12-30 08:24:24,679 - pyskl - INFO - Epoch [111][1300/3746] lr: 1.627e-02, eta: 1 day, 11:07:13, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3542, top5_acc: 0.6194, loss_cls: 3.6286, loss: 3.6286 2024-12-30 08:25:49,881 - pyskl - INFO - Epoch [111][1400/3746] lr: 1.625e-02, eta: 1 day, 11:05:48, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6147, loss_cls: 3.6630, loss: 3.6630 2024-12-30 08:27:14,203 - pyskl - INFO - Epoch [111][1500/3746] lr: 1.623e-02, eta: 1 day, 11:04:23, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3584, top5_acc: 0.6269, loss_cls: 3.6187, loss: 3.6187 2024-12-30 08:28:39,079 - pyskl - INFO - Epoch [111][1600/3746] lr: 1.621e-02, eta: 1 day, 11:02:58, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3695, top5_acc: 0.6180, loss_cls: 3.6133, loss: 3.6133 2024-12-30 08:30:03,886 - pyskl - INFO - Epoch [111][1700/3746] lr: 1.619e-02, eta: 1 day, 11:01:32, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3589, top5_acc: 0.6108, loss_cls: 3.6787, loss: 3.6787 2024-12-30 08:31:29,351 - pyskl - INFO - Epoch [111][1800/3746] lr: 1.617e-02, eta: 1 day, 11:00:07, time: 0.855, data_time: 0.001, memory: 15990, top1_acc: 0.3606, top5_acc: 0.6175, loss_cls: 3.6414, loss: 3.6414 2024-12-30 08:32:54,541 - pyskl - INFO - Epoch [111][1900/3746] lr: 1.615e-02, eta: 1 day, 10:58:42, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3598, top5_acc: 0.6170, loss_cls: 3.6692, loss: 3.6692 2024-12-30 08:34:19,397 - pyskl - INFO - Epoch [111][2000/3746] lr: 1.613e-02, eta: 1 day, 10:57:17, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3553, top5_acc: 0.6012, loss_cls: 3.6858, loss: 3.6858 2024-12-30 08:35:44,237 - pyskl - INFO - Epoch [111][2100/3746] lr: 1.611e-02, eta: 1 day, 10:55:52, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3483, top5_acc: 0.6078, loss_cls: 3.6866, loss: 3.6866 2024-12-30 08:37:09,005 - pyskl - INFO - Epoch [111][2200/3746] lr: 1.609e-02, eta: 1 day, 10:54:27, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3584, top5_acc: 0.6108, loss_cls: 3.6501, loss: 3.6501 2024-12-30 08:38:33,928 - pyskl - INFO - Epoch [111][2300/3746] lr: 1.607e-02, eta: 1 day, 10:53:02, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.3592, top5_acc: 0.6186, loss_cls: 3.6336, loss: 3.6336 2024-12-30 08:39:58,921 - pyskl - INFO - Epoch [111][2400/3746] lr: 1.605e-02, eta: 1 day, 10:51:36, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3494, top5_acc: 0.6044, loss_cls: 3.6977, loss: 3.6977 2024-12-30 08:41:23,405 - pyskl - INFO - Epoch [111][2500/3746] lr: 1.603e-02, eta: 1 day, 10:50:11, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3630, top5_acc: 0.6152, loss_cls: 3.6470, loss: 3.6470 2024-12-30 08:42:48,325 - pyskl - INFO - Epoch [111][2600/3746] lr: 1.601e-02, eta: 1 day, 10:48:46, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3538, top5_acc: 0.6123, loss_cls: 3.6802, loss: 3.6802 2024-12-30 08:44:12,500 - pyskl - INFO - Epoch [111][2700/3746] lr: 1.599e-02, eta: 1 day, 10:47:20, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3486, top5_acc: 0.6192, loss_cls: 3.6334, loss: 3.6334 2024-12-30 08:45:36,726 - pyskl - INFO - Epoch [111][2800/3746] lr: 1.597e-02, eta: 1 day, 10:45:55, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3538, top5_acc: 0.6122, loss_cls: 3.6527, loss: 3.6527 2024-12-30 08:47:00,749 - pyskl - INFO - Epoch [111][2900/3746] lr: 1.595e-02, eta: 1 day, 10:44:29, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3513, top5_acc: 0.6162, loss_cls: 3.6310, loss: 3.6310 2024-12-30 08:48:24,463 - pyskl - INFO - Epoch [111][3000/3746] lr: 1.593e-02, eta: 1 day, 10:43:04, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.3591, top5_acc: 0.6142, loss_cls: 3.6458, loss: 3.6458 2024-12-30 08:49:48,672 - pyskl - INFO - Epoch [111][3100/3746] lr: 1.590e-02, eta: 1 day, 10:41:38, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6186, loss_cls: 3.6366, loss: 3.6366 2024-12-30 08:51:12,827 - pyskl - INFO - Epoch [111][3200/3746] lr: 1.588e-02, eta: 1 day, 10:40:13, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3606, top5_acc: 0.6156, loss_cls: 3.6375, loss: 3.6375 2024-12-30 08:52:37,540 - pyskl - INFO - Epoch [111][3300/3746] lr: 1.586e-02, eta: 1 day, 10:38:48, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3698, top5_acc: 0.6184, loss_cls: 3.6044, loss: 3.6044 2024-12-30 08:54:02,805 - pyskl - INFO - Epoch [111][3400/3746] lr: 1.584e-02, eta: 1 day, 10:37:23, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6138, loss_cls: 3.6562, loss: 3.6562 2024-12-30 08:55:27,102 - pyskl - INFO - Epoch [111][3500/3746] lr: 1.582e-02, eta: 1 day, 10:35:57, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3552, top5_acc: 0.6162, loss_cls: 3.6423, loss: 3.6423 2024-12-30 08:56:51,227 - pyskl - INFO - Epoch [111][3600/3746] lr: 1.580e-02, eta: 1 day, 10:34:32, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3705, top5_acc: 0.6258, loss_cls: 3.5858, loss: 3.5858 2024-12-30 08:58:15,740 - pyskl - INFO - Epoch [111][3700/3746] lr: 1.578e-02, eta: 1 day, 10:33:06, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3578, top5_acc: 0.6198, loss_cls: 3.6420, loss: 3.6420 2024-12-30 08:58:56,662 - pyskl - INFO - Saving checkpoint at 111 epochs 2024-12-30 09:00:56,726 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 09:00:57,437 - pyskl - INFO - top1_acc 0.3094 top5_acc 0.5564 2024-12-30 09:00:57,437 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 09:00:57,490 - pyskl - INFO - mean_acc 0.3091 2024-12-30 09:00:57,494 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_110.pth was removed 2024-12-30 09:00:57,820 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. 2024-12-30 09:00:57,820 - pyskl - INFO - Best top1_acc is 0.3094 at 111 epoch. 2024-12-30 09:00:57,841 - pyskl - INFO - Epoch(val) [111][309] top1_acc: 0.3094, top5_acc: 0.5564, mean_class_accuracy: 0.3091 2024-12-30 09:05:12,227 - pyskl - INFO - Epoch [112][100/3746] lr: 1.575e-02, eta: 1 day, 10:31:48, time: 2.544, data_time: 1.522, memory: 15990, top1_acc: 0.3611, top5_acc: 0.6264, loss_cls: 3.5593, loss: 3.5593 2024-12-30 09:06:37,188 - pyskl - INFO - Epoch [112][200/3746] lr: 1.573e-02, eta: 1 day, 10:30:23, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3633, top5_acc: 0.6261, loss_cls: 3.5746, loss: 3.5746 2024-12-30 09:08:01,363 - pyskl - INFO - Epoch [112][300/3746] lr: 1.571e-02, eta: 1 day, 10:28:57, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6261, loss_cls: 3.6079, loss: 3.6079 2024-12-30 09:09:26,383 - pyskl - INFO - Epoch [112][400/3746] lr: 1.569e-02, eta: 1 day, 10:27:32, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3706, top5_acc: 0.6381, loss_cls: 3.5701, loss: 3.5701 2024-12-30 09:10:51,033 - pyskl - INFO - Epoch [112][500/3746] lr: 1.567e-02, eta: 1 day, 10:26:07, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3722, top5_acc: 0.6272, loss_cls: 3.5665, loss: 3.5665 2024-12-30 09:12:15,682 - pyskl - INFO - Epoch [112][600/3746] lr: 1.565e-02, eta: 1 day, 10:24:41, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6236, loss_cls: 3.5983, loss: 3.5983 2024-12-30 09:13:40,064 - pyskl - INFO - Epoch [112][700/3746] lr: 1.563e-02, eta: 1 day, 10:23:16, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3577, top5_acc: 0.6209, loss_cls: 3.6292, loss: 3.6292 2024-12-30 09:15:04,693 - pyskl - INFO - Epoch [112][800/3746] lr: 1.561e-02, eta: 1 day, 10:21:51, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3670, top5_acc: 0.6289, loss_cls: 3.5764, loss: 3.5764 2024-12-30 09:16:29,262 - pyskl - INFO - Epoch [112][900/3746] lr: 1.559e-02, eta: 1 day, 10:20:25, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3627, top5_acc: 0.6266, loss_cls: 3.6199, loss: 3.6199 2024-12-30 09:17:53,682 - pyskl - INFO - Epoch [112][1000/3746] lr: 1.557e-02, eta: 1 day, 10:19:00, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3558, top5_acc: 0.6170, loss_cls: 3.6438, loss: 3.6438 2024-12-30 09:19:18,362 - pyskl - INFO - Epoch [112][1100/3746] lr: 1.555e-02, eta: 1 day, 10:17:34, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3663, top5_acc: 0.6225, loss_cls: 3.6104, loss: 3.6104 2024-12-30 09:20:42,855 - pyskl - INFO - Epoch [112][1200/3746] lr: 1.553e-02, eta: 1 day, 10:16:09, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3728, top5_acc: 0.6278, loss_cls: 3.5715, loss: 3.5715 2024-12-30 09:22:07,712 - pyskl - INFO - Epoch [112][1300/3746] lr: 1.551e-02, eta: 1 day, 10:14:44, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3602, top5_acc: 0.6238, loss_cls: 3.6405, loss: 3.6405 2024-12-30 09:23:33,152 - pyskl - INFO - Epoch [112][1400/3746] lr: 1.549e-02, eta: 1 day, 10:13:19, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6220, loss_cls: 3.5779, loss: 3.5779 2024-12-30 09:24:57,965 - pyskl - INFO - Epoch [112][1500/3746] lr: 1.547e-02, eta: 1 day, 10:11:54, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3716, top5_acc: 0.6230, loss_cls: 3.5942, loss: 3.5942 2024-12-30 09:26:23,345 - pyskl - INFO - Epoch [112][1600/3746] lr: 1.545e-02, eta: 1 day, 10:10:29, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3686, top5_acc: 0.6294, loss_cls: 3.5668, loss: 3.5668 2024-12-30 09:27:48,652 - pyskl - INFO - Epoch [112][1700/3746] lr: 1.543e-02, eta: 1 day, 10:09:03, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3639, top5_acc: 0.6186, loss_cls: 3.6019, loss: 3.6019 2024-12-30 09:29:14,107 - pyskl - INFO - Epoch [112][1800/3746] lr: 1.541e-02, eta: 1 day, 10:07:38, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3598, top5_acc: 0.6134, loss_cls: 3.6500, loss: 3.6500 2024-12-30 09:30:38,621 - pyskl - INFO - Epoch [112][1900/3746] lr: 1.539e-02, eta: 1 day, 10:06:13, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3655, top5_acc: 0.6261, loss_cls: 3.5913, loss: 3.5913 2024-12-30 09:32:02,621 - pyskl - INFO - Epoch [112][2000/3746] lr: 1.537e-02, eta: 1 day, 10:04:47, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3681, top5_acc: 0.6284, loss_cls: 3.5657, loss: 3.5657 2024-12-30 09:33:26,953 - pyskl - INFO - Epoch [112][2100/3746] lr: 1.535e-02, eta: 1 day, 10:03:22, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3620, top5_acc: 0.6270, loss_cls: 3.5852, loss: 3.5852 2024-12-30 09:34:51,178 - pyskl - INFO - Epoch [112][2200/3746] lr: 1.533e-02, eta: 1 day, 10:01:57, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3781, top5_acc: 0.6392, loss_cls: 3.5245, loss: 3.5245 2024-12-30 09:36:15,364 - pyskl - INFO - Epoch [112][2300/3746] lr: 1.531e-02, eta: 1 day, 10:00:31, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3563, top5_acc: 0.6172, loss_cls: 3.6294, loss: 3.6294 2024-12-30 09:37:40,644 - pyskl - INFO - Epoch [112][2400/3746] lr: 1.529e-02, eta: 1 day, 9:59:06, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3617, top5_acc: 0.6180, loss_cls: 3.6408, loss: 3.6408 2024-12-30 09:39:05,011 - pyskl - INFO - Epoch [112][2500/3746] lr: 1.527e-02, eta: 1 day, 9:57:41, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3658, top5_acc: 0.6209, loss_cls: 3.6082, loss: 3.6082 2024-12-30 09:40:29,384 - pyskl - INFO - Epoch [112][2600/3746] lr: 1.525e-02, eta: 1 day, 9:56:15, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3622, top5_acc: 0.6223, loss_cls: 3.6392, loss: 3.6392 2024-12-30 09:41:53,223 - pyskl - INFO - Epoch [112][2700/3746] lr: 1.523e-02, eta: 1 day, 9:54:50, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.3678, top5_acc: 0.6314, loss_cls: 3.5900, loss: 3.5900 2024-12-30 09:43:17,676 - pyskl - INFO - Epoch [112][2800/3746] lr: 1.521e-02, eta: 1 day, 9:53:24, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3658, top5_acc: 0.6095, loss_cls: 3.6302, loss: 3.6302 2024-12-30 09:44:42,147 - pyskl - INFO - Epoch [112][2900/3746] lr: 1.519e-02, eta: 1 day, 9:51:59, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3600, top5_acc: 0.6186, loss_cls: 3.6318, loss: 3.6318 2024-12-30 09:46:06,208 - pyskl - INFO - Epoch [112][3000/3746] lr: 1.517e-02, eta: 1 day, 9:50:33, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3617, top5_acc: 0.6147, loss_cls: 3.6215, loss: 3.6215 2024-12-30 09:47:30,322 - pyskl - INFO - Epoch [112][3100/3746] lr: 1.515e-02, eta: 1 day, 9:49:08, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3508, top5_acc: 0.6159, loss_cls: 3.6411, loss: 3.6411 2024-12-30 09:48:55,200 - pyskl - INFO - Epoch [112][3200/3746] lr: 1.513e-02, eta: 1 day, 9:47:43, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3552, top5_acc: 0.6094, loss_cls: 3.6587, loss: 3.6587 2024-12-30 09:50:19,602 - pyskl - INFO - Epoch [112][3300/3746] lr: 1.511e-02, eta: 1 day, 9:46:17, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3678, top5_acc: 0.6206, loss_cls: 3.6079, loss: 3.6079 2024-12-30 09:51:44,186 - pyskl - INFO - Epoch [112][3400/3746] lr: 1.509e-02, eta: 1 day, 9:44:52, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3561, top5_acc: 0.6211, loss_cls: 3.6308, loss: 3.6308 2024-12-30 09:53:09,311 - pyskl - INFO - Epoch [112][3500/3746] lr: 1.507e-02, eta: 1 day, 9:43:27, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3700, top5_acc: 0.6269, loss_cls: 3.5847, loss: 3.5847 2024-12-30 09:54:34,115 - pyskl - INFO - Epoch [112][3600/3746] lr: 1.505e-02, eta: 1 day, 9:42:01, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3625, top5_acc: 0.6158, loss_cls: 3.6198, loss: 3.6198 2024-12-30 09:55:59,165 - pyskl - INFO - Epoch [112][3700/3746] lr: 1.503e-02, eta: 1 day, 9:40:36, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3672, top5_acc: 0.6195, loss_cls: 3.6304, loss: 3.6304 2024-12-30 09:56:39,761 - pyskl - INFO - Saving checkpoint at 112 epochs 2024-12-30 09:58:39,426 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 09:58:40,190 - pyskl - INFO - top1_acc 0.3033 top5_acc 0.5556 2024-12-30 09:58:40,191 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 09:58:40,247 - pyskl - INFO - mean_acc 0.3030 2024-12-30 09:58:40,260 - pyskl - INFO - Epoch(val) [112][309] top1_acc: 0.3033, top5_acc: 0.5556, mean_class_accuracy: 0.3030 2024-12-30 10:02:54,232 - pyskl - INFO - Epoch [113][100/3746] lr: 1.500e-02, eta: 1 day, 9:39:16, time: 2.540, data_time: 1.493, memory: 15990, top1_acc: 0.3809, top5_acc: 0.6362, loss_cls: 3.5165, loss: 3.5165 2024-12-30 10:04:19,667 - pyskl - INFO - Epoch [113][200/3746] lr: 1.498e-02, eta: 1 day, 9:37:51, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3852, top5_acc: 0.6455, loss_cls: 3.5020, loss: 3.5020 2024-12-30 10:05:45,315 - pyskl - INFO - Epoch [113][300/3746] lr: 1.496e-02, eta: 1 day, 9:36:26, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3692, top5_acc: 0.6275, loss_cls: 3.5882, loss: 3.5882 2024-12-30 10:07:10,723 - pyskl - INFO - Epoch [113][400/3746] lr: 1.494e-02, eta: 1 day, 9:35:01, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3709, top5_acc: 0.6305, loss_cls: 3.5563, loss: 3.5563 2024-12-30 10:08:36,354 - pyskl - INFO - Epoch [113][500/3746] lr: 1.492e-02, eta: 1 day, 9:33:36, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3734, top5_acc: 0.6272, loss_cls: 3.5579, loss: 3.5579 2024-12-30 10:10:01,324 - pyskl - INFO - Epoch [113][600/3746] lr: 1.490e-02, eta: 1 day, 9:32:11, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3800, top5_acc: 0.6295, loss_cls: 3.5679, loss: 3.5679 2024-12-30 10:11:26,553 - pyskl - INFO - Epoch [113][700/3746] lr: 1.488e-02, eta: 1 day, 9:30:45, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3723, top5_acc: 0.6312, loss_cls: 3.5603, loss: 3.5603 2024-12-30 10:12:52,546 - pyskl - INFO - Epoch [113][800/3746] lr: 1.486e-02, eta: 1 day, 9:29:20, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6300, loss_cls: 3.5793, loss: 3.5793 2024-12-30 10:14:18,177 - pyskl - INFO - Epoch [113][900/3746] lr: 1.484e-02, eta: 1 day, 9:27:55, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3730, top5_acc: 0.6289, loss_cls: 3.5844, loss: 3.5844 2024-12-30 10:15:44,599 - pyskl - INFO - Epoch [113][1000/3746] lr: 1.482e-02, eta: 1 day, 9:26:31, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.3647, top5_acc: 0.6244, loss_cls: 3.5860, loss: 3.5860 2024-12-30 10:17:09,612 - pyskl - INFO - Epoch [113][1100/3746] lr: 1.480e-02, eta: 1 day, 9:25:05, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3733, top5_acc: 0.6267, loss_cls: 3.5763, loss: 3.5763 2024-12-30 10:18:35,029 - pyskl - INFO - Epoch [113][1200/3746] lr: 1.478e-02, eta: 1 day, 9:23:40, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3642, top5_acc: 0.6302, loss_cls: 3.5721, loss: 3.5721 2024-12-30 10:20:01,202 - pyskl - INFO - Epoch [113][1300/3746] lr: 1.476e-02, eta: 1 day, 9:22:16, time: 0.862, data_time: 0.001, memory: 15990, top1_acc: 0.3684, top5_acc: 0.6300, loss_cls: 3.6091, loss: 3.6091 2024-12-30 10:21:26,843 - pyskl - INFO - Epoch [113][1400/3746] lr: 1.474e-02, eta: 1 day, 9:20:51, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3742, top5_acc: 0.6223, loss_cls: 3.5935, loss: 3.5935 2024-12-30 10:22:52,225 - pyskl - INFO - Epoch [113][1500/3746] lr: 1.472e-02, eta: 1 day, 9:19:25, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3573, top5_acc: 0.6214, loss_cls: 3.6003, loss: 3.6003 2024-12-30 10:24:17,465 - pyskl - INFO - Epoch [113][1600/3746] lr: 1.470e-02, eta: 1 day, 9:18:00, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3734, top5_acc: 0.6255, loss_cls: 3.5616, loss: 3.5616 2024-12-30 10:25:42,829 - pyskl - INFO - Epoch [113][1700/3746] lr: 1.468e-02, eta: 1 day, 9:16:35, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3669, top5_acc: 0.6195, loss_cls: 3.5768, loss: 3.5768 2024-12-30 10:27:07,936 - pyskl - INFO - Epoch [113][1800/3746] lr: 1.466e-02, eta: 1 day, 9:15:10, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3680, top5_acc: 0.6300, loss_cls: 3.5692, loss: 3.5692 2024-12-30 10:28:33,476 - pyskl - INFO - Epoch [113][1900/3746] lr: 1.464e-02, eta: 1 day, 9:13:45, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3638, top5_acc: 0.6300, loss_cls: 3.5843, loss: 3.5843 2024-12-30 10:29:58,167 - pyskl - INFO - Epoch [113][2000/3746] lr: 1.462e-02, eta: 1 day, 9:12:20, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3600, top5_acc: 0.6123, loss_cls: 3.6240, loss: 3.6240 2024-12-30 10:31:22,862 - pyskl - INFO - Epoch [113][2100/3746] lr: 1.460e-02, eta: 1 day, 9:10:54, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3789, top5_acc: 0.6295, loss_cls: 3.5768, loss: 3.5768 2024-12-30 10:32:47,677 - pyskl - INFO - Epoch [113][2200/3746] lr: 1.458e-02, eta: 1 day, 9:09:29, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3727, top5_acc: 0.6295, loss_cls: 3.5675, loss: 3.5675 2024-12-30 10:34:12,815 - pyskl - INFO - Epoch [113][2300/3746] lr: 1.456e-02, eta: 1 day, 9:08:04, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3656, top5_acc: 0.6214, loss_cls: 3.6159, loss: 3.6159 2024-12-30 10:35:37,919 - pyskl - INFO - Epoch [113][2400/3746] lr: 1.454e-02, eta: 1 day, 9:06:39, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3525, top5_acc: 0.6125, loss_cls: 3.6572, loss: 3.6572 2024-12-30 10:37:01,821 - pyskl - INFO - Epoch [113][2500/3746] lr: 1.452e-02, eta: 1 day, 9:05:13, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.3463, top5_acc: 0.6020, loss_cls: 3.6806, loss: 3.6806 2024-12-30 10:38:25,663 - pyskl - INFO - Epoch [113][2600/3746] lr: 1.450e-02, eta: 1 day, 9:03:47, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.3678, top5_acc: 0.6305, loss_cls: 3.5610, loss: 3.5610 2024-12-30 10:39:50,118 - pyskl - INFO - Epoch [113][2700/3746] lr: 1.448e-02, eta: 1 day, 9:02:22, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3727, top5_acc: 0.6316, loss_cls: 3.5674, loss: 3.5674 2024-12-30 10:41:14,543 - pyskl - INFO - Epoch [113][2800/3746] lr: 1.446e-02, eta: 1 day, 9:00:57, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6206, loss_cls: 3.6204, loss: 3.6204 2024-12-30 10:42:39,323 - pyskl - INFO - Epoch [113][2900/3746] lr: 1.444e-02, eta: 1 day, 8:59:31, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3736, top5_acc: 0.6320, loss_cls: 3.5584, loss: 3.5584 2024-12-30 10:44:03,745 - pyskl - INFO - Epoch [113][3000/3746] lr: 1.442e-02, eta: 1 day, 8:58:06, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3733, top5_acc: 0.6317, loss_cls: 3.5668, loss: 3.5668 2024-12-30 10:45:28,473 - pyskl - INFO - Epoch [113][3100/3746] lr: 1.440e-02, eta: 1 day, 8:56:40, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3669, top5_acc: 0.6234, loss_cls: 3.5900, loss: 3.5900 2024-12-30 10:46:53,098 - pyskl - INFO - Epoch [113][3200/3746] lr: 1.438e-02, eta: 1 day, 8:55:15, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3663, top5_acc: 0.6156, loss_cls: 3.6082, loss: 3.6082 2024-12-30 10:48:18,266 - pyskl - INFO - Epoch [113][3300/3746] lr: 1.436e-02, eta: 1 day, 8:53:50, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3639, top5_acc: 0.6211, loss_cls: 3.6161, loss: 3.6161 2024-12-30 10:49:42,202 - pyskl - INFO - Epoch [113][3400/3746] lr: 1.434e-02, eta: 1 day, 8:52:24, time: 0.839, data_time: 0.001, memory: 15990, top1_acc: 0.3792, top5_acc: 0.6256, loss_cls: 3.5737, loss: 3.5737 2024-12-30 10:51:06,803 - pyskl - INFO - Epoch [113][3500/3746] lr: 1.432e-02, eta: 1 day, 8:50:59, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3644, top5_acc: 0.6178, loss_cls: 3.6176, loss: 3.6176 2024-12-30 10:52:31,653 - pyskl - INFO - Epoch [113][3600/3746] lr: 1.431e-02, eta: 1 day, 8:49:34, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3645, top5_acc: 0.6281, loss_cls: 3.5614, loss: 3.5614 2024-12-30 10:53:56,637 - pyskl - INFO - Epoch [113][3700/3746] lr: 1.429e-02, eta: 1 day, 8:48:08, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3670, top5_acc: 0.6231, loss_cls: 3.5816, loss: 3.5816 2024-12-30 10:54:37,280 - pyskl - INFO - Saving checkpoint at 113 epochs 2024-12-30 10:56:35,550 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 10:56:36,545 - pyskl - INFO - top1_acc 0.3122 top5_acc 0.5618 2024-12-30 10:56:36,545 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 10:56:36,587 - pyskl - INFO - mean_acc 0.3119 2024-12-30 10:56:36,592 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_111.pth was removed 2024-12-30 10:56:36,855 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. 2024-12-30 10:56:36,856 - pyskl - INFO - Best top1_acc is 0.3122 at 113 epoch. 2024-12-30 10:56:36,869 - pyskl - INFO - Epoch(val) [113][309] top1_acc: 0.3122, top5_acc: 0.5618, mean_class_accuracy: 0.3119 2024-12-30 11:00:48,505 - pyskl - INFO - Epoch [114][100/3746] lr: 1.426e-02, eta: 1 day, 8:46:46, time: 2.516, data_time: 1.484, memory: 15990, top1_acc: 0.3747, top5_acc: 0.6466, loss_cls: 3.4952, loss: 3.4952 2024-12-30 11:02:13,589 - pyskl - INFO - Epoch [114][200/3746] lr: 1.424e-02, eta: 1 day, 8:45:21, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3709, top5_acc: 0.6364, loss_cls: 3.5258, loss: 3.5258 2024-12-30 11:03:38,635 - pyskl - INFO - Epoch [114][300/3746] lr: 1.422e-02, eta: 1 day, 8:43:55, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3769, top5_acc: 0.6414, loss_cls: 3.5218, loss: 3.5218 2024-12-30 11:05:03,987 - pyskl - INFO - Epoch [114][400/3746] lr: 1.420e-02, eta: 1 day, 8:42:30, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3783, top5_acc: 0.6297, loss_cls: 3.5489, loss: 3.5489 2024-12-30 11:06:29,435 - pyskl - INFO - Epoch [114][500/3746] lr: 1.418e-02, eta: 1 day, 8:41:05, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3728, top5_acc: 0.6355, loss_cls: 3.5518, loss: 3.5518 2024-12-30 11:07:54,569 - pyskl - INFO - Epoch [114][600/3746] lr: 1.416e-02, eta: 1 day, 8:39:40, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3850, top5_acc: 0.6462, loss_cls: 3.4880, loss: 3.4880 2024-12-30 11:09:20,012 - pyskl - INFO - Epoch [114][700/3746] lr: 1.414e-02, eta: 1 day, 8:38:15, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3755, top5_acc: 0.6266, loss_cls: 3.5737, loss: 3.5737 2024-12-30 11:10:45,363 - pyskl - INFO - Epoch [114][800/3746] lr: 1.412e-02, eta: 1 day, 8:36:49, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3553, top5_acc: 0.6281, loss_cls: 3.5901, loss: 3.5901 2024-12-30 11:12:10,659 - pyskl - INFO - Epoch [114][900/3746] lr: 1.410e-02, eta: 1 day, 8:35:24, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3812, top5_acc: 0.6394, loss_cls: 3.5073, loss: 3.5073 2024-12-30 11:13:35,761 - pyskl - INFO - Epoch [114][1000/3746] lr: 1.408e-02, eta: 1 day, 8:33:59, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3777, top5_acc: 0.6338, loss_cls: 3.5159, loss: 3.5159 2024-12-30 11:15:01,028 - pyskl - INFO - Epoch [114][1100/3746] lr: 1.406e-02, eta: 1 day, 8:32:34, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3713, top5_acc: 0.6311, loss_cls: 3.5663, loss: 3.5663 2024-12-30 11:16:26,478 - pyskl - INFO - Epoch [114][1200/3746] lr: 1.404e-02, eta: 1 day, 8:31:09, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3812, top5_acc: 0.6302, loss_cls: 3.5377, loss: 3.5377 2024-12-30 11:17:51,782 - pyskl - INFO - Epoch [114][1300/3746] lr: 1.402e-02, eta: 1 day, 8:29:44, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3767, top5_acc: 0.6355, loss_cls: 3.5200, loss: 3.5200 2024-12-30 11:19:17,147 - pyskl - INFO - Epoch [114][1400/3746] lr: 1.400e-02, eta: 1 day, 8:28:18, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3642, top5_acc: 0.6233, loss_cls: 3.5717, loss: 3.5717 2024-12-30 11:20:42,706 - pyskl - INFO - Epoch [114][1500/3746] lr: 1.398e-02, eta: 1 day, 8:26:53, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3725, top5_acc: 0.6358, loss_cls: 3.5259, loss: 3.5259 2024-12-30 11:22:08,047 - pyskl - INFO - Epoch [114][1600/3746] lr: 1.397e-02, eta: 1 day, 8:25:28, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3714, top5_acc: 0.6316, loss_cls: 3.5685, loss: 3.5685 2024-12-30 11:23:33,175 - pyskl - INFO - Epoch [114][1700/3746] lr: 1.395e-02, eta: 1 day, 8:24:03, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3792, top5_acc: 0.6384, loss_cls: 3.5224, loss: 3.5224 2024-12-30 11:24:58,376 - pyskl - INFO - Epoch [114][1800/3746] lr: 1.393e-02, eta: 1 day, 8:22:38, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3705, top5_acc: 0.6256, loss_cls: 3.5671, loss: 3.5671 2024-12-30 11:26:22,876 - pyskl - INFO - Epoch [114][1900/3746] lr: 1.391e-02, eta: 1 day, 8:21:12, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.3770, top5_acc: 0.6316, loss_cls: 3.5356, loss: 3.5356 2024-12-30 11:27:47,454 - pyskl - INFO - Epoch [114][2000/3746] lr: 1.389e-02, eta: 1 day, 8:19:47, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3784, top5_acc: 0.6291, loss_cls: 3.5510, loss: 3.5510 2024-12-30 11:29:11,997 - pyskl - INFO - Epoch [114][2100/3746] lr: 1.387e-02, eta: 1 day, 8:18:22, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.3689, top5_acc: 0.6248, loss_cls: 3.5713, loss: 3.5713 2024-12-30 11:30:35,624 - pyskl - INFO - Epoch [114][2200/3746] lr: 1.385e-02, eta: 1 day, 8:16:56, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.3678, top5_acc: 0.6270, loss_cls: 3.6259, loss: 3.6259 2024-12-30 11:32:00,089 - pyskl - INFO - Epoch [114][2300/3746] lr: 1.383e-02, eta: 1 day, 8:15:30, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3723, top5_acc: 0.6258, loss_cls: 3.5878, loss: 3.5878 2024-12-30 11:33:24,807 - pyskl - INFO - Epoch [114][2400/3746] lr: 1.381e-02, eta: 1 day, 8:14:05, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3628, top5_acc: 0.6314, loss_cls: 3.5641, loss: 3.5641 2024-12-30 11:34:48,856 - pyskl - INFO - Epoch [114][2500/3746] lr: 1.379e-02, eta: 1 day, 8:12:39, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3727, top5_acc: 0.6191, loss_cls: 3.5810, loss: 3.5810 2024-12-30 11:36:13,478 - pyskl - INFO - Epoch [114][2600/3746] lr: 1.377e-02, eta: 1 day, 8:11:14, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3673, top5_acc: 0.6223, loss_cls: 3.5768, loss: 3.5768 2024-12-30 11:37:37,406 - pyskl - INFO - Epoch [114][2700/3746] lr: 1.375e-02, eta: 1 day, 8:09:48, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.3787, top5_acc: 0.6373, loss_cls: 3.5476, loss: 3.5476 2024-12-30 11:39:01,893 - pyskl - INFO - Epoch [114][2800/3746] lr: 1.373e-02, eta: 1 day, 8:08:23, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3733, top5_acc: 0.6327, loss_cls: 3.5567, loss: 3.5567 2024-12-30 11:40:26,161 - pyskl - INFO - Epoch [114][2900/3746] lr: 1.371e-02, eta: 1 day, 8:06:58, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3778, top5_acc: 0.6270, loss_cls: 3.5439, loss: 3.5439 2024-12-30 11:41:50,374 - pyskl - INFO - Epoch [114][3000/3746] lr: 1.369e-02, eta: 1 day, 8:05:32, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3663, top5_acc: 0.6297, loss_cls: 3.5537, loss: 3.5537 2024-12-30 11:43:14,660 - pyskl - INFO - Epoch [114][3100/3746] lr: 1.368e-02, eta: 1 day, 8:04:07, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3653, top5_acc: 0.6256, loss_cls: 3.5688, loss: 3.5688 2024-12-30 11:44:38,430 - pyskl - INFO - Epoch [114][3200/3746] lr: 1.366e-02, eta: 1 day, 8:02:41, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.3680, top5_acc: 0.6183, loss_cls: 3.6109, loss: 3.6109 2024-12-30 11:46:02,780 - pyskl - INFO - Epoch [114][3300/3746] lr: 1.364e-02, eta: 1 day, 8:01:15, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3664, top5_acc: 0.6261, loss_cls: 3.5986, loss: 3.5986 2024-12-30 11:47:27,373 - pyskl - INFO - Epoch [114][3400/3746] lr: 1.362e-02, eta: 1 day, 7:59:50, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3736, top5_acc: 0.6231, loss_cls: 3.6010, loss: 3.6010 2024-12-30 11:48:52,106 - pyskl - INFO - Epoch [114][3500/3746] lr: 1.360e-02, eta: 1 day, 7:58:25, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.3534, top5_acc: 0.6220, loss_cls: 3.6326, loss: 3.6326 2024-12-30 11:50:16,598 - pyskl - INFO - Epoch [114][3600/3746] lr: 1.358e-02, eta: 1 day, 7:56:59, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3705, top5_acc: 0.6278, loss_cls: 3.5830, loss: 3.5830 2024-12-30 11:51:41,670 - pyskl - INFO - Epoch [114][3700/3746] lr: 1.356e-02, eta: 1 day, 7:55:34, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3783, top5_acc: 0.6284, loss_cls: 3.5639, loss: 3.5639 2024-12-30 11:52:22,158 - pyskl - INFO - Saving checkpoint at 114 epochs 2024-12-30 11:54:20,045 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 11:54:20,757 - pyskl - INFO - top1_acc 0.3147 top5_acc 0.5678 2024-12-30 11:54:20,757 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 11:54:20,802 - pyskl - INFO - mean_acc 0.3145 2024-12-30 11:54:20,811 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_113.pth was removed 2024-12-30 11:54:21,090 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. 2024-12-30 11:54:21,091 - pyskl - INFO - Best top1_acc is 0.3147 at 114 epoch. 2024-12-30 11:54:21,105 - pyskl - INFO - Epoch(val) [114][309] top1_acc: 0.3147, top5_acc: 0.5678, mean_class_accuracy: 0.3145 2024-12-30 11:58:36,355 - pyskl - INFO - Epoch [115][100/3746] lr: 1.353e-02, eta: 1 day, 7:54:11, time: 2.552, data_time: 1.519, memory: 15990, top1_acc: 0.3858, top5_acc: 0.6431, loss_cls: 3.4905, loss: 3.4905 2024-12-30 12:00:01,392 - pyskl - INFO - Epoch [115][200/3746] lr: 1.351e-02, eta: 1 day, 7:52:46, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3855, top5_acc: 0.6364, loss_cls: 3.5025, loss: 3.5025 2024-12-30 12:01:26,244 - pyskl - INFO - Epoch [115][300/3746] lr: 1.349e-02, eta: 1 day, 7:51:20, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3766, top5_acc: 0.6394, loss_cls: 3.4986, loss: 3.4986 2024-12-30 12:02:51,527 - pyskl - INFO - Epoch [115][400/3746] lr: 1.348e-02, eta: 1 day, 7:49:55, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3781, top5_acc: 0.6375, loss_cls: 3.4989, loss: 3.4989 2024-12-30 12:04:16,289 - pyskl - INFO - Epoch [115][500/3746] lr: 1.346e-02, eta: 1 day, 7:48:30, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3795, top5_acc: 0.6384, loss_cls: 3.4997, loss: 3.4997 2024-12-30 12:05:41,384 - pyskl - INFO - Epoch [115][600/3746] lr: 1.344e-02, eta: 1 day, 7:47:04, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3805, top5_acc: 0.6400, loss_cls: 3.5225, loss: 3.5225 2024-12-30 12:07:06,140 - pyskl - INFO - Epoch [115][700/3746] lr: 1.342e-02, eta: 1 day, 7:45:39, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3761, top5_acc: 0.6327, loss_cls: 3.5253, loss: 3.5253 2024-12-30 12:08:31,193 - pyskl - INFO - Epoch [115][800/3746] lr: 1.340e-02, eta: 1 day, 7:44:14, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3827, top5_acc: 0.6370, loss_cls: 3.5289, loss: 3.5289 2024-12-30 12:09:56,044 - pyskl - INFO - Epoch [115][900/3746] lr: 1.338e-02, eta: 1 day, 7:42:48, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3725, top5_acc: 0.6317, loss_cls: 3.5415, loss: 3.5415 2024-12-30 12:11:20,662 - pyskl - INFO - Epoch [115][1000/3746] lr: 1.336e-02, eta: 1 day, 7:41:23, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3797, top5_acc: 0.6441, loss_cls: 3.4997, loss: 3.4997 2024-12-30 12:12:45,113 - pyskl - INFO - Epoch [115][1100/3746] lr: 1.334e-02, eta: 1 day, 7:39:58, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3695, top5_acc: 0.6253, loss_cls: 3.5596, loss: 3.5596 2024-12-30 12:14:09,076 - pyskl - INFO - Epoch [115][1200/3746] lr: 1.332e-02, eta: 1 day, 7:38:32, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3694, top5_acc: 0.6305, loss_cls: 3.5482, loss: 3.5482 2024-12-30 12:15:33,989 - pyskl - INFO - Epoch [115][1300/3746] lr: 1.330e-02, eta: 1 day, 7:37:07, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3764, top5_acc: 0.6381, loss_cls: 3.5140, loss: 3.5140 2024-12-30 12:16:58,348 - pyskl - INFO - Epoch [115][1400/3746] lr: 1.328e-02, eta: 1 day, 7:35:41, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3787, top5_acc: 0.6380, loss_cls: 3.5385, loss: 3.5385 2024-12-30 12:18:23,491 - pyskl - INFO - Epoch [115][1500/3746] lr: 1.327e-02, eta: 1 day, 7:34:16, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3725, top5_acc: 0.6292, loss_cls: 3.5396, loss: 3.5396 2024-12-30 12:19:48,067 - pyskl - INFO - Epoch [115][1600/3746] lr: 1.325e-02, eta: 1 day, 7:32:50, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3716, top5_acc: 0.6359, loss_cls: 3.5301, loss: 3.5301 2024-12-30 12:21:12,594 - pyskl - INFO - Epoch [115][1700/3746] lr: 1.323e-02, eta: 1 day, 7:31:25, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3689, top5_acc: 0.6266, loss_cls: 3.5612, loss: 3.5612 2024-12-30 12:22:36,989 - pyskl - INFO - Epoch [115][1800/3746] lr: 1.321e-02, eta: 1 day, 7:29:59, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3805, top5_acc: 0.6377, loss_cls: 3.5095, loss: 3.5095 2024-12-30 12:24:01,432 - pyskl - INFO - Epoch [115][1900/3746] lr: 1.319e-02, eta: 1 day, 7:28:34, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3881, top5_acc: 0.6372, loss_cls: 3.5021, loss: 3.5021 2024-12-30 12:25:26,462 - pyskl - INFO - Epoch [115][2000/3746] lr: 1.317e-02, eta: 1 day, 7:27:09, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3802, top5_acc: 0.6367, loss_cls: 3.5133, loss: 3.5133 2024-12-30 12:26:50,881 - pyskl - INFO - Epoch [115][2100/3746] lr: 1.315e-02, eta: 1 day, 7:25:43, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3717, top5_acc: 0.6241, loss_cls: 3.5701, loss: 3.5701 2024-12-30 12:28:15,669 - pyskl - INFO - Epoch [115][2200/3746] lr: 1.313e-02, eta: 1 day, 7:24:18, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3742, top5_acc: 0.6325, loss_cls: 3.5648, loss: 3.5648 2024-12-30 12:29:40,024 - pyskl - INFO - Epoch [115][2300/3746] lr: 1.311e-02, eta: 1 day, 7:22:52, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3753, top5_acc: 0.6280, loss_cls: 3.5670, loss: 3.5670 2024-12-30 12:31:04,550 - pyskl - INFO - Epoch [115][2400/3746] lr: 1.310e-02, eta: 1 day, 7:21:27, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3777, top5_acc: 0.6347, loss_cls: 3.5457, loss: 3.5457 2024-12-30 12:32:28,935 - pyskl - INFO - Epoch [115][2500/3746] lr: 1.308e-02, eta: 1 day, 7:20:01, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3758, top5_acc: 0.6342, loss_cls: 3.5403, loss: 3.5403 2024-12-30 12:33:53,044 - pyskl - INFO - Epoch [115][2600/3746] lr: 1.306e-02, eta: 1 day, 7:18:36, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3716, top5_acc: 0.6239, loss_cls: 3.5840, loss: 3.5840 2024-12-30 12:35:17,366 - pyskl - INFO - Epoch [115][2700/3746] lr: 1.304e-02, eta: 1 day, 7:17:10, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3738, top5_acc: 0.6400, loss_cls: 3.5326, loss: 3.5326 2024-12-30 12:36:41,390 - pyskl - INFO - Epoch [115][2800/3746] lr: 1.302e-02, eta: 1 day, 7:15:45, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.3708, top5_acc: 0.6238, loss_cls: 3.5539, loss: 3.5539 2024-12-30 12:38:06,317 - pyskl - INFO - Epoch [115][2900/3746] lr: 1.300e-02, eta: 1 day, 7:14:19, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3833, top5_acc: 0.6248, loss_cls: 3.5367, loss: 3.5367 2024-12-30 12:39:30,899 - pyskl - INFO - Epoch [115][3000/3746] lr: 1.298e-02, eta: 1 day, 7:12:54, time: 0.846, data_time: 0.001, memory: 15990, top1_acc: 0.3730, top5_acc: 0.6283, loss_cls: 3.5470, loss: 3.5470 2024-12-30 12:40:55,290 - pyskl - INFO - Epoch [115][3100/3746] lr: 1.296e-02, eta: 1 day, 7:11:29, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3656, top5_acc: 0.6203, loss_cls: 3.6317, loss: 3.6317 2024-12-30 12:42:19,763 - pyskl - INFO - Epoch [115][3200/3746] lr: 1.295e-02, eta: 1 day, 7:10:03, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3725, top5_acc: 0.6367, loss_cls: 3.5242, loss: 3.5242 2024-12-30 12:43:44,189 - pyskl - INFO - Epoch [115][3300/3746] lr: 1.293e-02, eta: 1 day, 7:08:38, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3770, top5_acc: 0.6388, loss_cls: 3.5398, loss: 3.5398 2024-12-30 12:45:08,809 - pyskl - INFO - Epoch [115][3400/3746] lr: 1.291e-02, eta: 1 day, 7:07:12, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3700, top5_acc: 0.6267, loss_cls: 3.5704, loss: 3.5704 2024-12-30 12:46:34,073 - pyskl - INFO - Epoch [115][3500/3746] lr: 1.289e-02, eta: 1 day, 7:05:47, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3823, top5_acc: 0.6439, loss_cls: 3.4980, loss: 3.4980 2024-12-30 12:47:58,499 - pyskl - INFO - Epoch [115][3600/3746] lr: 1.287e-02, eta: 1 day, 7:04:22, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3761, top5_acc: 0.6358, loss_cls: 3.5456, loss: 3.5456 2024-12-30 12:49:23,221 - pyskl - INFO - Epoch [115][3700/3746] lr: 1.285e-02, eta: 1 day, 7:02:56, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3638, top5_acc: 0.6238, loss_cls: 3.5812, loss: 3.5812 2024-12-30 12:50:04,193 - pyskl - INFO - Saving checkpoint at 115 epochs 2024-12-30 12:52:03,952 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 12:52:04,686 - pyskl - INFO - top1_acc 0.3145 top5_acc 0.5649 2024-12-30 12:52:04,686 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 12:52:04,728 - pyskl - INFO - mean_acc 0.3144 2024-12-30 12:52:04,742 - pyskl - INFO - Epoch(val) [115][309] top1_acc: 0.3145, top5_acc: 0.5649, mean_class_accuracy: 0.3144 2024-12-30 12:56:20,642 - pyskl - INFO - Epoch [116][100/3746] lr: 1.282e-02, eta: 1 day, 7:01:32, time: 2.559, data_time: 1.524, memory: 15990, top1_acc: 0.3911, top5_acc: 0.6516, loss_cls: 3.4193, loss: 3.4193 2024-12-30 12:57:46,172 - pyskl - INFO - Epoch [116][200/3746] lr: 1.281e-02, eta: 1 day, 7:00:07, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3930, top5_acc: 0.6453, loss_cls: 3.4473, loss: 3.4473 2024-12-30 12:59:11,109 - pyskl - INFO - Epoch [116][300/3746] lr: 1.279e-02, eta: 1 day, 6:58:41, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3928, top5_acc: 0.6469, loss_cls: 3.4167, loss: 3.4167 2024-12-30 13:00:35,982 - pyskl - INFO - Epoch [116][400/3746] lr: 1.277e-02, eta: 1 day, 6:57:16, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3847, top5_acc: 0.6484, loss_cls: 3.4525, loss: 3.4525 2024-12-30 13:02:01,307 - pyskl - INFO - Epoch [116][500/3746] lr: 1.275e-02, eta: 1 day, 6:55:51, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3819, top5_acc: 0.6409, loss_cls: 3.4809, loss: 3.4809 2024-12-30 13:03:26,573 - pyskl - INFO - Epoch [116][600/3746] lr: 1.273e-02, eta: 1 day, 6:54:25, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3827, top5_acc: 0.6455, loss_cls: 3.4968, loss: 3.4968 2024-12-30 13:04:51,732 - pyskl - INFO - Epoch [116][700/3746] lr: 1.271e-02, eta: 1 day, 6:53:00, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3789, top5_acc: 0.6494, loss_cls: 3.4720, loss: 3.4720 2024-12-30 13:06:16,514 - pyskl - INFO - Epoch [116][800/3746] lr: 1.269e-02, eta: 1 day, 6:51:35, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3748, top5_acc: 0.6325, loss_cls: 3.5409, loss: 3.5409 2024-12-30 13:07:41,412 - pyskl - INFO - Epoch [116][900/3746] lr: 1.268e-02, eta: 1 day, 6:50:09, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3859, top5_acc: 0.6453, loss_cls: 3.4671, loss: 3.4671 2024-12-30 13:09:06,891 - pyskl - INFO - Epoch [116][1000/3746] lr: 1.266e-02, eta: 1 day, 6:48:44, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3725, top5_acc: 0.6327, loss_cls: 3.5626, loss: 3.5626 2024-12-30 13:10:31,699 - pyskl - INFO - Epoch [116][1100/3746] lr: 1.264e-02, eta: 1 day, 6:47:19, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3814, top5_acc: 0.6366, loss_cls: 3.5076, loss: 3.5076 2024-12-30 13:11:56,895 - pyskl - INFO - Epoch [116][1200/3746] lr: 1.262e-02, eta: 1 day, 6:45:53, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3747, top5_acc: 0.6297, loss_cls: 3.5430, loss: 3.5430 2024-12-30 13:13:21,826 - pyskl - INFO - Epoch [116][1300/3746] lr: 1.260e-02, eta: 1 day, 6:44:28, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3723, top5_acc: 0.6341, loss_cls: 3.5348, loss: 3.5348 2024-12-30 13:14:47,411 - pyskl - INFO - Epoch [116][1400/3746] lr: 1.258e-02, eta: 1 day, 6:43:03, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3714, top5_acc: 0.6295, loss_cls: 3.5527, loss: 3.5527 2024-12-30 13:16:12,638 - pyskl - INFO - Epoch [116][1500/3746] lr: 1.256e-02, eta: 1 day, 6:41:38, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3714, top5_acc: 0.6284, loss_cls: 3.5792, loss: 3.5792 2024-12-30 13:17:37,570 - pyskl - INFO - Epoch [116][1600/3746] lr: 1.255e-02, eta: 1 day, 6:40:12, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3717, top5_acc: 0.6283, loss_cls: 3.5378, loss: 3.5378 2024-12-30 13:19:02,609 - pyskl - INFO - Epoch [116][1700/3746] lr: 1.253e-02, eta: 1 day, 6:38:47, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3681, top5_acc: 0.6319, loss_cls: 3.5783, loss: 3.5783 2024-12-30 13:20:27,389 - pyskl - INFO - Epoch [116][1800/3746] lr: 1.251e-02, eta: 1 day, 6:37:22, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3836, top5_acc: 0.6408, loss_cls: 3.4544, loss: 3.4544 2024-12-30 13:21:52,064 - pyskl - INFO - Epoch [116][1900/3746] lr: 1.249e-02, eta: 1 day, 6:35:56, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3762, top5_acc: 0.6388, loss_cls: 3.4983, loss: 3.4983 2024-12-30 13:23:16,839 - pyskl - INFO - Epoch [116][2000/3746] lr: 1.247e-02, eta: 1 day, 6:34:31, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3756, top5_acc: 0.6391, loss_cls: 3.5071, loss: 3.5071 2024-12-30 13:24:40,766 - pyskl - INFO - Epoch [116][2100/3746] lr: 1.245e-02, eta: 1 day, 6:33:05, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.3775, top5_acc: 0.6420, loss_cls: 3.4974, loss: 3.4974 2024-12-30 13:26:05,552 - pyskl - INFO - Epoch [116][2200/3746] lr: 1.243e-02, eta: 1 day, 6:31:40, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3792, top5_acc: 0.6314, loss_cls: 3.5397, loss: 3.5397 2024-12-30 13:27:29,759 - pyskl - INFO - Epoch [116][2300/3746] lr: 1.242e-02, eta: 1 day, 6:30:14, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3789, top5_acc: 0.6355, loss_cls: 3.5268, loss: 3.5268 2024-12-30 13:28:54,584 - pyskl - INFO - Epoch [116][2400/3746] lr: 1.240e-02, eta: 1 day, 6:28:49, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.3842, top5_acc: 0.6352, loss_cls: 3.5054, loss: 3.5054 2024-12-30 13:30:18,924 - pyskl - INFO - Epoch [116][2500/3746] lr: 1.238e-02, eta: 1 day, 6:27:23, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3827, top5_acc: 0.6412, loss_cls: 3.4967, loss: 3.4967 2024-12-30 13:31:43,571 - pyskl - INFO - Epoch [116][2600/3746] lr: 1.236e-02, eta: 1 day, 6:25:58, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3773, top5_acc: 0.6331, loss_cls: 3.5272, loss: 3.5272 2024-12-30 13:33:07,997 - pyskl - INFO - Epoch [116][2700/3746] lr: 1.234e-02, eta: 1 day, 6:24:32, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3727, top5_acc: 0.6292, loss_cls: 3.5611, loss: 3.5611 2024-12-30 13:34:32,395 - pyskl - INFO - Epoch [116][2800/3746] lr: 1.232e-02, eta: 1 day, 6:23:07, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3680, top5_acc: 0.6344, loss_cls: 3.5104, loss: 3.5104 2024-12-30 13:35:57,906 - pyskl - INFO - Epoch [116][2900/3746] lr: 1.231e-02, eta: 1 day, 6:21:42, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3717, top5_acc: 0.6238, loss_cls: 3.5692, loss: 3.5692 2024-12-30 13:37:22,514 - pyskl - INFO - Epoch [116][3000/3746] lr: 1.229e-02, eta: 1 day, 6:20:16, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3766, top5_acc: 0.6359, loss_cls: 3.5157, loss: 3.5157 2024-12-30 13:38:47,863 - pyskl - INFO - Epoch [116][3100/3746] lr: 1.227e-02, eta: 1 day, 6:18:51, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3719, top5_acc: 0.6250, loss_cls: 3.5757, loss: 3.5757 2024-12-30 13:40:12,739 - pyskl - INFO - Epoch [116][3200/3746] lr: 1.225e-02, eta: 1 day, 6:17:26, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3797, top5_acc: 0.6373, loss_cls: 3.5075, loss: 3.5075 2024-12-30 13:41:38,043 - pyskl - INFO - Epoch [116][3300/3746] lr: 1.223e-02, eta: 1 day, 6:16:00, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3661, top5_acc: 0.6297, loss_cls: 3.5856, loss: 3.5856 2024-12-30 13:43:03,527 - pyskl - INFO - Epoch [116][3400/3746] lr: 1.221e-02, eta: 1 day, 6:14:35, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3781, top5_acc: 0.6264, loss_cls: 3.5606, loss: 3.5606 2024-12-30 13:44:28,240 - pyskl - INFO - Epoch [116][3500/3746] lr: 1.220e-02, eta: 1 day, 6:13:10, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3752, top5_acc: 0.6423, loss_cls: 3.5164, loss: 3.5164 2024-12-30 13:45:52,555 - pyskl - INFO - Epoch [116][3600/3746] lr: 1.218e-02, eta: 1 day, 6:11:44, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3827, top5_acc: 0.6480, loss_cls: 3.4909, loss: 3.4909 2024-12-30 13:47:16,952 - pyskl - INFO - Epoch [116][3700/3746] lr: 1.216e-02, eta: 1 day, 6:10:19, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3817, top5_acc: 0.6366, loss_cls: 3.5149, loss: 3.5149 2024-12-30 13:47:57,867 - pyskl - INFO - Saving checkpoint at 116 epochs 2024-12-30 13:49:56,683 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 13:49:57,501 - pyskl - INFO - top1_acc 0.3168 top5_acc 0.5682 2024-12-30 13:49:57,502 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 13:49:57,549 - pyskl - INFO - mean_acc 0.3165 2024-12-30 13:49:57,554 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_114.pth was removed 2024-12-30 13:49:57,843 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. 2024-12-30 13:49:57,843 - pyskl - INFO - Best top1_acc is 0.3168 at 116 epoch. 2024-12-30 13:49:57,857 - pyskl - INFO - Epoch(val) [116][309] top1_acc: 0.3168, top5_acc: 0.5682, mean_class_accuracy: 0.3165 2024-12-30 13:54:09,754 - pyskl - INFO - Epoch [117][100/3746] lr: 1.213e-02, eta: 1 day, 6:08:52, time: 2.519, data_time: 1.483, memory: 15990, top1_acc: 0.3911, top5_acc: 0.6470, loss_cls: 3.4429, loss: 3.4429 2024-12-30 13:55:34,613 - pyskl - INFO - Epoch [117][200/3746] lr: 1.211e-02, eta: 1 day, 6:07:26, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3886, top5_acc: 0.6458, loss_cls: 3.4436, loss: 3.4436 2024-12-30 13:56:59,630 - pyskl - INFO - Epoch [117][300/3746] lr: 1.210e-02, eta: 1 day, 6:06:01, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3877, top5_acc: 0.6350, loss_cls: 3.4742, loss: 3.4742 2024-12-30 13:58:24,517 - pyskl - INFO - Epoch [117][400/3746] lr: 1.208e-02, eta: 1 day, 6:04:35, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4022, top5_acc: 0.6552, loss_cls: 3.4083, loss: 3.4083 2024-12-30 13:59:49,412 - pyskl - INFO - Epoch [117][500/3746] lr: 1.206e-02, eta: 1 day, 6:03:10, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3878, top5_acc: 0.6406, loss_cls: 3.4758, loss: 3.4758 2024-12-30 14:01:14,680 - pyskl - INFO - Epoch [117][600/3746] lr: 1.204e-02, eta: 1 day, 6:01:45, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3900, top5_acc: 0.6508, loss_cls: 3.4493, loss: 3.4493 2024-12-30 14:02:39,961 - pyskl - INFO - Epoch [117][700/3746] lr: 1.202e-02, eta: 1 day, 6:00:19, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3812, top5_acc: 0.6377, loss_cls: 3.4782, loss: 3.4782 2024-12-30 14:04:05,427 - pyskl - INFO - Epoch [117][800/3746] lr: 1.200e-02, eta: 1 day, 5:58:54, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3864, top5_acc: 0.6462, loss_cls: 3.4575, loss: 3.4575 2024-12-30 14:05:30,301 - pyskl - INFO - Epoch [117][900/3746] lr: 1.199e-02, eta: 1 day, 5:57:29, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3845, top5_acc: 0.6444, loss_cls: 3.4574, loss: 3.4574 2024-12-30 14:06:55,088 - pyskl - INFO - Epoch [117][1000/3746] lr: 1.197e-02, eta: 1 day, 5:56:03, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3889, top5_acc: 0.6398, loss_cls: 3.4775, loss: 3.4775 2024-12-30 14:08:19,655 - pyskl - INFO - Epoch [117][1100/3746] lr: 1.195e-02, eta: 1 day, 5:54:38, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3819, top5_acc: 0.6406, loss_cls: 3.5096, loss: 3.5096 2024-12-30 14:09:44,015 - pyskl - INFO - Epoch [117][1200/3746] lr: 1.193e-02, eta: 1 day, 5:53:12, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3831, top5_acc: 0.6442, loss_cls: 3.4897, loss: 3.4897 2024-12-30 14:11:08,416 - pyskl - INFO - Epoch [117][1300/3746] lr: 1.191e-02, eta: 1 day, 5:51:47, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3739, top5_acc: 0.6402, loss_cls: 3.5306, loss: 3.5306 2024-12-30 14:12:33,373 - pyskl - INFO - Epoch [117][1400/3746] lr: 1.190e-02, eta: 1 day, 5:50:21, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3747, top5_acc: 0.6372, loss_cls: 3.5070, loss: 3.5070 2024-12-30 14:13:58,501 - pyskl - INFO - Epoch [117][1500/3746] lr: 1.188e-02, eta: 1 day, 5:48:56, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3761, top5_acc: 0.6400, loss_cls: 3.4930, loss: 3.4930 2024-12-30 14:15:23,137 - pyskl - INFO - Epoch [117][1600/3746] lr: 1.186e-02, eta: 1 day, 5:47:31, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3791, top5_acc: 0.6441, loss_cls: 3.5090, loss: 3.5090 2024-12-30 14:16:48,461 - pyskl - INFO - Epoch [117][1700/3746] lr: 1.184e-02, eta: 1 day, 5:46:05, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3858, top5_acc: 0.6456, loss_cls: 3.4929, loss: 3.4929 2024-12-30 14:18:13,152 - pyskl - INFO - Epoch [117][1800/3746] lr: 1.182e-02, eta: 1 day, 5:44:40, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3769, top5_acc: 0.6358, loss_cls: 3.4977, loss: 3.4977 2024-12-30 14:19:38,225 - pyskl - INFO - Epoch [117][1900/3746] lr: 1.181e-02, eta: 1 day, 5:43:15, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3850, top5_acc: 0.6416, loss_cls: 3.4863, loss: 3.4863 2024-12-30 14:21:02,612 - pyskl - INFO - Epoch [117][2000/3746] lr: 1.179e-02, eta: 1 day, 5:41:49, time: 0.844, data_time: 0.001, memory: 15990, top1_acc: 0.3920, top5_acc: 0.6545, loss_cls: 3.4324, loss: 3.4324 2024-12-30 14:22:26,981 - pyskl - INFO - Epoch [117][2100/3746] lr: 1.177e-02, eta: 1 day, 5:40:24, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3884, top5_acc: 0.6439, loss_cls: 3.4646, loss: 3.4646 2024-12-30 14:23:51,266 - pyskl - INFO - Epoch [117][2200/3746] lr: 1.175e-02, eta: 1 day, 5:38:58, time: 0.843, data_time: 0.001, memory: 15990, top1_acc: 0.3741, top5_acc: 0.6286, loss_cls: 3.5313, loss: 3.5313 2024-12-30 14:25:15,576 - pyskl - INFO - Epoch [117][2300/3746] lr: 1.173e-02, eta: 1 day, 5:37:32, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3922, top5_acc: 0.6470, loss_cls: 3.4453, loss: 3.4453 2024-12-30 14:26:40,772 - pyskl - INFO - Epoch [117][2400/3746] lr: 1.172e-02, eta: 1 day, 5:36:07, time: 0.852, data_time: 0.001, memory: 15990, top1_acc: 0.3894, top5_acc: 0.6469, loss_cls: 3.4400, loss: 3.4400 2024-12-30 14:28:05,664 - pyskl - INFO - Epoch [117][2500/3746] lr: 1.170e-02, eta: 1 day, 5:34:42, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3725, top5_acc: 0.6289, loss_cls: 3.5742, loss: 3.5742 2024-12-30 14:29:29,742 - pyskl - INFO - Epoch [117][2600/3746] lr: 1.168e-02, eta: 1 day, 5:33:16, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.3825, top5_acc: 0.6403, loss_cls: 3.4854, loss: 3.4854 2024-12-30 14:30:54,442 - pyskl - INFO - Epoch [117][2700/3746] lr: 1.166e-02, eta: 1 day, 5:31:51, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3770, top5_acc: 0.6264, loss_cls: 3.5491, loss: 3.5491 2024-12-30 14:32:19,534 - pyskl - INFO - Epoch [117][2800/3746] lr: 1.164e-02, eta: 1 day, 5:30:25, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3828, top5_acc: 0.6388, loss_cls: 3.4746, loss: 3.4746 2024-12-30 14:33:43,831 - pyskl - INFO - Epoch [117][2900/3746] lr: 1.163e-02, eta: 1 day, 5:29:00, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3827, top5_acc: 0.6439, loss_cls: 3.4799, loss: 3.4799 2024-12-30 14:35:08,402 - pyskl - INFO - Epoch [117][3000/3746] lr: 1.161e-02, eta: 1 day, 5:27:34, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3862, top5_acc: 0.6452, loss_cls: 3.4877, loss: 3.4877 2024-12-30 14:36:32,351 - pyskl - INFO - Epoch [117][3100/3746] lr: 1.159e-02, eta: 1 day, 5:26:09, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.3866, top5_acc: 0.6458, loss_cls: 3.4768, loss: 3.4768 2024-12-30 14:37:56,541 - pyskl - INFO - Epoch [117][3200/3746] lr: 1.157e-02, eta: 1 day, 5:24:43, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.3766, top5_acc: 0.6303, loss_cls: 3.5308, loss: 3.5308 2024-12-30 14:39:20,802 - pyskl - INFO - Epoch [117][3300/3746] lr: 1.155e-02, eta: 1 day, 5:23:17, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3784, top5_acc: 0.6403, loss_cls: 3.5004, loss: 3.5004 2024-12-30 14:40:45,151 - pyskl - INFO - Epoch [117][3400/3746] lr: 1.154e-02, eta: 1 day, 5:21:52, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.3795, top5_acc: 0.6384, loss_cls: 3.5281, loss: 3.5281 2024-12-30 14:42:09,618 - pyskl - INFO - Epoch [117][3500/3746] lr: 1.152e-02, eta: 1 day, 5:20:26, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3772, top5_acc: 0.6359, loss_cls: 3.5004, loss: 3.5004 2024-12-30 14:43:34,451 - pyskl - INFO - Epoch [117][3600/3746] lr: 1.150e-02, eta: 1 day, 5:19:01, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3891, top5_acc: 0.6512, loss_cls: 3.4560, loss: 3.4560 2024-12-30 14:44:58,881 - pyskl - INFO - Epoch [117][3700/3746] lr: 1.148e-02, eta: 1 day, 5:17:36, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3698, top5_acc: 0.6258, loss_cls: 3.5606, loss: 3.5606 2024-12-30 14:45:39,434 - pyskl - INFO - Saving checkpoint at 117 epochs 2024-12-30 14:47:38,321 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 14:47:39,036 - pyskl - INFO - top1_acc 0.3155 top5_acc 0.5693 2024-12-30 14:47:39,036 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 14:47:39,091 - pyskl - INFO - mean_acc 0.3152 2024-12-30 14:47:39,110 - pyskl - INFO - Epoch(val) [117][309] top1_acc: 0.3155, top5_acc: 0.5693, mean_class_accuracy: 0.3152 2024-12-30 14:51:54,038 - pyskl - INFO - Epoch [118][100/3746] lr: 1.146e-02, eta: 1 day, 5:16:08, time: 2.549, data_time: 1.507, memory: 15990, top1_acc: 0.3956, top5_acc: 0.6606, loss_cls: 3.3703, loss: 3.3703 2024-12-30 14:53:20,176 - pyskl - INFO - Epoch [118][200/3746] lr: 1.144e-02, eta: 1 day, 5:14:43, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3916, top5_acc: 0.6495, loss_cls: 3.4342, loss: 3.4342 2024-12-30 14:54:46,285 - pyskl - INFO - Epoch [118][300/3746] lr: 1.142e-02, eta: 1 day, 5:13:18, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.3920, top5_acc: 0.6478, loss_cls: 3.4110, loss: 3.4110 2024-12-30 14:56:11,976 - pyskl - INFO - Epoch [118][400/3746] lr: 1.140e-02, eta: 1 day, 5:11:52, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3942, top5_acc: 0.6578, loss_cls: 3.4065, loss: 3.4065 2024-12-30 14:57:37,758 - pyskl - INFO - Epoch [118][500/3746] lr: 1.139e-02, eta: 1 day, 5:10:27, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3967, top5_acc: 0.6589, loss_cls: 3.4242, loss: 3.4242 2024-12-30 14:59:03,020 - pyskl - INFO - Epoch [118][600/3746] lr: 1.137e-02, eta: 1 day, 5:09:02, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3881, top5_acc: 0.6477, loss_cls: 3.4240, loss: 3.4240 2024-12-30 15:00:28,672 - pyskl - INFO - Epoch [118][700/3746] lr: 1.135e-02, eta: 1 day, 5:07:37, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3917, top5_acc: 0.6494, loss_cls: 3.4415, loss: 3.4415 2024-12-30 15:01:54,549 - pyskl - INFO - Epoch [118][800/3746] lr: 1.133e-02, eta: 1 day, 5:06:12, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3808, top5_acc: 0.6455, loss_cls: 3.4713, loss: 3.4713 2024-12-30 15:03:20,874 - pyskl - INFO - Epoch [118][900/3746] lr: 1.131e-02, eta: 1 day, 5:04:47, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.3939, top5_acc: 0.6559, loss_cls: 3.4421, loss: 3.4421 2024-12-30 15:04:46,619 - pyskl - INFO - Epoch [118][1000/3746] lr: 1.130e-02, eta: 1 day, 5:03:21, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3902, top5_acc: 0.6444, loss_cls: 3.4603, loss: 3.4603 2024-12-30 15:06:12,631 - pyskl - INFO - Epoch [118][1100/3746] lr: 1.128e-02, eta: 1 day, 5:01:56, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3822, top5_acc: 0.6398, loss_cls: 3.4819, loss: 3.4819 2024-12-30 15:07:38,637 - pyskl - INFO - Epoch [118][1200/3746] lr: 1.126e-02, eta: 1 day, 5:00:31, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3852, top5_acc: 0.6508, loss_cls: 3.4156, loss: 3.4156 2024-12-30 15:09:04,603 - pyskl - INFO - Epoch [118][1300/3746] lr: 1.124e-02, eta: 1 day, 4:59:06, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3791, top5_acc: 0.6384, loss_cls: 3.4961, loss: 3.4961 2024-12-30 15:10:30,506 - pyskl - INFO - Epoch [118][1400/3746] lr: 1.123e-02, eta: 1 day, 4:57:41, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3817, top5_acc: 0.6383, loss_cls: 3.4773, loss: 3.4773 2024-12-30 15:11:56,753 - pyskl - INFO - Epoch [118][1500/3746] lr: 1.121e-02, eta: 1 day, 4:56:16, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3797, top5_acc: 0.6405, loss_cls: 3.5141, loss: 3.5141 2024-12-30 15:13:22,960 - pyskl - INFO - Epoch [118][1600/3746] lr: 1.119e-02, eta: 1 day, 4:54:51, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.3898, top5_acc: 0.6516, loss_cls: 3.4584, loss: 3.4584 2024-12-30 15:14:48,834 - pyskl - INFO - Epoch [118][1700/3746] lr: 1.117e-02, eta: 1 day, 4:53:26, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3855, top5_acc: 0.6519, loss_cls: 3.4565, loss: 3.4565 2024-12-30 15:16:14,704 - pyskl - INFO - Epoch [118][1800/3746] lr: 1.116e-02, eta: 1 day, 4:52:00, time: 0.859, data_time: 0.001, memory: 15990, top1_acc: 0.3875, top5_acc: 0.6402, loss_cls: 3.4807, loss: 3.4807 2024-12-30 15:17:40,520 - pyskl - INFO - Epoch [118][1900/3746] lr: 1.114e-02, eta: 1 day, 4:50:35, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3845, top5_acc: 0.6503, loss_cls: 3.4490, loss: 3.4490 2024-12-30 15:19:05,622 - pyskl - INFO - Epoch [118][2000/3746] lr: 1.112e-02, eta: 1 day, 4:49:10, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3853, top5_acc: 0.6450, loss_cls: 3.4572, loss: 3.4572 2024-12-30 15:20:30,456 - pyskl - INFO - Epoch [118][2100/3746] lr: 1.110e-02, eta: 1 day, 4:47:44, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3823, top5_acc: 0.6367, loss_cls: 3.5084, loss: 3.5084 2024-12-30 15:21:55,125 - pyskl - INFO - Epoch [118][2200/3746] lr: 1.109e-02, eta: 1 day, 4:46:19, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3862, top5_acc: 0.6406, loss_cls: 3.5000, loss: 3.5000 2024-12-30 15:23:20,158 - pyskl - INFO - Epoch [118][2300/3746] lr: 1.107e-02, eta: 1 day, 4:44:54, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3867, top5_acc: 0.6489, loss_cls: 3.4459, loss: 3.4459 2024-12-30 15:24:45,418 - pyskl - INFO - Epoch [118][2400/3746] lr: 1.105e-02, eta: 1 day, 4:43:28, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3839, top5_acc: 0.6394, loss_cls: 3.4771, loss: 3.4771 2024-12-30 15:26:10,963 - pyskl - INFO - Epoch [118][2500/3746] lr: 1.103e-02, eta: 1 day, 4:42:03, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3998, top5_acc: 0.6439, loss_cls: 3.4439, loss: 3.4439 2024-12-30 15:27:36,662 - pyskl - INFO - Epoch [118][2600/3746] lr: 1.102e-02, eta: 1 day, 4:40:38, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3886, top5_acc: 0.6416, loss_cls: 3.5157, loss: 3.5157 2024-12-30 15:29:02,055 - pyskl - INFO - Epoch [118][2700/3746] lr: 1.100e-02, eta: 1 day, 4:39:13, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3878, top5_acc: 0.6423, loss_cls: 3.4969, loss: 3.4969 2024-12-30 15:30:27,914 - pyskl - INFO - Epoch [118][2800/3746] lr: 1.098e-02, eta: 1 day, 4:37:47, time: 0.859, data_time: 0.001, memory: 15990, top1_acc: 0.3953, top5_acc: 0.6522, loss_cls: 3.4390, loss: 3.4390 2024-12-30 15:31:53,129 - pyskl - INFO - Epoch [118][2900/3746] lr: 1.096e-02, eta: 1 day, 4:36:22, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3847, top5_acc: 0.6416, loss_cls: 3.4633, loss: 3.4633 2024-12-30 15:33:18,477 - pyskl - INFO - Epoch [118][3000/3746] lr: 1.095e-02, eta: 1 day, 4:34:57, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3833, top5_acc: 0.6306, loss_cls: 3.4944, loss: 3.4944 2024-12-30 15:34:43,866 - pyskl - INFO - Epoch [118][3100/3746] lr: 1.093e-02, eta: 1 day, 4:33:31, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3930, top5_acc: 0.6550, loss_cls: 3.4355, loss: 3.4355 2024-12-30 15:36:09,759 - pyskl - INFO - Epoch [118][3200/3746] lr: 1.091e-02, eta: 1 day, 4:32:06, time: 0.859, data_time: 0.001, memory: 15990, top1_acc: 0.3858, top5_acc: 0.6402, loss_cls: 3.5048, loss: 3.5048 2024-12-30 15:37:35,108 - pyskl - INFO - Epoch [118][3300/3746] lr: 1.089e-02, eta: 1 day, 4:30:41, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3834, top5_acc: 0.6375, loss_cls: 3.5109, loss: 3.5109 2024-12-30 15:39:01,001 - pyskl - INFO - Epoch [118][3400/3746] lr: 1.088e-02, eta: 1 day, 4:29:16, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3812, top5_acc: 0.6422, loss_cls: 3.5212, loss: 3.5212 2024-12-30 15:40:26,591 - pyskl - INFO - Epoch [118][3500/3746] lr: 1.086e-02, eta: 1 day, 4:27:51, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3903, top5_acc: 0.6403, loss_cls: 3.4780, loss: 3.4780 2024-12-30 15:41:52,037 - pyskl - INFO - Epoch [118][3600/3746] lr: 1.084e-02, eta: 1 day, 4:26:25, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3875, top5_acc: 0.6383, loss_cls: 3.4805, loss: 3.4805 2024-12-30 15:43:17,623 - pyskl - INFO - Epoch [118][3700/3746] lr: 1.082e-02, eta: 1 day, 4:25:00, time: 0.856, data_time: 0.001, memory: 15990, top1_acc: 0.3858, top5_acc: 0.6384, loss_cls: 3.4884, loss: 3.4884 2024-12-30 15:43:58,824 - pyskl - INFO - Saving checkpoint at 118 epochs 2024-12-30 15:45:59,579 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 15:46:00,330 - pyskl - INFO - top1_acc 0.3192 top5_acc 0.5689 2024-12-30 15:46:00,330 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 15:46:00,383 - pyskl - INFO - mean_acc 0.3190 2024-12-30 15:46:00,388 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_116.pth was removed 2024-12-30 15:46:00,745 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2024-12-30 15:46:00,745 - pyskl - INFO - Best top1_acc is 0.3192 at 118 epoch. 2024-12-30 15:46:00,761 - pyskl - INFO - Epoch(val) [118][309] top1_acc: 0.3192, top5_acc: 0.5689, mean_class_accuracy: 0.3190 2024-12-30 15:50:24,005 - pyskl - INFO - Epoch [119][100/3746] lr: 1.080e-02, eta: 1 day, 4:23:33, time: 2.632, data_time: 1.598, memory: 15990, top1_acc: 0.3973, top5_acc: 0.6586, loss_cls: 3.4021, loss: 3.4021 2024-12-30 15:51:49,126 - pyskl - INFO - Epoch [119][200/3746] lr: 1.078e-02, eta: 1 day, 4:22:08, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6545, loss_cls: 3.4120, loss: 3.4120 2024-12-30 15:53:14,386 - pyskl - INFO - Epoch [119][300/3746] lr: 1.076e-02, eta: 1 day, 4:20:42, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6567, loss_cls: 3.4277, loss: 3.4277 2024-12-30 15:54:39,726 - pyskl - INFO - Epoch [119][400/3746] lr: 1.075e-02, eta: 1 day, 4:19:17, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3980, top5_acc: 0.6598, loss_cls: 3.3777, loss: 3.3777 2024-12-30 15:56:04,784 - pyskl - INFO - Epoch [119][500/3746] lr: 1.073e-02, eta: 1 day, 4:17:52, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3948, top5_acc: 0.6542, loss_cls: 3.3992, loss: 3.3992 2024-12-30 15:57:30,384 - pyskl - INFO - Epoch [119][600/3746] lr: 1.071e-02, eta: 1 day, 4:16:26, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4009, top5_acc: 0.6570, loss_cls: 3.3852, loss: 3.3852 2024-12-30 15:58:55,733 - pyskl - INFO - Epoch [119][700/3746] lr: 1.069e-02, eta: 1 day, 4:15:01, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4044, top5_acc: 0.6575, loss_cls: 3.3957, loss: 3.3957 2024-12-30 16:00:21,120 - pyskl - INFO - Epoch [119][800/3746] lr: 1.068e-02, eta: 1 day, 4:13:36, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3891, top5_acc: 0.6542, loss_cls: 3.4075, loss: 3.4075 2024-12-30 16:01:46,047 - pyskl - INFO - Epoch [119][900/3746] lr: 1.066e-02, eta: 1 day, 4:12:10, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3981, top5_acc: 0.6434, loss_cls: 3.4459, loss: 3.4459 2024-12-30 16:03:11,376 - pyskl - INFO - Epoch [119][1000/3746] lr: 1.064e-02, eta: 1 day, 4:10:45, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3883, top5_acc: 0.6391, loss_cls: 3.4782, loss: 3.4782 2024-12-30 16:04:36,801 - pyskl - INFO - Epoch [119][1100/3746] lr: 1.063e-02, eta: 1 day, 4:09:20, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3906, top5_acc: 0.6500, loss_cls: 3.4159, loss: 3.4159 2024-12-30 16:06:02,341 - pyskl - INFO - Epoch [119][1200/3746] lr: 1.061e-02, eta: 1 day, 4:07:54, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3991, top5_acc: 0.6525, loss_cls: 3.4291, loss: 3.4291 2024-12-30 16:07:27,497 - pyskl - INFO - Epoch [119][1300/3746] lr: 1.059e-02, eta: 1 day, 4:06:29, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3928, top5_acc: 0.6452, loss_cls: 3.4568, loss: 3.4568 2024-12-30 16:08:52,493 - pyskl - INFO - Epoch [119][1400/3746] lr: 1.057e-02, eta: 1 day, 4:05:03, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3959, top5_acc: 0.6534, loss_cls: 3.4302, loss: 3.4302 2024-12-30 16:10:17,807 - pyskl - INFO - Epoch [119][1500/3746] lr: 1.056e-02, eta: 1 day, 4:03:38, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3902, top5_acc: 0.6489, loss_cls: 3.4481, loss: 3.4481 2024-12-30 16:11:43,811 - pyskl - INFO - Epoch [119][1600/3746] lr: 1.054e-02, eta: 1 day, 4:02:13, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3912, top5_acc: 0.6517, loss_cls: 3.4215, loss: 3.4215 2024-12-30 16:13:08,959 - pyskl - INFO - Epoch [119][1700/3746] lr: 1.052e-02, eta: 1 day, 4:00:48, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3945, top5_acc: 0.6430, loss_cls: 3.4380, loss: 3.4380 2024-12-30 16:14:34,684 - pyskl - INFO - Epoch [119][1800/3746] lr: 1.050e-02, eta: 1 day, 3:59:22, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3969, top5_acc: 0.6558, loss_cls: 3.4054, loss: 3.4054 2024-12-30 16:15:59,863 - pyskl - INFO - Epoch [119][1900/3746] lr: 1.049e-02, eta: 1 day, 3:57:57, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3942, top5_acc: 0.6512, loss_cls: 3.4310, loss: 3.4310 2024-12-30 16:17:25,145 - pyskl - INFO - Epoch [119][2000/3746] lr: 1.047e-02, eta: 1 day, 3:56:32, time: 0.853, data_time: 0.001, memory: 15990, top1_acc: 0.3742, top5_acc: 0.6350, loss_cls: 3.4949, loss: 3.4949 2024-12-30 16:18:49,902 - pyskl - INFO - Epoch [119][2100/3746] lr: 1.045e-02, eta: 1 day, 3:55:06, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3892, top5_acc: 0.6550, loss_cls: 3.4406, loss: 3.4406 2024-12-30 16:20:15,240 - pyskl - INFO - Epoch [119][2200/3746] lr: 1.044e-02, eta: 1 day, 3:53:41, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3816, top5_acc: 0.6425, loss_cls: 3.4561, loss: 3.4561 2024-12-30 16:21:40,480 - pyskl - INFO - Epoch [119][2300/3746] lr: 1.042e-02, eta: 1 day, 3:52:15, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3870, top5_acc: 0.6519, loss_cls: 3.4463, loss: 3.4463 2024-12-30 16:23:05,651 - pyskl - INFO - Epoch [119][2400/3746] lr: 1.040e-02, eta: 1 day, 3:50:50, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3897, top5_acc: 0.6456, loss_cls: 3.4421, loss: 3.4421 2024-12-30 16:24:30,903 - pyskl - INFO - Epoch [119][2500/3746] lr: 1.039e-02, eta: 1 day, 3:49:25, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3866, top5_acc: 0.6506, loss_cls: 3.4442, loss: 3.4442 2024-12-30 16:25:56,056 - pyskl - INFO - Epoch [119][2600/3746] lr: 1.037e-02, eta: 1 day, 3:47:59, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3939, top5_acc: 0.6614, loss_cls: 3.4169, loss: 3.4169 2024-12-30 16:27:21,800 - pyskl - INFO - Epoch [119][2700/3746] lr: 1.035e-02, eta: 1 day, 3:46:34, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3809, top5_acc: 0.6467, loss_cls: 3.4596, loss: 3.4596 2024-12-30 16:28:47,091 - pyskl - INFO - Epoch [119][2800/3746] lr: 1.033e-02, eta: 1 day, 3:45:09, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3895, top5_acc: 0.6492, loss_cls: 3.4422, loss: 3.4422 2024-12-30 16:30:12,736 - pyskl - INFO - Epoch [119][2900/3746] lr: 1.032e-02, eta: 1 day, 3:43:43, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3864, top5_acc: 0.6494, loss_cls: 3.4296, loss: 3.4296 2024-12-30 16:31:38,343 - pyskl - INFO - Epoch [119][3000/3746] lr: 1.030e-02, eta: 1 day, 3:42:18, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3887, top5_acc: 0.6462, loss_cls: 3.4557, loss: 3.4557 2024-12-30 16:33:03,934 - pyskl - INFO - Epoch [119][3100/3746] lr: 1.028e-02, eta: 1 day, 3:40:53, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.3992, top5_acc: 0.6525, loss_cls: 3.4106, loss: 3.4106 2024-12-30 16:34:29,328 - pyskl - INFO - Epoch [119][3200/3746] lr: 1.027e-02, eta: 1 day, 3:39:28, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3859, top5_acc: 0.6464, loss_cls: 3.4638, loss: 3.4638 2024-12-30 16:35:55,342 - pyskl - INFO - Epoch [119][3300/3746] lr: 1.025e-02, eta: 1 day, 3:38:02, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3884, top5_acc: 0.6525, loss_cls: 3.4376, loss: 3.4376 2024-12-30 16:37:22,020 - pyskl - INFO - Epoch [119][3400/3746] lr: 1.023e-02, eta: 1 day, 3:36:37, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.3773, top5_acc: 0.6314, loss_cls: 3.5452, loss: 3.5452 2024-12-30 16:38:46,883 - pyskl - INFO - Epoch [119][3500/3746] lr: 1.022e-02, eta: 1 day, 3:35:12, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3892, top5_acc: 0.6402, loss_cls: 3.4901, loss: 3.4901 2024-12-30 16:40:11,970 - pyskl - INFO - Epoch [119][3600/3746] lr: 1.020e-02, eta: 1 day, 3:33:47, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3928, top5_acc: 0.6495, loss_cls: 3.4253, loss: 3.4253 2024-12-30 16:41:37,907 - pyskl - INFO - Epoch [119][3700/3746] lr: 1.018e-02, eta: 1 day, 3:32:21, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3870, top5_acc: 0.6397, loss_cls: 3.4931, loss: 3.4931 2024-12-30 16:42:18,880 - pyskl - INFO - Saving checkpoint at 119 epochs 2024-12-30 16:44:20,911 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 16:44:21,659 - pyskl - INFO - top1_acc 0.3303 top5_acc 0.5842 2024-12-30 16:44:21,659 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 16:44:21,715 - pyskl - INFO - mean_acc 0.3300 2024-12-30 16:44:21,722 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_118.pth was removed 2024-12-30 16:44:22,051 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2024-12-30 16:44:22,052 - pyskl - INFO - Best top1_acc is 0.3303 at 119 epoch. 2024-12-30 16:44:22,067 - pyskl - INFO - Epoch(val) [119][309] top1_acc: 0.3303, top5_acc: 0.5842, mean_class_accuracy: 0.3300 2024-12-30 16:48:44,460 - pyskl - INFO - Epoch [120][100/3746] lr: 1.016e-02, eta: 1 day, 3:30:53, time: 2.624, data_time: 1.592, memory: 15990, top1_acc: 0.4045, top5_acc: 0.6606, loss_cls: 3.3483, loss: 3.3483 2024-12-30 16:50:09,630 - pyskl - INFO - Epoch [120][200/3746] lr: 1.014e-02, eta: 1 day, 3:29:27, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4028, top5_acc: 0.6644, loss_cls: 3.3583, loss: 3.3583 2024-12-30 16:51:34,952 - pyskl - INFO - Epoch [120][300/3746] lr: 1.012e-02, eta: 1 day, 3:28:02, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4039, top5_acc: 0.6572, loss_cls: 3.3850, loss: 3.3850 2024-12-30 16:53:00,437 - pyskl - INFO - Epoch [120][400/3746] lr: 1.011e-02, eta: 1 day, 3:26:36, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4014, top5_acc: 0.6564, loss_cls: 3.3867, loss: 3.3867 2024-12-30 16:54:25,921 - pyskl - INFO - Epoch [120][500/3746] lr: 1.009e-02, eta: 1 day, 3:25:11, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4061, top5_acc: 0.6603, loss_cls: 3.3596, loss: 3.3596 2024-12-30 16:55:51,175 - pyskl - INFO - Epoch [120][600/3746] lr: 1.007e-02, eta: 1 day, 3:23:46, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4039, top5_acc: 0.6547, loss_cls: 3.3829, loss: 3.3829 2024-12-30 16:57:16,857 - pyskl - INFO - Epoch [120][700/3746] lr: 1.006e-02, eta: 1 day, 3:22:20, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3911, top5_acc: 0.6547, loss_cls: 3.4264, loss: 3.4264 2024-12-30 16:58:42,398 - pyskl - INFO - Epoch [120][800/3746] lr: 1.004e-02, eta: 1 day, 3:20:55, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4023, top5_acc: 0.6578, loss_cls: 3.3810, loss: 3.3810 2024-12-30 17:00:07,689 - pyskl - INFO - Epoch [120][900/3746] lr: 1.002e-02, eta: 1 day, 3:19:30, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3855, top5_acc: 0.6498, loss_cls: 3.4436, loss: 3.4436 2024-12-30 17:01:32,930 - pyskl - INFO - Epoch [120][1000/3746] lr: 1.001e-02, eta: 1 day, 3:18:04, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3941, top5_acc: 0.6570, loss_cls: 3.4091, loss: 3.4091 2024-12-30 17:02:58,534 - pyskl - INFO - Epoch [120][1100/3746] lr: 9.989e-03, eta: 1 day, 3:16:39, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4102, top5_acc: 0.6616, loss_cls: 3.3559, loss: 3.3559 2024-12-30 17:04:23,849 - pyskl - INFO - Epoch [120][1200/3746] lr: 9.972e-03, eta: 1 day, 3:15:14, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3967, top5_acc: 0.6581, loss_cls: 3.3779, loss: 3.3779 2024-12-30 17:05:49,054 - pyskl - INFO - Epoch [120][1300/3746] lr: 9.955e-03, eta: 1 day, 3:13:48, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3948, top5_acc: 0.6600, loss_cls: 3.3866, loss: 3.3866 2024-12-30 17:07:14,352 - pyskl - INFO - Epoch [120][1400/3746] lr: 9.938e-03, eta: 1 day, 3:12:23, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4044, top5_acc: 0.6595, loss_cls: 3.4115, loss: 3.4115 2024-12-30 17:08:39,808 - pyskl - INFO - Epoch [120][1500/3746] lr: 9.922e-03, eta: 1 day, 3:10:57, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3895, top5_acc: 0.6438, loss_cls: 3.4697, loss: 3.4697 2024-12-30 17:10:04,979 - pyskl - INFO - Epoch [120][1600/3746] lr: 9.905e-03, eta: 1 day, 3:09:32, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3833, top5_acc: 0.6489, loss_cls: 3.4497, loss: 3.4497 2024-12-30 17:11:30,098 - pyskl - INFO - Epoch [120][1700/3746] lr: 9.888e-03, eta: 1 day, 3:08:07, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3920, top5_acc: 0.6481, loss_cls: 3.4203, loss: 3.4203 2024-12-30 17:12:55,346 - pyskl - INFO - Epoch [120][1800/3746] lr: 9.871e-03, eta: 1 day, 3:06:41, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6494, loss_cls: 3.4524, loss: 3.4524 2024-12-30 17:14:20,817 - pyskl - INFO - Epoch [120][1900/3746] lr: 9.855e-03, eta: 1 day, 3:05:16, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3891, top5_acc: 0.6502, loss_cls: 3.4702, loss: 3.4702 2024-12-30 17:15:46,183 - pyskl - INFO - Epoch [120][2000/3746] lr: 9.838e-03, eta: 1 day, 3:03:50, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3969, top5_acc: 0.6584, loss_cls: 3.3735, loss: 3.3735 2024-12-30 17:17:11,840 - pyskl - INFO - Epoch [120][2100/3746] lr: 9.821e-03, eta: 1 day, 3:02:25, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3978, top5_acc: 0.6491, loss_cls: 3.3912, loss: 3.3912 2024-12-30 17:18:37,301 - pyskl - INFO - Epoch [120][2200/3746] lr: 9.805e-03, eta: 1 day, 3:01:00, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3978, top5_acc: 0.6514, loss_cls: 3.4314, loss: 3.4314 2024-12-30 17:20:02,812 - pyskl - INFO - Epoch [120][2300/3746] lr: 9.788e-03, eta: 1 day, 2:59:34, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3916, top5_acc: 0.6506, loss_cls: 3.4408, loss: 3.4408 2024-12-30 17:21:27,544 - pyskl - INFO - Epoch [120][2400/3746] lr: 9.772e-03, eta: 1 day, 2:58:09, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3927, top5_acc: 0.6525, loss_cls: 3.3878, loss: 3.3878 2024-12-30 17:22:52,658 - pyskl - INFO - Epoch [120][2500/3746] lr: 9.755e-03, eta: 1 day, 2:56:43, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3975, top5_acc: 0.6547, loss_cls: 3.4405, loss: 3.4405 2024-12-30 17:24:18,103 - pyskl - INFO - Epoch [120][2600/3746] lr: 9.738e-03, eta: 1 day, 2:55:18, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3973, top5_acc: 0.6556, loss_cls: 3.4053, loss: 3.4053 2024-12-30 17:25:43,217 - pyskl - INFO - Epoch [120][2700/3746] lr: 9.722e-03, eta: 1 day, 2:53:53, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3936, top5_acc: 0.6544, loss_cls: 3.4082, loss: 3.4082 2024-12-30 17:27:08,740 - pyskl - INFO - Epoch [120][2800/3746] lr: 9.705e-03, eta: 1 day, 2:52:27, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3944, top5_acc: 0.6481, loss_cls: 3.4295, loss: 3.4295 2024-12-30 17:28:33,916 - pyskl - INFO - Epoch [120][2900/3746] lr: 9.689e-03, eta: 1 day, 2:51:02, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3783, top5_acc: 0.6434, loss_cls: 3.5074, loss: 3.5074 2024-12-30 17:29:58,913 - pyskl - INFO - Epoch [120][3000/3746] lr: 9.672e-03, eta: 1 day, 2:49:36, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3981, top5_acc: 0.6552, loss_cls: 3.4186, loss: 3.4186 2024-12-30 17:31:24,128 - pyskl - INFO - Epoch [120][3100/3746] lr: 9.656e-03, eta: 1 day, 2:48:11, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3911, top5_acc: 0.6527, loss_cls: 3.4297, loss: 3.4297 2024-12-30 17:32:49,159 - pyskl - INFO - Epoch [120][3200/3746] lr: 9.639e-03, eta: 1 day, 2:46:46, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3937, top5_acc: 0.6462, loss_cls: 3.4381, loss: 3.4381 2024-12-30 17:34:14,609 - pyskl - INFO - Epoch [120][3300/3746] lr: 9.623e-03, eta: 1 day, 2:45:20, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4005, top5_acc: 0.6550, loss_cls: 3.4259, loss: 3.4259 2024-12-30 17:35:39,536 - pyskl - INFO - Epoch [120][3400/3746] lr: 9.606e-03, eta: 1 day, 2:43:55, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3911, top5_acc: 0.6467, loss_cls: 3.4537, loss: 3.4537 2024-12-30 17:37:04,622 - pyskl - INFO - Epoch [120][3500/3746] lr: 9.590e-03, eta: 1 day, 2:42:29, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3936, top5_acc: 0.6591, loss_cls: 3.3952, loss: 3.3952 2024-12-30 17:38:29,603 - pyskl - INFO - Epoch [120][3600/3746] lr: 9.573e-03, eta: 1 day, 2:41:04, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4059, top5_acc: 0.6680, loss_cls: 3.3530, loss: 3.3530 2024-12-30 17:39:54,932 - pyskl - INFO - Epoch [120][3700/3746] lr: 9.557e-03, eta: 1 day, 2:39:38, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3934, top5_acc: 0.6478, loss_cls: 3.4490, loss: 3.4490 2024-12-30 17:40:36,505 - pyskl - INFO - Saving checkpoint at 120 epochs 2024-12-30 17:42:36,486 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 17:42:37,251 - pyskl - INFO - top1_acc 0.3294 top5_acc 0.5871 2024-12-30 17:42:37,251 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 17:42:37,308 - pyskl - INFO - mean_acc 0.3292 2024-12-30 17:42:37,323 - pyskl - INFO - Epoch(val) [120][309] top1_acc: 0.3294, top5_acc: 0.5871, mean_class_accuracy: 0.3292 2024-12-30 17:46:55,060 - pyskl - INFO - Epoch [121][100/3746] lr: 9.533e-03, eta: 1 day, 2:38:07, time: 2.577, data_time: 1.550, memory: 15990, top1_acc: 0.4136, top5_acc: 0.6733, loss_cls: 3.2817, loss: 3.2817 2024-12-30 17:48:19,543 - pyskl - INFO - Epoch [121][200/3746] lr: 9.516e-03, eta: 1 day, 2:36:41, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.4005, top5_acc: 0.6642, loss_cls: 3.3605, loss: 3.3605 2024-12-30 17:49:44,667 - pyskl - INFO - Epoch [121][300/3746] lr: 9.500e-03, eta: 1 day, 2:35:16, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4081, top5_acc: 0.6592, loss_cls: 3.3608, loss: 3.3608 2024-12-30 17:51:09,542 - pyskl - INFO - Epoch [121][400/3746] lr: 9.484e-03, eta: 1 day, 2:33:50, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4128, top5_acc: 0.6747, loss_cls: 3.3071, loss: 3.3071 2024-12-30 17:52:34,703 - pyskl - INFO - Epoch [121][500/3746] lr: 9.467e-03, eta: 1 day, 2:32:25, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4044, top5_acc: 0.6648, loss_cls: 3.3552, loss: 3.3552 2024-12-30 17:53:59,760 - pyskl - INFO - Epoch [121][600/3746] lr: 9.451e-03, eta: 1 day, 2:30:59, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4048, top5_acc: 0.6627, loss_cls: 3.3576, loss: 3.3576 2024-12-30 17:55:25,516 - pyskl - INFO - Epoch [121][700/3746] lr: 9.435e-03, eta: 1 day, 2:29:34, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4122, top5_acc: 0.6664, loss_cls: 3.3211, loss: 3.3211 2024-12-30 17:56:50,406 - pyskl - INFO - Epoch [121][800/3746] lr: 9.418e-03, eta: 1 day, 2:28:09, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.3973, top5_acc: 0.6566, loss_cls: 3.3998, loss: 3.3998 2024-12-30 17:58:15,448 - pyskl - INFO - Epoch [121][900/3746] lr: 9.402e-03, eta: 1 day, 2:26:43, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3941, top5_acc: 0.6562, loss_cls: 3.4151, loss: 3.4151 2024-12-30 17:59:40,177 - pyskl - INFO - Epoch [121][1000/3746] lr: 9.386e-03, eta: 1 day, 2:25:18, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4136, top5_acc: 0.6709, loss_cls: 3.3133, loss: 3.3133 2024-12-30 18:01:05,347 - pyskl - INFO - Epoch [121][1100/3746] lr: 9.369e-03, eta: 1 day, 2:23:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4127, top5_acc: 0.6658, loss_cls: 3.3365, loss: 3.3365 2024-12-30 18:02:30,581 - pyskl - INFO - Epoch [121][1200/3746] lr: 9.353e-03, eta: 1 day, 2:22:27, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4042, top5_acc: 0.6705, loss_cls: 3.3460, loss: 3.3460 2024-12-30 18:03:56,443 - pyskl - INFO - Epoch [121][1300/3746] lr: 9.337e-03, eta: 1 day, 2:21:01, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3984, top5_acc: 0.6536, loss_cls: 3.4106, loss: 3.4106 2024-12-30 18:05:22,239 - pyskl - INFO - Epoch [121][1400/3746] lr: 9.321e-03, eta: 1 day, 2:19:36, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4044, top5_acc: 0.6614, loss_cls: 3.3749, loss: 3.3749 2024-12-30 18:06:47,805 - pyskl - INFO - Epoch [121][1500/3746] lr: 9.304e-03, eta: 1 day, 2:18:11, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4003, top5_acc: 0.6545, loss_cls: 3.3878, loss: 3.3878 2024-12-30 18:08:13,182 - pyskl - INFO - Epoch [121][1600/3746] lr: 9.288e-03, eta: 1 day, 2:16:45, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4014, top5_acc: 0.6617, loss_cls: 3.3757, loss: 3.3757 2024-12-30 18:09:38,727 - pyskl - INFO - Epoch [121][1700/3746] lr: 9.272e-03, eta: 1 day, 2:15:20, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4014, top5_acc: 0.6569, loss_cls: 3.3606, loss: 3.3606 2024-12-30 18:11:04,723 - pyskl - INFO - Epoch [121][1800/3746] lr: 9.256e-03, eta: 1 day, 2:13:55, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.3937, top5_acc: 0.6486, loss_cls: 3.4146, loss: 3.4146 2024-12-30 18:12:30,643 - pyskl - INFO - Epoch [121][1900/3746] lr: 9.239e-03, eta: 1 day, 2:12:29, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.3903, top5_acc: 0.6527, loss_cls: 3.4199, loss: 3.4199 2024-12-30 18:13:56,123 - pyskl - INFO - Epoch [121][2000/3746] lr: 9.223e-03, eta: 1 day, 2:11:04, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3983, top5_acc: 0.6523, loss_cls: 3.3848, loss: 3.3848 2024-12-30 18:15:21,366 - pyskl - INFO - Epoch [121][2100/3746] lr: 9.207e-03, eta: 1 day, 2:09:39, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3905, top5_acc: 0.6580, loss_cls: 3.4263, loss: 3.4263 2024-12-30 18:16:46,173 - pyskl - INFO - Epoch [121][2200/3746] lr: 9.191e-03, eta: 1 day, 2:08:13, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.3947, top5_acc: 0.6506, loss_cls: 3.4327, loss: 3.4327 2024-12-30 18:18:11,627 - pyskl - INFO - Epoch [121][2300/3746] lr: 9.175e-03, eta: 1 day, 2:06:48, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3919, top5_acc: 0.6495, loss_cls: 3.4285, loss: 3.4285 2024-12-30 18:19:36,788 - pyskl - INFO - Epoch [121][2400/3746] lr: 9.159e-03, eta: 1 day, 2:05:22, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4055, top5_acc: 0.6680, loss_cls: 3.3659, loss: 3.3659 2024-12-30 18:21:01,958 - pyskl - INFO - Epoch [121][2500/3746] lr: 9.142e-03, eta: 1 day, 2:03:57, time: 0.852, data_time: 0.001, memory: 15990, top1_acc: 0.3978, top5_acc: 0.6592, loss_cls: 3.4382, loss: 3.4382 2024-12-30 18:22:26,806 - pyskl - INFO - Epoch [121][2600/3746] lr: 9.126e-03, eta: 1 day, 2:02:31, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3950, top5_acc: 0.6509, loss_cls: 3.4054, loss: 3.4054 2024-12-30 18:23:51,929 - pyskl - INFO - Epoch [121][2700/3746] lr: 9.110e-03, eta: 1 day, 2:01:06, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3920, top5_acc: 0.6503, loss_cls: 3.4221, loss: 3.4221 2024-12-30 18:25:16,286 - pyskl - INFO - Epoch [121][2800/3746] lr: 9.094e-03, eta: 1 day, 1:59:40, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.3950, top5_acc: 0.6531, loss_cls: 3.4076, loss: 3.4076 2024-12-30 18:26:40,886 - pyskl - INFO - Epoch [121][2900/3746] lr: 9.078e-03, eta: 1 day, 1:58:15, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3942, top5_acc: 0.6567, loss_cls: 3.3932, loss: 3.3932 2024-12-30 18:28:05,693 - pyskl - INFO - Epoch [121][3000/3746] lr: 9.062e-03, eta: 1 day, 1:56:49, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3919, top5_acc: 0.6489, loss_cls: 3.4157, loss: 3.4157 2024-12-30 18:29:30,250 - pyskl - INFO - Epoch [121][3100/3746] lr: 9.046e-03, eta: 1 day, 1:55:23, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3966, top5_acc: 0.6614, loss_cls: 3.3568, loss: 3.3568 2024-12-30 18:30:54,927 - pyskl - INFO - Epoch [121][3200/3746] lr: 9.030e-03, eta: 1 day, 1:53:58, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.3986, top5_acc: 0.6569, loss_cls: 3.4029, loss: 3.4029 2024-12-30 18:32:19,205 - pyskl - INFO - Epoch [121][3300/3746] lr: 9.014e-03, eta: 1 day, 1:52:32, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.4095, top5_acc: 0.6558, loss_cls: 3.3849, loss: 3.3849 2024-12-30 18:33:43,954 - pyskl - INFO - Epoch [121][3400/3746] lr: 8.998e-03, eta: 1 day, 1:51:07, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4019, top5_acc: 0.6581, loss_cls: 3.3851, loss: 3.3851 2024-12-30 18:35:09,446 - pyskl - INFO - Epoch [121][3500/3746] lr: 8.982e-03, eta: 1 day, 1:49:41, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.3942, top5_acc: 0.6519, loss_cls: 3.4361, loss: 3.4361 2024-12-30 18:36:35,092 - pyskl - INFO - Epoch [121][3600/3746] lr: 8.966e-03, eta: 1 day, 1:48:16, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4011, top5_acc: 0.6522, loss_cls: 3.3938, loss: 3.3938 2024-12-30 18:38:00,303 - pyskl - INFO - Epoch [121][3700/3746] lr: 8.950e-03, eta: 1 day, 1:46:50, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.3994, top5_acc: 0.6559, loss_cls: 3.4258, loss: 3.4258 2024-12-30 18:38:41,554 - pyskl - INFO - Saving checkpoint at 121 epochs 2024-12-30 18:40:42,013 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 18:40:42,705 - pyskl - INFO - top1_acc 0.3352 top5_acc 0.5897 2024-12-30 18:40:42,705 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 18:40:42,747 - pyskl - INFO - mean_acc 0.3350 2024-12-30 18:40:42,753 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_119.pth was removed 2024-12-30 18:40:43,013 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. 2024-12-30 18:40:43,014 - pyskl - INFO - Best top1_acc is 0.3352 at 121 epoch. 2024-12-30 18:40:43,027 - pyskl - INFO - Epoch(val) [121][309] top1_acc: 0.3352, top5_acc: 0.5897, mean_class_accuracy: 0.3350 2024-12-30 18:45:03,764 - pyskl - INFO - Epoch [122][100/3746] lr: 8.927e-03, eta: 1 day, 1:45:18, time: 2.607, data_time: 1.584, memory: 15990, top1_acc: 0.4128, top5_acc: 0.6775, loss_cls: 3.2965, loss: 3.2965 2024-12-30 18:46:28,578 - pyskl - INFO - Epoch [122][200/3746] lr: 8.911e-03, eta: 1 day, 1:43:53, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.4073, top5_acc: 0.6689, loss_cls: 3.3202, loss: 3.3202 2024-12-30 18:47:53,356 - pyskl - INFO - Epoch [122][300/3746] lr: 8.895e-03, eta: 1 day, 1:42:27, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.4128, top5_acc: 0.6663, loss_cls: 3.3266, loss: 3.3266 2024-12-30 18:49:18,994 - pyskl - INFO - Epoch [122][400/3746] lr: 8.879e-03, eta: 1 day, 1:41:02, time: 0.856, data_time: 0.001, memory: 15990, top1_acc: 0.4123, top5_acc: 0.6681, loss_cls: 3.3341, loss: 3.3341 2024-12-30 18:50:44,677 - pyskl - INFO - Epoch [122][500/3746] lr: 8.863e-03, eta: 1 day, 1:39:36, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4175, top5_acc: 0.6730, loss_cls: 3.2862, loss: 3.2862 2024-12-30 18:52:09,332 - pyskl - INFO - Epoch [122][600/3746] lr: 8.847e-03, eta: 1 day, 1:38:11, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4078, top5_acc: 0.6605, loss_cls: 3.3630, loss: 3.3630 2024-12-30 18:53:34,371 - pyskl - INFO - Epoch [122][700/3746] lr: 8.831e-03, eta: 1 day, 1:36:45, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4055, top5_acc: 0.6661, loss_cls: 3.3313, loss: 3.3313 2024-12-30 18:54:59,731 - pyskl - INFO - Epoch [122][800/3746] lr: 8.815e-03, eta: 1 day, 1:35:20, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4028, top5_acc: 0.6592, loss_cls: 3.3544, loss: 3.3544 2024-12-30 18:56:24,658 - pyskl - INFO - Epoch [122][900/3746] lr: 8.800e-03, eta: 1 day, 1:33:54, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4094, top5_acc: 0.6695, loss_cls: 3.3179, loss: 3.3179 2024-12-30 18:57:50,027 - pyskl - INFO - Epoch [122][1000/3746] lr: 8.784e-03, eta: 1 day, 1:32:29, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4014, top5_acc: 0.6623, loss_cls: 3.3613, loss: 3.3613 2024-12-30 18:59:15,305 - pyskl - INFO - Epoch [122][1100/3746] lr: 8.768e-03, eta: 1 day, 1:31:03, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.3980, top5_acc: 0.6605, loss_cls: 3.3854, loss: 3.3854 2024-12-30 19:00:40,445 - pyskl - INFO - Epoch [122][1200/3746] lr: 8.752e-03, eta: 1 day, 1:29:38, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4156, top5_acc: 0.6734, loss_cls: 3.2874, loss: 3.2874 2024-12-30 19:02:05,857 - pyskl - INFO - Epoch [122][1300/3746] lr: 8.736e-03, eta: 1 day, 1:28:12, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3994, top5_acc: 0.6603, loss_cls: 3.3627, loss: 3.3627 2024-12-30 19:03:31,310 - pyskl - INFO - Epoch [122][1400/3746] lr: 8.721e-03, eta: 1 day, 1:26:47, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4061, top5_acc: 0.6617, loss_cls: 3.3750, loss: 3.3750 2024-12-30 19:04:56,312 - pyskl - INFO - Epoch [122][1500/3746] lr: 8.705e-03, eta: 1 day, 1:25:22, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4200, top5_acc: 0.6777, loss_cls: 3.2667, loss: 3.2667 2024-12-30 19:06:21,560 - pyskl - INFO - Epoch [122][1600/3746] lr: 8.689e-03, eta: 1 day, 1:23:56, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4088, top5_acc: 0.6539, loss_cls: 3.3866, loss: 3.3866 2024-12-30 19:07:47,155 - pyskl - INFO - Epoch [122][1700/3746] lr: 8.673e-03, eta: 1 day, 1:22:31, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4006, top5_acc: 0.6523, loss_cls: 3.4019, loss: 3.4019 2024-12-30 19:09:12,825 - pyskl - INFO - Epoch [122][1800/3746] lr: 8.658e-03, eta: 1 day, 1:21:05, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4023, top5_acc: 0.6628, loss_cls: 3.3646, loss: 3.3646 2024-12-30 19:10:37,845 - pyskl - INFO - Epoch [122][1900/3746] lr: 8.642e-03, eta: 1 day, 1:19:40, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3981, top5_acc: 0.6556, loss_cls: 3.3811, loss: 3.3811 2024-12-30 19:12:03,541 - pyskl - INFO - Epoch [122][2000/3746] lr: 8.626e-03, eta: 1 day, 1:18:14, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4019, top5_acc: 0.6600, loss_cls: 3.3785, loss: 3.3785 2024-12-30 19:13:28,949 - pyskl - INFO - Epoch [122][2100/3746] lr: 8.610e-03, eta: 1 day, 1:16:49, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.3970, top5_acc: 0.6511, loss_cls: 3.4126, loss: 3.4126 2024-12-30 19:14:54,098 - pyskl - INFO - Epoch [122][2200/3746] lr: 8.595e-03, eta: 1 day, 1:15:23, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.3987, top5_acc: 0.6634, loss_cls: 3.3524, loss: 3.3524 2024-12-30 19:16:19,744 - pyskl - INFO - Epoch [122][2300/3746] lr: 8.579e-03, eta: 1 day, 1:13:58, time: 0.856, data_time: 0.001, memory: 15990, top1_acc: 0.3987, top5_acc: 0.6594, loss_cls: 3.3668, loss: 3.3668 2024-12-30 19:17:44,293 - pyskl - INFO - Epoch [122][2400/3746] lr: 8.563e-03, eta: 1 day, 1:12:32, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.4066, top5_acc: 0.6631, loss_cls: 3.3848, loss: 3.3848 2024-12-30 19:19:08,882 - pyskl - INFO - Epoch [122][2500/3746] lr: 8.548e-03, eta: 1 day, 1:11:07, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.3997, top5_acc: 0.6475, loss_cls: 3.4078, loss: 3.4078 2024-12-30 19:20:33,836 - pyskl - INFO - Epoch [122][2600/3746] lr: 8.532e-03, eta: 1 day, 1:09:41, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4073, top5_acc: 0.6611, loss_cls: 3.3559, loss: 3.3559 2024-12-30 19:21:58,374 - pyskl - INFO - Epoch [122][2700/3746] lr: 8.517e-03, eta: 1 day, 1:08:16, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.3948, top5_acc: 0.6522, loss_cls: 3.3945, loss: 3.3945 2024-12-30 19:23:22,689 - pyskl - INFO - Epoch [122][2800/3746] lr: 8.501e-03, eta: 1 day, 1:06:50, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.4078, top5_acc: 0.6653, loss_cls: 3.3402, loss: 3.3402 2024-12-30 19:24:47,420 - pyskl - INFO - Epoch [122][2900/3746] lr: 8.485e-03, eta: 1 day, 1:05:24, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4053, top5_acc: 0.6573, loss_cls: 3.3710, loss: 3.3710 2024-12-30 19:26:12,428 - pyskl - INFO - Epoch [122][3000/3746] lr: 8.470e-03, eta: 1 day, 1:03:59, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.3981, top5_acc: 0.6566, loss_cls: 3.3939, loss: 3.3939 2024-12-30 19:27:37,271 - pyskl - INFO - Epoch [122][3100/3746] lr: 8.454e-03, eta: 1 day, 1:02:33, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.3939, top5_acc: 0.6533, loss_cls: 3.4215, loss: 3.4215 2024-12-30 19:29:02,903 - pyskl - INFO - Epoch [122][3200/3746] lr: 8.439e-03, eta: 1 day, 1:01:08, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4062, top5_acc: 0.6558, loss_cls: 3.3746, loss: 3.3746 2024-12-30 19:30:28,887 - pyskl - INFO - Epoch [122][3300/3746] lr: 8.423e-03, eta: 1 day, 0:59:43, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4031, top5_acc: 0.6600, loss_cls: 3.3387, loss: 3.3387 2024-12-30 19:31:55,127 - pyskl - INFO - Epoch [122][3400/3746] lr: 8.408e-03, eta: 1 day, 0:58:17, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.4036, top5_acc: 0.6670, loss_cls: 3.3502, loss: 3.3502 2024-12-30 19:33:21,348 - pyskl - INFO - Epoch [122][3500/3746] lr: 8.392e-03, eta: 1 day, 0:56:52, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.4059, top5_acc: 0.6614, loss_cls: 3.3532, loss: 3.3532 2024-12-30 19:34:46,451 - pyskl - INFO - Epoch [122][3600/3746] lr: 8.377e-03, eta: 1 day, 0:55:27, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4081, top5_acc: 0.6598, loss_cls: 3.3679, loss: 3.3679 2024-12-30 19:36:11,704 - pyskl - INFO - Epoch [122][3700/3746] lr: 8.361e-03, eta: 1 day, 0:54:01, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4123, top5_acc: 0.6600, loss_cls: 3.3577, loss: 3.3577 2024-12-30 19:36:52,951 - pyskl - INFO - Saving checkpoint at 122 epochs 2024-12-30 19:38:52,422 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 19:38:53,184 - pyskl - INFO - top1_acc 0.3304 top5_acc 0.5832 2024-12-30 19:38:53,184 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 19:38:53,239 - pyskl - INFO - mean_acc 0.3301 2024-12-30 19:38:53,256 - pyskl - INFO - Epoch(val) [122][309] top1_acc: 0.3304, top5_acc: 0.5832, mean_class_accuracy: 0.3301 2024-12-30 19:43:14,972 - pyskl - INFO - Epoch [123][100/3746] lr: 8.339e-03, eta: 1 day, 0:52:28, time: 2.617, data_time: 1.567, memory: 15990, top1_acc: 0.4180, top5_acc: 0.6725, loss_cls: 3.2937, loss: 3.2937 2024-12-30 19:44:40,654 - pyskl - INFO - Epoch [123][200/3746] lr: 8.323e-03, eta: 1 day, 0:51:02, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4194, top5_acc: 0.6777, loss_cls: 3.2767, loss: 3.2767 2024-12-30 19:46:06,131 - pyskl - INFO - Epoch [123][300/3746] lr: 8.308e-03, eta: 1 day, 0:49:37, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4064, top5_acc: 0.6667, loss_cls: 3.3465, loss: 3.3465 2024-12-30 19:47:31,239 - pyskl - INFO - Epoch [123][400/3746] lr: 8.292e-03, eta: 1 day, 0:48:11, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4088, top5_acc: 0.6658, loss_cls: 3.3312, loss: 3.3312 2024-12-30 19:48:56,115 - pyskl - INFO - Epoch [123][500/3746] lr: 8.277e-03, eta: 1 day, 0:46:46, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4078, top5_acc: 0.6713, loss_cls: 3.3134, loss: 3.3134 2024-12-30 19:50:21,501 - pyskl - INFO - Epoch [123][600/3746] lr: 8.262e-03, eta: 1 day, 0:45:20, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4150, top5_acc: 0.6670, loss_cls: 3.3008, loss: 3.3008 2024-12-30 19:51:46,582 - pyskl - INFO - Epoch [123][700/3746] lr: 8.246e-03, eta: 1 day, 0:43:55, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4119, top5_acc: 0.6695, loss_cls: 3.3048, loss: 3.3048 2024-12-30 19:53:11,275 - pyskl - INFO - Epoch [123][800/3746] lr: 8.231e-03, eta: 1 day, 0:42:29, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4142, top5_acc: 0.6711, loss_cls: 3.3048, loss: 3.3048 2024-12-30 19:54:36,153 - pyskl - INFO - Epoch [123][900/3746] lr: 8.215e-03, eta: 1 day, 0:41:04, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4122, top5_acc: 0.6727, loss_cls: 3.3153, loss: 3.3153 2024-12-30 19:56:01,107 - pyskl - INFO - Epoch [123][1000/3746] lr: 8.200e-03, eta: 1 day, 0:39:38, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4016, top5_acc: 0.6583, loss_cls: 3.3568, loss: 3.3568 2024-12-30 19:57:26,257 - pyskl - INFO - Epoch [123][1100/3746] lr: 8.185e-03, eta: 1 day, 0:38:13, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4120, top5_acc: 0.6769, loss_cls: 3.3042, loss: 3.3042 2024-12-30 19:58:51,941 - pyskl - INFO - Epoch [123][1200/3746] lr: 8.169e-03, eta: 1 day, 0:36:47, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4184, top5_acc: 0.6728, loss_cls: 3.2861, loss: 3.2861 2024-12-30 20:00:17,239 - pyskl - INFO - Epoch [123][1300/3746] lr: 8.154e-03, eta: 1 day, 0:35:22, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4153, top5_acc: 0.6669, loss_cls: 3.3311, loss: 3.3311 2024-12-30 20:01:42,443 - pyskl - INFO - Epoch [123][1400/3746] lr: 8.139e-03, eta: 1 day, 0:33:56, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4091, top5_acc: 0.6714, loss_cls: 3.3253, loss: 3.3253 2024-12-30 20:03:07,580 - pyskl - INFO - Epoch [123][1500/3746] lr: 8.124e-03, eta: 1 day, 0:32:31, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4148, top5_acc: 0.6641, loss_cls: 3.3184, loss: 3.3184 2024-12-30 20:04:33,015 - pyskl - INFO - Epoch [123][1600/3746] lr: 8.108e-03, eta: 1 day, 0:31:05, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4123, top5_acc: 0.6611, loss_cls: 3.3250, loss: 3.3250 2024-12-30 20:05:58,095 - pyskl - INFO - Epoch [123][1700/3746] lr: 8.093e-03, eta: 1 day, 0:29:40, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4106, top5_acc: 0.6619, loss_cls: 3.3511, loss: 3.3511 2024-12-30 20:07:23,719 - pyskl - INFO - Epoch [123][1800/3746] lr: 8.078e-03, eta: 1 day, 0:28:14, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4062, top5_acc: 0.6637, loss_cls: 3.3156, loss: 3.3156 2024-12-30 20:08:48,942 - pyskl - INFO - Epoch [123][1900/3746] lr: 8.063e-03, eta: 1 day, 0:26:49, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4080, top5_acc: 0.6670, loss_cls: 3.3251, loss: 3.3251 2024-12-30 20:10:14,333 - pyskl - INFO - Epoch [123][2000/3746] lr: 8.047e-03, eta: 1 day, 0:25:23, time: 0.854, data_time: 0.001, memory: 15990, top1_acc: 0.4003, top5_acc: 0.6512, loss_cls: 3.3926, loss: 3.3926 2024-12-30 20:11:39,483 - pyskl - INFO - Epoch [123][2100/3746] lr: 8.032e-03, eta: 1 day, 0:23:58, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4047, top5_acc: 0.6575, loss_cls: 3.3815, loss: 3.3815 2024-12-30 20:13:04,405 - pyskl - INFO - Epoch [123][2200/3746] lr: 8.017e-03, eta: 1 day, 0:22:32, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.4192, top5_acc: 0.6689, loss_cls: 3.2880, loss: 3.2880 2024-12-30 20:14:29,185 - pyskl - INFO - Epoch [123][2300/3746] lr: 8.002e-03, eta: 1 day, 0:21:06, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.4142, top5_acc: 0.6673, loss_cls: 3.3177, loss: 3.3177 2024-12-30 20:15:54,440 - pyskl - INFO - Epoch [123][2400/3746] lr: 7.987e-03, eta: 1 day, 0:19:41, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4027, top5_acc: 0.6602, loss_cls: 3.3583, loss: 3.3583 2024-12-30 20:17:20,657 - pyskl - INFO - Epoch [123][2500/3746] lr: 7.971e-03, eta: 1 day, 0:18:16, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.4027, top5_acc: 0.6655, loss_cls: 3.3512, loss: 3.3512 2024-12-30 20:18:46,362 - pyskl - INFO - Epoch [123][2600/3746] lr: 7.956e-03, eta: 1 day, 0:16:50, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.3962, top5_acc: 0.6602, loss_cls: 3.4157, loss: 3.4157 2024-12-30 20:20:12,320 - pyskl - INFO - Epoch [123][2700/3746] lr: 7.941e-03, eta: 1 day, 0:15:25, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4142, top5_acc: 0.6711, loss_cls: 3.3039, loss: 3.3039 2024-12-30 20:21:38,360 - pyskl - INFO - Epoch [123][2800/3746] lr: 7.926e-03, eta: 1 day, 0:14:00, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4028, top5_acc: 0.6655, loss_cls: 3.3592, loss: 3.3592 2024-12-30 20:23:04,204 - pyskl - INFO - Epoch [123][2900/3746] lr: 7.911e-03, eta: 1 day, 0:12:34, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.3978, top5_acc: 0.6548, loss_cls: 3.3814, loss: 3.3814 2024-12-30 20:24:30,253 - pyskl - INFO - Epoch [123][3000/3746] lr: 7.896e-03, eta: 1 day, 0:11:09, time: 0.860, data_time: 0.001, memory: 15990, top1_acc: 0.4067, top5_acc: 0.6680, loss_cls: 3.3339, loss: 3.3339 2024-12-30 20:25:56,072 - pyskl - INFO - Epoch [123][3100/3746] lr: 7.881e-03, eta: 1 day, 0:09:44, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4025, top5_acc: 0.6670, loss_cls: 3.3472, loss: 3.3472 2024-12-30 20:27:21,764 - pyskl - INFO - Epoch [123][3200/3746] lr: 7.866e-03, eta: 1 day, 0:08:18, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4072, top5_acc: 0.6663, loss_cls: 3.3208, loss: 3.3208 2024-12-30 20:28:47,533 - pyskl - INFO - Epoch [123][3300/3746] lr: 7.851e-03, eta: 1 day, 0:06:53, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4055, top5_acc: 0.6694, loss_cls: 3.3473, loss: 3.3473 2024-12-30 20:30:13,564 - pyskl - INFO - Epoch [123][3400/3746] lr: 7.836e-03, eta: 1 day, 0:05:27, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4044, top5_acc: 0.6663, loss_cls: 3.3629, loss: 3.3629 2024-12-30 20:31:38,872 - pyskl - INFO - Epoch [123][3500/3746] lr: 7.821e-03, eta: 1 day, 0:04:02, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4194, top5_acc: 0.6714, loss_cls: 3.2874, loss: 3.2874 2024-12-30 20:33:03,913 - pyskl - INFO - Epoch [123][3600/3746] lr: 7.806e-03, eta: 1 day, 0:02:36, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4066, top5_acc: 0.6578, loss_cls: 3.3378, loss: 3.3378 2024-12-30 20:34:29,143 - pyskl - INFO - Epoch [123][3700/3746] lr: 7.791e-03, eta: 1 day, 0:01:11, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4012, top5_acc: 0.6672, loss_cls: 3.3799, loss: 3.3799 2024-12-30 20:35:10,524 - pyskl - INFO - Saving checkpoint at 123 epochs 2024-12-30 20:37:12,252 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 20:37:12,942 - pyskl - INFO - top1_acc 0.3415 top5_acc 0.5951 2024-12-30 20:37:12,942 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 20:37:13,005 - pyskl - INFO - mean_acc 0.3413 2024-12-30 20:37:13,011 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_121.pth was removed 2024-12-30 20:37:13,401 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. 2024-12-30 20:37:13,402 - pyskl - INFO - Best top1_acc is 0.3415 at 123 epoch. 2024-12-30 20:37:13,414 - pyskl - INFO - Epoch(val) [123][309] top1_acc: 0.3415, top5_acc: 0.5951, mean_class_accuracy: 0.3413 2024-12-30 20:41:39,482 - pyskl - INFO - Epoch [124][100/3746] lr: 7.769e-03, eta: 23:59:37, time: 2.661, data_time: 1.601, memory: 15990, top1_acc: 0.4150, top5_acc: 0.6813, loss_cls: 3.2780, loss: 3.2780 2024-12-30 20:43:04,896 - pyskl - INFO - Epoch [124][200/3746] lr: 7.754e-03, eta: 23:58:12, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4223, top5_acc: 0.6830, loss_cls: 3.2502, loss: 3.2502 2024-12-30 20:44:30,219 - pyskl - INFO - Epoch [124][300/3746] lr: 7.739e-03, eta: 23:56:46, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4114, top5_acc: 0.6794, loss_cls: 3.2691, loss: 3.2691 2024-12-30 20:45:55,447 - pyskl - INFO - Epoch [124][400/3746] lr: 7.724e-03, eta: 23:55:21, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4116, top5_acc: 0.6741, loss_cls: 3.2884, loss: 3.2884 2024-12-30 20:47:21,017 - pyskl - INFO - Epoch [124][500/3746] lr: 7.709e-03, eta: 23:53:55, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4230, top5_acc: 0.6855, loss_cls: 3.2228, loss: 3.2228 2024-12-30 20:48:46,538 - pyskl - INFO - Epoch [124][600/3746] lr: 7.694e-03, eta: 23:52:30, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4145, top5_acc: 0.6614, loss_cls: 3.2987, loss: 3.2987 2024-12-30 20:50:12,200 - pyskl - INFO - Epoch [124][700/3746] lr: 7.679e-03, eta: 23:51:04, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4102, top5_acc: 0.6758, loss_cls: 3.3037, loss: 3.3037 2024-12-30 20:51:37,686 - pyskl - INFO - Epoch [124][800/3746] lr: 7.664e-03, eta: 23:49:39, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4220, top5_acc: 0.6702, loss_cls: 3.2927, loss: 3.2927 2024-12-30 20:53:03,031 - pyskl - INFO - Epoch [124][900/3746] lr: 7.649e-03, eta: 23:48:13, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4200, top5_acc: 0.6695, loss_cls: 3.2859, loss: 3.2859 2024-12-30 20:54:28,486 - pyskl - INFO - Epoch [124][1000/3746] lr: 7.635e-03, eta: 23:46:48, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4139, top5_acc: 0.6675, loss_cls: 3.3195, loss: 3.3195 2024-12-30 20:55:53,914 - pyskl - INFO - Epoch [124][1100/3746] lr: 7.620e-03, eta: 23:45:22, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4264, top5_acc: 0.6811, loss_cls: 3.2579, loss: 3.2579 2024-12-30 20:57:18,809 - pyskl - INFO - Epoch [124][1200/3746] lr: 7.605e-03, eta: 23:43:57, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4180, top5_acc: 0.6744, loss_cls: 3.2713, loss: 3.2713 2024-12-30 20:58:44,197 - pyskl - INFO - Epoch [124][1300/3746] lr: 7.590e-03, eta: 23:42:31, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4166, top5_acc: 0.6772, loss_cls: 3.2850, loss: 3.2850 2024-12-30 21:00:09,636 - pyskl - INFO - Epoch [124][1400/3746] lr: 7.575e-03, eta: 23:41:06, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4092, top5_acc: 0.6709, loss_cls: 3.3122, loss: 3.3122 2024-12-30 21:01:35,010 - pyskl - INFO - Epoch [124][1500/3746] lr: 7.561e-03, eta: 23:39:40, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4261, top5_acc: 0.6786, loss_cls: 3.2533, loss: 3.2533 2024-12-30 21:03:00,081 - pyskl - INFO - Epoch [124][1600/3746] lr: 7.546e-03, eta: 23:38:14, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4094, top5_acc: 0.6627, loss_cls: 3.3246, loss: 3.3246 2024-12-30 21:04:25,478 - pyskl - INFO - Epoch [124][1700/3746] lr: 7.531e-03, eta: 23:36:49, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4180, top5_acc: 0.6645, loss_cls: 3.3347, loss: 3.3347 2024-12-30 21:05:50,836 - pyskl - INFO - Epoch [124][1800/3746] lr: 7.516e-03, eta: 23:35:23, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4250, top5_acc: 0.6703, loss_cls: 3.2793, loss: 3.2793 2024-12-30 21:07:16,009 - pyskl - INFO - Epoch [124][1900/3746] lr: 7.502e-03, eta: 23:33:58, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4108, top5_acc: 0.6659, loss_cls: 3.3355, loss: 3.3355 2024-12-30 21:08:41,294 - pyskl - INFO - Epoch [124][2000/3746] lr: 7.487e-03, eta: 23:32:32, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4123, top5_acc: 0.6694, loss_cls: 3.3090, loss: 3.3090 2024-12-30 21:10:06,858 - pyskl - INFO - Epoch [124][2100/3746] lr: 7.472e-03, eta: 23:31:07, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4230, top5_acc: 0.6744, loss_cls: 3.2465, loss: 3.2465 2024-12-30 21:11:32,181 - pyskl - INFO - Epoch [124][2200/3746] lr: 7.457e-03, eta: 23:29:41, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4114, top5_acc: 0.6631, loss_cls: 3.3215, loss: 3.3215 2024-12-30 21:12:57,380 - pyskl - INFO - Epoch [124][2300/3746] lr: 7.443e-03, eta: 23:28:16, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4064, top5_acc: 0.6641, loss_cls: 3.3494, loss: 3.3494 2024-12-30 21:14:22,746 - pyskl - INFO - Epoch [124][2400/3746] lr: 7.428e-03, eta: 23:26:50, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4239, top5_acc: 0.6773, loss_cls: 3.2799, loss: 3.2799 2024-12-30 21:15:48,323 - pyskl - INFO - Epoch [124][2500/3746] lr: 7.413e-03, eta: 23:25:25, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4067, top5_acc: 0.6723, loss_cls: 3.3020, loss: 3.3020 2024-12-30 21:17:13,607 - pyskl - INFO - Epoch [124][2600/3746] lr: 7.399e-03, eta: 23:23:59, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4172, top5_acc: 0.6659, loss_cls: 3.3004, loss: 3.3004 2024-12-30 21:18:39,032 - pyskl - INFO - Epoch [124][2700/3746] lr: 7.384e-03, eta: 23:22:34, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4020, top5_acc: 0.6562, loss_cls: 3.4015, loss: 3.4015 2024-12-30 21:20:04,399 - pyskl - INFO - Epoch [124][2800/3746] lr: 7.370e-03, eta: 23:21:08, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4127, top5_acc: 0.6700, loss_cls: 3.3026, loss: 3.3026 2024-12-30 21:21:29,957 - pyskl - INFO - Epoch [124][2900/3746] lr: 7.355e-03, eta: 23:19:43, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4192, top5_acc: 0.6731, loss_cls: 3.2914, loss: 3.2914 2024-12-30 21:22:55,167 - pyskl - INFO - Epoch [124][3000/3746] lr: 7.340e-03, eta: 23:18:17, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4152, top5_acc: 0.6750, loss_cls: 3.2817, loss: 3.2817 2024-12-30 21:24:20,368 - pyskl - INFO - Epoch [124][3100/3746] lr: 7.326e-03, eta: 23:16:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4106, top5_acc: 0.6666, loss_cls: 3.3179, loss: 3.3179 2024-12-30 21:25:45,943 - pyskl - INFO - Epoch [124][3200/3746] lr: 7.311e-03, eta: 23:15:26, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4109, top5_acc: 0.6697, loss_cls: 3.3072, loss: 3.3072 2024-12-30 21:27:10,774 - pyskl - INFO - Epoch [124][3300/3746] lr: 7.297e-03, eta: 23:14:01, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.4083, top5_acc: 0.6692, loss_cls: 3.3282, loss: 3.3282 2024-12-30 21:28:36,034 - pyskl - INFO - Epoch [124][3400/3746] lr: 7.282e-03, eta: 23:12:35, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4206, top5_acc: 0.6647, loss_cls: 3.3135, loss: 3.3135 2024-12-30 21:30:01,139 - pyskl - INFO - Epoch [124][3500/3746] lr: 7.268e-03, eta: 23:11:10, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4031, top5_acc: 0.6645, loss_cls: 3.3348, loss: 3.3348 2024-12-30 21:31:26,383 - pyskl - INFO - Epoch [124][3600/3746] lr: 7.253e-03, eta: 23:09:44, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4136, top5_acc: 0.6659, loss_cls: 3.3166, loss: 3.3166 2024-12-30 21:32:51,045 - pyskl - INFO - Epoch [124][3700/3746] lr: 7.239e-03, eta: 23:08:18, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4123, top5_acc: 0.6687, loss_cls: 3.3075, loss: 3.3075 2024-12-30 21:33:32,281 - pyskl - INFO - Saving checkpoint at 124 epochs 2024-12-30 21:35:33,087 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 21:35:33,788 - pyskl - INFO - top1_acc 0.3546 top5_acc 0.6071 2024-12-30 21:35:33,788 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 21:35:33,828 - pyskl - INFO - mean_acc 0.3544 2024-12-30 21:35:33,834 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_123.pth was removed 2024-12-30 21:35:34,132 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2024-12-30 21:35:34,133 - pyskl - INFO - Best top1_acc is 0.3546 at 124 epoch. 2024-12-30 21:35:34,152 - pyskl - INFO - Epoch(val) [124][309] top1_acc: 0.3546, top5_acc: 0.6071, mean_class_accuracy: 0.3544 2024-12-30 21:39:53,033 - pyskl - INFO - Epoch [125][100/3746] lr: 7.217e-03, eta: 23:06:42, time: 2.589, data_time: 1.555, memory: 15990, top1_acc: 0.4309, top5_acc: 0.6903, loss_cls: 3.1863, loss: 3.1863 2024-12-30 21:41:18,693 - pyskl - INFO - Epoch [125][200/3746] lr: 7.203e-03, eta: 23:05:16, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4284, top5_acc: 0.6909, loss_cls: 3.2141, loss: 3.2141 2024-12-30 21:42:44,041 - pyskl - INFO - Epoch [125][300/3746] lr: 7.189e-03, eta: 23:03:51, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4244, top5_acc: 0.6798, loss_cls: 3.2461, loss: 3.2461 2024-12-30 21:44:09,488 - pyskl - INFO - Epoch [125][400/3746] lr: 7.174e-03, eta: 23:02:25, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4283, top5_acc: 0.6816, loss_cls: 3.2402, loss: 3.2402 2024-12-30 21:45:35,162 - pyskl - INFO - Epoch [125][500/3746] lr: 7.160e-03, eta: 23:01:00, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4203, top5_acc: 0.6737, loss_cls: 3.2609, loss: 3.2609 2024-12-30 21:47:00,722 - pyskl - INFO - Epoch [125][600/3746] lr: 7.145e-03, eta: 22:59:34, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4173, top5_acc: 0.6681, loss_cls: 3.3162, loss: 3.3162 2024-12-30 21:48:26,154 - pyskl - INFO - Epoch [125][700/3746] lr: 7.131e-03, eta: 22:58:09, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4241, top5_acc: 0.6823, loss_cls: 3.2329, loss: 3.2329 2024-12-30 21:49:51,748 - pyskl - INFO - Epoch [125][800/3746] lr: 7.117e-03, eta: 22:56:43, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4194, top5_acc: 0.6737, loss_cls: 3.2760, loss: 3.2760 2024-12-30 21:51:17,299 - pyskl - INFO - Epoch [125][900/3746] lr: 7.102e-03, eta: 22:55:18, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4200, top5_acc: 0.6786, loss_cls: 3.2646, loss: 3.2646 2024-12-30 21:52:42,588 - pyskl - INFO - Epoch [125][1000/3746] lr: 7.088e-03, eta: 22:53:52, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4255, top5_acc: 0.6809, loss_cls: 3.2292, loss: 3.2292 2024-12-30 21:54:07,664 - pyskl - INFO - Epoch [125][1100/3746] lr: 7.073e-03, eta: 22:52:26, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4244, top5_acc: 0.6848, loss_cls: 3.2428, loss: 3.2428 2024-12-30 21:55:32,680 - pyskl - INFO - Epoch [125][1200/3746] lr: 7.059e-03, eta: 22:51:01, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4134, top5_acc: 0.6753, loss_cls: 3.2842, loss: 3.2842 2024-12-30 21:56:58,063 - pyskl - INFO - Epoch [125][1300/3746] lr: 7.045e-03, eta: 22:49:35, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4278, top5_acc: 0.6747, loss_cls: 3.2495, loss: 3.2495 2024-12-30 21:58:23,639 - pyskl - INFO - Epoch [125][1400/3746] lr: 7.031e-03, eta: 22:48:10, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4164, top5_acc: 0.6770, loss_cls: 3.2555, loss: 3.2555 2024-12-30 21:59:48,991 - pyskl - INFO - Epoch [125][1500/3746] lr: 7.016e-03, eta: 22:46:44, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4231, top5_acc: 0.6781, loss_cls: 3.2769, loss: 3.2769 2024-12-30 22:01:14,417 - pyskl - INFO - Epoch [125][1600/3746] lr: 7.002e-03, eta: 22:45:19, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4127, top5_acc: 0.6706, loss_cls: 3.3004, loss: 3.3004 2024-12-30 22:02:39,252 - pyskl - INFO - Epoch [125][1700/3746] lr: 6.988e-03, eta: 22:43:53, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.4256, top5_acc: 0.6805, loss_cls: 3.2387, loss: 3.2387 2024-12-30 22:04:04,327 - pyskl - INFO - Epoch [125][1800/3746] lr: 6.973e-03, eta: 22:42:27, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4244, top5_acc: 0.6778, loss_cls: 3.2300, loss: 3.2300 2024-12-30 22:05:30,000 - pyskl - INFO - Epoch [125][1900/3746] lr: 6.959e-03, eta: 22:41:02, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4142, top5_acc: 0.6730, loss_cls: 3.3001, loss: 3.3001 2024-12-30 22:06:55,155 - pyskl - INFO - Epoch [125][2000/3746] lr: 6.945e-03, eta: 22:39:36, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4111, top5_acc: 0.6739, loss_cls: 3.2893, loss: 3.2893 2024-12-30 22:08:20,622 - pyskl - INFO - Epoch [125][2100/3746] lr: 6.931e-03, eta: 22:38:11, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4133, top5_acc: 0.6708, loss_cls: 3.2993, loss: 3.2993 2024-12-30 22:09:45,754 - pyskl - INFO - Epoch [125][2200/3746] lr: 6.917e-03, eta: 22:36:45, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4245, top5_acc: 0.6794, loss_cls: 3.2669, loss: 3.2669 2024-12-30 22:11:11,091 - pyskl - INFO - Epoch [125][2300/3746] lr: 6.902e-03, eta: 22:35:20, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4208, top5_acc: 0.6866, loss_cls: 3.2292, loss: 3.2292 2024-12-30 22:12:36,925 - pyskl - INFO - Epoch [125][2400/3746] lr: 6.888e-03, eta: 22:33:54, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4270, top5_acc: 0.6814, loss_cls: 3.2621, loss: 3.2621 2024-12-30 22:14:02,330 - pyskl - INFO - Epoch [125][2500/3746] lr: 6.874e-03, eta: 22:32:29, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4245, top5_acc: 0.6822, loss_cls: 3.2467, loss: 3.2467 2024-12-30 22:15:27,489 - pyskl - INFO - Epoch [125][2600/3746] lr: 6.860e-03, eta: 22:31:03, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4161, top5_acc: 0.6769, loss_cls: 3.2703, loss: 3.2703 2024-12-30 22:16:53,059 - pyskl - INFO - Epoch [125][2700/3746] lr: 6.846e-03, eta: 22:29:38, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4097, top5_acc: 0.6717, loss_cls: 3.3117, loss: 3.3117 2024-12-30 22:18:18,176 - pyskl - INFO - Epoch [125][2800/3746] lr: 6.832e-03, eta: 22:28:12, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4222, top5_acc: 0.6752, loss_cls: 3.2458, loss: 3.2458 2024-12-30 22:19:43,439 - pyskl - INFO - Epoch [125][2900/3746] lr: 6.818e-03, eta: 22:26:46, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4078, top5_acc: 0.6603, loss_cls: 3.3377, loss: 3.3377 2024-12-30 22:21:08,567 - pyskl - INFO - Epoch [125][3000/3746] lr: 6.804e-03, eta: 22:25:21, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4222, top5_acc: 0.6713, loss_cls: 3.2763, loss: 3.2763 2024-12-30 22:22:33,977 - pyskl - INFO - Epoch [125][3100/3746] lr: 6.789e-03, eta: 22:23:55, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4158, top5_acc: 0.6772, loss_cls: 3.2829, loss: 3.2829 2024-12-30 22:23:59,285 - pyskl - INFO - Epoch [125][3200/3746] lr: 6.775e-03, eta: 22:22:30, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4217, top5_acc: 0.6758, loss_cls: 3.2786, loss: 3.2786 2024-12-30 22:25:24,660 - pyskl - INFO - Epoch [125][3300/3746] lr: 6.761e-03, eta: 22:21:04, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4017, top5_acc: 0.6603, loss_cls: 3.3479, loss: 3.3479 2024-12-30 22:26:50,160 - pyskl - INFO - Epoch [125][3400/3746] lr: 6.747e-03, eta: 22:19:39, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4150, top5_acc: 0.6639, loss_cls: 3.2900, loss: 3.2900 2024-12-30 22:28:15,218 - pyskl - INFO - Epoch [125][3500/3746] lr: 6.733e-03, eta: 22:18:13, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4037, top5_acc: 0.6647, loss_cls: 3.3413, loss: 3.3413 2024-12-30 22:29:40,536 - pyskl - INFO - Epoch [125][3600/3746] lr: 6.719e-03, eta: 22:16:47, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4231, top5_acc: 0.6823, loss_cls: 3.2428, loss: 3.2428 2024-12-30 22:31:05,628 - pyskl - INFO - Epoch [125][3700/3746] lr: 6.705e-03, eta: 22:15:22, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4233, top5_acc: 0.6727, loss_cls: 3.2735, loss: 3.2735 2024-12-30 22:31:47,079 - pyskl - INFO - Saving checkpoint at 125 epochs 2024-12-30 22:33:48,181 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 22:33:48,886 - pyskl - INFO - top1_acc 0.3531 top5_acc 0.6044 2024-12-30 22:33:48,886 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 22:33:48,933 - pyskl - INFO - mean_acc 0.3529 2024-12-30 22:33:48,950 - pyskl - INFO - Epoch(val) [125][309] top1_acc: 0.3531, top5_acc: 0.6044, mean_class_accuracy: 0.3529 2024-12-30 22:38:10,794 - pyskl - INFO - Epoch [126][100/3746] lr: 6.685e-03, eta: 22:13:44, time: 2.618, data_time: 1.576, memory: 15990, top1_acc: 0.4447, top5_acc: 0.6956, loss_cls: 3.1408, loss: 3.1408 2024-12-30 22:39:36,128 - pyskl - INFO - Epoch [126][200/3746] lr: 6.671e-03, eta: 22:12:19, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4428, top5_acc: 0.7044, loss_cls: 3.1351, loss: 3.1351 2024-12-30 22:41:01,417 - pyskl - INFO - Epoch [126][300/3746] lr: 6.657e-03, eta: 22:10:53, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4250, top5_acc: 0.6869, loss_cls: 3.2183, loss: 3.2183 2024-12-30 22:42:26,720 - pyskl - INFO - Epoch [126][400/3746] lr: 6.643e-03, eta: 22:09:28, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4214, top5_acc: 0.6848, loss_cls: 3.2273, loss: 3.2273 2024-12-30 22:43:51,952 - pyskl - INFO - Epoch [126][500/3746] lr: 6.629e-03, eta: 22:08:02, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4278, top5_acc: 0.6934, loss_cls: 3.2032, loss: 3.2032 2024-12-30 22:45:17,078 - pyskl - INFO - Epoch [126][600/3746] lr: 6.615e-03, eta: 22:06:36, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4309, top5_acc: 0.6936, loss_cls: 3.1943, loss: 3.1943 2024-12-30 22:46:42,518 - pyskl - INFO - Epoch [126][700/3746] lr: 6.601e-03, eta: 22:05:11, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4309, top5_acc: 0.6848, loss_cls: 3.2237, loss: 3.2237 2024-12-30 22:48:08,132 - pyskl - INFO - Epoch [126][800/3746] lr: 6.587e-03, eta: 22:03:45, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4259, top5_acc: 0.6925, loss_cls: 3.2004, loss: 3.2004 2024-12-30 22:49:33,317 - pyskl - INFO - Epoch [126][900/3746] lr: 6.574e-03, eta: 22:02:20, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4330, top5_acc: 0.6830, loss_cls: 3.2094, loss: 3.2094 2024-12-30 22:50:59,061 - pyskl - INFO - Epoch [126][1000/3746] lr: 6.560e-03, eta: 22:00:54, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4255, top5_acc: 0.6861, loss_cls: 3.2258, loss: 3.2258 2024-12-30 22:52:24,017 - pyskl - INFO - Epoch [126][1100/3746] lr: 6.546e-03, eta: 21:59:29, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4242, top5_acc: 0.6744, loss_cls: 3.2698, loss: 3.2698 2024-12-30 22:53:49,177 - pyskl - INFO - Epoch [126][1200/3746] lr: 6.532e-03, eta: 21:58:03, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4211, top5_acc: 0.6827, loss_cls: 3.2538, loss: 3.2538 2024-12-30 22:55:14,726 - pyskl - INFO - Epoch [126][1300/3746] lr: 6.518e-03, eta: 21:56:37, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4217, top5_acc: 0.6816, loss_cls: 3.2453, loss: 3.2453 2024-12-30 22:56:40,059 - pyskl - INFO - Epoch [126][1400/3746] lr: 6.505e-03, eta: 21:55:12, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4270, top5_acc: 0.6831, loss_cls: 3.2207, loss: 3.2207 2024-12-30 22:58:05,677 - pyskl - INFO - Epoch [126][1500/3746] lr: 6.491e-03, eta: 21:53:46, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4147, top5_acc: 0.6742, loss_cls: 3.2712, loss: 3.2712 2024-12-30 22:59:30,894 - pyskl - INFO - Epoch [126][1600/3746] lr: 6.477e-03, eta: 21:52:21, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4234, top5_acc: 0.6781, loss_cls: 3.2420, loss: 3.2420 2024-12-30 23:00:55,904 - pyskl - INFO - Epoch [126][1700/3746] lr: 6.463e-03, eta: 21:50:55, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4205, top5_acc: 0.6823, loss_cls: 3.2361, loss: 3.2361 2024-12-30 23:02:21,419 - pyskl - INFO - Epoch [126][1800/3746] lr: 6.449e-03, eta: 21:49:29, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4270, top5_acc: 0.6792, loss_cls: 3.2493, loss: 3.2493 2024-12-30 23:03:46,750 - pyskl - INFO - Epoch [126][1900/3746] lr: 6.436e-03, eta: 21:48:04, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4139, top5_acc: 0.6794, loss_cls: 3.2549, loss: 3.2549 2024-12-30 23:05:11,953 - pyskl - INFO - Epoch [126][2000/3746] lr: 6.422e-03, eta: 21:46:38, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4230, top5_acc: 0.6783, loss_cls: 3.2446, loss: 3.2446 2024-12-30 23:06:36,849 - pyskl - INFO - Epoch [126][2100/3746] lr: 6.408e-03, eta: 21:45:13, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4250, top5_acc: 0.6753, loss_cls: 3.2603, loss: 3.2603 2024-12-30 23:08:02,493 - pyskl - INFO - Epoch [126][2200/3746] lr: 6.395e-03, eta: 21:43:47, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4278, top5_acc: 0.6731, loss_cls: 3.2472, loss: 3.2472 2024-12-30 23:09:27,749 - pyskl - INFO - Epoch [126][2300/3746] lr: 6.381e-03, eta: 21:42:21, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4272, top5_acc: 0.6839, loss_cls: 3.2168, loss: 3.2168 2024-12-30 23:10:53,020 - pyskl - INFO - Epoch [126][2400/3746] lr: 6.367e-03, eta: 21:40:56, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4277, top5_acc: 0.6837, loss_cls: 3.2078, loss: 3.2078 2024-12-30 23:12:18,383 - pyskl - INFO - Epoch [126][2500/3746] lr: 6.354e-03, eta: 21:39:30, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4133, top5_acc: 0.6809, loss_cls: 3.2387, loss: 3.2387 2024-12-30 23:13:43,848 - pyskl - INFO - Epoch [126][2600/3746] lr: 6.340e-03, eta: 21:38:05, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4222, top5_acc: 0.6827, loss_cls: 3.2578, loss: 3.2578 2024-12-30 23:15:09,173 - pyskl - INFO - Epoch [126][2700/3746] lr: 6.326e-03, eta: 21:36:39, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4166, top5_acc: 0.6803, loss_cls: 3.2510, loss: 3.2510 2024-12-30 23:16:34,860 - pyskl - INFO - Epoch [126][2800/3746] lr: 6.313e-03, eta: 21:35:14, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4206, top5_acc: 0.6806, loss_cls: 3.2552, loss: 3.2552 2024-12-30 23:18:01,164 - pyskl - INFO - Epoch [126][2900/3746] lr: 6.299e-03, eta: 21:33:48, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.4169, top5_acc: 0.6783, loss_cls: 3.2774, loss: 3.2774 2024-12-30 23:19:27,129 - pyskl - INFO - Epoch [126][3000/3746] lr: 6.286e-03, eta: 21:32:23, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4189, top5_acc: 0.6809, loss_cls: 3.2620, loss: 3.2620 2024-12-30 23:20:53,261 - pyskl - INFO - Epoch [126][3100/3746] lr: 6.272e-03, eta: 21:30:57, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.4245, top5_acc: 0.6872, loss_cls: 3.2354, loss: 3.2354 2024-12-30 23:22:18,911 - pyskl - INFO - Epoch [126][3200/3746] lr: 6.259e-03, eta: 21:29:32, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4227, top5_acc: 0.6750, loss_cls: 3.2690, loss: 3.2690 2024-12-30 23:23:44,650 - pyskl - INFO - Epoch [126][3300/3746] lr: 6.245e-03, eta: 21:28:06, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4211, top5_acc: 0.6720, loss_cls: 3.2575, loss: 3.2575 2024-12-30 23:25:09,836 - pyskl - INFO - Epoch [126][3400/3746] lr: 6.231e-03, eta: 21:26:41, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4242, top5_acc: 0.6734, loss_cls: 3.2483, loss: 3.2483 2024-12-30 23:26:34,507 - pyskl - INFO - Epoch [126][3500/3746] lr: 6.218e-03, eta: 21:25:15, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4245, top5_acc: 0.6787, loss_cls: 3.2527, loss: 3.2527 2024-12-30 23:27:59,546 - pyskl - INFO - Epoch [126][3600/3746] lr: 6.204e-03, eta: 21:23:49, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4292, top5_acc: 0.6836, loss_cls: 3.2253, loss: 3.2253 2024-12-30 23:29:24,985 - pyskl - INFO - Epoch [126][3700/3746] lr: 6.191e-03, eta: 21:22:24, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4228, top5_acc: 0.6734, loss_cls: 3.2983, loss: 3.2983 2024-12-30 23:30:06,646 - pyskl - INFO - Saving checkpoint at 126 epochs 2024-12-30 23:32:08,555 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-30 23:32:09,325 - pyskl - INFO - top1_acc 0.3551 top5_acc 0.6058 2024-12-30 23:32:09,325 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-30 23:32:09,394 - pyskl - INFO - mean_acc 0.3547 2024-12-30 23:32:09,400 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_124.pth was removed 2024-12-30 23:32:09,753 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. 2024-12-30 23:32:09,754 - pyskl - INFO - Best top1_acc is 0.3551 at 126 epoch. 2024-12-30 23:32:09,768 - pyskl - INFO - Epoch(val) [126][309] top1_acc: 0.3551, top5_acc: 0.6058, mean_class_accuracy: 0.3547 2024-12-30 23:36:32,284 - pyskl - INFO - Epoch [127][100/3746] lr: 6.171e-03, eta: 21:20:45, time: 2.625, data_time: 1.591, memory: 15990, top1_acc: 0.4341, top5_acc: 0.6925, loss_cls: 3.1645, loss: 3.1645 2024-12-30 23:37:57,599 - pyskl - INFO - Epoch [127][200/3746] lr: 6.158e-03, eta: 21:19:20, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4350, top5_acc: 0.6839, loss_cls: 3.2008, loss: 3.2008 2024-12-30 23:39:22,966 - pyskl - INFO - Epoch [127][300/3746] lr: 6.144e-03, eta: 21:17:54, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4416, top5_acc: 0.7045, loss_cls: 3.1414, loss: 3.1414 2024-12-30 23:40:48,243 - pyskl - INFO - Epoch [127][400/3746] lr: 6.131e-03, eta: 21:16:28, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4278, top5_acc: 0.6866, loss_cls: 3.1755, loss: 3.1755 2024-12-30 23:42:13,100 - pyskl - INFO - Epoch [127][500/3746] lr: 6.118e-03, eta: 21:15:03, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4364, top5_acc: 0.6936, loss_cls: 3.1656, loss: 3.1656 2024-12-30 23:43:38,887 - pyskl - INFO - Epoch [127][600/3746] lr: 6.104e-03, eta: 21:13:37, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4437, top5_acc: 0.6961, loss_cls: 3.1688, loss: 3.1688 2024-12-30 23:45:03,981 - pyskl - INFO - Epoch [127][700/3746] lr: 6.091e-03, eta: 21:12:11, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4347, top5_acc: 0.6852, loss_cls: 3.1921, loss: 3.1921 2024-12-30 23:46:29,211 - pyskl - INFO - Epoch [127][800/3746] lr: 6.077e-03, eta: 21:10:46, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4344, top5_acc: 0.6913, loss_cls: 3.2173, loss: 3.2173 2024-12-30 23:47:54,791 - pyskl - INFO - Epoch [127][900/3746] lr: 6.064e-03, eta: 21:09:20, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4278, top5_acc: 0.6908, loss_cls: 3.2005, loss: 3.2005 2024-12-30 23:49:20,307 - pyskl - INFO - Epoch [127][1000/3746] lr: 6.051e-03, eta: 21:07:55, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4289, top5_acc: 0.6933, loss_cls: 3.1960, loss: 3.1960 2024-12-30 23:50:45,950 - pyskl - INFO - Epoch [127][1100/3746] lr: 6.037e-03, eta: 21:06:29, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4389, top5_acc: 0.6848, loss_cls: 3.1960, loss: 3.1960 2024-12-30 23:52:10,777 - pyskl - INFO - Epoch [127][1200/3746] lr: 6.024e-03, eta: 21:05:03, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.4478, top5_acc: 0.6941, loss_cls: 3.1189, loss: 3.1189 2024-12-30 23:53:36,316 - pyskl - INFO - Epoch [127][1300/3746] lr: 6.011e-03, eta: 21:03:38, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4286, top5_acc: 0.6761, loss_cls: 3.2300, loss: 3.2300 2024-12-30 23:55:01,741 - pyskl - INFO - Epoch [127][1400/3746] lr: 5.998e-03, eta: 21:02:12, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4297, top5_acc: 0.6884, loss_cls: 3.2076, loss: 3.2076 2024-12-30 23:56:26,844 - pyskl - INFO - Epoch [127][1500/3746] lr: 5.984e-03, eta: 21:00:47, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4333, top5_acc: 0.6953, loss_cls: 3.1712, loss: 3.1712 2024-12-30 23:57:52,393 - pyskl - INFO - Epoch [127][1600/3746] lr: 5.971e-03, eta: 20:59:21, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4331, top5_acc: 0.6827, loss_cls: 3.2084, loss: 3.2084 2024-12-30 23:59:18,219 - pyskl - INFO - Epoch [127][1700/3746] lr: 5.958e-03, eta: 20:57:55, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4230, top5_acc: 0.6877, loss_cls: 3.2081, loss: 3.2081 2024-12-31 00:00:43,765 - pyskl - INFO - Epoch [127][1800/3746] lr: 5.945e-03, eta: 20:56:30, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4227, top5_acc: 0.6892, loss_cls: 3.2133, loss: 3.2133 2024-12-31 00:02:08,834 - pyskl - INFO - Epoch [127][1900/3746] lr: 5.931e-03, eta: 20:55:04, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4256, top5_acc: 0.6887, loss_cls: 3.2038, loss: 3.2038 2024-12-31 00:03:34,306 - pyskl - INFO - Epoch [127][2000/3746] lr: 5.918e-03, eta: 20:53:39, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4175, top5_acc: 0.6797, loss_cls: 3.2673, loss: 3.2673 2024-12-31 00:04:59,249 - pyskl - INFO - Epoch [127][2100/3746] lr: 5.905e-03, eta: 20:52:13, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4325, top5_acc: 0.6814, loss_cls: 3.2020, loss: 3.2020 2024-12-31 00:06:24,382 - pyskl - INFO - Epoch [127][2200/3746] lr: 5.892e-03, eta: 20:50:47, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4248, top5_acc: 0.6827, loss_cls: 3.2396, loss: 3.2396 2024-12-31 00:07:49,822 - pyskl - INFO - Epoch [127][2300/3746] lr: 5.879e-03, eta: 20:49:22, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4272, top5_acc: 0.6828, loss_cls: 3.2261, loss: 3.2261 2024-12-31 00:09:15,035 - pyskl - INFO - Epoch [127][2400/3746] lr: 5.866e-03, eta: 20:47:56, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4334, top5_acc: 0.6903, loss_cls: 3.1618, loss: 3.1618 2024-12-31 00:10:40,529 - pyskl - INFO - Epoch [127][2500/3746] lr: 5.852e-03, eta: 20:46:30, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4184, top5_acc: 0.6856, loss_cls: 3.2209, loss: 3.2209 2024-12-31 00:12:05,920 - pyskl - INFO - Epoch [127][2600/3746] lr: 5.839e-03, eta: 20:45:05, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4242, top5_acc: 0.6847, loss_cls: 3.2341, loss: 3.2341 2024-12-31 00:13:32,067 - pyskl - INFO - Epoch [127][2700/3746] lr: 5.826e-03, eta: 20:43:39, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.4298, top5_acc: 0.6822, loss_cls: 3.2296, loss: 3.2296 2024-12-31 00:14:57,331 - pyskl - INFO - Epoch [127][2800/3746] lr: 5.813e-03, eta: 20:42:14, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4266, top5_acc: 0.6852, loss_cls: 3.2216, loss: 3.2216 2024-12-31 00:16:22,712 - pyskl - INFO - Epoch [127][2900/3746] lr: 5.800e-03, eta: 20:40:48, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4216, top5_acc: 0.6855, loss_cls: 3.2263, loss: 3.2263 2024-12-31 00:17:47,856 - pyskl - INFO - Epoch [127][3000/3746] lr: 5.787e-03, eta: 20:39:22, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4222, top5_acc: 0.6845, loss_cls: 3.2399, loss: 3.2399 2024-12-31 00:19:13,378 - pyskl - INFO - Epoch [127][3100/3746] lr: 5.774e-03, eta: 20:37:57, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4331, top5_acc: 0.6827, loss_cls: 3.2365, loss: 3.2365 2024-12-31 00:20:38,556 - pyskl - INFO - Epoch [127][3200/3746] lr: 5.761e-03, eta: 20:36:31, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4339, top5_acc: 0.6836, loss_cls: 3.2292, loss: 3.2292 2024-12-31 00:22:03,767 - pyskl - INFO - Epoch [127][3300/3746] lr: 5.748e-03, eta: 20:35:06, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4231, top5_acc: 0.6897, loss_cls: 3.2285, loss: 3.2285 2024-12-31 00:23:29,041 - pyskl - INFO - Epoch [127][3400/3746] lr: 5.735e-03, eta: 20:33:40, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4286, top5_acc: 0.6841, loss_cls: 3.2103, loss: 3.2103 2024-12-31 00:24:53,925 - pyskl - INFO - Epoch [127][3500/3746] lr: 5.722e-03, eta: 20:32:14, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4205, top5_acc: 0.6775, loss_cls: 3.2627, loss: 3.2627 2024-12-31 00:26:18,918 - pyskl - INFO - Epoch [127][3600/3746] lr: 5.709e-03, eta: 20:30:49, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4313, top5_acc: 0.6825, loss_cls: 3.2156, loss: 3.2156 2024-12-31 00:27:44,073 - pyskl - INFO - Epoch [127][3700/3746] lr: 5.696e-03, eta: 20:29:23, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4234, top5_acc: 0.6848, loss_cls: 3.2160, loss: 3.2160 2024-12-31 00:28:25,812 - pyskl - INFO - Saving checkpoint at 127 epochs 2024-12-31 00:30:27,167 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 00:30:27,965 - pyskl - INFO - top1_acc 0.3620 top5_acc 0.6184 2024-12-31 00:30:27,965 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 00:30:28,018 - pyskl - INFO - mean_acc 0.3618 2024-12-31 00:30:28,026 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_126.pth was removed 2024-12-31 00:30:28,321 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2024-12-31 00:30:28,323 - pyskl - INFO - Best top1_acc is 0.3620 at 127 epoch. 2024-12-31 00:30:28,336 - pyskl - INFO - Epoch(val) [127][309] top1_acc: 0.3620, top5_acc: 0.6184, mean_class_accuracy: 0.3618 2024-12-31 00:34:53,500 - pyskl - INFO - Epoch [128][100/3746] lr: 5.677e-03, eta: 20:27:43, time: 2.652, data_time: 1.608, memory: 15990, top1_acc: 0.4462, top5_acc: 0.6972, loss_cls: 3.1323, loss: 3.1323 2024-12-31 00:36:18,785 - pyskl - INFO - Epoch [128][200/3746] lr: 5.664e-03, eta: 20:26:18, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4464, top5_acc: 0.7050, loss_cls: 3.1049, loss: 3.1049 2024-12-31 00:37:44,190 - pyskl - INFO - Epoch [128][300/3746] lr: 5.651e-03, eta: 20:24:52, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4469, top5_acc: 0.6967, loss_cls: 3.1230, loss: 3.1230 2024-12-31 00:39:09,663 - pyskl - INFO - Epoch [128][400/3746] lr: 5.638e-03, eta: 20:23:27, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4391, top5_acc: 0.6995, loss_cls: 3.1415, loss: 3.1415 2024-12-31 00:40:35,396 - pyskl - INFO - Epoch [128][500/3746] lr: 5.625e-03, eta: 20:22:01, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4414, top5_acc: 0.6980, loss_cls: 3.1309, loss: 3.1309 2024-12-31 00:42:00,390 - pyskl - INFO - Epoch [128][600/3746] lr: 5.612e-03, eta: 20:20:35, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4497, top5_acc: 0.6973, loss_cls: 3.1136, loss: 3.1136 2024-12-31 00:43:25,609 - pyskl - INFO - Epoch [128][700/3746] lr: 5.600e-03, eta: 20:19:10, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4331, top5_acc: 0.6877, loss_cls: 3.1841, loss: 3.1841 2024-12-31 00:44:51,437 - pyskl - INFO - Epoch [128][800/3746] lr: 5.587e-03, eta: 20:17:44, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4462, top5_acc: 0.6995, loss_cls: 3.1168, loss: 3.1168 2024-12-31 00:46:16,746 - pyskl - INFO - Epoch [128][900/3746] lr: 5.574e-03, eta: 20:16:18, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4428, top5_acc: 0.7020, loss_cls: 3.1296, loss: 3.1296 2024-12-31 00:47:41,945 - pyskl - INFO - Epoch [128][1000/3746] lr: 5.561e-03, eta: 20:14:53, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4405, top5_acc: 0.7048, loss_cls: 3.1319, loss: 3.1319 2024-12-31 00:49:07,215 - pyskl - INFO - Epoch [128][1100/3746] lr: 5.548e-03, eta: 20:13:27, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4384, top5_acc: 0.6936, loss_cls: 3.1386, loss: 3.1386 2024-12-31 00:50:32,496 - pyskl - INFO - Epoch [128][1200/3746] lr: 5.536e-03, eta: 20:12:01, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4369, top5_acc: 0.6900, loss_cls: 3.1892, loss: 3.1892 2024-12-31 00:51:57,782 - pyskl - INFO - Epoch [128][1300/3746] lr: 5.523e-03, eta: 20:10:36, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4458, top5_acc: 0.6956, loss_cls: 3.1348, loss: 3.1348 2024-12-31 00:53:23,126 - pyskl - INFO - Epoch [128][1400/3746] lr: 5.510e-03, eta: 20:09:10, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4306, top5_acc: 0.6942, loss_cls: 3.1683, loss: 3.1683 2024-12-31 00:54:48,847 - pyskl - INFO - Epoch [128][1500/3746] lr: 5.497e-03, eta: 20:07:45, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4272, top5_acc: 0.6800, loss_cls: 3.2422, loss: 3.2422 2024-12-31 00:56:14,674 - pyskl - INFO - Epoch [128][1600/3746] lr: 5.485e-03, eta: 20:06:19, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4300, top5_acc: 0.6842, loss_cls: 3.1966, loss: 3.1966 2024-12-31 00:57:39,784 - pyskl - INFO - Epoch [128][1700/3746] lr: 5.472e-03, eta: 20:04:53, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4402, top5_acc: 0.6836, loss_cls: 3.1899, loss: 3.1899 2024-12-31 00:59:05,249 - pyskl - INFO - Epoch [128][1800/3746] lr: 5.459e-03, eta: 20:03:28, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4348, top5_acc: 0.6841, loss_cls: 3.2201, loss: 3.2201 2024-12-31 01:00:30,312 - pyskl - INFO - Epoch [128][1900/3746] lr: 5.446e-03, eta: 20:02:02, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4303, top5_acc: 0.6914, loss_cls: 3.1842, loss: 3.1842 2024-12-31 01:01:55,458 - pyskl - INFO - Epoch [128][2000/3746] lr: 5.434e-03, eta: 20:00:36, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4338, top5_acc: 0.6937, loss_cls: 3.1879, loss: 3.1879 2024-12-31 01:03:20,463 - pyskl - INFO - Epoch [128][2100/3746] lr: 5.421e-03, eta: 19:59:11, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4409, top5_acc: 0.6920, loss_cls: 3.1574, loss: 3.1574 2024-12-31 01:04:46,311 - pyskl - INFO - Epoch [128][2200/3746] lr: 5.408e-03, eta: 19:57:45, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4431, top5_acc: 0.7070, loss_cls: 3.1330, loss: 3.1330 2024-12-31 01:06:11,605 - pyskl - INFO - Epoch [128][2300/3746] lr: 5.396e-03, eta: 19:56:19, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4366, top5_acc: 0.6961, loss_cls: 3.1663, loss: 3.1663 2024-12-31 01:07:36,733 - pyskl - INFO - Epoch [128][2400/3746] lr: 5.383e-03, eta: 19:54:54, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4341, top5_acc: 0.6898, loss_cls: 3.1939, loss: 3.1939 2024-12-31 01:09:01,878 - pyskl - INFO - Epoch [128][2500/3746] lr: 5.370e-03, eta: 19:53:28, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4266, top5_acc: 0.6845, loss_cls: 3.2543, loss: 3.2543 2024-12-31 01:10:27,313 - pyskl - INFO - Epoch [128][2600/3746] lr: 5.358e-03, eta: 19:52:02, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4231, top5_acc: 0.6931, loss_cls: 3.1984, loss: 3.1984 2024-12-31 01:11:52,202 - pyskl - INFO - Epoch [128][2700/3746] lr: 5.345e-03, eta: 19:50:37, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.4244, top5_acc: 0.6906, loss_cls: 3.2007, loss: 3.2007 2024-12-31 01:13:17,541 - pyskl - INFO - Epoch [128][2800/3746] lr: 5.333e-03, eta: 19:49:11, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4373, top5_acc: 0.6936, loss_cls: 3.1765, loss: 3.1765 2024-12-31 01:14:42,506 - pyskl - INFO - Epoch [128][2900/3746] lr: 5.320e-03, eta: 19:47:45, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.4295, top5_acc: 0.6878, loss_cls: 3.2065, loss: 3.2065 2024-12-31 01:16:07,985 - pyskl - INFO - Epoch [128][3000/3746] lr: 5.308e-03, eta: 19:46:20, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4433, top5_acc: 0.6972, loss_cls: 3.1513, loss: 3.1513 2024-12-31 01:17:33,278 - pyskl - INFO - Epoch [128][3100/3746] lr: 5.295e-03, eta: 19:44:54, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4370, top5_acc: 0.6856, loss_cls: 3.1763, loss: 3.1763 2024-12-31 01:18:58,648 - pyskl - INFO - Epoch [128][3200/3746] lr: 5.283e-03, eta: 19:43:28, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4344, top5_acc: 0.6927, loss_cls: 3.1720, loss: 3.1720 2024-12-31 01:20:23,826 - pyskl - INFO - Epoch [128][3300/3746] lr: 5.270e-03, eta: 19:42:03, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4322, top5_acc: 0.6861, loss_cls: 3.2013, loss: 3.2013 2024-12-31 01:21:49,015 - pyskl - INFO - Epoch [128][3400/3746] lr: 5.258e-03, eta: 19:40:37, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4253, top5_acc: 0.6872, loss_cls: 3.2073, loss: 3.2073 2024-12-31 01:23:14,247 - pyskl - INFO - Epoch [128][3500/3746] lr: 5.245e-03, eta: 19:39:11, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4363, top5_acc: 0.6964, loss_cls: 3.1646, loss: 3.1646 2024-12-31 01:24:39,358 - pyskl - INFO - Epoch [128][3600/3746] lr: 5.233e-03, eta: 19:37:46, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4323, top5_acc: 0.6937, loss_cls: 3.1832, loss: 3.1832 2024-12-31 01:26:04,518 - pyskl - INFO - Epoch [128][3700/3746] lr: 5.220e-03, eta: 19:36:20, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4338, top5_acc: 0.6891, loss_cls: 3.1944, loss: 3.1944 2024-12-31 01:26:46,379 - pyskl - INFO - Saving checkpoint at 128 epochs 2024-12-31 01:28:48,456 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 01:28:49,231 - pyskl - INFO - top1_acc 0.3616 top5_acc 0.6152 2024-12-31 01:28:49,231 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 01:28:49,276 - pyskl - INFO - mean_acc 0.3614 2024-12-31 01:28:49,289 - pyskl - INFO - Epoch(val) [128][309] top1_acc: 0.3616, top5_acc: 0.6152, mean_class_accuracy: 0.3614 2024-12-31 01:33:11,651 - pyskl - INFO - Epoch [129][100/3746] lr: 5.202e-03, eta: 19:34:39, time: 2.624, data_time: 1.559, memory: 15990, top1_acc: 0.4495, top5_acc: 0.7122, loss_cls: 3.0828, loss: 3.0828 2024-12-31 01:34:37,107 - pyskl - INFO - Epoch [129][200/3746] lr: 5.190e-03, eta: 19:33:13, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4467, top5_acc: 0.7013, loss_cls: 3.1288, loss: 3.1288 2024-12-31 01:36:02,217 - pyskl - INFO - Epoch [129][300/3746] lr: 5.177e-03, eta: 19:31:47, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4459, top5_acc: 0.7077, loss_cls: 3.0869, loss: 3.0869 2024-12-31 01:37:27,606 - pyskl - INFO - Epoch [129][400/3746] lr: 5.165e-03, eta: 19:30:22, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4492, top5_acc: 0.7050, loss_cls: 3.0885, loss: 3.0885 2024-12-31 01:38:52,908 - pyskl - INFO - Epoch [129][500/3746] lr: 5.153e-03, eta: 19:28:56, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4475, top5_acc: 0.7009, loss_cls: 3.1183, loss: 3.1183 2024-12-31 01:40:18,557 - pyskl - INFO - Epoch [129][600/3746] lr: 5.140e-03, eta: 19:27:30, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4517, top5_acc: 0.7084, loss_cls: 3.0855, loss: 3.0855 2024-12-31 01:41:43,810 - pyskl - INFO - Epoch [129][700/3746] lr: 5.128e-03, eta: 19:26:05, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4464, top5_acc: 0.7066, loss_cls: 3.1130, loss: 3.1130 2024-12-31 01:43:09,690 - pyskl - INFO - Epoch [129][800/3746] lr: 5.116e-03, eta: 19:24:39, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.4437, top5_acc: 0.6981, loss_cls: 3.1211, loss: 3.1211 2024-12-31 01:44:36,578 - pyskl - INFO - Epoch [129][900/3746] lr: 5.103e-03, eta: 19:23:14, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.4425, top5_acc: 0.6964, loss_cls: 3.1161, loss: 3.1161 2024-12-31 01:46:03,175 - pyskl - INFO - Epoch [129][1000/3746] lr: 5.091e-03, eta: 19:21:48, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.4450, top5_acc: 0.6953, loss_cls: 3.1486, loss: 3.1486 2024-12-31 01:47:29,678 - pyskl - INFO - Epoch [129][1100/3746] lr: 5.079e-03, eta: 19:20:23, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.4437, top5_acc: 0.6984, loss_cls: 3.0963, loss: 3.0963 2024-12-31 01:48:56,263 - pyskl - INFO - Epoch [129][1200/3746] lr: 5.066e-03, eta: 19:18:57, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.4439, top5_acc: 0.6977, loss_cls: 3.1255, loss: 3.1255 2024-12-31 01:50:22,923 - pyskl - INFO - Epoch [129][1300/3746] lr: 5.054e-03, eta: 19:17:32, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.4406, top5_acc: 0.6889, loss_cls: 3.1626, loss: 3.1626 2024-12-31 01:51:49,247 - pyskl - INFO - Epoch [129][1400/3746] lr: 5.042e-03, eta: 19:16:06, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.4375, top5_acc: 0.6956, loss_cls: 3.1437, loss: 3.1437 2024-12-31 01:53:15,731 - pyskl - INFO - Epoch [129][1500/3746] lr: 5.030e-03, eta: 19:14:41, time: 0.865, data_time: 0.001, memory: 15990, top1_acc: 0.4441, top5_acc: 0.6986, loss_cls: 3.1368, loss: 3.1368 2024-12-31 01:54:42,095 - pyskl - INFO - Epoch [129][1600/3746] lr: 5.017e-03, eta: 19:13:15, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.4477, top5_acc: 0.7089, loss_cls: 3.0855, loss: 3.0855 2024-12-31 01:56:08,905 - pyskl - INFO - Epoch [129][1700/3746] lr: 5.005e-03, eta: 19:11:50, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.4342, top5_acc: 0.6856, loss_cls: 3.1509, loss: 3.1509 2024-12-31 01:57:35,192 - pyskl - INFO - Epoch [129][1800/3746] lr: 4.993e-03, eta: 19:10:24, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.4364, top5_acc: 0.6945, loss_cls: 3.1368, loss: 3.1368 2024-12-31 01:59:01,843 - pyskl - INFO - Epoch [129][1900/3746] lr: 4.981e-03, eta: 19:08:59, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.4325, top5_acc: 0.6950, loss_cls: 3.1388, loss: 3.1388 2024-12-31 02:00:28,369 - pyskl - INFO - Epoch [129][2000/3746] lr: 4.969e-03, eta: 19:07:33, time: 0.865, data_time: 0.001, memory: 15990, top1_acc: 0.4366, top5_acc: 0.6917, loss_cls: 3.1708, loss: 3.1708 2024-12-31 02:01:55,220 - pyskl - INFO - Epoch [129][2100/3746] lr: 4.957e-03, eta: 19:06:08, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.4347, top5_acc: 0.6959, loss_cls: 3.1675, loss: 3.1675 2024-12-31 02:03:22,033 - pyskl - INFO - Epoch [129][2200/3746] lr: 4.944e-03, eta: 19:04:43, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.4450, top5_acc: 0.6947, loss_cls: 3.1366, loss: 3.1366 2024-12-31 02:04:48,611 - pyskl - INFO - Epoch [129][2300/3746] lr: 4.932e-03, eta: 19:03:17, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.4373, top5_acc: 0.6903, loss_cls: 3.1685, loss: 3.1685 2024-12-31 02:06:15,058 - pyskl - INFO - Epoch [129][2400/3746] lr: 4.920e-03, eta: 19:01:52, time: 0.864, data_time: 0.001, memory: 15990, top1_acc: 0.4445, top5_acc: 0.6936, loss_cls: 3.1542, loss: 3.1542 2024-12-31 02:07:41,563 - pyskl - INFO - Epoch [129][2500/3746] lr: 4.908e-03, eta: 19:00:26, time: 0.865, data_time: 0.001, memory: 15990, top1_acc: 0.4395, top5_acc: 0.6923, loss_cls: 3.1853, loss: 3.1853 2024-12-31 02:09:07,992 - pyskl - INFO - Epoch [129][2600/3746] lr: 4.896e-03, eta: 18:59:01, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.4345, top5_acc: 0.6911, loss_cls: 3.1866, loss: 3.1866 2024-12-31 02:10:35,193 - pyskl - INFO - Epoch [129][2700/3746] lr: 4.884e-03, eta: 18:57:35, time: 0.872, data_time: 0.000, memory: 15990, top1_acc: 0.4427, top5_acc: 0.6956, loss_cls: 3.1602, loss: 3.1602 2024-12-31 02:12:01,764 - pyskl - INFO - Epoch [129][2800/3746] lr: 4.872e-03, eta: 18:56:10, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.4467, top5_acc: 0.7005, loss_cls: 3.1248, loss: 3.1248 2024-12-31 02:13:28,061 - pyskl - INFO - Epoch [129][2900/3746] lr: 4.860e-03, eta: 18:54:44, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.4509, top5_acc: 0.7014, loss_cls: 3.1047, loss: 3.1047 2024-12-31 02:14:54,691 - pyskl - INFO - Epoch [129][3000/3746] lr: 4.848e-03, eta: 18:53:19, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.4439, top5_acc: 0.6895, loss_cls: 3.1535, loss: 3.1535 2024-12-31 02:16:21,236 - pyskl - INFO - Epoch [129][3100/3746] lr: 4.836e-03, eta: 18:51:53, time: 0.865, data_time: 0.001, memory: 15990, top1_acc: 0.4289, top5_acc: 0.6823, loss_cls: 3.2102, loss: 3.2102 2024-12-31 02:17:47,115 - pyskl - INFO - Epoch [129][3200/3746] lr: 4.824e-03, eta: 18:50:28, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.4416, top5_acc: 0.6984, loss_cls: 3.1476, loss: 3.1476 2024-12-31 02:19:13,121 - pyskl - INFO - Epoch [129][3300/3746] lr: 4.812e-03, eta: 18:49:02, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4433, top5_acc: 0.6977, loss_cls: 3.1421, loss: 3.1421 2024-12-31 02:20:38,546 - pyskl - INFO - Epoch [129][3400/3746] lr: 4.800e-03, eta: 18:47:37, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4263, top5_acc: 0.6844, loss_cls: 3.2036, loss: 3.2036 2024-12-31 02:22:04,506 - pyskl - INFO - Epoch [129][3500/3746] lr: 4.788e-03, eta: 18:46:11, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4411, top5_acc: 0.7033, loss_cls: 3.1112, loss: 3.1112 2024-12-31 02:23:31,023 - pyskl - INFO - Epoch [129][3600/3746] lr: 4.776e-03, eta: 18:44:46, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.4447, top5_acc: 0.7069, loss_cls: 3.1191, loss: 3.1191 2024-12-31 02:24:57,637 - pyskl - INFO - Epoch [129][3700/3746] lr: 4.764e-03, eta: 18:43:20, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.4366, top5_acc: 0.6825, loss_cls: 3.1924, loss: 3.1924 2024-12-31 02:25:39,555 - pyskl - INFO - Saving checkpoint at 129 epochs 2024-12-31 02:27:41,872 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 02:27:42,591 - pyskl - INFO - top1_acc 0.3626 top5_acc 0.6177 2024-12-31 02:27:42,591 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 02:27:42,649 - pyskl - INFO - mean_acc 0.3622 2024-12-31 02:27:42,656 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_127.pth was removed 2024-12-31 02:27:43,080 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2024-12-31 02:27:43,082 - pyskl - INFO - Best top1_acc is 0.3626 at 129 epoch. 2024-12-31 02:27:43,100 - pyskl - INFO - Epoch(val) [129][309] top1_acc: 0.3626, top5_acc: 0.6177, mean_class_accuracy: 0.3622 2024-12-31 02:32:10,835 - pyskl - INFO - Epoch [130][100/3746] lr: 4.747e-03, eta: 18:41:38, time: 2.677, data_time: 1.647, memory: 15990, top1_acc: 0.4584, top5_acc: 0.7055, loss_cls: 3.0525, loss: 3.0525 2024-12-31 02:33:37,604 - pyskl - INFO - Epoch [130][200/3746] lr: 4.735e-03, eta: 18:40:13, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.4566, top5_acc: 0.7139, loss_cls: 3.0566, loss: 3.0566 2024-12-31 02:35:03,454 - pyskl - INFO - Epoch [130][300/3746] lr: 4.723e-03, eta: 18:38:47, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4511, top5_acc: 0.7092, loss_cls: 3.0680, loss: 3.0680 2024-12-31 02:36:29,898 - pyskl - INFO - Epoch [130][400/3746] lr: 4.711e-03, eta: 18:37:22, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.4544, top5_acc: 0.7033, loss_cls: 3.1053, loss: 3.1053 2024-12-31 02:37:56,125 - pyskl - INFO - Epoch [130][500/3746] lr: 4.699e-03, eta: 18:35:56, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.4611, top5_acc: 0.7102, loss_cls: 3.0546, loss: 3.0546 2024-12-31 02:39:22,947 - pyskl - INFO - Epoch [130][600/3746] lr: 4.688e-03, eta: 18:34:31, time: 0.868, data_time: 0.000, memory: 15990, top1_acc: 0.4606, top5_acc: 0.7209, loss_cls: 3.0028, loss: 3.0028 2024-12-31 02:40:49,580 - pyskl - INFO - Epoch [130][700/3746] lr: 4.676e-03, eta: 18:33:05, time: 0.866, data_time: 0.001, memory: 15990, top1_acc: 0.4450, top5_acc: 0.7069, loss_cls: 3.0802, loss: 3.0802 2024-12-31 02:42:16,757 - pyskl - INFO - Epoch [130][800/3746] lr: 4.664e-03, eta: 18:31:40, time: 0.872, data_time: 0.001, memory: 15990, top1_acc: 0.4459, top5_acc: 0.7039, loss_cls: 3.0995, loss: 3.0995 2024-12-31 02:43:43,328 - pyskl - INFO - Epoch [130][900/3746] lr: 4.652e-03, eta: 18:30:14, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.4395, top5_acc: 0.7016, loss_cls: 3.1126, loss: 3.1126 2024-12-31 02:45:10,265 - pyskl - INFO - Epoch [130][1000/3746] lr: 4.640e-03, eta: 18:28:49, time: 0.869, data_time: 0.001, memory: 15990, top1_acc: 0.4389, top5_acc: 0.7053, loss_cls: 3.0912, loss: 3.0912 2024-12-31 02:46:37,712 - pyskl - INFO - Epoch [130][1100/3746] lr: 4.629e-03, eta: 18:27:23, time: 0.874, data_time: 0.000, memory: 15990, top1_acc: 0.4572, top5_acc: 0.7127, loss_cls: 3.0334, loss: 3.0334 2024-12-31 02:48:05,543 - pyskl - INFO - Epoch [130][1200/3746] lr: 4.617e-03, eta: 18:25:58, time: 0.878, data_time: 0.000, memory: 15990, top1_acc: 0.4500, top5_acc: 0.7039, loss_cls: 3.0740, loss: 3.0740 2024-12-31 02:49:33,480 - pyskl - INFO - Epoch [130][1300/3746] lr: 4.605e-03, eta: 18:24:33, time: 0.879, data_time: 0.001, memory: 15990, top1_acc: 0.4533, top5_acc: 0.7064, loss_cls: 3.0917, loss: 3.0917 2024-12-31 02:51:00,553 - pyskl - INFO - Epoch [130][1400/3746] lr: 4.594e-03, eta: 18:23:07, time: 0.871, data_time: 0.000, memory: 15990, top1_acc: 0.4508, top5_acc: 0.7019, loss_cls: 3.0853, loss: 3.0853 2024-12-31 02:52:28,320 - pyskl - INFO - Epoch [130][1500/3746] lr: 4.582e-03, eta: 18:21:42, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.4512, top5_acc: 0.6997, loss_cls: 3.0903, loss: 3.0903 2024-12-31 02:53:56,457 - pyskl - INFO - Epoch [130][1600/3746] lr: 4.570e-03, eta: 18:20:17, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4486, top5_acc: 0.6989, loss_cls: 3.0993, loss: 3.0993 2024-12-31 02:55:24,336 - pyskl - INFO - Epoch [130][1700/3746] lr: 4.558e-03, eta: 18:18:51, time: 0.879, data_time: 0.001, memory: 15990, top1_acc: 0.4556, top5_acc: 0.7067, loss_cls: 3.0820, loss: 3.0820 2024-12-31 02:56:50,863 - pyskl - INFO - Epoch [130][1800/3746] lr: 4.547e-03, eta: 18:17:26, time: 0.865, data_time: 0.001, memory: 15990, top1_acc: 0.4442, top5_acc: 0.6981, loss_cls: 3.1150, loss: 3.1150 2024-12-31 02:58:17,115 - pyskl - INFO - Epoch [130][1900/3746] lr: 4.535e-03, eta: 18:16:00, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.4452, top5_acc: 0.6991, loss_cls: 3.1253, loss: 3.1253 2024-12-31 02:59:43,037 - pyskl - INFO - Epoch [130][2000/3746] lr: 4.524e-03, eta: 18:14:35, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.4431, top5_acc: 0.7061, loss_cls: 3.1021, loss: 3.1021 2024-12-31 03:01:11,043 - pyskl - INFO - Epoch [130][2100/3746] lr: 4.512e-03, eta: 18:13:09, time: 0.880, data_time: 0.001, memory: 15990, top1_acc: 0.4430, top5_acc: 0.7025, loss_cls: 3.1218, loss: 3.1218 2024-12-31 03:02:38,608 - pyskl - INFO - Epoch [130][2200/3746] lr: 4.500e-03, eta: 18:11:44, time: 0.876, data_time: 0.001, memory: 15990, top1_acc: 0.4342, top5_acc: 0.7020, loss_cls: 3.1341, loss: 3.1341 2024-12-31 03:04:06,210 - pyskl - INFO - Epoch [130][2300/3746] lr: 4.489e-03, eta: 18:10:19, time: 0.876, data_time: 0.000, memory: 15990, top1_acc: 0.4402, top5_acc: 0.6936, loss_cls: 3.1306, loss: 3.1306 2024-12-31 03:05:33,640 - pyskl - INFO - Epoch [130][2400/3746] lr: 4.477e-03, eta: 18:08:53, time: 0.874, data_time: 0.001, memory: 15990, top1_acc: 0.4520, top5_acc: 0.7034, loss_cls: 3.0971, loss: 3.0971 2024-12-31 03:07:01,508 - pyskl - INFO - Epoch [130][2500/3746] lr: 4.466e-03, eta: 18:07:28, time: 0.879, data_time: 0.001, memory: 15990, top1_acc: 0.4467, top5_acc: 0.7000, loss_cls: 3.1279, loss: 3.1279 2024-12-31 03:08:29,725 - pyskl - INFO - Epoch [130][2600/3746] lr: 4.454e-03, eta: 18:06:03, time: 0.882, data_time: 0.001, memory: 15990, top1_acc: 0.4436, top5_acc: 0.6909, loss_cls: 3.1589, loss: 3.1589 2024-12-31 03:09:57,793 - pyskl - INFO - Epoch [130][2700/3746] lr: 4.443e-03, eta: 18:04:37, time: 0.881, data_time: 0.000, memory: 15990, top1_acc: 0.4397, top5_acc: 0.6987, loss_cls: 3.1526, loss: 3.1526 2024-12-31 03:11:25,335 - pyskl - INFO - Epoch [130][2800/3746] lr: 4.431e-03, eta: 18:03:12, time: 0.875, data_time: 0.001, memory: 15990, top1_acc: 0.4452, top5_acc: 0.7069, loss_cls: 3.0786, loss: 3.0786 2024-12-31 03:12:53,913 - pyskl - INFO - Epoch [130][2900/3746] lr: 4.420e-03, eta: 18:01:47, time: 0.886, data_time: 0.001, memory: 15990, top1_acc: 0.4531, top5_acc: 0.7137, loss_cls: 3.0566, loss: 3.0566 2024-12-31 03:14:22,036 - pyskl - INFO - Epoch [130][3000/3746] lr: 4.408e-03, eta: 18:00:21, time: 0.881, data_time: 0.000, memory: 15990, top1_acc: 0.4430, top5_acc: 0.7139, loss_cls: 3.1053, loss: 3.1053 2024-12-31 03:15:49,431 - pyskl - INFO - Epoch [130][3100/3746] lr: 4.397e-03, eta: 17:58:56, time: 0.874, data_time: 0.000, memory: 15990, top1_acc: 0.4500, top5_acc: 0.7028, loss_cls: 3.1110, loss: 3.1110 2024-12-31 03:17:16,066 - pyskl - INFO - Epoch [130][3200/3746] lr: 4.385e-03, eta: 17:57:31, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.4462, top5_acc: 0.7019, loss_cls: 3.1404, loss: 3.1404 2024-12-31 03:18:42,687 - pyskl - INFO - Epoch [130][3300/3746] lr: 4.374e-03, eta: 17:56:05, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.4297, top5_acc: 0.6955, loss_cls: 3.1600, loss: 3.1600 2024-12-31 03:20:08,740 - pyskl - INFO - Epoch [130][3400/3746] lr: 4.362e-03, eta: 17:54:39, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.4358, top5_acc: 0.6911, loss_cls: 3.1440, loss: 3.1440 2024-12-31 03:21:35,964 - pyskl - INFO - Epoch [130][3500/3746] lr: 4.351e-03, eta: 17:53:14, time: 0.872, data_time: 0.000, memory: 15990, top1_acc: 0.4467, top5_acc: 0.7002, loss_cls: 3.1168, loss: 3.1168 2024-12-31 03:23:01,729 - pyskl - INFO - Epoch [130][3600/3746] lr: 4.339e-03, eta: 17:51:48, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4373, top5_acc: 0.6916, loss_cls: 3.1650, loss: 3.1650 2024-12-31 03:24:28,239 - pyskl - INFO - Epoch [130][3700/3746] lr: 4.328e-03, eta: 17:50:23, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.4617, top5_acc: 0.7083, loss_cls: 3.0687, loss: 3.0687 2024-12-31 03:25:10,482 - pyskl - INFO - Saving checkpoint at 130 epochs 2024-12-31 03:27:10,478 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 03:27:11,264 - pyskl - INFO - top1_acc 0.3712 top5_acc 0.6272 2024-12-31 03:27:11,264 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 03:27:11,307 - pyskl - INFO - mean_acc 0.3711 2024-12-31 03:27:11,312 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_129.pth was removed 2024-12-31 03:27:11,589 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. 2024-12-31 03:27:11,590 - pyskl - INFO - Best top1_acc is 0.3712 at 130 epoch. 2024-12-31 03:27:11,605 - pyskl - INFO - Epoch(val) [130][309] top1_acc: 0.3712, top5_acc: 0.6272, mean_class_accuracy: 0.3711 2024-12-31 03:31:43,233 - pyskl - INFO - Epoch [131][100/3746] lr: 4.311e-03, eta: 17:48:40, time: 2.716, data_time: 1.659, memory: 15990, top1_acc: 0.4706, top5_acc: 0.7281, loss_cls: 2.9530, loss: 2.9530 2024-12-31 03:33:10,757 - pyskl - INFO - Epoch [131][200/3746] lr: 4.300e-03, eta: 17:47:15, time: 0.875, data_time: 0.001, memory: 15990, top1_acc: 0.4684, top5_acc: 0.7153, loss_cls: 3.0076, loss: 3.0076 2024-12-31 03:34:38,271 - pyskl - INFO - Epoch [131][300/3746] lr: 4.289e-03, eta: 17:45:49, time: 0.875, data_time: 0.001, memory: 15990, top1_acc: 0.4620, top5_acc: 0.7192, loss_cls: 2.9885, loss: 2.9885 2024-12-31 03:36:06,146 - pyskl - INFO - Epoch [131][400/3746] lr: 4.277e-03, eta: 17:44:24, time: 0.879, data_time: 0.000, memory: 15990, top1_acc: 0.4628, top5_acc: 0.7094, loss_cls: 3.0439, loss: 3.0439 2024-12-31 03:37:34,676 - pyskl - INFO - Epoch [131][500/3746] lr: 4.266e-03, eta: 17:42:59, time: 0.885, data_time: 0.001, memory: 15990, top1_acc: 0.4623, top5_acc: 0.7169, loss_cls: 3.0195, loss: 3.0195 2024-12-31 03:39:03,027 - pyskl - INFO - Epoch [131][600/3746] lr: 4.255e-03, eta: 17:41:33, time: 0.883, data_time: 0.000, memory: 15990, top1_acc: 0.4522, top5_acc: 0.7123, loss_cls: 3.0579, loss: 3.0579 2024-12-31 03:40:31,174 - pyskl - INFO - Epoch [131][700/3746] lr: 4.244e-03, eta: 17:40:08, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4620, top5_acc: 0.7116, loss_cls: 3.0394, loss: 3.0394 2024-12-31 03:41:59,434 - pyskl - INFO - Epoch [131][800/3746] lr: 4.232e-03, eta: 17:38:43, time: 0.883, data_time: 0.000, memory: 15990, top1_acc: 0.4445, top5_acc: 0.7072, loss_cls: 3.0863, loss: 3.0863 2024-12-31 03:43:28,119 - pyskl - INFO - Epoch [131][900/3746] lr: 4.221e-03, eta: 17:37:18, time: 0.887, data_time: 0.001, memory: 15990, top1_acc: 0.4572, top5_acc: 0.7153, loss_cls: 3.0489, loss: 3.0489 2024-12-31 03:44:56,274 - pyskl - INFO - Epoch [131][1000/3746] lr: 4.210e-03, eta: 17:35:52, time: 0.882, data_time: 0.001, memory: 15990, top1_acc: 0.4502, top5_acc: 0.7092, loss_cls: 3.0603, loss: 3.0603 2024-12-31 03:46:24,658 - pyskl - INFO - Epoch [131][1100/3746] lr: 4.199e-03, eta: 17:34:27, time: 0.884, data_time: 0.001, memory: 15990, top1_acc: 0.4509, top5_acc: 0.7067, loss_cls: 3.0847, loss: 3.0847 2024-12-31 03:47:52,969 - pyskl - INFO - Epoch [131][1200/3746] lr: 4.187e-03, eta: 17:33:02, time: 0.883, data_time: 0.000, memory: 15990, top1_acc: 0.4645, top5_acc: 0.7091, loss_cls: 3.0277, loss: 3.0277 2024-12-31 03:49:21,557 - pyskl - INFO - Epoch [131][1300/3746] lr: 4.176e-03, eta: 17:31:36, time: 0.886, data_time: 0.000, memory: 15990, top1_acc: 0.4434, top5_acc: 0.6942, loss_cls: 3.1288, loss: 3.1288 2024-12-31 03:50:49,893 - pyskl - INFO - Epoch [131][1400/3746] lr: 4.165e-03, eta: 17:30:11, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4530, top5_acc: 0.7106, loss_cls: 3.0728, loss: 3.0728 2024-12-31 03:52:18,429 - pyskl - INFO - Epoch [131][1500/3746] lr: 4.154e-03, eta: 17:28:46, time: 0.886, data_time: 0.001, memory: 15990, top1_acc: 0.4467, top5_acc: 0.7087, loss_cls: 3.0511, loss: 3.0511 2024-12-31 03:53:46,851 - pyskl - INFO - Epoch [131][1600/3746] lr: 4.143e-03, eta: 17:27:20, time: 0.884, data_time: 0.001, memory: 15990, top1_acc: 0.4459, top5_acc: 0.7153, loss_cls: 3.0887, loss: 3.0887 2024-12-31 03:55:13,365 - pyskl - INFO - Epoch [131][1700/3746] lr: 4.132e-03, eta: 17:25:55, time: 0.865, data_time: 0.001, memory: 15990, top1_acc: 0.4378, top5_acc: 0.6978, loss_cls: 3.1355, loss: 3.1355 2024-12-31 03:56:39,911 - pyskl - INFO - Epoch [131][1800/3746] lr: 4.120e-03, eta: 17:24:29, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.4573, top5_acc: 0.7128, loss_cls: 3.0536, loss: 3.0536 2024-12-31 03:58:05,977 - pyskl - INFO - Epoch [131][1900/3746] lr: 4.109e-03, eta: 17:23:04, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.4497, top5_acc: 0.7083, loss_cls: 3.0536, loss: 3.0536 2024-12-31 03:59:33,532 - pyskl - INFO - Epoch [131][2000/3746] lr: 4.098e-03, eta: 17:21:38, time: 0.876, data_time: 0.000, memory: 15990, top1_acc: 0.4384, top5_acc: 0.7023, loss_cls: 3.0818, loss: 3.0818 2024-12-31 04:01:01,614 - pyskl - INFO - Epoch [131][2100/3746] lr: 4.087e-03, eta: 17:20:13, time: 0.881, data_time: 0.000, memory: 15990, top1_acc: 0.4516, top5_acc: 0.7083, loss_cls: 3.0525, loss: 3.0525 2024-12-31 04:02:30,551 - pyskl - INFO - Epoch [131][2200/3746] lr: 4.076e-03, eta: 17:18:48, time: 0.889, data_time: 0.000, memory: 15990, top1_acc: 0.4592, top5_acc: 0.7130, loss_cls: 3.0481, loss: 3.0481 2024-12-31 04:03:58,890 - pyskl - INFO - Epoch [131][2300/3746] lr: 4.065e-03, eta: 17:17:22, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4497, top5_acc: 0.7070, loss_cls: 3.0722, loss: 3.0722 2024-12-31 04:05:27,118 - pyskl - INFO - Epoch [131][2400/3746] lr: 4.054e-03, eta: 17:15:57, time: 0.882, data_time: 0.000, memory: 15990, top1_acc: 0.4462, top5_acc: 0.7013, loss_cls: 3.0934, loss: 3.0934 2024-12-31 04:06:55,390 - pyskl - INFO - Epoch [131][2500/3746] lr: 4.043e-03, eta: 17:14:32, time: 0.883, data_time: 0.000, memory: 15990, top1_acc: 0.4531, top5_acc: 0.7087, loss_cls: 3.0637, loss: 3.0637 2024-12-31 04:08:23,494 - pyskl - INFO - Epoch [131][2600/3746] lr: 4.032e-03, eta: 17:13:06, time: 0.881, data_time: 0.000, memory: 15990, top1_acc: 0.4505, top5_acc: 0.7059, loss_cls: 3.1001, loss: 3.1001 2024-12-31 04:09:52,235 - pyskl - INFO - Epoch [131][2700/3746] lr: 4.021e-03, eta: 17:11:41, time: 0.887, data_time: 0.001, memory: 15990, top1_acc: 0.4564, top5_acc: 0.7106, loss_cls: 3.0723, loss: 3.0723 2024-12-31 04:11:20,899 - pyskl - INFO - Epoch [131][2800/3746] lr: 4.010e-03, eta: 17:10:16, time: 0.887, data_time: 0.001, memory: 15990, top1_acc: 0.4522, top5_acc: 0.7025, loss_cls: 3.0939, loss: 3.0939 2024-12-31 04:12:49,193 - pyskl - INFO - Epoch [131][2900/3746] lr: 3.999e-03, eta: 17:08:50, time: 0.883, data_time: 0.000, memory: 15990, top1_acc: 0.4680, top5_acc: 0.7188, loss_cls: 2.9985, loss: 2.9985 2024-12-31 04:14:17,811 - pyskl - INFO - Epoch [131][3000/3746] lr: 3.988e-03, eta: 17:07:25, time: 0.886, data_time: 0.001, memory: 15990, top1_acc: 0.4653, top5_acc: 0.7139, loss_cls: 3.0189, loss: 3.0189 2024-12-31 04:15:45,357 - pyskl - INFO - Epoch [131][3100/3746] lr: 3.977e-03, eta: 17:06:00, time: 0.875, data_time: 0.000, memory: 15990, top1_acc: 0.4425, top5_acc: 0.6961, loss_cls: 3.0999, loss: 3.0999 2024-12-31 04:17:11,406 - pyskl - INFO - Epoch [131][3200/3746] lr: 3.966e-03, eta: 17:04:34, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4395, top5_acc: 0.6942, loss_cls: 3.1463, loss: 3.1463 2024-12-31 04:18:37,368 - pyskl - INFO - Epoch [131][3300/3746] lr: 3.955e-03, eta: 17:03:08, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4497, top5_acc: 0.6970, loss_cls: 3.1314, loss: 3.1314 2024-12-31 04:20:04,900 - pyskl - INFO - Epoch [131][3400/3746] lr: 3.945e-03, eta: 17:01:43, time: 0.875, data_time: 0.001, memory: 15990, top1_acc: 0.4536, top5_acc: 0.7108, loss_cls: 3.0726, loss: 3.0726 2024-12-31 04:21:33,198 - pyskl - INFO - Epoch [131][3500/3746] lr: 3.934e-03, eta: 17:00:17, time: 0.883, data_time: 0.000, memory: 15990, top1_acc: 0.4541, top5_acc: 0.7097, loss_cls: 3.0338, loss: 3.0338 2024-12-31 04:23:01,328 - pyskl - INFO - Epoch [131][3600/3746] lr: 3.923e-03, eta: 16:58:52, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4519, top5_acc: 0.7037, loss_cls: 3.0793, loss: 3.0793 2024-12-31 04:24:29,780 - pyskl - INFO - Epoch [131][3700/3746] lr: 3.912e-03, eta: 16:57:27, time: 0.884, data_time: 0.000, memory: 15990, top1_acc: 0.4487, top5_acc: 0.7030, loss_cls: 3.1107, loss: 3.1107 2024-12-31 04:25:12,481 - pyskl - INFO - Saving checkpoint at 131 epochs 2024-12-31 04:27:17,204 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 04:27:17,971 - pyskl - INFO - top1_acc 0.3691 top5_acc 0.6243 2024-12-31 04:27:17,971 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 04:27:18,009 - pyskl - INFO - mean_acc 0.3689 2024-12-31 04:27:18,021 - pyskl - INFO - Epoch(val) [131][309] top1_acc: 0.3691, top5_acc: 0.6243, mean_class_accuracy: 0.3689 2024-12-31 04:31:52,810 - pyskl - INFO - Epoch [132][100/3746] lr: 3.896e-03, eta: 16:55:43, time: 2.748, data_time: 1.675, memory: 15990, top1_acc: 0.4750, top5_acc: 0.7308, loss_cls: 2.9542, loss: 2.9542 2024-12-31 04:33:20,770 - pyskl - INFO - Epoch [132][200/3746] lr: 3.885e-03, eta: 16:54:18, time: 0.880, data_time: 0.001, memory: 15990, top1_acc: 0.4731, top5_acc: 0.7227, loss_cls: 2.9757, loss: 2.9757 2024-12-31 04:34:48,738 - pyskl - INFO - Epoch [132][300/3746] lr: 3.875e-03, eta: 16:52:52, time: 0.880, data_time: 0.001, memory: 15990, top1_acc: 0.4647, top5_acc: 0.7219, loss_cls: 2.9919, loss: 2.9919 2024-12-31 04:36:16,383 - pyskl - INFO - Epoch [132][400/3746] lr: 3.864e-03, eta: 16:51:27, time: 0.876, data_time: 0.001, memory: 15990, top1_acc: 0.4697, top5_acc: 0.7250, loss_cls: 2.9734, loss: 2.9734 2024-12-31 04:37:44,377 - pyskl - INFO - Epoch [132][500/3746] lr: 3.853e-03, eta: 16:50:02, time: 0.880, data_time: 0.001, memory: 15990, top1_acc: 0.4595, top5_acc: 0.7167, loss_cls: 3.0071, loss: 3.0071 2024-12-31 04:39:12,060 - pyskl - INFO - Epoch [132][600/3746] lr: 3.842e-03, eta: 16:48:36, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4669, top5_acc: 0.7272, loss_cls: 2.9777, loss: 2.9777 2024-12-31 04:40:39,774 - pyskl - INFO - Epoch [132][700/3746] lr: 3.831e-03, eta: 16:47:11, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4642, top5_acc: 0.7225, loss_cls: 2.9914, loss: 2.9914 2024-12-31 04:42:07,643 - pyskl - INFO - Epoch [132][800/3746] lr: 3.821e-03, eta: 16:45:45, time: 0.879, data_time: 0.000, memory: 15990, top1_acc: 0.4637, top5_acc: 0.7205, loss_cls: 3.0226, loss: 3.0226 2024-12-31 04:43:36,243 - pyskl - INFO - Epoch [132][900/3746] lr: 3.810e-03, eta: 16:44:20, time: 0.886, data_time: 0.000, memory: 15990, top1_acc: 0.4723, top5_acc: 0.7231, loss_cls: 2.9470, loss: 2.9470 2024-12-31 04:45:03,646 - pyskl - INFO - Epoch [132][1000/3746] lr: 3.799e-03, eta: 16:42:54, time: 0.874, data_time: 0.001, memory: 15990, top1_acc: 0.4527, top5_acc: 0.7214, loss_cls: 3.0123, loss: 3.0123 2024-12-31 04:46:31,894 - pyskl - INFO - Epoch [132][1100/3746] lr: 3.789e-03, eta: 16:41:29, time: 0.882, data_time: 0.000, memory: 15990, top1_acc: 0.4666, top5_acc: 0.7106, loss_cls: 3.0324, loss: 3.0324 2024-12-31 04:48:00,029 - pyskl - INFO - Epoch [132][1200/3746] lr: 3.778e-03, eta: 16:40:03, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4537, top5_acc: 0.7083, loss_cls: 3.0406, loss: 3.0406 2024-12-31 04:49:28,245 - pyskl - INFO - Epoch [132][1300/3746] lr: 3.767e-03, eta: 16:38:38, time: 0.882, data_time: 0.000, memory: 15990, top1_acc: 0.4695, top5_acc: 0.7186, loss_cls: 2.9863, loss: 2.9863 2024-12-31 04:50:55,971 - pyskl - INFO - Epoch [132][1400/3746] lr: 3.757e-03, eta: 16:37:13, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4622, top5_acc: 0.7142, loss_cls: 3.0280, loss: 3.0280 2024-12-31 04:52:24,528 - pyskl - INFO - Epoch [132][1500/3746] lr: 3.746e-03, eta: 16:35:47, time: 0.886, data_time: 0.001, memory: 15990, top1_acc: 0.4675, top5_acc: 0.7200, loss_cls: 2.9875, loss: 2.9875 2024-12-31 04:53:52,104 - pyskl - INFO - Epoch [132][1600/3746] lr: 3.735e-03, eta: 16:34:22, time: 0.876, data_time: 0.001, memory: 15990, top1_acc: 0.4603, top5_acc: 0.7152, loss_cls: 3.0136, loss: 3.0136 2024-12-31 04:55:18,496 - pyskl - INFO - Epoch [132][1700/3746] lr: 3.725e-03, eta: 16:32:56, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.4686, top5_acc: 0.7233, loss_cls: 2.9686, loss: 2.9686 2024-12-31 04:56:44,983 - pyskl - INFO - Epoch [132][1800/3746] lr: 3.714e-03, eta: 16:31:30, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.4502, top5_acc: 0.7089, loss_cls: 3.0778, loss: 3.0778 2024-12-31 04:58:11,964 - pyskl - INFO - Epoch [132][1900/3746] lr: 3.704e-03, eta: 16:30:05, time: 0.870, data_time: 0.001, memory: 15990, top1_acc: 0.4531, top5_acc: 0.7122, loss_cls: 3.0624, loss: 3.0624 2024-12-31 04:59:40,505 - pyskl - INFO - Epoch [132][2000/3746] lr: 3.693e-03, eta: 16:28:40, time: 0.885, data_time: 0.000, memory: 15990, top1_acc: 0.4498, top5_acc: 0.7041, loss_cls: 3.0582, loss: 3.0582 2024-12-31 05:01:08,266 - pyskl - INFO - Epoch [132][2100/3746] lr: 3.683e-03, eta: 16:27:14, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.4617, top5_acc: 0.7131, loss_cls: 3.0521, loss: 3.0521 2024-12-31 05:02:36,150 - pyskl - INFO - Epoch [132][2200/3746] lr: 3.672e-03, eta: 16:25:49, time: 0.879, data_time: 0.001, memory: 15990, top1_acc: 0.4544, top5_acc: 0.7097, loss_cls: 3.0557, loss: 3.0557 2024-12-31 05:04:04,195 - pyskl - INFO - Epoch [132][2300/3746] lr: 3.662e-03, eta: 16:24:23, time: 0.880, data_time: 0.001, memory: 15990, top1_acc: 0.4575, top5_acc: 0.7150, loss_cls: 3.0292, loss: 3.0292 2024-12-31 05:05:32,390 - pyskl - INFO - Epoch [132][2400/3746] lr: 3.651e-03, eta: 16:22:58, time: 0.882, data_time: 0.001, memory: 15990, top1_acc: 0.4683, top5_acc: 0.7195, loss_cls: 3.0032, loss: 3.0032 2024-12-31 05:07:00,674 - pyskl - INFO - Epoch [132][2500/3746] lr: 3.641e-03, eta: 16:21:32, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4614, top5_acc: 0.7158, loss_cls: 3.0079, loss: 3.0079 2024-12-31 05:08:29,430 - pyskl - INFO - Epoch [132][2600/3746] lr: 3.630e-03, eta: 16:20:07, time: 0.888, data_time: 0.000, memory: 15990, top1_acc: 0.4519, top5_acc: 0.7127, loss_cls: 3.0539, loss: 3.0539 2024-12-31 05:09:58,001 - pyskl - INFO - Epoch [132][2700/3746] lr: 3.620e-03, eta: 16:18:42, time: 0.886, data_time: 0.001, memory: 15990, top1_acc: 0.4562, top5_acc: 0.7050, loss_cls: 3.0595, loss: 3.0595 2024-12-31 05:11:26,365 - pyskl - INFO - Epoch [132][2800/3746] lr: 3.609e-03, eta: 16:17:16, time: 0.884, data_time: 0.001, memory: 15990, top1_acc: 0.4594, top5_acc: 0.7111, loss_cls: 3.0308, loss: 3.0308 2024-12-31 05:12:54,183 - pyskl - INFO - Epoch [132][2900/3746] lr: 3.599e-03, eta: 16:15:51, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.4539, top5_acc: 0.7055, loss_cls: 3.0424, loss: 3.0424 2024-12-31 05:14:21,444 - pyskl - INFO - Epoch [132][3000/3746] lr: 3.588e-03, eta: 16:14:25, time: 0.873, data_time: 0.001, memory: 15990, top1_acc: 0.4534, top5_acc: 0.7052, loss_cls: 3.0720, loss: 3.0720 2024-12-31 05:15:47,839 - pyskl - INFO - Epoch [132][3100/3746] lr: 3.578e-03, eta: 16:13:00, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.4611, top5_acc: 0.7100, loss_cls: 3.0301, loss: 3.0301 2024-12-31 05:17:13,922 - pyskl - INFO - Epoch [132][3200/3746] lr: 3.568e-03, eta: 16:11:34, time: 0.861, data_time: 0.001, memory: 15990, top1_acc: 0.4616, top5_acc: 0.7197, loss_cls: 3.0125, loss: 3.0125 2024-12-31 05:18:41,185 - pyskl - INFO - Epoch [132][3300/3746] lr: 3.557e-03, eta: 16:10:08, time: 0.873, data_time: 0.000, memory: 15990, top1_acc: 0.4564, top5_acc: 0.7198, loss_cls: 3.0293, loss: 3.0293 2024-12-31 05:20:08,843 - pyskl - INFO - Epoch [132][3400/3746] lr: 3.547e-03, eta: 16:08:43, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4492, top5_acc: 0.7052, loss_cls: 3.0831, loss: 3.0831 2024-12-31 05:21:36,636 - pyskl - INFO - Epoch [132][3500/3746] lr: 3.537e-03, eta: 16:07:17, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.4555, top5_acc: 0.7072, loss_cls: 3.0349, loss: 3.0349 2024-12-31 05:23:04,203 - pyskl - INFO - Epoch [132][3600/3746] lr: 3.526e-03, eta: 16:05:52, time: 0.876, data_time: 0.001, memory: 15990, top1_acc: 0.4533, top5_acc: 0.7048, loss_cls: 3.0620, loss: 3.0620 2024-12-31 05:24:31,982 - pyskl - INFO - Epoch [132][3700/3746] lr: 3.516e-03, eta: 16:04:26, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.4462, top5_acc: 0.7006, loss_cls: 3.0915, loss: 3.0915 2024-12-31 05:25:14,500 - pyskl - INFO - Saving checkpoint at 132 epochs 2024-12-31 05:27:17,614 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 05:27:18,414 - pyskl - INFO - top1_acc 0.3807 top5_acc 0.6295 2024-12-31 05:27:18,414 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 05:27:18,466 - pyskl - INFO - mean_acc 0.3804 2024-12-31 05:27:18,472 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_130.pth was removed 2024-12-31 05:27:18,759 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2024-12-31 05:27:18,759 - pyskl - INFO - Best top1_acc is 0.3807 at 132 epoch. 2024-12-31 05:27:18,773 - pyskl - INFO - Epoch(val) [132][309] top1_acc: 0.3807, top5_acc: 0.6295, mean_class_accuracy: 0.3804 2024-12-31 05:31:49,457 - pyskl - INFO - Epoch [133][100/3746] lr: 3.501e-03, eta: 16:02:41, time: 2.707, data_time: 1.635, memory: 15990, top1_acc: 0.4911, top5_acc: 0.7341, loss_cls: 2.8797, loss: 2.8797 2024-12-31 05:33:17,163 - pyskl - INFO - Epoch [133][200/3746] lr: 3.491e-03, eta: 16:01:15, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4773, top5_acc: 0.7317, loss_cls: 2.9214, loss: 2.9214 2024-12-31 05:34:44,634 - pyskl - INFO - Epoch [133][300/3746] lr: 3.480e-03, eta: 15:59:50, time: 0.875, data_time: 0.001, memory: 15990, top1_acc: 0.4675, top5_acc: 0.7244, loss_cls: 2.9738, loss: 2.9738 2024-12-31 05:36:12,337 - pyskl - INFO - Epoch [133][400/3746] lr: 3.470e-03, eta: 15:58:24, time: 0.877, data_time: 0.000, memory: 15990, top1_acc: 0.4883, top5_acc: 0.7316, loss_cls: 2.9282, loss: 2.9282 2024-12-31 05:37:40,082 - pyskl - INFO - Epoch [133][500/3746] lr: 3.460e-03, eta: 15:56:59, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4673, top5_acc: 0.7186, loss_cls: 2.9694, loss: 2.9694 2024-12-31 05:39:07,464 - pyskl - INFO - Epoch [133][600/3746] lr: 3.450e-03, eta: 15:55:33, time: 0.874, data_time: 0.000, memory: 15990, top1_acc: 0.4750, top5_acc: 0.7305, loss_cls: 2.9283, loss: 2.9283 2024-12-31 05:40:35,779 - pyskl - INFO - Epoch [133][700/3746] lr: 3.440e-03, eta: 15:54:08, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4763, top5_acc: 0.7212, loss_cls: 2.9572, loss: 2.9572 2024-12-31 05:42:03,571 - pyskl - INFO - Epoch [133][800/3746] lr: 3.429e-03, eta: 15:52:42, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.4655, top5_acc: 0.7159, loss_cls: 3.0075, loss: 3.0075 2024-12-31 05:43:31,495 - pyskl - INFO - Epoch [133][900/3746] lr: 3.419e-03, eta: 15:51:17, time: 0.879, data_time: 0.001, memory: 15990, top1_acc: 0.4659, top5_acc: 0.7123, loss_cls: 3.0110, loss: 3.0110 2024-12-31 05:44:59,556 - pyskl - INFO - Epoch [133][1000/3746] lr: 3.409e-03, eta: 15:49:51, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4664, top5_acc: 0.7184, loss_cls: 2.9699, loss: 2.9699 2024-12-31 05:46:28,188 - pyskl - INFO - Epoch [133][1100/3746] lr: 3.399e-03, eta: 15:48:26, time: 0.886, data_time: 0.001, memory: 15990, top1_acc: 0.4720, top5_acc: 0.7284, loss_cls: 2.9630, loss: 2.9630 2024-12-31 05:47:56,734 - pyskl - INFO - Epoch [133][1200/3746] lr: 3.389e-03, eta: 15:47:00, time: 0.885, data_time: 0.000, memory: 15990, top1_acc: 0.4587, top5_acc: 0.7161, loss_cls: 3.0332, loss: 3.0332 2024-12-31 05:49:25,195 - pyskl - INFO - Epoch [133][1300/3746] lr: 3.379e-03, eta: 15:45:35, time: 0.885, data_time: 0.000, memory: 15990, top1_acc: 0.4759, top5_acc: 0.7180, loss_cls: 2.9611, loss: 2.9611 2024-12-31 05:50:53,556 - pyskl - INFO - Epoch [133][1400/3746] lr: 3.369e-03, eta: 15:44:09, time: 0.884, data_time: 0.001, memory: 15990, top1_acc: 0.4686, top5_acc: 0.7148, loss_cls: 3.0147, loss: 3.0147 2024-12-31 05:52:22,417 - pyskl - INFO - Epoch [133][1500/3746] lr: 3.359e-03, eta: 15:42:44, time: 0.889, data_time: 0.001, memory: 15990, top1_acc: 0.4767, top5_acc: 0.7227, loss_cls: 2.9729, loss: 2.9729 2024-12-31 05:53:49,263 - pyskl - INFO - Epoch [133][1600/3746] lr: 3.348e-03, eta: 15:41:18, time: 0.868, data_time: 0.001, memory: 15990, top1_acc: 0.4611, top5_acc: 0.7134, loss_cls: 3.0133, loss: 3.0133 2024-12-31 05:55:15,360 - pyskl - INFO - Epoch [133][1700/3746] lr: 3.338e-03, eta: 15:39:53, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.4727, top5_acc: 0.7275, loss_cls: 2.9799, loss: 2.9799 2024-12-31 05:56:41,685 - pyskl - INFO - Epoch [133][1800/3746] lr: 3.328e-03, eta: 15:38:27, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.4548, top5_acc: 0.7216, loss_cls: 3.0146, loss: 3.0146 2024-12-31 05:58:08,954 - pyskl - INFO - Epoch [133][1900/3746] lr: 3.318e-03, eta: 15:37:01, time: 0.873, data_time: 0.001, memory: 15990, top1_acc: 0.4698, top5_acc: 0.7189, loss_cls: 2.9922, loss: 2.9922 2024-12-31 05:59:36,177 - pyskl - INFO - Epoch [133][2000/3746] lr: 3.308e-03, eta: 15:35:36, time: 0.872, data_time: 0.001, memory: 15990, top1_acc: 0.4692, top5_acc: 0.7228, loss_cls: 2.9883, loss: 2.9883 2024-12-31 06:01:03,270 - pyskl - INFO - Epoch [133][2100/3746] lr: 3.298e-03, eta: 15:34:10, time: 0.871, data_time: 0.000, memory: 15990, top1_acc: 0.4589, top5_acc: 0.7156, loss_cls: 3.0016, loss: 3.0016 2024-12-31 06:02:31,438 - pyskl - INFO - Epoch [133][2200/3746] lr: 3.288e-03, eta: 15:32:45, time: 0.882, data_time: 0.001, memory: 15990, top1_acc: 0.4594, top5_acc: 0.7114, loss_cls: 3.0475, loss: 3.0475 2024-12-31 06:03:59,246 - pyskl - INFO - Epoch [133][2300/3746] lr: 3.278e-03, eta: 15:31:19, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.4719, top5_acc: 0.7214, loss_cls: 2.9625, loss: 2.9625 2024-12-31 06:05:26,897 - pyskl - INFO - Epoch [133][2400/3746] lr: 3.268e-03, eta: 15:29:53, time: 0.876, data_time: 0.001, memory: 15990, top1_acc: 0.4728, top5_acc: 0.7223, loss_cls: 2.9722, loss: 2.9722 2024-12-31 06:06:54,751 - pyskl - INFO - Epoch [133][2500/3746] lr: 3.259e-03, eta: 15:28:28, time: 0.879, data_time: 0.000, memory: 15990, top1_acc: 0.4681, top5_acc: 0.7253, loss_cls: 2.9766, loss: 2.9766 2024-12-31 06:08:23,047 - pyskl - INFO - Epoch [133][2600/3746] lr: 3.249e-03, eta: 15:27:02, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4627, top5_acc: 0.7212, loss_cls: 2.9860, loss: 2.9860 2024-12-31 06:09:50,310 - pyskl - INFO - Epoch [133][2700/3746] lr: 3.239e-03, eta: 15:25:37, time: 0.873, data_time: 0.001, memory: 15990, top1_acc: 0.4667, top5_acc: 0.7158, loss_cls: 3.0042, loss: 3.0042 2024-12-31 06:11:18,200 - pyskl - INFO - Epoch [133][2800/3746] lr: 3.229e-03, eta: 15:24:11, time: 0.879, data_time: 0.001, memory: 15990, top1_acc: 0.4664, top5_acc: 0.7228, loss_cls: 2.9914, loss: 2.9914 2024-12-31 06:12:46,064 - pyskl - INFO - Epoch [133][2900/3746] lr: 3.219e-03, eta: 15:22:46, time: 0.879, data_time: 0.000, memory: 15990, top1_acc: 0.4620, top5_acc: 0.7244, loss_cls: 3.0059, loss: 3.0059 2024-12-31 06:14:11,979 - pyskl - INFO - Epoch [133][3000/3746] lr: 3.209e-03, eta: 15:21:20, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.4652, top5_acc: 0.7169, loss_cls: 3.0241, loss: 3.0241 2024-12-31 06:15:38,072 - pyskl - INFO - Epoch [133][3100/3746] lr: 3.199e-03, eta: 15:19:54, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.4639, top5_acc: 0.7177, loss_cls: 2.9992, loss: 2.9992 2024-12-31 06:17:04,527 - pyskl - INFO - Epoch [133][3200/3746] lr: 3.189e-03, eta: 15:18:28, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.4620, top5_acc: 0.7180, loss_cls: 3.0098, loss: 3.0098 2024-12-31 06:18:32,081 - pyskl - INFO - Epoch [133][3300/3746] lr: 3.180e-03, eta: 15:17:03, time: 0.876, data_time: 0.000, memory: 15990, top1_acc: 0.4575, top5_acc: 0.7150, loss_cls: 3.0131, loss: 3.0131 2024-12-31 06:20:00,338 - pyskl - INFO - Epoch [133][3400/3746] lr: 3.170e-03, eta: 15:15:37, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4761, top5_acc: 0.7297, loss_cls: 2.9429, loss: 2.9429 2024-12-31 06:21:27,830 - pyskl - INFO - Epoch [133][3500/3746] lr: 3.160e-03, eta: 15:14:12, time: 0.875, data_time: 0.001, memory: 15990, top1_acc: 0.4609, top5_acc: 0.7139, loss_cls: 3.0092, loss: 3.0092 2024-12-31 06:22:56,341 - pyskl - INFO - Epoch [133][3600/3746] lr: 3.150e-03, eta: 15:12:46, time: 0.885, data_time: 0.001, memory: 15990, top1_acc: 0.4531, top5_acc: 0.7123, loss_cls: 3.0441, loss: 3.0441 2024-12-31 06:24:24,532 - pyskl - INFO - Epoch [133][3700/3746] lr: 3.140e-03, eta: 15:11:21, time: 0.882, data_time: 0.000, memory: 15990, top1_acc: 0.4617, top5_acc: 0.7134, loss_cls: 3.0143, loss: 3.0143 2024-12-31 06:25:07,473 - pyskl - INFO - Saving checkpoint at 133 epochs 2024-12-31 06:27:12,584 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 06:27:13,365 - pyskl - INFO - top1_acc 0.3805 top5_acc 0.6355 2024-12-31 06:27:13,366 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 06:27:13,417 - pyskl - INFO - mean_acc 0.3803 2024-12-31 06:27:13,434 - pyskl - INFO - Epoch(val) [133][309] top1_acc: 0.3805, top5_acc: 0.6355, mean_class_accuracy: 0.3803 2024-12-31 06:31:42,947 - pyskl - INFO - Epoch [134][100/3746] lr: 3.126e-03, eta: 15:09:34, time: 2.695, data_time: 1.629, memory: 15990, top1_acc: 0.4744, top5_acc: 0.7312, loss_cls: 2.9323, loss: 2.9323 2024-12-31 06:33:10,713 - pyskl - INFO - Epoch [134][200/3746] lr: 3.117e-03, eta: 15:08:08, time: 0.878, data_time: 0.000, memory: 15990, top1_acc: 0.4845, top5_acc: 0.7377, loss_cls: 2.9038, loss: 2.9038 2024-12-31 06:34:38,558 - pyskl - INFO - Epoch [134][300/3746] lr: 3.107e-03, eta: 15:06:43, time: 0.878, data_time: 0.000, memory: 15990, top1_acc: 0.4856, top5_acc: 0.7331, loss_cls: 2.9257, loss: 2.9257 2024-12-31 06:36:06,392 - pyskl - INFO - Epoch [134][400/3746] lr: 3.097e-03, eta: 15:05:17, time: 0.878, data_time: 0.000, memory: 15990, top1_acc: 0.4728, top5_acc: 0.7256, loss_cls: 2.9525, loss: 2.9525 2024-12-31 06:37:34,447 - pyskl - INFO - Epoch [134][500/3746] lr: 3.087e-03, eta: 15:03:52, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4798, top5_acc: 0.7292, loss_cls: 2.9416, loss: 2.9416 2024-12-31 06:39:02,757 - pyskl - INFO - Epoch [134][600/3746] lr: 3.078e-03, eta: 15:02:26, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4698, top5_acc: 0.7273, loss_cls: 2.9439, loss: 2.9439 2024-12-31 06:40:30,582 - pyskl - INFO - Epoch [134][700/3746] lr: 3.068e-03, eta: 15:01:01, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.4697, top5_acc: 0.7202, loss_cls: 2.9540, loss: 2.9540 2024-12-31 06:41:59,124 - pyskl - INFO - Epoch [134][800/3746] lr: 3.059e-03, eta: 14:59:35, time: 0.885, data_time: 0.001, memory: 15990, top1_acc: 0.4719, top5_acc: 0.7327, loss_cls: 2.9247, loss: 2.9247 2024-12-31 06:43:27,540 - pyskl - INFO - Epoch [134][900/3746] lr: 3.049e-03, eta: 14:58:10, time: 0.884, data_time: 0.000, memory: 15990, top1_acc: 0.4891, top5_acc: 0.7394, loss_cls: 2.8733, loss: 2.8733 2024-12-31 06:44:55,601 - pyskl - INFO - Epoch [134][1000/3746] lr: 3.039e-03, eta: 14:56:44, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4797, top5_acc: 0.7273, loss_cls: 2.9151, loss: 2.9151 2024-12-31 06:46:23,955 - pyskl - INFO - Epoch [134][1100/3746] lr: 3.030e-03, eta: 14:55:19, time: 0.884, data_time: 0.000, memory: 15990, top1_acc: 0.4783, top5_acc: 0.7273, loss_cls: 2.9459, loss: 2.9459 2024-12-31 06:47:52,195 - pyskl - INFO - Epoch [134][1200/3746] lr: 3.020e-03, eta: 14:53:53, time: 0.882, data_time: 0.001, memory: 15990, top1_acc: 0.4722, top5_acc: 0.7247, loss_cls: 2.9520, loss: 2.9520 2024-12-31 06:49:19,865 - pyskl - INFO - Epoch [134][1300/3746] lr: 3.011e-03, eta: 14:52:27, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4739, top5_acc: 0.7362, loss_cls: 2.9066, loss: 2.9066 2024-12-31 06:50:47,611 - pyskl - INFO - Epoch [134][1400/3746] lr: 3.001e-03, eta: 14:51:02, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4741, top5_acc: 0.7300, loss_cls: 2.9097, loss: 2.9097 2024-12-31 06:52:15,020 - pyskl - INFO - Epoch [134][1500/3746] lr: 2.991e-03, eta: 14:49:36, time: 0.874, data_time: 0.000, memory: 15990, top1_acc: 0.4744, top5_acc: 0.7331, loss_cls: 2.9440, loss: 2.9440 2024-12-31 06:53:41,461 - pyskl - INFO - Epoch [134][1600/3746] lr: 2.982e-03, eta: 14:48:10, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.4778, top5_acc: 0.7259, loss_cls: 2.9601, loss: 2.9601 2024-12-31 06:55:07,133 - pyskl - INFO - Epoch [134][1700/3746] lr: 2.972e-03, eta: 14:46:45, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.4794, top5_acc: 0.7353, loss_cls: 2.9196, loss: 2.9196 2024-12-31 06:56:33,696 - pyskl - INFO - Epoch [134][1800/3746] lr: 2.963e-03, eta: 14:45:19, time: 0.866, data_time: 0.001, memory: 15990, top1_acc: 0.4739, top5_acc: 0.7262, loss_cls: 2.9649, loss: 2.9649 2024-12-31 06:58:01,179 - pyskl - INFO - Epoch [134][1900/3746] lr: 2.953e-03, eta: 14:43:53, time: 0.875, data_time: 0.001, memory: 15990, top1_acc: 0.4617, top5_acc: 0.7241, loss_cls: 2.9802, loss: 2.9802 2024-12-31 06:59:28,526 - pyskl - INFO - Epoch [134][2000/3746] lr: 2.944e-03, eta: 14:42:27, time: 0.873, data_time: 0.001, memory: 15990, top1_acc: 0.4763, top5_acc: 0.7344, loss_cls: 2.9118, loss: 2.9118 2024-12-31 07:00:56,563 - pyskl - INFO - Epoch [134][2100/3746] lr: 2.935e-03, eta: 14:41:02, time: 0.880, data_time: 0.001, memory: 15990, top1_acc: 0.4784, top5_acc: 0.7309, loss_cls: 2.9339, loss: 2.9339 2024-12-31 07:02:24,724 - pyskl - INFO - Epoch [134][2200/3746] lr: 2.925e-03, eta: 14:39:36, time: 0.882, data_time: 0.000, memory: 15990, top1_acc: 0.4745, top5_acc: 0.7202, loss_cls: 2.9479, loss: 2.9479 2024-12-31 07:03:52,762 - pyskl - INFO - Epoch [134][2300/3746] lr: 2.916e-03, eta: 14:38:11, time: 0.880, data_time: 0.001, memory: 15990, top1_acc: 0.4748, top5_acc: 0.7220, loss_cls: 2.9394, loss: 2.9394 2024-12-31 07:05:21,286 - pyskl - INFO - Epoch [134][2400/3746] lr: 2.906e-03, eta: 14:36:45, time: 0.885, data_time: 0.000, memory: 15990, top1_acc: 0.4728, top5_acc: 0.7211, loss_cls: 2.9882, loss: 2.9882 2024-12-31 07:06:49,121 - pyskl - INFO - Epoch [134][2500/3746] lr: 2.897e-03, eta: 14:35:20, time: 0.878, data_time: 0.001, memory: 15990, top1_acc: 0.4764, top5_acc: 0.7294, loss_cls: 2.9194, loss: 2.9194 2024-12-31 07:08:16,788 - pyskl - INFO - Epoch [134][2600/3746] lr: 2.888e-03, eta: 14:33:54, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4666, top5_acc: 0.7159, loss_cls: 2.9747, loss: 2.9747 2024-12-31 07:09:44,192 - pyskl - INFO - Epoch [134][2700/3746] lr: 2.878e-03, eta: 14:32:28, time: 0.874, data_time: 0.001, memory: 15990, top1_acc: 0.4741, top5_acc: 0.7352, loss_cls: 2.9076, loss: 2.9076 2024-12-31 07:11:11,977 - pyskl - INFO - Epoch [134][2800/3746] lr: 2.869e-03, eta: 14:31:03, time: 0.878, data_time: 0.000, memory: 15990, top1_acc: 0.4752, top5_acc: 0.7292, loss_cls: 2.9362, loss: 2.9362 2024-12-31 07:12:38,897 - pyskl - INFO - Epoch [134][2900/3746] lr: 2.860e-03, eta: 14:29:37, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.4692, top5_acc: 0.7158, loss_cls: 3.0004, loss: 3.0004 2024-12-31 07:14:04,862 - pyskl - INFO - Epoch [134][3000/3746] lr: 2.850e-03, eta: 14:28:11, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4670, top5_acc: 0.7183, loss_cls: 3.0024, loss: 3.0024 2024-12-31 07:15:31,355 - pyskl - INFO - Epoch [134][3100/3746] lr: 2.841e-03, eta: 14:26:45, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.4689, top5_acc: 0.7188, loss_cls: 2.9954, loss: 2.9954 2024-12-31 07:16:58,381 - pyskl - INFO - Epoch [134][3200/3746] lr: 2.832e-03, eta: 14:25:20, time: 0.870, data_time: 0.000, memory: 15990, top1_acc: 0.4817, top5_acc: 0.7325, loss_cls: 2.9260, loss: 2.9260 2024-12-31 07:18:26,020 - pyskl - INFO - Epoch [134][3300/3746] lr: 2.822e-03, eta: 14:23:54, time: 0.876, data_time: 0.001, memory: 15990, top1_acc: 0.4689, top5_acc: 0.7238, loss_cls: 2.9842, loss: 2.9842 2024-12-31 07:19:54,348 - pyskl - INFO - Epoch [134][3400/3746] lr: 2.813e-03, eta: 14:22:29, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4669, top5_acc: 0.7269, loss_cls: 2.9587, loss: 2.9587 2024-12-31 07:21:21,663 - pyskl - INFO - Epoch [134][3500/3746] lr: 2.804e-03, eta: 14:21:03, time: 0.873, data_time: 0.001, memory: 15990, top1_acc: 0.4798, top5_acc: 0.7244, loss_cls: 2.9591, loss: 2.9591 2024-12-31 07:22:49,807 - pyskl - INFO - Epoch [134][3600/3746] lr: 2.795e-03, eta: 14:19:37, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4644, top5_acc: 0.7116, loss_cls: 3.0273, loss: 3.0273 2024-12-31 07:24:17,839 - pyskl - INFO - Epoch [134][3700/3746] lr: 2.786e-03, eta: 14:18:12, time: 0.880, data_time: 0.001, memory: 15990, top1_acc: 0.4661, top5_acc: 0.7228, loss_cls: 2.9625, loss: 2.9625 2024-12-31 07:25:00,031 - pyskl - INFO - Saving checkpoint at 134 epochs 2024-12-31 07:27:00,406 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 07:27:01,091 - pyskl - INFO - top1_acc 0.3818 top5_acc 0.6329 2024-12-31 07:27:01,091 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 07:27:01,139 - pyskl - INFO - mean_acc 0.3815 2024-12-31 07:27:01,146 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_132.pth was removed 2024-12-31 07:27:01,459 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2024-12-31 07:27:01,460 - pyskl - INFO - Best top1_acc is 0.3818 at 134 epoch. 2024-12-31 07:27:01,477 - pyskl - INFO - Epoch(val) [134][309] top1_acc: 0.3818, top5_acc: 0.6329, mean_class_accuracy: 0.3815 2024-12-31 07:31:32,888 - pyskl - INFO - Epoch [135][100/3746] lr: 2.772e-03, eta: 14:16:24, time: 2.714, data_time: 1.642, memory: 15990, top1_acc: 0.4966, top5_acc: 0.7453, loss_cls: 2.7961, loss: 2.7961 2024-12-31 07:33:01,228 - pyskl - INFO - Epoch [135][200/3746] lr: 2.763e-03, eta: 14:14:58, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4892, top5_acc: 0.7430, loss_cls: 2.8598, loss: 2.8598 2024-12-31 07:34:29,884 - pyskl - INFO - Epoch [135][300/3746] lr: 2.754e-03, eta: 14:13:33, time: 0.887, data_time: 0.001, memory: 15990, top1_acc: 0.4792, top5_acc: 0.7314, loss_cls: 2.9220, loss: 2.9220 2024-12-31 07:35:57,541 - pyskl - INFO - Epoch [135][400/3746] lr: 2.745e-03, eta: 14:12:07, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4883, top5_acc: 0.7378, loss_cls: 2.8791, loss: 2.8791 2024-12-31 07:37:26,098 - pyskl - INFO - Epoch [135][500/3746] lr: 2.735e-03, eta: 14:10:41, time: 0.886, data_time: 0.000, memory: 15990, top1_acc: 0.4828, top5_acc: 0.7308, loss_cls: 2.9126, loss: 2.9126 2024-12-31 07:38:54,721 - pyskl - INFO - Epoch [135][600/3746] lr: 2.726e-03, eta: 14:09:16, time: 0.886, data_time: 0.001, memory: 15990, top1_acc: 0.4808, top5_acc: 0.7331, loss_cls: 2.8886, loss: 2.8886 2024-12-31 07:40:22,327 - pyskl - INFO - Epoch [135][700/3746] lr: 2.717e-03, eta: 14:07:50, time: 0.876, data_time: 0.001, memory: 15990, top1_acc: 0.4833, top5_acc: 0.7388, loss_cls: 2.8704, loss: 2.8704 2024-12-31 07:41:50,847 - pyskl - INFO - Epoch [135][800/3746] lr: 2.708e-03, eta: 14:06:25, time: 0.885, data_time: 0.001, memory: 15990, top1_acc: 0.4928, top5_acc: 0.7392, loss_cls: 2.8385, loss: 2.8385 2024-12-31 07:43:18,590 - pyskl - INFO - Epoch [135][900/3746] lr: 2.699e-03, eta: 14:04:59, time: 0.877, data_time: 0.001, memory: 15990, top1_acc: 0.4986, top5_acc: 0.7436, loss_cls: 2.8364, loss: 2.8364 2024-12-31 07:44:46,932 - pyskl - INFO - Epoch [135][1000/3746] lr: 2.690e-03, eta: 14:03:33, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4881, top5_acc: 0.7453, loss_cls: 2.8585, loss: 2.8585 2024-12-31 07:46:14,948 - pyskl - INFO - Epoch [135][1100/3746] lr: 2.681e-03, eta: 14:02:08, time: 0.880, data_time: 0.001, memory: 15990, top1_acc: 0.4828, top5_acc: 0.7405, loss_cls: 2.8787, loss: 2.8787 2024-12-31 07:47:42,523 - pyskl - INFO - Epoch [135][1200/3746] lr: 2.672e-03, eta: 14:00:42, time: 0.876, data_time: 0.001, memory: 15990, top1_acc: 0.4758, top5_acc: 0.7333, loss_cls: 2.9028, loss: 2.9028 2024-12-31 07:49:10,943 - pyskl - INFO - Epoch [135][1300/3746] lr: 2.663e-03, eta: 13:59:17, time: 0.884, data_time: 0.001, memory: 15990, top1_acc: 0.4881, top5_acc: 0.7430, loss_cls: 2.8501, loss: 2.8501 2024-12-31 07:50:38,237 - pyskl - INFO - Epoch [135][1400/3746] lr: 2.654e-03, eta: 13:57:51, time: 0.873, data_time: 0.000, memory: 15990, top1_acc: 0.4848, top5_acc: 0.7397, loss_cls: 2.9012, loss: 2.9012 2024-12-31 07:52:04,613 - pyskl - INFO - Epoch [135][1500/3746] lr: 2.645e-03, eta: 13:56:25, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.4806, top5_acc: 0.7250, loss_cls: 2.9415, loss: 2.9415 2024-12-31 07:53:31,482 - pyskl - INFO - Epoch [135][1600/3746] lr: 2.636e-03, eta: 13:54:59, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.4886, top5_acc: 0.7391, loss_cls: 2.8649, loss: 2.8649 2024-12-31 07:54:57,828 - pyskl - INFO - Epoch [135][1700/3746] lr: 2.627e-03, eta: 13:53:33, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.4834, top5_acc: 0.7312, loss_cls: 2.9159, loss: 2.9159 2024-12-31 07:56:25,744 - pyskl - INFO - Epoch [135][1800/3746] lr: 2.618e-03, eta: 13:52:08, time: 0.879, data_time: 0.000, memory: 15990, top1_acc: 0.4922, top5_acc: 0.7397, loss_cls: 2.8500, loss: 2.8500 2024-12-31 07:57:53,692 - pyskl - INFO - Epoch [135][1900/3746] lr: 2.609e-03, eta: 13:50:42, time: 0.879, data_time: 0.000, memory: 15990, top1_acc: 0.4842, top5_acc: 0.7388, loss_cls: 2.9093, loss: 2.9093 2024-12-31 07:59:22,124 - pyskl - INFO - Epoch [135][2000/3746] lr: 2.600e-03, eta: 13:49:17, time: 0.884, data_time: 0.001, memory: 15990, top1_acc: 0.4859, top5_acc: 0.7342, loss_cls: 2.8785, loss: 2.8785 2024-12-31 08:00:50,525 - pyskl - INFO - Epoch [135][2100/3746] lr: 2.591e-03, eta: 13:47:51, time: 0.884, data_time: 0.001, memory: 15990, top1_acc: 0.4870, top5_acc: 0.7358, loss_cls: 2.8851, loss: 2.8851 2024-12-31 08:02:19,515 - pyskl - INFO - Epoch [135][2200/3746] lr: 2.583e-03, eta: 13:46:25, time: 0.890, data_time: 0.001, memory: 15990, top1_acc: 0.4689, top5_acc: 0.7336, loss_cls: 2.9231, loss: 2.9231 2024-12-31 08:03:48,245 - pyskl - INFO - Epoch [135][2300/3746] lr: 2.574e-03, eta: 13:45:00, time: 0.887, data_time: 0.001, memory: 15990, top1_acc: 0.4659, top5_acc: 0.7166, loss_cls: 2.9947, loss: 2.9947 2024-12-31 08:05:16,569 - pyskl - INFO - Epoch [135][2400/3746] lr: 2.565e-03, eta: 13:43:34, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4664, top5_acc: 0.7208, loss_cls: 2.9850, loss: 2.9850 2024-12-31 08:06:45,331 - pyskl - INFO - Epoch [135][2500/3746] lr: 2.556e-03, eta: 13:42:09, time: 0.888, data_time: 0.001, memory: 15990, top1_acc: 0.4848, top5_acc: 0.7367, loss_cls: 2.8751, loss: 2.8751 2024-12-31 08:08:13,625 - pyskl - INFO - Epoch [135][2600/3746] lr: 2.547e-03, eta: 13:40:43, time: 0.883, data_time: 0.001, memory: 15990, top1_acc: 0.4739, top5_acc: 0.7239, loss_cls: 2.9249, loss: 2.9249 2024-12-31 08:09:42,390 - pyskl - INFO - Epoch [135][2700/3746] lr: 2.538e-03, eta: 13:39:18, time: 0.888, data_time: 0.001, memory: 15990, top1_acc: 0.4686, top5_acc: 0.7150, loss_cls: 2.9653, loss: 2.9653 2024-12-31 08:11:09,833 - pyskl - INFO - Epoch [135][2800/3746] lr: 2.530e-03, eta: 13:37:52, time: 0.874, data_time: 0.001, memory: 15990, top1_acc: 0.4722, top5_acc: 0.7278, loss_cls: 2.9429, loss: 2.9429 2024-12-31 08:12:35,954 - pyskl - INFO - Epoch [135][2900/3746] lr: 2.521e-03, eta: 13:36:26, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.4884, top5_acc: 0.7306, loss_cls: 2.8982, loss: 2.8982 2024-12-31 08:14:01,885 - pyskl - INFO - Epoch [135][3000/3746] lr: 2.512e-03, eta: 13:35:00, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.4784, top5_acc: 0.7277, loss_cls: 2.9434, loss: 2.9434 2024-12-31 08:15:29,492 - pyskl - INFO - Epoch [135][3100/3746] lr: 2.503e-03, eta: 13:33:34, time: 0.876, data_time: 0.000, memory: 15990, top1_acc: 0.4842, top5_acc: 0.7389, loss_cls: 2.8917, loss: 2.8917 2024-12-31 08:16:57,520 - pyskl - INFO - Epoch [135][3200/3746] lr: 2.495e-03, eta: 13:32:09, time: 0.880, data_time: 0.000, memory: 15990, top1_acc: 0.4680, top5_acc: 0.7242, loss_cls: 2.9517, loss: 2.9517 2024-12-31 08:18:26,091 - pyskl - INFO - Epoch [135][3300/3746] lr: 2.486e-03, eta: 13:30:43, time: 0.886, data_time: 0.000, memory: 15990, top1_acc: 0.4819, top5_acc: 0.7373, loss_cls: 2.8700, loss: 2.8700 2024-12-31 08:19:54,715 - pyskl - INFO - Epoch [135][3400/3746] lr: 2.477e-03, eta: 13:29:18, time: 0.886, data_time: 0.000, memory: 15990, top1_acc: 0.4722, top5_acc: 0.7186, loss_cls: 2.9512, loss: 2.9512 2024-12-31 08:21:23,845 - pyskl - INFO - Epoch [135][3500/3746] lr: 2.469e-03, eta: 13:27:52, time: 0.891, data_time: 0.001, memory: 15990, top1_acc: 0.4814, top5_acc: 0.7298, loss_cls: 2.8922, loss: 2.8922 2024-12-31 08:22:52,867 - pyskl - INFO - Epoch [135][3600/3746] lr: 2.460e-03, eta: 13:26:26, time: 0.890, data_time: 0.001, memory: 15990, top1_acc: 0.4759, top5_acc: 0.7280, loss_cls: 2.9108, loss: 2.9108 2024-12-31 08:24:21,931 - pyskl - INFO - Epoch [135][3700/3746] lr: 2.451e-03, eta: 13:25:01, time: 0.891, data_time: 0.000, memory: 15990, top1_acc: 0.4900, top5_acc: 0.7402, loss_cls: 2.8575, loss: 2.8575 2024-12-31 08:25:05,017 - pyskl - INFO - Saving checkpoint at 135 epochs 2024-12-31 08:27:05,215 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 08:27:06,026 - pyskl - INFO - top1_acc 0.3872 top5_acc 0.6359 2024-12-31 08:27:06,027 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 08:27:06,078 - pyskl - INFO - mean_acc 0.3869 2024-12-31 08:27:06,083 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_134.pth was removed 2024-12-31 08:27:06,358 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2024-12-31 08:27:06,359 - pyskl - INFO - Best top1_acc is 0.3872 at 135 epoch. 2024-12-31 08:27:06,391 - pyskl - INFO - Epoch(val) [135][309] top1_acc: 0.3872, top5_acc: 0.6359, mean_class_accuracy: 0.3869 2024-12-31 08:31:33,665 - pyskl - INFO - Epoch [136][100/3746] lr: 2.439e-03, eta: 13:23:11, time: 2.673, data_time: 1.613, memory: 15990, top1_acc: 0.4864, top5_acc: 0.7467, loss_cls: 2.8273, loss: 2.8273 2024-12-31 08:33:01,099 - pyskl - INFO - Epoch [136][200/3746] lr: 2.430e-03, eta: 13:21:46, time: 0.874, data_time: 0.001, memory: 15990, top1_acc: 0.4936, top5_acc: 0.7467, loss_cls: 2.8425, loss: 2.8425 2024-12-31 08:34:29,004 - pyskl - INFO - Epoch [136][300/3746] lr: 2.421e-03, eta: 13:20:20, time: 0.879, data_time: 0.001, memory: 15990, top1_acc: 0.5008, top5_acc: 0.7533, loss_cls: 2.7558, loss: 2.7558 2024-12-31 08:35:56,749 - pyskl - INFO - Epoch [136][400/3746] lr: 2.413e-03, eta: 13:18:54, time: 0.877, data_time: 0.000, memory: 15990, top1_acc: 0.5031, top5_acc: 0.7530, loss_cls: 2.7882, loss: 2.7882 2024-12-31 08:37:23,923 - pyskl - INFO - Epoch [136][500/3746] lr: 2.404e-03, eta: 13:17:28, time: 0.872, data_time: 0.001, memory: 15990, top1_acc: 0.4972, top5_acc: 0.7395, loss_cls: 2.8306, loss: 2.8306 2024-12-31 08:38:51,954 - pyskl - INFO - Epoch [136][600/3746] lr: 2.396e-03, eta: 13:16:03, time: 0.880, data_time: 0.001, memory: 15990, top1_acc: 0.5038, top5_acc: 0.7423, loss_cls: 2.8047, loss: 2.8047 2024-12-31 08:40:20,040 - pyskl - INFO - Epoch [136][700/3746] lr: 2.387e-03, eta: 13:14:37, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4823, top5_acc: 0.7389, loss_cls: 2.8720, loss: 2.8720 2024-12-31 08:41:47,249 - pyskl - INFO - Epoch [136][800/3746] lr: 2.379e-03, eta: 13:13:11, time: 0.872, data_time: 0.000, memory: 15990, top1_acc: 0.4834, top5_acc: 0.7423, loss_cls: 2.8403, loss: 2.8403 2024-12-31 08:43:15,341 - pyskl - INFO - Epoch [136][900/3746] lr: 2.370e-03, eta: 13:11:45, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4911, top5_acc: 0.7414, loss_cls: 2.8330, loss: 2.8330 2024-12-31 08:44:42,723 - pyskl - INFO - Epoch [136][1000/3746] lr: 2.362e-03, eta: 13:10:20, time: 0.874, data_time: 0.001, memory: 15990, top1_acc: 0.5056, top5_acc: 0.7470, loss_cls: 2.8073, loss: 2.8073 2024-12-31 08:46:11,147 - pyskl - INFO - Epoch [136][1100/3746] lr: 2.353e-03, eta: 13:08:54, time: 0.884, data_time: 0.001, memory: 15990, top1_acc: 0.4947, top5_acc: 0.7411, loss_cls: 2.8371, loss: 2.8371 2024-12-31 08:47:39,283 - pyskl - INFO - Epoch [136][1200/3746] lr: 2.345e-03, eta: 13:07:28, time: 0.881, data_time: 0.001, memory: 15990, top1_acc: 0.4984, top5_acc: 0.7495, loss_cls: 2.7874, loss: 2.7874 2024-12-31 08:49:06,494 - pyskl - INFO - Epoch [136][1300/3746] lr: 2.336e-03, eta: 13:06:03, time: 0.872, data_time: 0.000, memory: 15990, top1_acc: 0.4925, top5_acc: 0.7436, loss_cls: 2.8575, loss: 2.8575 2024-12-31 08:50:32,702 - pyskl - INFO - Epoch [136][1400/3746] lr: 2.328e-03, eta: 13:04:37, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.4853, top5_acc: 0.7345, loss_cls: 2.8811, loss: 2.8811 2024-12-31 08:51:58,638 - pyskl - INFO - Epoch [136][1500/3746] lr: 2.319e-03, eta: 13:03:11, time: 0.859, data_time: 0.001, memory: 15990, top1_acc: 0.4861, top5_acc: 0.7342, loss_cls: 2.8773, loss: 2.8773 2024-12-31 08:53:25,054 - pyskl - INFO - Epoch [136][1600/3746] lr: 2.311e-03, eta: 13:01:45, time: 0.864, data_time: 0.001, memory: 15990, top1_acc: 0.4850, top5_acc: 0.7295, loss_cls: 2.8838, loss: 2.8838 2024-12-31 08:54:50,479 - pyskl - INFO - Epoch [136][1700/3746] lr: 2.303e-03, eta: 13:00:19, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4886, top5_acc: 0.7444, loss_cls: 2.8554, loss: 2.8554 2024-12-31 08:56:16,281 - pyskl - INFO - Epoch [136][1800/3746] lr: 2.294e-03, eta: 12:58:53, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5002, top5_acc: 0.7530, loss_cls: 2.8100, loss: 2.8100 2024-12-31 08:57:41,024 - pyskl - INFO - Epoch [136][1900/3746] lr: 2.286e-03, eta: 12:57:27, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4872, top5_acc: 0.7416, loss_cls: 2.8584, loss: 2.8584 2024-12-31 08:59:07,108 - pyskl - INFO - Epoch [136][2000/3746] lr: 2.277e-03, eta: 12:56:01, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.4919, top5_acc: 0.7448, loss_cls: 2.8564, loss: 2.8564 2024-12-31 09:00:32,814 - pyskl - INFO - Epoch [136][2100/3746] lr: 2.269e-03, eta: 12:54:35, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5008, top5_acc: 0.7423, loss_cls: 2.8405, loss: 2.8405 2024-12-31 09:01:58,107 - pyskl - INFO - Epoch [136][2200/3746] lr: 2.261e-03, eta: 12:53:09, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4878, top5_acc: 0.7442, loss_cls: 2.8527, loss: 2.8527 2024-12-31 09:03:23,377 - pyskl - INFO - Epoch [136][2300/3746] lr: 2.253e-03, eta: 12:51:43, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4845, top5_acc: 0.7302, loss_cls: 2.8774, loss: 2.8774 2024-12-31 09:04:47,814 - pyskl - INFO - Epoch [136][2400/3746] lr: 2.244e-03, eta: 12:50:17, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.4811, top5_acc: 0.7300, loss_cls: 2.8982, loss: 2.8982 2024-12-31 09:06:13,266 - pyskl - INFO - Epoch [136][2500/3746] lr: 2.236e-03, eta: 12:48:51, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4916, top5_acc: 0.7325, loss_cls: 2.8829, loss: 2.8829 2024-12-31 09:07:39,355 - pyskl - INFO - Epoch [136][2600/3746] lr: 2.228e-03, eta: 12:47:25, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.4825, top5_acc: 0.7408, loss_cls: 2.8529, loss: 2.8529 2024-12-31 09:09:04,751 - pyskl - INFO - Epoch [136][2700/3746] lr: 2.219e-03, eta: 12:45:59, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4823, top5_acc: 0.7309, loss_cls: 2.9106, loss: 2.9106 2024-12-31 09:10:31,186 - pyskl - INFO - Epoch [136][2800/3746] lr: 2.211e-03, eta: 12:44:33, time: 0.864, data_time: 0.001, memory: 15990, top1_acc: 0.4931, top5_acc: 0.7402, loss_cls: 2.8662, loss: 2.8662 2024-12-31 09:11:56,326 - pyskl - INFO - Epoch [136][2900/3746] lr: 2.203e-03, eta: 12:43:07, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.4880, top5_acc: 0.7430, loss_cls: 2.8779, loss: 2.8779 2024-12-31 09:13:21,596 - pyskl - INFO - Epoch [136][3000/3746] lr: 2.195e-03, eta: 12:41:41, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4894, top5_acc: 0.7359, loss_cls: 2.8977, loss: 2.8977 2024-12-31 09:14:47,361 - pyskl - INFO - Epoch [136][3100/3746] lr: 2.187e-03, eta: 12:40:15, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4741, top5_acc: 0.7308, loss_cls: 2.9182, loss: 2.9182 2024-12-31 09:16:12,749 - pyskl - INFO - Epoch [136][3200/3746] lr: 2.178e-03, eta: 12:38:49, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.4802, top5_acc: 0.7386, loss_cls: 2.8679, loss: 2.8679 2024-12-31 09:17:37,966 - pyskl - INFO - Epoch [136][3300/3746] lr: 2.170e-03, eta: 12:37:23, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4938, top5_acc: 0.7358, loss_cls: 2.8687, loss: 2.8687 2024-12-31 09:19:03,471 - pyskl - INFO - Epoch [136][3400/3746] lr: 2.162e-03, eta: 12:35:57, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.4791, top5_acc: 0.7295, loss_cls: 2.9104, loss: 2.9104 2024-12-31 09:20:28,704 - pyskl - INFO - Epoch [136][3500/3746] lr: 2.154e-03, eta: 12:34:31, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.4892, top5_acc: 0.7312, loss_cls: 2.9055, loss: 2.9055 2024-12-31 09:21:54,737 - pyskl - INFO - Epoch [136][3600/3746] lr: 2.146e-03, eta: 12:33:06, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4764, top5_acc: 0.7206, loss_cls: 2.9502, loss: 2.9502 2024-12-31 09:23:20,063 - pyskl - INFO - Epoch [136][3700/3746] lr: 2.138e-03, eta: 12:31:40, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4922, top5_acc: 0.7370, loss_cls: 2.8572, loss: 2.8572 2024-12-31 09:24:00,828 - pyskl - INFO - Saving checkpoint at 136 epochs 2024-12-31 09:26:01,709 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 09:26:02,398 - pyskl - INFO - top1_acc 0.3931 top5_acc 0.6415 2024-12-31 09:26:02,399 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 09:26:02,461 - pyskl - INFO - mean_acc 0.3928 2024-12-31 09:26:02,467 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_135.pth was removed 2024-12-31 09:26:02,788 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2024-12-31 09:26:02,789 - pyskl - INFO - Best top1_acc is 0.3931 at 136 epoch. 2024-12-31 09:26:02,807 - pyskl - INFO - Epoch(val) [136][309] top1_acc: 0.3931, top5_acc: 0.6415, mean_class_accuracy: 0.3928 2024-12-31 09:30:20,913 - pyskl - INFO - Epoch [137][100/3746] lr: 2.126e-03, eta: 12:29:48, time: 2.581, data_time: 1.538, memory: 15990, top1_acc: 0.5095, top5_acc: 0.7577, loss_cls: 2.7340, loss: 2.7340 2024-12-31 09:31:47,154 - pyskl - INFO - Epoch [137][200/3746] lr: 2.118e-03, eta: 12:28:22, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.5058, top5_acc: 0.7564, loss_cls: 2.7709, loss: 2.7709 2024-12-31 09:33:12,892 - pyskl - INFO - Epoch [137][300/3746] lr: 2.110e-03, eta: 12:26:56, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5045, top5_acc: 0.7502, loss_cls: 2.7694, loss: 2.7694 2024-12-31 09:34:39,328 - pyskl - INFO - Epoch [137][400/3746] lr: 2.102e-03, eta: 12:25:30, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.5119, top5_acc: 0.7583, loss_cls: 2.7382, loss: 2.7382 2024-12-31 09:36:05,875 - pyskl - INFO - Epoch [137][500/3746] lr: 2.094e-03, eta: 12:24:04, time: 0.865, data_time: 0.000, memory: 15990, top1_acc: 0.5091, top5_acc: 0.7522, loss_cls: 2.7741, loss: 2.7741 2024-12-31 09:37:31,631 - pyskl - INFO - Epoch [137][600/3746] lr: 2.086e-03, eta: 12:22:38, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4963, top5_acc: 0.7539, loss_cls: 2.7670, loss: 2.7670 2024-12-31 09:38:58,582 - pyskl - INFO - Epoch [137][700/3746] lr: 2.078e-03, eta: 12:21:12, time: 0.869, data_time: 0.000, memory: 15990, top1_acc: 0.5070, top5_acc: 0.7655, loss_cls: 2.7386, loss: 2.7386 2024-12-31 09:40:25,181 - pyskl - INFO - Epoch [137][800/3746] lr: 2.070e-03, eta: 12:19:46, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.5078, top5_acc: 0.7559, loss_cls: 2.7820, loss: 2.7820 2024-12-31 09:41:51,117 - pyskl - INFO - Epoch [137][900/3746] lr: 2.062e-03, eta: 12:18:20, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5080, top5_acc: 0.7462, loss_cls: 2.7810, loss: 2.7810 2024-12-31 09:43:17,812 - pyskl - INFO - Epoch [137][1000/3746] lr: 2.054e-03, eta: 12:16:55, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.4942, top5_acc: 0.7506, loss_cls: 2.8162, loss: 2.8162 2024-12-31 09:44:45,030 - pyskl - INFO - Epoch [137][1100/3746] lr: 2.046e-03, eta: 12:15:29, time: 0.872, data_time: 0.000, memory: 15990, top1_acc: 0.5042, top5_acc: 0.7523, loss_cls: 2.7843, loss: 2.7843 2024-12-31 09:46:11,669 - pyskl - INFO - Epoch [137][1200/3746] lr: 2.038e-03, eta: 12:14:03, time: 0.866, data_time: 0.001, memory: 15990, top1_acc: 0.5011, top5_acc: 0.7473, loss_cls: 2.7916, loss: 2.7916 2024-12-31 09:47:37,706 - pyskl - INFO - Epoch [137][1300/3746] lr: 2.030e-03, eta: 12:12:37, time: 0.860, data_time: 0.001, memory: 15990, top1_acc: 0.4842, top5_acc: 0.7419, loss_cls: 2.8534, loss: 2.8534 2024-12-31 09:49:02,975 - pyskl - INFO - Epoch [137][1400/3746] lr: 2.022e-03, eta: 12:11:11, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4903, top5_acc: 0.7406, loss_cls: 2.8327, loss: 2.8327 2024-12-31 09:50:27,522 - pyskl - INFO - Epoch [137][1500/3746] lr: 2.015e-03, eta: 12:09:45, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.4942, top5_acc: 0.7417, loss_cls: 2.8254, loss: 2.8254 2024-12-31 09:51:52,882 - pyskl - INFO - Epoch [137][1600/3746] lr: 2.007e-03, eta: 12:08:19, time: 0.854, data_time: 0.001, memory: 15990, top1_acc: 0.5009, top5_acc: 0.7498, loss_cls: 2.7966, loss: 2.7966 2024-12-31 09:53:17,728 - pyskl - INFO - Epoch [137][1700/3746] lr: 1.999e-03, eta: 12:06:53, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5114, top5_acc: 0.7509, loss_cls: 2.7645, loss: 2.7645 2024-12-31 09:54:43,075 - pyskl - INFO - Epoch [137][1800/3746] lr: 1.991e-03, eta: 12:05:27, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4959, top5_acc: 0.7423, loss_cls: 2.8447, loss: 2.8447 2024-12-31 09:56:08,921 - pyskl - INFO - Epoch [137][1900/3746] lr: 1.983e-03, eta: 12:04:01, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5016, top5_acc: 0.7461, loss_cls: 2.8165, loss: 2.8165 2024-12-31 09:57:35,313 - pyskl - INFO - Epoch [137][2000/3746] lr: 1.976e-03, eta: 12:02:35, time: 0.864, data_time: 0.000, memory: 15990, top1_acc: 0.4902, top5_acc: 0.7352, loss_cls: 2.8294, loss: 2.8294 2024-12-31 09:59:01,133 - pyskl - INFO - Epoch [137][2100/3746] lr: 1.968e-03, eta: 12:01:09, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.4983, top5_acc: 0.7467, loss_cls: 2.7924, loss: 2.7924 2024-12-31 10:00:27,788 - pyskl - INFO - Epoch [137][2200/3746] lr: 1.960e-03, eta: 11:59:43, time: 0.867, data_time: 0.000, memory: 15990, top1_acc: 0.4877, top5_acc: 0.7334, loss_cls: 2.8885, loss: 2.8885 2024-12-31 10:01:53,828 - pyskl - INFO - Epoch [137][2300/3746] lr: 1.952e-03, eta: 11:58:17, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4911, top5_acc: 0.7458, loss_cls: 2.8443, loss: 2.8443 2024-12-31 10:03:19,996 - pyskl - INFO - Epoch [137][2400/3746] lr: 1.944e-03, eta: 11:56:51, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.5012, top5_acc: 0.7475, loss_cls: 2.8085, loss: 2.8085 2024-12-31 10:04:46,133 - pyskl - INFO - Epoch [137][2500/3746] lr: 1.937e-03, eta: 11:55:25, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.4944, top5_acc: 0.7447, loss_cls: 2.8165, loss: 2.8165 2024-12-31 10:06:12,688 - pyskl - INFO - Epoch [137][2600/3746] lr: 1.929e-03, eta: 11:53:59, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.5081, top5_acc: 0.7562, loss_cls: 2.7821, loss: 2.7821 2024-12-31 10:07:38,974 - pyskl - INFO - Epoch [137][2700/3746] lr: 1.921e-03, eta: 11:52:33, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.4863, top5_acc: 0.7450, loss_cls: 2.8446, loss: 2.8446 2024-12-31 10:09:04,985 - pyskl - INFO - Epoch [137][2800/3746] lr: 1.914e-03, eta: 11:51:08, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.4839, top5_acc: 0.7434, loss_cls: 2.8518, loss: 2.8518 2024-12-31 10:10:30,575 - pyskl - INFO - Epoch [137][2900/3746] lr: 1.906e-03, eta: 11:49:42, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.4958, top5_acc: 0.7381, loss_cls: 2.8265, loss: 2.8265 2024-12-31 10:11:55,301 - pyskl - INFO - Epoch [137][3000/3746] lr: 1.898e-03, eta: 11:48:15, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4922, top5_acc: 0.7388, loss_cls: 2.8629, loss: 2.8629 2024-12-31 10:13:20,014 - pyskl - INFO - Epoch [137][3100/3746] lr: 1.891e-03, eta: 11:46:49, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4973, top5_acc: 0.7480, loss_cls: 2.8168, loss: 2.8168 2024-12-31 10:14:44,521 - pyskl - INFO - Epoch [137][3200/3746] lr: 1.883e-03, eta: 11:45:23, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.4969, top5_acc: 0.7464, loss_cls: 2.8402, loss: 2.8402 2024-12-31 10:16:09,357 - pyskl - INFO - Epoch [137][3300/3746] lr: 1.876e-03, eta: 11:43:57, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.4984, top5_acc: 0.7442, loss_cls: 2.8175, loss: 2.8175 2024-12-31 10:17:33,995 - pyskl - INFO - Epoch [137][3400/3746] lr: 1.868e-03, eta: 11:42:31, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.4998, top5_acc: 0.7534, loss_cls: 2.7952, loss: 2.7952 2024-12-31 10:18:58,749 - pyskl - INFO - Epoch [137][3500/3746] lr: 1.860e-03, eta: 11:41:05, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.4967, top5_acc: 0.7356, loss_cls: 2.8500, loss: 2.8500 2024-12-31 10:20:23,212 - pyskl - INFO - Epoch [137][3600/3746] lr: 1.853e-03, eta: 11:39:39, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.4917, top5_acc: 0.7431, loss_cls: 2.8458, loss: 2.8458 2024-12-31 10:21:47,732 - pyskl - INFO - Epoch [137][3700/3746] lr: 1.845e-03, eta: 11:38:13, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.4872, top5_acc: 0.7434, loss_cls: 2.8450, loss: 2.8450 2024-12-31 10:22:28,615 - pyskl - INFO - Saving checkpoint at 137 epochs 2024-12-31 10:24:27,506 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 10:24:28,444 - pyskl - INFO - top1_acc 0.3957 top5_acc 0.6464 2024-12-31 10:24:28,444 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 10:24:28,498 - pyskl - INFO - mean_acc 0.3955 2024-12-31 10:24:28,504 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_136.pth was removed 2024-12-31 10:24:28,795 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. 2024-12-31 10:24:28,796 - pyskl - INFO - Best top1_acc is 0.3957 at 137 epoch. 2024-12-31 10:24:28,813 - pyskl - INFO - Epoch(val) [137][309] top1_acc: 0.3957, top5_acc: 0.6464, mean_class_accuracy: 0.3955 2024-12-31 10:28:41,594 - pyskl - INFO - Epoch [138][100/3746] lr: 1.834e-03, eta: 11:36:20, time: 2.528, data_time: 1.509, memory: 15990, top1_acc: 0.5162, top5_acc: 0.7612, loss_cls: 2.7105, loss: 2.7105 2024-12-31 10:30:06,088 - pyskl - INFO - Epoch [138][200/3746] lr: 1.827e-03, eta: 11:34:53, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5106, top5_acc: 0.7583, loss_cls: 2.7496, loss: 2.7496 2024-12-31 10:31:30,450 - pyskl - INFO - Epoch [138][300/3746] lr: 1.819e-03, eta: 11:33:27, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5248, top5_acc: 0.7642, loss_cls: 2.6755, loss: 2.6755 2024-12-31 10:32:54,928 - pyskl - INFO - Epoch [138][400/3746] lr: 1.812e-03, eta: 11:32:01, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5141, top5_acc: 0.7539, loss_cls: 2.7264, loss: 2.7264 2024-12-31 10:34:19,805 - pyskl - INFO - Epoch [138][500/3746] lr: 1.805e-03, eta: 11:30:35, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5111, top5_acc: 0.7578, loss_cls: 2.7409, loss: 2.7409 2024-12-31 10:35:44,506 - pyskl - INFO - Epoch [138][600/3746] lr: 1.797e-03, eta: 11:29:09, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5195, top5_acc: 0.7552, loss_cls: 2.7228, loss: 2.7228 2024-12-31 10:37:08,955 - pyskl - INFO - Epoch [138][700/3746] lr: 1.790e-03, eta: 11:27:43, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5136, top5_acc: 0.7625, loss_cls: 2.7124, loss: 2.7124 2024-12-31 10:38:33,972 - pyskl - INFO - Epoch [138][800/3746] lr: 1.782e-03, eta: 11:26:17, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5102, top5_acc: 0.7534, loss_cls: 2.7548, loss: 2.7548 2024-12-31 10:39:58,263 - pyskl - INFO - Epoch [138][900/3746] lr: 1.775e-03, eta: 11:24:51, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.4944, top5_acc: 0.7495, loss_cls: 2.7933, loss: 2.7933 2024-12-31 10:41:22,245 - pyskl - INFO - Epoch [138][1000/3746] lr: 1.768e-03, eta: 11:23:25, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5166, top5_acc: 0.7644, loss_cls: 2.7194, loss: 2.7194 2024-12-31 10:42:46,523 - pyskl - INFO - Epoch [138][1100/3746] lr: 1.760e-03, eta: 11:21:58, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5036, top5_acc: 0.7516, loss_cls: 2.7658, loss: 2.7658 2024-12-31 10:44:11,147 - pyskl - INFO - Epoch [138][1200/3746] lr: 1.753e-03, eta: 11:20:32, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.4969, top5_acc: 0.7470, loss_cls: 2.8057, loss: 2.8057 2024-12-31 10:45:36,425 - pyskl - INFO - Epoch [138][1300/3746] lr: 1.745e-03, eta: 11:19:06, time: 0.853, data_time: 0.001, memory: 15990, top1_acc: 0.5105, top5_acc: 0.7591, loss_cls: 2.7278, loss: 2.7278 2024-12-31 10:47:01,086 - pyskl - INFO - Epoch [138][1400/3746] lr: 1.738e-03, eta: 11:17:40, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5119, top5_acc: 0.7591, loss_cls: 2.7421, loss: 2.7421 2024-12-31 10:48:25,776 - pyskl - INFO - Epoch [138][1500/3746] lr: 1.731e-03, eta: 11:16:14, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5030, top5_acc: 0.7491, loss_cls: 2.7896, loss: 2.7896 2024-12-31 10:49:50,225 - pyskl - INFO - Epoch [138][1600/3746] lr: 1.724e-03, eta: 11:14:48, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5105, top5_acc: 0.7622, loss_cls: 2.7540, loss: 2.7540 2024-12-31 10:51:14,701 - pyskl - INFO - Epoch [138][1700/3746] lr: 1.716e-03, eta: 11:13:22, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5002, top5_acc: 0.7500, loss_cls: 2.7953, loss: 2.7953 2024-12-31 10:52:38,982 - pyskl - INFO - Epoch [138][1800/3746] lr: 1.709e-03, eta: 11:11:56, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5081, top5_acc: 0.7466, loss_cls: 2.7612, loss: 2.7612 2024-12-31 10:54:03,825 - pyskl - INFO - Epoch [138][1900/3746] lr: 1.702e-03, eta: 11:10:30, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5123, top5_acc: 0.7542, loss_cls: 2.7582, loss: 2.7582 2024-12-31 10:55:27,876 - pyskl - INFO - Epoch [138][2000/3746] lr: 1.695e-03, eta: 11:09:04, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5025, top5_acc: 0.7514, loss_cls: 2.7599, loss: 2.7599 2024-12-31 10:56:51,475 - pyskl - INFO - Epoch [138][2100/3746] lr: 1.687e-03, eta: 11:07:37, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5002, top5_acc: 0.7491, loss_cls: 2.7798, loss: 2.7798 2024-12-31 10:58:15,344 - pyskl - INFO - Epoch [138][2200/3746] lr: 1.680e-03, eta: 11:06:11, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5098, top5_acc: 0.7586, loss_cls: 2.7395, loss: 2.7395 2024-12-31 10:59:39,328 - pyskl - INFO - Epoch [138][2300/3746] lr: 1.673e-03, eta: 11:04:45, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.4975, top5_acc: 0.7505, loss_cls: 2.8029, loss: 2.8029 2024-12-31 11:01:03,173 - pyskl - INFO - Epoch [138][2400/3746] lr: 1.666e-03, eta: 11:03:19, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5062, top5_acc: 0.7606, loss_cls: 2.7408, loss: 2.7408 2024-12-31 11:02:27,445 - pyskl - INFO - Epoch [138][2500/3746] lr: 1.659e-03, eta: 11:01:53, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5020, top5_acc: 0.7438, loss_cls: 2.7870, loss: 2.7870 2024-12-31 11:03:51,870 - pyskl - INFO - Epoch [138][2600/3746] lr: 1.652e-03, eta: 11:00:27, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5042, top5_acc: 0.7488, loss_cls: 2.7765, loss: 2.7765 2024-12-31 11:05:16,552 - pyskl - INFO - Epoch [138][2700/3746] lr: 1.644e-03, eta: 10:59:01, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5109, top5_acc: 0.7530, loss_cls: 2.7416, loss: 2.7416 2024-12-31 11:06:41,009 - pyskl - INFO - Epoch [138][2800/3746] lr: 1.637e-03, eta: 10:57:35, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5017, top5_acc: 0.7559, loss_cls: 2.7877, loss: 2.7877 2024-12-31 11:08:05,440 - pyskl - INFO - Epoch [138][2900/3746] lr: 1.630e-03, eta: 10:56:08, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5134, top5_acc: 0.7592, loss_cls: 2.7394, loss: 2.7394 2024-12-31 11:09:30,214 - pyskl - INFO - Epoch [138][3000/3746] lr: 1.623e-03, eta: 10:54:42, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5050, top5_acc: 0.7452, loss_cls: 2.7909, loss: 2.7909 2024-12-31 11:10:54,681 - pyskl - INFO - Epoch [138][3100/3746] lr: 1.616e-03, eta: 10:53:16, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.4959, top5_acc: 0.7503, loss_cls: 2.8162, loss: 2.8162 2024-12-31 11:12:19,125 - pyskl - INFO - Epoch [138][3200/3746] lr: 1.609e-03, eta: 10:51:50, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.4955, top5_acc: 0.7428, loss_cls: 2.8398, loss: 2.8398 2024-12-31 11:13:43,851 - pyskl - INFO - Epoch [138][3300/3746] lr: 1.602e-03, eta: 10:50:24, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.4986, top5_acc: 0.7541, loss_cls: 2.7741, loss: 2.7741 2024-12-31 11:15:08,545 - pyskl - INFO - Epoch [138][3400/3746] lr: 1.595e-03, eta: 10:48:58, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5042, top5_acc: 0.7475, loss_cls: 2.8119, loss: 2.8119 2024-12-31 11:16:33,313 - pyskl - INFO - Epoch [138][3500/3746] lr: 1.588e-03, eta: 10:47:32, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5052, top5_acc: 0.7511, loss_cls: 2.7438, loss: 2.7438 2024-12-31 11:17:58,651 - pyskl - INFO - Epoch [138][3600/3746] lr: 1.581e-03, eta: 10:46:06, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.4916, top5_acc: 0.7502, loss_cls: 2.8226, loss: 2.8226 2024-12-31 11:19:23,385 - pyskl - INFO - Epoch [138][3700/3746] lr: 1.574e-03, eta: 10:44:40, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5141, top5_acc: 0.7580, loss_cls: 2.7431, loss: 2.7431 2024-12-31 11:20:04,177 - pyskl - INFO - Saving checkpoint at 138 epochs 2024-12-31 11:22:03,266 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 11:22:04,074 - pyskl - INFO - top1_acc 0.3974 top5_acc 0.6461 2024-12-31 11:22:04,075 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 11:22:04,119 - pyskl - INFO - mean_acc 0.3971 2024-12-31 11:22:04,123 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_137.pth was removed 2024-12-31 11:22:04,402 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2024-12-31 11:22:04,403 - pyskl - INFO - Best top1_acc is 0.3974 at 138 epoch. 2024-12-31 11:22:04,420 - pyskl - INFO - Epoch(val) [138][309] top1_acc: 0.3974, top5_acc: 0.6461, mean_class_accuracy: 0.3971 2024-12-31 11:26:19,983 - pyskl - INFO - Epoch [139][100/3746] lr: 1.564e-03, eta: 10:42:46, time: 2.556, data_time: 1.514, memory: 15990, top1_acc: 0.5228, top5_acc: 0.7720, loss_cls: 2.6613, loss: 2.6613 2024-12-31 11:27:45,066 - pyskl - INFO - Epoch [139][200/3746] lr: 1.557e-03, eta: 10:41:20, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5227, top5_acc: 0.7694, loss_cls: 2.6511, loss: 2.6511 2024-12-31 11:29:10,412 - pyskl - INFO - Epoch [139][300/3746] lr: 1.550e-03, eta: 10:39:54, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5258, top5_acc: 0.7656, loss_cls: 2.6797, loss: 2.6797 2024-12-31 11:30:35,817 - pyskl - INFO - Epoch [139][400/3746] lr: 1.543e-03, eta: 10:38:28, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5139, top5_acc: 0.7712, loss_cls: 2.6949, loss: 2.6949 2024-12-31 11:32:00,941 - pyskl - INFO - Epoch [139][500/3746] lr: 1.536e-03, eta: 10:37:02, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5284, top5_acc: 0.7661, loss_cls: 2.6698, loss: 2.6698 2024-12-31 11:33:25,969 - pyskl - INFO - Epoch [139][600/3746] lr: 1.529e-03, eta: 10:35:35, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5337, top5_acc: 0.7666, loss_cls: 2.6553, loss: 2.6553 2024-12-31 11:34:51,017 - pyskl - INFO - Epoch [139][700/3746] lr: 1.523e-03, eta: 10:34:09, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5139, top5_acc: 0.7636, loss_cls: 2.6894, loss: 2.6894 2024-12-31 11:36:16,203 - pyskl - INFO - Epoch [139][800/3746] lr: 1.516e-03, eta: 10:32:43, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5188, top5_acc: 0.7709, loss_cls: 2.6873, loss: 2.6873 2024-12-31 11:37:41,340 - pyskl - INFO - Epoch [139][900/3746] lr: 1.509e-03, eta: 10:31:17, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5161, top5_acc: 0.7550, loss_cls: 2.7305, loss: 2.7305 2024-12-31 11:39:06,441 - pyskl - INFO - Epoch [139][1000/3746] lr: 1.502e-03, eta: 10:29:51, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5167, top5_acc: 0.7650, loss_cls: 2.7024, loss: 2.7024 2024-12-31 11:40:31,397 - pyskl - INFO - Epoch [139][1100/3746] lr: 1.495e-03, eta: 10:28:25, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5136, top5_acc: 0.7542, loss_cls: 2.7233, loss: 2.7233 2024-12-31 11:41:56,844 - pyskl - INFO - Epoch [139][1200/3746] lr: 1.489e-03, eta: 10:26:59, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5347, top5_acc: 0.7736, loss_cls: 2.6240, loss: 2.6240 2024-12-31 11:43:22,474 - pyskl - INFO - Epoch [139][1300/3746] lr: 1.482e-03, eta: 10:25:33, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5067, top5_acc: 0.7662, loss_cls: 2.7225, loss: 2.7225 2024-12-31 11:44:47,705 - pyskl - INFO - Epoch [139][1400/3746] lr: 1.475e-03, eta: 10:24:07, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5098, top5_acc: 0.7566, loss_cls: 2.7677, loss: 2.7677 2024-12-31 11:46:12,860 - pyskl - INFO - Epoch [139][1500/3746] lr: 1.468e-03, eta: 10:22:41, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5105, top5_acc: 0.7595, loss_cls: 2.7451, loss: 2.7451 2024-12-31 11:47:38,230 - pyskl - INFO - Epoch [139][1600/3746] lr: 1.462e-03, eta: 10:21:15, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5194, top5_acc: 0.7608, loss_cls: 2.7229, loss: 2.7229 2024-12-31 11:49:03,391 - pyskl - INFO - Epoch [139][1700/3746] lr: 1.455e-03, eta: 10:19:49, time: 0.852, data_time: 0.001, memory: 15990, top1_acc: 0.5169, top5_acc: 0.7619, loss_cls: 2.7054, loss: 2.7054 2024-12-31 11:50:28,419 - pyskl - INFO - Epoch [139][1800/3746] lr: 1.448e-03, eta: 10:18:23, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5088, top5_acc: 0.7555, loss_cls: 2.7205, loss: 2.7205 2024-12-31 11:51:53,617 - pyskl - INFO - Epoch [139][1900/3746] lr: 1.442e-03, eta: 10:16:57, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5162, top5_acc: 0.7600, loss_cls: 2.7198, loss: 2.7198 2024-12-31 11:53:19,900 - pyskl - INFO - Epoch [139][2000/3746] lr: 1.435e-03, eta: 10:15:31, time: 0.863, data_time: 0.001, memory: 15990, top1_acc: 0.5128, top5_acc: 0.7683, loss_cls: 2.6972, loss: 2.6972 2024-12-31 11:54:45,773 - pyskl - INFO - Epoch [139][2100/3746] lr: 1.428e-03, eta: 10:14:05, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5108, top5_acc: 0.7597, loss_cls: 2.7103, loss: 2.7103 2024-12-31 11:56:12,006 - pyskl - INFO - Epoch [139][2200/3746] lr: 1.422e-03, eta: 10:12:39, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.5170, top5_acc: 0.7633, loss_cls: 2.6924, loss: 2.6924 2024-12-31 11:57:37,983 - pyskl - INFO - Epoch [139][2300/3746] lr: 1.415e-03, eta: 10:11:13, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.5048, top5_acc: 0.7561, loss_cls: 2.7823, loss: 2.7823 2024-12-31 11:59:03,673 - pyskl - INFO - Epoch [139][2400/3746] lr: 1.408e-03, eta: 10:09:47, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5022, top5_acc: 0.7534, loss_cls: 2.7661, loss: 2.7661 2024-12-31 12:00:30,225 - pyskl - INFO - Epoch [139][2500/3746] lr: 1.402e-03, eta: 10:08:21, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.5111, top5_acc: 0.7627, loss_cls: 2.6958, loss: 2.6958 2024-12-31 12:01:56,451 - pyskl - INFO - Epoch [139][2600/3746] lr: 1.395e-03, eta: 10:06:55, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.5186, top5_acc: 0.7675, loss_cls: 2.6904, loss: 2.6904 2024-12-31 12:03:23,082 - pyskl - INFO - Epoch [139][2700/3746] lr: 1.389e-03, eta: 10:05:29, time: 0.866, data_time: 0.000, memory: 15990, top1_acc: 0.5138, top5_acc: 0.7652, loss_cls: 2.7267, loss: 2.7267 2024-12-31 12:04:48,711 - pyskl - INFO - Epoch [139][2800/3746] lr: 1.382e-03, eta: 10:04:03, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5125, top5_acc: 0.7578, loss_cls: 2.7302, loss: 2.7302 2024-12-31 12:06:14,060 - pyskl - INFO - Epoch [139][2900/3746] lr: 1.376e-03, eta: 10:02:37, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5081, top5_acc: 0.7594, loss_cls: 2.7393, loss: 2.7393 2024-12-31 12:07:39,227 - pyskl - INFO - Epoch [139][3000/3746] lr: 1.369e-03, eta: 10:01:11, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5128, top5_acc: 0.7612, loss_cls: 2.7396, loss: 2.7396 2024-12-31 12:09:04,143 - pyskl - INFO - Epoch [139][3100/3746] lr: 1.363e-03, eta: 9:59:45, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5234, top5_acc: 0.7708, loss_cls: 2.6659, loss: 2.6659 2024-12-31 12:10:29,345 - pyskl - INFO - Epoch [139][3200/3746] lr: 1.356e-03, eta: 9:58:19, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5152, top5_acc: 0.7611, loss_cls: 2.7122, loss: 2.7122 2024-12-31 12:11:54,710 - pyskl - INFO - Epoch [139][3300/3746] lr: 1.350e-03, eta: 9:56:53, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5164, top5_acc: 0.7528, loss_cls: 2.7306, loss: 2.7306 2024-12-31 12:13:19,777 - pyskl - INFO - Epoch [139][3400/3746] lr: 1.343e-03, eta: 9:55:27, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5077, top5_acc: 0.7512, loss_cls: 2.7729, loss: 2.7729 2024-12-31 12:14:44,770 - pyskl - INFO - Epoch [139][3500/3746] lr: 1.337e-03, eta: 9:54:01, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5088, top5_acc: 0.7538, loss_cls: 2.7365, loss: 2.7365 2024-12-31 12:16:09,873 - pyskl - INFO - Epoch [139][3600/3746] lr: 1.330e-03, eta: 9:52:35, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5091, top5_acc: 0.7612, loss_cls: 2.7226, loss: 2.7226 2024-12-31 12:17:35,049 - pyskl - INFO - Epoch [139][3700/3746] lr: 1.324e-03, eta: 9:51:09, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5142, top5_acc: 0.7498, loss_cls: 2.7539, loss: 2.7539 2024-12-31 12:18:16,242 - pyskl - INFO - Saving checkpoint at 139 epochs 2024-12-31 12:20:16,859 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 12:20:17,601 - pyskl - INFO - top1_acc 0.4022 top5_acc 0.6529 2024-12-31 12:20:17,601 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 12:20:17,638 - pyskl - INFO - mean_acc 0.4020 2024-12-31 12:20:17,643 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_138.pth was removed 2024-12-31 12:20:17,972 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2024-12-31 12:20:17,973 - pyskl - INFO - Best top1_acc is 0.4022 at 139 epoch. 2024-12-31 12:20:17,989 - pyskl - INFO - Epoch(val) [139][309] top1_acc: 0.4022, top5_acc: 0.6529, mean_class_accuracy: 0.4020 2024-12-31 12:24:35,307 - pyskl - INFO - Epoch [140][100/3746] lr: 1.315e-03, eta: 9:49:13, time: 2.573, data_time: 1.542, memory: 15990, top1_acc: 0.5408, top5_acc: 0.7789, loss_cls: 2.5584, loss: 2.5584 2024-12-31 12:26:00,280 - pyskl - INFO - Epoch [140][200/3746] lr: 1.308e-03, eta: 9:47:47, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5234, top5_acc: 0.7684, loss_cls: 2.6620, loss: 2.6620 2024-12-31 12:27:25,582 - pyskl - INFO - Epoch [140][300/3746] lr: 1.302e-03, eta: 9:46:21, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5334, top5_acc: 0.7762, loss_cls: 2.6217, loss: 2.6217 2024-12-31 12:28:51,160 - pyskl - INFO - Epoch [140][400/3746] lr: 1.296e-03, eta: 9:44:55, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5277, top5_acc: 0.7748, loss_cls: 2.6263, loss: 2.6263 2024-12-31 12:30:16,596 - pyskl - INFO - Epoch [140][500/3746] lr: 1.289e-03, eta: 9:43:29, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5459, top5_acc: 0.7805, loss_cls: 2.5721, loss: 2.5721 2024-12-31 12:31:41,911 - pyskl - INFO - Epoch [140][600/3746] lr: 1.283e-03, eta: 9:42:03, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5286, top5_acc: 0.7695, loss_cls: 2.6429, loss: 2.6429 2024-12-31 12:33:07,224 - pyskl - INFO - Epoch [140][700/3746] lr: 1.277e-03, eta: 9:40:37, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5202, top5_acc: 0.7675, loss_cls: 2.6761, loss: 2.6761 2024-12-31 12:34:33,179 - pyskl - INFO - Epoch [140][800/3746] lr: 1.271e-03, eta: 9:39:11, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.5341, top5_acc: 0.7650, loss_cls: 2.6217, loss: 2.6217 2024-12-31 12:35:58,533 - pyskl - INFO - Epoch [140][900/3746] lr: 1.264e-03, eta: 9:37:45, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5370, top5_acc: 0.7816, loss_cls: 2.5946, loss: 2.5946 2024-12-31 12:37:24,109 - pyskl - INFO - Epoch [140][1000/3746] lr: 1.258e-03, eta: 9:36:19, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5380, top5_acc: 0.7758, loss_cls: 2.6169, loss: 2.6169 2024-12-31 12:38:49,395 - pyskl - INFO - Epoch [140][1100/3746] lr: 1.252e-03, eta: 9:34:53, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5330, top5_acc: 0.7762, loss_cls: 2.6211, loss: 2.6211 2024-12-31 12:40:14,585 - pyskl - INFO - Epoch [140][1200/3746] lr: 1.246e-03, eta: 9:33:27, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5234, top5_acc: 0.7703, loss_cls: 2.6691, loss: 2.6691 2024-12-31 12:41:40,046 - pyskl - INFO - Epoch [140][1300/3746] lr: 1.239e-03, eta: 9:32:01, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5206, top5_acc: 0.7639, loss_cls: 2.6726, loss: 2.6726 2024-12-31 12:43:04,819 - pyskl - INFO - Epoch [140][1400/3746] lr: 1.233e-03, eta: 9:30:35, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5230, top5_acc: 0.7680, loss_cls: 2.6847, loss: 2.6847 2024-12-31 12:44:29,858 - pyskl - INFO - Epoch [140][1500/3746] lr: 1.227e-03, eta: 9:29:09, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5170, top5_acc: 0.7623, loss_cls: 2.7053, loss: 2.7053 2024-12-31 12:45:55,306 - pyskl - INFO - Epoch [140][1600/3746] lr: 1.221e-03, eta: 9:27:43, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5261, top5_acc: 0.7720, loss_cls: 2.6402, loss: 2.6402 2024-12-31 12:47:20,347 - pyskl - INFO - Epoch [140][1700/3746] lr: 1.215e-03, eta: 9:26:17, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5173, top5_acc: 0.7688, loss_cls: 2.6826, loss: 2.6826 2024-12-31 12:48:45,479 - pyskl - INFO - Epoch [140][1800/3746] lr: 1.209e-03, eta: 9:24:50, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5228, top5_acc: 0.7677, loss_cls: 2.6659, loss: 2.6659 2024-12-31 12:50:10,775 - pyskl - INFO - Epoch [140][1900/3746] lr: 1.203e-03, eta: 9:23:24, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5198, top5_acc: 0.7681, loss_cls: 2.6681, loss: 2.6681 2024-12-31 12:51:35,781 - pyskl - INFO - Epoch [140][2000/3746] lr: 1.196e-03, eta: 9:21:58, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5355, top5_acc: 0.7697, loss_cls: 2.6399, loss: 2.6399 2024-12-31 12:53:01,212 - pyskl - INFO - Epoch [140][2100/3746] lr: 1.190e-03, eta: 9:20:32, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5127, top5_acc: 0.7584, loss_cls: 2.7131, loss: 2.7131 2024-12-31 12:54:27,120 - pyskl - INFO - Epoch [140][2200/3746] lr: 1.184e-03, eta: 9:19:06, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5394, top5_acc: 0.7748, loss_cls: 2.5956, loss: 2.5956 2024-12-31 12:55:52,262 - pyskl - INFO - Epoch [140][2300/3746] lr: 1.178e-03, eta: 9:17:40, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5269, top5_acc: 0.7672, loss_cls: 2.6597, loss: 2.6597 2024-12-31 12:57:17,638 - pyskl - INFO - Epoch [140][2400/3746] lr: 1.172e-03, eta: 9:16:14, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5131, top5_acc: 0.7594, loss_cls: 2.6985, loss: 2.6985 2024-12-31 12:58:42,831 - pyskl - INFO - Epoch [140][2500/3746] lr: 1.166e-03, eta: 9:14:48, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5158, top5_acc: 0.7689, loss_cls: 2.6963, loss: 2.6963 2024-12-31 13:00:07,960 - pyskl - INFO - Epoch [140][2600/3746] lr: 1.160e-03, eta: 9:13:22, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5152, top5_acc: 0.7597, loss_cls: 2.6926, loss: 2.6926 2024-12-31 13:01:33,348 - pyskl - INFO - Epoch [140][2700/3746] lr: 1.154e-03, eta: 9:11:56, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5162, top5_acc: 0.7661, loss_cls: 2.7023, loss: 2.7023 2024-12-31 13:02:58,757 - pyskl - INFO - Epoch [140][2800/3746] lr: 1.148e-03, eta: 9:10:30, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5177, top5_acc: 0.7623, loss_cls: 2.7001, loss: 2.7001 2024-12-31 13:04:24,484 - pyskl - INFO - Epoch [140][2900/3746] lr: 1.142e-03, eta: 9:09:04, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5105, top5_acc: 0.7600, loss_cls: 2.7138, loss: 2.7138 2024-12-31 13:05:50,026 - pyskl - INFO - Epoch [140][3000/3746] lr: 1.136e-03, eta: 9:07:38, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5184, top5_acc: 0.7711, loss_cls: 2.6790, loss: 2.6790 2024-12-31 13:07:15,416 - pyskl - INFO - Epoch [140][3100/3746] lr: 1.131e-03, eta: 9:06:12, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5027, top5_acc: 0.7623, loss_cls: 2.7166, loss: 2.7166 2024-12-31 13:08:41,460 - pyskl - INFO - Epoch [140][3200/3746] lr: 1.125e-03, eta: 9:04:46, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.5188, top5_acc: 0.7691, loss_cls: 2.6708, loss: 2.6708 2024-12-31 13:10:07,726 - pyskl - INFO - Epoch [140][3300/3746] lr: 1.119e-03, eta: 9:03:20, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.5295, top5_acc: 0.7652, loss_cls: 2.6532, loss: 2.6532 2024-12-31 13:11:34,046 - pyskl - INFO - Epoch [140][3400/3746] lr: 1.113e-03, eta: 9:01:54, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.5202, top5_acc: 0.7709, loss_cls: 2.6717, loss: 2.6717 2024-12-31 13:13:00,050 - pyskl - INFO - Epoch [140][3500/3746] lr: 1.107e-03, eta: 9:00:28, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.5173, top5_acc: 0.7739, loss_cls: 2.6668, loss: 2.6668 2024-12-31 13:14:25,659 - pyskl - INFO - Epoch [140][3600/3746] lr: 1.101e-03, eta: 8:59:02, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5130, top5_acc: 0.7659, loss_cls: 2.6868, loss: 2.6868 2024-12-31 13:15:51,591 - pyskl - INFO - Epoch [140][3700/3746] lr: 1.095e-03, eta: 8:57:36, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5250, top5_acc: 0.7747, loss_cls: 2.6463, loss: 2.6463 2024-12-31 13:16:32,321 - pyskl - INFO - Saving checkpoint at 140 epochs 2024-12-31 13:18:33,047 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 13:18:33,832 - pyskl - INFO - top1_acc 0.3974 top5_acc 0.6517 2024-12-31 13:18:33,832 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 13:18:33,900 - pyskl - INFO - mean_acc 0.3971 2024-12-31 13:18:33,916 - pyskl - INFO - Epoch(val) [140][309] top1_acc: 0.3974, top5_acc: 0.6517, mean_class_accuracy: 0.3971 2024-12-31 13:23:00,110 - pyskl - INFO - Epoch [141][100/3746] lr: 1.087e-03, eta: 8:55:40, time: 2.662, data_time: 1.627, memory: 15990, top1_acc: 0.5337, top5_acc: 0.7767, loss_cls: 2.6010, loss: 2.6010 2024-12-31 13:24:24,723 - pyskl - INFO - Epoch [141][200/3746] lr: 1.081e-03, eta: 8:54:14, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5459, top5_acc: 0.7845, loss_cls: 2.5681, loss: 2.5681 2024-12-31 13:25:50,193 - pyskl - INFO - Epoch [141][300/3746] lr: 1.075e-03, eta: 8:52:48, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5437, top5_acc: 0.7802, loss_cls: 2.5556, loss: 2.5556 2024-12-31 13:27:15,229 - pyskl - INFO - Epoch [141][400/3746] lr: 1.070e-03, eta: 8:51:22, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5445, top5_acc: 0.7825, loss_cls: 2.5429, loss: 2.5429 2024-12-31 13:28:40,688 - pyskl - INFO - Epoch [141][500/3746] lr: 1.064e-03, eta: 8:49:56, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5589, top5_acc: 0.7884, loss_cls: 2.5104, loss: 2.5104 2024-12-31 13:30:06,275 - pyskl - INFO - Epoch [141][600/3746] lr: 1.058e-03, eta: 8:48:30, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5369, top5_acc: 0.7755, loss_cls: 2.6043, loss: 2.6043 2024-12-31 13:31:31,899 - pyskl - INFO - Epoch [141][700/3746] lr: 1.052e-03, eta: 8:47:04, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5356, top5_acc: 0.7802, loss_cls: 2.6029, loss: 2.6029 2024-12-31 13:32:57,239 - pyskl - INFO - Epoch [141][800/3746] lr: 1.047e-03, eta: 8:45:38, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5377, top5_acc: 0.7802, loss_cls: 2.5928, loss: 2.5928 2024-12-31 13:34:22,708 - pyskl - INFO - Epoch [141][900/3746] lr: 1.041e-03, eta: 8:44:12, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5384, top5_acc: 0.7839, loss_cls: 2.5973, loss: 2.5973 2024-12-31 13:35:47,820 - pyskl - INFO - Epoch [141][1000/3746] lr: 1.035e-03, eta: 8:42:46, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5284, top5_acc: 0.7744, loss_cls: 2.6216, loss: 2.6216 2024-12-31 13:37:13,225 - pyskl - INFO - Epoch [141][1100/3746] lr: 1.030e-03, eta: 8:41:19, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5309, top5_acc: 0.7670, loss_cls: 2.6477, loss: 2.6477 2024-12-31 13:38:38,798 - pyskl - INFO - Epoch [141][1200/3746] lr: 1.024e-03, eta: 8:39:53, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5222, top5_acc: 0.7783, loss_cls: 2.6235, loss: 2.6235 2024-12-31 13:40:04,412 - pyskl - INFO - Epoch [141][1300/3746] lr: 1.018e-03, eta: 8:38:27, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5281, top5_acc: 0.7769, loss_cls: 2.6318, loss: 2.6318 2024-12-31 13:41:29,672 - pyskl - INFO - Epoch [141][1400/3746] lr: 1.013e-03, eta: 8:37:01, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5398, top5_acc: 0.7747, loss_cls: 2.6136, loss: 2.6136 2024-12-31 13:42:54,620 - pyskl - INFO - Epoch [141][1500/3746] lr: 1.007e-03, eta: 8:35:35, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5459, top5_acc: 0.7856, loss_cls: 2.5675, loss: 2.5675 2024-12-31 13:44:19,490 - pyskl - INFO - Epoch [141][1600/3746] lr: 1.002e-03, eta: 8:34:09, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5316, top5_acc: 0.7761, loss_cls: 2.6324, loss: 2.6324 2024-12-31 13:45:44,140 - pyskl - INFO - Epoch [141][1700/3746] lr: 9.961e-04, eta: 8:32:43, time: 0.846, data_time: 0.001, memory: 15990, top1_acc: 0.5347, top5_acc: 0.7794, loss_cls: 2.6075, loss: 2.6075 2024-12-31 13:47:08,998 - pyskl - INFO - Epoch [141][1800/3746] lr: 9.905e-04, eta: 8:31:17, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5428, top5_acc: 0.7853, loss_cls: 2.5563, loss: 2.5563 2024-12-31 13:48:33,074 - pyskl - INFO - Epoch [141][1900/3746] lr: 9.850e-04, eta: 8:29:51, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.5430, top5_acc: 0.7869, loss_cls: 2.5575, loss: 2.5575 2024-12-31 13:49:57,833 - pyskl - INFO - Epoch [141][2000/3746] lr: 9.795e-04, eta: 8:28:25, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5314, top5_acc: 0.7788, loss_cls: 2.6088, loss: 2.6088 2024-12-31 13:51:22,673 - pyskl - INFO - Epoch [141][2100/3746] lr: 9.740e-04, eta: 8:26:58, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5344, top5_acc: 0.7714, loss_cls: 2.6082, loss: 2.6082 2024-12-31 13:52:47,701 - pyskl - INFO - Epoch [141][2200/3746] lr: 9.685e-04, eta: 8:25:32, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5361, top5_acc: 0.7861, loss_cls: 2.6082, loss: 2.6082 2024-12-31 13:54:12,272 - pyskl - INFO - Epoch [141][2300/3746] lr: 9.630e-04, eta: 8:24:06, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5352, top5_acc: 0.7791, loss_cls: 2.6071, loss: 2.6071 2024-12-31 13:55:37,072 - pyskl - INFO - Epoch [141][2400/3746] lr: 9.576e-04, eta: 8:22:40, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5138, top5_acc: 0.7672, loss_cls: 2.6750, loss: 2.6750 2024-12-31 13:57:02,479 - pyskl - INFO - Epoch [141][2500/3746] lr: 9.522e-04, eta: 8:21:14, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5302, top5_acc: 0.7780, loss_cls: 2.6120, loss: 2.6120 2024-12-31 13:58:27,193 - pyskl - INFO - Epoch [141][2600/3746] lr: 9.467e-04, eta: 8:19:48, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5241, top5_acc: 0.7666, loss_cls: 2.6432, loss: 2.6432 2024-12-31 13:59:51,890 - pyskl - INFO - Epoch [141][2700/3746] lr: 9.413e-04, eta: 8:18:22, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5105, top5_acc: 0.7600, loss_cls: 2.7134, loss: 2.7134 2024-12-31 14:01:16,853 - pyskl - INFO - Epoch [141][2800/3746] lr: 9.359e-04, eta: 8:16:56, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5302, top5_acc: 0.7698, loss_cls: 2.6112, loss: 2.6112 2024-12-31 14:02:41,998 - pyskl - INFO - Epoch [141][2900/3746] lr: 9.306e-04, eta: 8:15:30, time: 0.851, data_time: 0.001, memory: 15990, top1_acc: 0.5286, top5_acc: 0.7722, loss_cls: 2.6222, loss: 2.6222 2024-12-31 14:04:07,527 - pyskl - INFO - Epoch [141][3000/3746] lr: 9.252e-04, eta: 8:14:04, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5236, top5_acc: 0.7783, loss_cls: 2.6211, loss: 2.6211 2024-12-31 14:05:32,519 - pyskl - INFO - Epoch [141][3100/3746] lr: 9.199e-04, eta: 8:12:38, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5350, top5_acc: 0.7714, loss_cls: 2.6174, loss: 2.6174 2024-12-31 14:06:57,344 - pyskl - INFO - Epoch [141][3200/3746] lr: 9.145e-04, eta: 8:11:11, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5378, top5_acc: 0.7820, loss_cls: 2.6015, loss: 2.6015 2024-12-31 14:08:22,582 - pyskl - INFO - Epoch [141][3300/3746] lr: 9.092e-04, eta: 8:09:45, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5339, top5_acc: 0.7741, loss_cls: 2.6023, loss: 2.6023 2024-12-31 14:09:48,356 - pyskl - INFO - Epoch [141][3400/3746] lr: 9.039e-04, eta: 8:08:19, time: 0.858, data_time: 0.001, memory: 15990, top1_acc: 0.5337, top5_acc: 0.7814, loss_cls: 2.5977, loss: 2.5977 2024-12-31 14:11:13,442 - pyskl - INFO - Epoch [141][3500/3746] lr: 8.986e-04, eta: 8:06:53, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5378, top5_acc: 0.7747, loss_cls: 2.5932, loss: 2.5932 2024-12-31 14:12:38,511 - pyskl - INFO - Epoch [141][3600/3746] lr: 8.934e-04, eta: 8:05:27, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5348, top5_acc: 0.7773, loss_cls: 2.6343, loss: 2.6343 2024-12-31 14:14:04,060 - pyskl - INFO - Epoch [141][3700/3746] lr: 8.881e-04, eta: 8:04:01, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5286, top5_acc: 0.7714, loss_cls: 2.6479, loss: 2.6479 2024-12-31 14:14:45,908 - pyskl - INFO - Saving checkpoint at 141 epochs 2024-12-31 14:16:43,918 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 14:16:44,729 - pyskl - INFO - top1_acc 0.4015 top5_acc 0.6529 2024-12-31 14:16:44,729 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 14:16:44,781 - pyskl - INFO - mean_acc 0.4013 2024-12-31 14:16:44,797 - pyskl - INFO - Epoch(val) [141][309] top1_acc: 0.4015, top5_acc: 0.6529, mean_class_accuracy: 0.4013 2024-12-31 14:21:11,191 - pyskl - INFO - Epoch [142][100/3746] lr: 8.805e-04, eta: 8:02:04, time: 2.664, data_time: 1.631, memory: 15990, top1_acc: 0.5495, top5_acc: 0.7853, loss_cls: 2.5425, loss: 2.5425 2024-12-31 14:22:36,290 - pyskl - INFO - Epoch [142][200/3746] lr: 8.752e-04, eta: 8:00:38, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5441, top5_acc: 0.7844, loss_cls: 2.5515, loss: 2.5515 2024-12-31 14:24:00,762 - pyskl - INFO - Epoch [142][300/3746] lr: 8.700e-04, eta: 7:59:12, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.5444, top5_acc: 0.7839, loss_cls: 2.5593, loss: 2.5593 2024-12-31 14:25:26,375 - pyskl - INFO - Epoch [142][400/3746] lr: 8.649e-04, eta: 7:57:46, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5564, top5_acc: 0.7973, loss_cls: 2.4947, loss: 2.4947 2024-12-31 14:26:52,047 - pyskl - INFO - Epoch [142][500/3746] lr: 8.597e-04, eta: 7:56:20, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5563, top5_acc: 0.7886, loss_cls: 2.5311, loss: 2.5311 2024-12-31 14:28:17,959 - pyskl - INFO - Epoch [142][600/3746] lr: 8.545e-04, eta: 7:54:54, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5563, top5_acc: 0.7973, loss_cls: 2.4788, loss: 2.4788 2024-12-31 14:29:43,351 - pyskl - INFO - Epoch [142][700/3746] lr: 8.494e-04, eta: 7:53:28, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5561, top5_acc: 0.7900, loss_cls: 2.5087, loss: 2.5087 2024-12-31 14:31:08,634 - pyskl - INFO - Epoch [142][800/3746] lr: 8.443e-04, eta: 7:52:02, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5441, top5_acc: 0.7937, loss_cls: 2.5342, loss: 2.5342 2024-12-31 14:32:34,189 - pyskl - INFO - Epoch [142][900/3746] lr: 8.392e-04, eta: 7:50:36, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5373, top5_acc: 0.7831, loss_cls: 2.5745, loss: 2.5745 2024-12-31 14:33:58,765 - pyskl - INFO - Epoch [142][1000/3746] lr: 8.341e-04, eta: 7:49:10, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5363, top5_acc: 0.7734, loss_cls: 2.6051, loss: 2.6051 2024-12-31 14:35:23,599 - pyskl - INFO - Epoch [142][1100/3746] lr: 8.290e-04, eta: 7:47:43, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5541, top5_acc: 0.7937, loss_cls: 2.5230, loss: 2.5230 2024-12-31 14:36:48,897 - pyskl - INFO - Epoch [142][1200/3746] lr: 8.239e-04, eta: 7:46:17, time: 0.853, data_time: 0.001, memory: 15990, top1_acc: 0.5333, top5_acc: 0.7794, loss_cls: 2.5998, loss: 2.5998 2024-12-31 14:38:13,640 - pyskl - INFO - Epoch [142][1300/3746] lr: 8.189e-04, eta: 7:44:51, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5559, top5_acc: 0.7891, loss_cls: 2.5266, loss: 2.5266 2024-12-31 14:39:38,952 - pyskl - INFO - Epoch [142][1400/3746] lr: 8.139e-04, eta: 7:43:25, time: 0.853, data_time: 0.001, memory: 15990, top1_acc: 0.5542, top5_acc: 0.7894, loss_cls: 2.5169, loss: 2.5169 2024-12-31 14:41:03,721 - pyskl - INFO - Epoch [142][1500/3746] lr: 8.088e-04, eta: 7:41:59, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5423, top5_acc: 0.7802, loss_cls: 2.5792, loss: 2.5792 2024-12-31 14:42:27,958 - pyskl - INFO - Epoch [142][1600/3746] lr: 8.038e-04, eta: 7:40:33, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.5417, top5_acc: 0.7817, loss_cls: 2.5614, loss: 2.5614 2024-12-31 14:43:52,752 - pyskl - INFO - Epoch [142][1700/3746] lr: 7.989e-04, eta: 7:39:07, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5355, top5_acc: 0.7770, loss_cls: 2.5777, loss: 2.5777 2024-12-31 14:45:17,545 - pyskl - INFO - Epoch [142][1800/3746] lr: 7.939e-04, eta: 7:37:41, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5492, top5_acc: 0.7867, loss_cls: 2.5243, loss: 2.5243 2024-12-31 14:46:40,882 - pyskl - INFO - Epoch [142][1900/3746] lr: 7.889e-04, eta: 7:36:14, time: 0.833, data_time: 0.001, memory: 15990, top1_acc: 0.5467, top5_acc: 0.7887, loss_cls: 2.5491, loss: 2.5491 2024-12-31 14:48:05,702 - pyskl - INFO - Epoch [142][2000/3746] lr: 7.840e-04, eta: 7:34:48, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5447, top5_acc: 0.7816, loss_cls: 2.5548, loss: 2.5548 2024-12-31 14:49:30,319 - pyskl - INFO - Epoch [142][2100/3746] lr: 7.791e-04, eta: 7:33:22, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5427, top5_acc: 0.7844, loss_cls: 2.5459, loss: 2.5459 2024-12-31 14:50:54,917 - pyskl - INFO - Epoch [142][2200/3746] lr: 7.742e-04, eta: 7:31:56, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5470, top5_acc: 0.7887, loss_cls: 2.5272, loss: 2.5272 2024-12-31 14:52:18,997 - pyskl - INFO - Epoch [142][2300/3746] lr: 7.693e-04, eta: 7:30:30, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.5375, top5_acc: 0.7822, loss_cls: 2.5535, loss: 2.5535 2024-12-31 14:53:43,339 - pyskl - INFO - Epoch [142][2400/3746] lr: 7.644e-04, eta: 7:29:04, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5317, top5_acc: 0.7848, loss_cls: 2.5636, loss: 2.5636 2024-12-31 14:55:07,866 - pyskl - INFO - Epoch [142][2500/3746] lr: 7.595e-04, eta: 7:27:38, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5469, top5_acc: 0.7797, loss_cls: 2.5751, loss: 2.5751 2024-12-31 14:56:32,339 - pyskl - INFO - Epoch [142][2600/3746] lr: 7.547e-04, eta: 7:26:11, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5364, top5_acc: 0.7809, loss_cls: 2.5804, loss: 2.5804 2024-12-31 14:57:56,310 - pyskl - INFO - Epoch [142][2700/3746] lr: 7.499e-04, eta: 7:24:45, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5431, top5_acc: 0.7845, loss_cls: 2.5592, loss: 2.5592 2024-12-31 14:59:20,711 - pyskl - INFO - Epoch [142][2800/3746] lr: 7.450e-04, eta: 7:23:19, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5458, top5_acc: 0.7847, loss_cls: 2.5586, loss: 2.5586 2024-12-31 15:00:44,611 - pyskl - INFO - Epoch [142][2900/3746] lr: 7.402e-04, eta: 7:21:53, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5470, top5_acc: 0.7883, loss_cls: 2.5525, loss: 2.5525 2024-12-31 15:02:08,931 - pyskl - INFO - Epoch [142][3000/3746] lr: 7.355e-04, eta: 7:20:27, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5431, top5_acc: 0.7848, loss_cls: 2.5531, loss: 2.5531 2024-12-31 15:03:34,071 - pyskl - INFO - Epoch [142][3100/3746] lr: 7.307e-04, eta: 7:19:01, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5409, top5_acc: 0.7827, loss_cls: 2.5609, loss: 2.5609 2024-12-31 15:04:58,734 - pyskl - INFO - Epoch [142][3200/3746] lr: 7.259e-04, eta: 7:17:35, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5394, top5_acc: 0.7800, loss_cls: 2.5820, loss: 2.5820 2024-12-31 15:06:23,329 - pyskl - INFO - Epoch [142][3300/3746] lr: 7.212e-04, eta: 7:16:08, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5302, top5_acc: 0.7803, loss_cls: 2.5966, loss: 2.5966 2024-12-31 15:07:47,180 - pyskl - INFO - Epoch [142][3400/3746] lr: 7.165e-04, eta: 7:14:42, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5525, top5_acc: 0.7877, loss_cls: 2.5194, loss: 2.5194 2024-12-31 15:09:11,947 - pyskl - INFO - Epoch [142][3500/3746] lr: 7.118e-04, eta: 7:13:16, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5413, top5_acc: 0.7837, loss_cls: 2.5533, loss: 2.5533 2024-12-31 15:10:35,608 - pyskl - INFO - Epoch [142][3600/3746] lr: 7.071e-04, eta: 7:11:50, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5416, top5_acc: 0.7786, loss_cls: 2.5726, loss: 2.5726 2024-12-31 15:12:00,021 - pyskl - INFO - Epoch [142][3700/3746] lr: 7.024e-04, eta: 7:10:24, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5348, top5_acc: 0.7798, loss_cls: 2.6079, loss: 2.6079 2024-12-31 15:12:40,592 - pyskl - INFO - Saving checkpoint at 142 epochs 2024-12-31 15:14:38,577 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 15:14:39,326 - pyskl - INFO - top1_acc 0.4082 top5_acc 0.6566 2024-12-31 15:14:39,326 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 15:14:39,371 - pyskl - INFO - mean_acc 0.4079 2024-12-31 15:14:39,376 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_139.pth was removed 2024-12-31 15:14:39,637 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2024-12-31 15:14:39,638 - pyskl - INFO - Best top1_acc is 0.4082 at 142 epoch. 2024-12-31 15:14:39,656 - pyskl - INFO - Epoch(val) [142][309] top1_acc: 0.4082, top5_acc: 0.6566, mean_class_accuracy: 0.4079 2024-12-31 15:19:00,299 - pyskl - INFO - Epoch [143][100/3746] lr: 6.956e-04, eta: 7:08:26, time: 2.606, data_time: 1.568, memory: 15990, top1_acc: 0.5645, top5_acc: 0.8031, loss_cls: 2.4288, loss: 2.4288 2024-12-31 15:20:25,712 - pyskl - INFO - Epoch [143][200/3746] lr: 6.910e-04, eta: 7:07:00, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5650, top5_acc: 0.7970, loss_cls: 2.4637, loss: 2.4637 2024-12-31 15:21:51,427 - pyskl - INFO - Epoch [143][300/3746] lr: 6.863e-04, eta: 7:05:34, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5600, top5_acc: 0.7998, loss_cls: 2.4524, loss: 2.4524 2024-12-31 15:23:17,308 - pyskl - INFO - Epoch [143][400/3746] lr: 6.817e-04, eta: 7:04:08, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5663, top5_acc: 0.8027, loss_cls: 2.4280, loss: 2.4280 2024-12-31 15:24:43,122 - pyskl - INFO - Epoch [143][500/3746] lr: 6.771e-04, eta: 7:02:41, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5537, top5_acc: 0.7880, loss_cls: 2.5179, loss: 2.5179 2024-12-31 15:26:08,835 - pyskl - INFO - Epoch [143][600/3746] lr: 6.725e-04, eta: 7:01:15, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5698, top5_acc: 0.8034, loss_cls: 2.4290, loss: 2.4290 2024-12-31 15:27:34,276 - pyskl - INFO - Epoch [143][700/3746] lr: 6.680e-04, eta: 6:59:49, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5492, top5_acc: 0.7883, loss_cls: 2.5044, loss: 2.5044 2024-12-31 15:28:59,608 - pyskl - INFO - Epoch [143][800/3746] lr: 6.634e-04, eta: 6:58:23, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5577, top5_acc: 0.7967, loss_cls: 2.4991, loss: 2.4991 2024-12-31 15:30:25,812 - pyskl - INFO - Epoch [143][900/3746] lr: 6.589e-04, eta: 6:56:57, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.5555, top5_acc: 0.7887, loss_cls: 2.5072, loss: 2.5072 2024-12-31 15:31:51,385 - pyskl - INFO - Epoch [143][1000/3746] lr: 6.544e-04, eta: 6:55:31, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5536, top5_acc: 0.7917, loss_cls: 2.4853, loss: 2.4853 2024-12-31 15:33:17,214 - pyskl - INFO - Epoch [143][1100/3746] lr: 6.499e-04, eta: 6:54:05, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5539, top5_acc: 0.7941, loss_cls: 2.5061, loss: 2.5061 2024-12-31 15:34:42,891 - pyskl - INFO - Epoch [143][1200/3746] lr: 6.454e-04, eta: 6:52:39, time: 0.857, data_time: 0.001, memory: 15990, top1_acc: 0.5436, top5_acc: 0.7864, loss_cls: 2.5524, loss: 2.5524 2024-12-31 15:36:08,270 - pyskl - INFO - Epoch [143][1300/3746] lr: 6.409e-04, eta: 6:51:13, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5613, top5_acc: 0.7917, loss_cls: 2.4885, loss: 2.4885 2024-12-31 15:37:32,853 - pyskl - INFO - Epoch [143][1400/3746] lr: 6.365e-04, eta: 6:49:47, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5578, top5_acc: 0.7936, loss_cls: 2.4778, loss: 2.4778 2024-12-31 15:38:57,825 - pyskl - INFO - Epoch [143][1500/3746] lr: 6.320e-04, eta: 6:48:20, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5605, top5_acc: 0.7973, loss_cls: 2.4665, loss: 2.4665 2024-12-31 15:40:22,352 - pyskl - INFO - Epoch [143][1600/3746] lr: 6.276e-04, eta: 6:46:54, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5620, top5_acc: 0.7905, loss_cls: 2.4933, loss: 2.4933 2024-12-31 15:41:46,937 - pyskl - INFO - Epoch [143][1700/3746] lr: 6.232e-04, eta: 6:45:28, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5380, top5_acc: 0.7831, loss_cls: 2.5443, loss: 2.5443 2024-12-31 15:43:11,469 - pyskl - INFO - Epoch [143][1800/3746] lr: 6.188e-04, eta: 6:44:02, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5586, top5_acc: 0.7950, loss_cls: 2.4848, loss: 2.4848 2024-12-31 15:44:36,318 - pyskl - INFO - Epoch [143][1900/3746] lr: 6.144e-04, eta: 6:42:36, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5463, top5_acc: 0.7877, loss_cls: 2.5509, loss: 2.5509 2024-12-31 15:46:01,119 - pyskl - INFO - Epoch [143][2000/3746] lr: 6.101e-04, eta: 6:41:10, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5595, top5_acc: 0.7953, loss_cls: 2.4792, loss: 2.4792 2024-12-31 15:47:25,713 - pyskl - INFO - Epoch [143][2100/3746] lr: 6.057e-04, eta: 6:39:44, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5572, top5_acc: 0.7930, loss_cls: 2.4884, loss: 2.4884 2024-12-31 15:48:50,348 - pyskl - INFO - Epoch [143][2200/3746] lr: 6.014e-04, eta: 6:38:18, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5534, top5_acc: 0.7945, loss_cls: 2.5068, loss: 2.5068 2024-12-31 15:50:15,053 - pyskl - INFO - Epoch [143][2300/3746] lr: 5.971e-04, eta: 6:36:51, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5611, top5_acc: 0.7981, loss_cls: 2.4861, loss: 2.4861 2024-12-31 15:51:39,892 - pyskl - INFO - Epoch [143][2400/3746] lr: 5.928e-04, eta: 6:35:25, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5459, top5_acc: 0.7886, loss_cls: 2.5175, loss: 2.5175 2024-12-31 15:53:04,921 - pyskl - INFO - Epoch [143][2500/3746] lr: 5.885e-04, eta: 6:33:59, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5486, top5_acc: 0.7883, loss_cls: 2.5162, loss: 2.5162 2024-12-31 15:54:30,067 - pyskl - INFO - Epoch [143][2600/3746] lr: 5.842e-04, eta: 6:32:33, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5464, top5_acc: 0.7952, loss_cls: 2.5108, loss: 2.5108 2024-12-31 15:55:55,121 - pyskl - INFO - Epoch [143][2700/3746] lr: 5.800e-04, eta: 6:31:07, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5528, top5_acc: 0.7903, loss_cls: 2.5058, loss: 2.5058 2024-12-31 15:57:20,041 - pyskl - INFO - Epoch [143][2800/3746] lr: 5.757e-04, eta: 6:29:41, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5516, top5_acc: 0.7914, loss_cls: 2.4867, loss: 2.4867 2024-12-31 15:58:45,201 - pyskl - INFO - Epoch [143][2900/3746] lr: 5.715e-04, eta: 6:28:15, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5463, top5_acc: 0.7853, loss_cls: 2.5284, loss: 2.5284 2024-12-31 16:00:09,582 - pyskl - INFO - Epoch [143][3000/3746] lr: 5.673e-04, eta: 6:26:49, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5513, top5_acc: 0.7861, loss_cls: 2.5206, loss: 2.5206 2024-12-31 16:01:34,127 - pyskl - INFO - Epoch [143][3100/3746] lr: 5.631e-04, eta: 6:25:22, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5578, top5_acc: 0.7909, loss_cls: 2.4996, loss: 2.4996 2024-12-31 16:02:58,430 - pyskl - INFO - Epoch [143][3200/3746] lr: 5.590e-04, eta: 6:23:56, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5433, top5_acc: 0.7895, loss_cls: 2.5272, loss: 2.5272 2024-12-31 16:04:23,162 - pyskl - INFO - Epoch [143][3300/3746] lr: 5.548e-04, eta: 6:22:30, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5475, top5_acc: 0.7887, loss_cls: 2.5224, loss: 2.5224 2024-12-31 16:05:47,772 - pyskl - INFO - Epoch [143][3400/3746] lr: 5.506e-04, eta: 6:21:04, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5617, top5_acc: 0.7936, loss_cls: 2.4952, loss: 2.4952 2024-12-31 16:07:12,599 - pyskl - INFO - Epoch [143][3500/3746] lr: 5.465e-04, eta: 6:19:38, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5497, top5_acc: 0.7887, loss_cls: 2.5125, loss: 2.5125 2024-12-31 16:08:37,095 - pyskl - INFO - Epoch [143][3600/3746] lr: 5.424e-04, eta: 6:18:12, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5513, top5_acc: 0.7916, loss_cls: 2.5208, loss: 2.5208 2024-12-31 16:10:01,930 - pyskl - INFO - Epoch [143][3700/3746] lr: 5.383e-04, eta: 6:16:46, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5558, top5_acc: 0.7948, loss_cls: 2.4897, loss: 2.4897 2024-12-31 16:10:42,743 - pyskl - INFO - Saving checkpoint at 143 epochs 2024-12-31 16:12:41,601 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 16:12:42,638 - pyskl - INFO - top1_acc 0.4060 top5_acc 0.6553 2024-12-31 16:12:42,638 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 16:12:42,685 - pyskl - INFO - mean_acc 0.4058 2024-12-31 16:12:42,698 - pyskl - INFO - Epoch(val) [143][309] top1_acc: 0.4060, top5_acc: 0.6553, mean_class_accuracy: 0.4058 2024-12-31 16:17:03,819 - pyskl - INFO - Epoch [144][100/3746] lr: 5.323e-04, eta: 6:14:47, time: 2.611, data_time: 1.568, memory: 15990, top1_acc: 0.5633, top5_acc: 0.8064, loss_cls: 2.4207, loss: 2.4207 2024-12-31 16:18:29,650 - pyskl - INFO - Epoch [144][200/3746] lr: 5.283e-04, eta: 6:13:20, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5689, top5_acc: 0.7961, loss_cls: 2.4290, loss: 2.4290 2024-12-31 16:19:55,465 - pyskl - INFO - Epoch [144][300/3746] lr: 5.242e-04, eta: 6:11:54, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5695, top5_acc: 0.8087, loss_cls: 2.3915, loss: 2.3915 2024-12-31 16:21:21,746 - pyskl - INFO - Epoch [144][400/3746] lr: 5.202e-04, eta: 6:10:28, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.5609, top5_acc: 0.7989, loss_cls: 2.4457, loss: 2.4457 2024-12-31 16:22:47,188 - pyskl - INFO - Epoch [144][500/3746] lr: 5.162e-04, eta: 6:09:02, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5745, top5_acc: 0.7989, loss_cls: 2.4106, loss: 2.4106 2024-12-31 16:24:12,634 - pyskl - INFO - Epoch [144][600/3746] lr: 5.122e-04, eta: 6:07:36, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5717, top5_acc: 0.8070, loss_cls: 2.4171, loss: 2.4171 2024-12-31 16:25:37,956 - pyskl - INFO - Epoch [144][700/3746] lr: 5.082e-04, eta: 6:06:10, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5680, top5_acc: 0.7961, loss_cls: 2.4621, loss: 2.4621 2024-12-31 16:27:03,585 - pyskl - INFO - Epoch [144][800/3746] lr: 5.042e-04, eta: 6:04:44, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5798, top5_acc: 0.8087, loss_cls: 2.3801, loss: 2.3801 2024-12-31 16:28:29,576 - pyskl - INFO - Epoch [144][900/3746] lr: 5.003e-04, eta: 6:03:18, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.5678, top5_acc: 0.7948, loss_cls: 2.4697, loss: 2.4697 2024-12-31 16:29:55,469 - pyskl - INFO - Epoch [144][1000/3746] lr: 4.964e-04, eta: 6:01:52, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5566, top5_acc: 0.7884, loss_cls: 2.4941, loss: 2.4941 2024-12-31 16:31:21,071 - pyskl - INFO - Epoch [144][1100/3746] lr: 4.924e-04, eta: 6:00:26, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5641, top5_acc: 0.7994, loss_cls: 2.4426, loss: 2.4426 2024-12-31 16:32:46,861 - pyskl - INFO - Epoch [144][1200/3746] lr: 4.885e-04, eta: 5:58:59, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5637, top5_acc: 0.8039, loss_cls: 2.4359, loss: 2.4359 2024-12-31 16:34:12,032 - pyskl - INFO - Epoch [144][1300/3746] lr: 4.846e-04, eta: 5:57:33, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5605, top5_acc: 0.8027, loss_cls: 2.4592, loss: 2.4592 2024-12-31 16:35:37,716 - pyskl - INFO - Epoch [144][1400/3746] lr: 4.808e-04, eta: 5:56:07, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5591, top5_acc: 0.8006, loss_cls: 2.4619, loss: 2.4619 2024-12-31 16:37:03,579 - pyskl - INFO - Epoch [144][1500/3746] lr: 4.769e-04, eta: 5:54:41, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5728, top5_acc: 0.7987, loss_cls: 2.4617, loss: 2.4617 2024-12-31 16:38:28,552 - pyskl - INFO - Epoch [144][1600/3746] lr: 4.731e-04, eta: 5:53:15, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5553, top5_acc: 0.7955, loss_cls: 2.4880, loss: 2.4880 2024-12-31 16:39:53,056 - pyskl - INFO - Epoch [144][1700/3746] lr: 4.692e-04, eta: 5:51:49, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5500, top5_acc: 0.7941, loss_cls: 2.5144, loss: 2.5144 2024-12-31 16:41:17,789 - pyskl - INFO - Epoch [144][1800/3746] lr: 4.654e-04, eta: 5:50:23, time: 0.847, data_time: 0.001, memory: 15990, top1_acc: 0.5658, top5_acc: 0.8050, loss_cls: 2.4371, loss: 2.4371 2024-12-31 16:42:42,462 - pyskl - INFO - Epoch [144][1900/3746] lr: 4.616e-04, eta: 5:48:57, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5617, top5_acc: 0.7937, loss_cls: 2.4675, loss: 2.4675 2024-12-31 16:44:06,927 - pyskl - INFO - Epoch [144][2000/3746] lr: 4.578e-04, eta: 5:47:30, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5761, top5_acc: 0.7984, loss_cls: 2.4335, loss: 2.4335 2024-12-31 16:45:31,405 - pyskl - INFO - Epoch [144][2100/3746] lr: 4.541e-04, eta: 5:46:04, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5681, top5_acc: 0.7956, loss_cls: 2.4576, loss: 2.4576 2024-12-31 16:46:55,680 - pyskl - INFO - Epoch [144][2200/3746] lr: 4.503e-04, eta: 5:44:38, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5577, top5_acc: 0.8028, loss_cls: 2.4637, loss: 2.4637 2024-12-31 16:48:20,338 - pyskl - INFO - Epoch [144][2300/3746] lr: 4.466e-04, eta: 5:43:12, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5686, top5_acc: 0.7997, loss_cls: 2.4420, loss: 2.4420 2024-12-31 16:49:45,549 - pyskl - INFO - Epoch [144][2400/3746] lr: 4.429e-04, eta: 5:41:46, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5567, top5_acc: 0.7963, loss_cls: 2.4890, loss: 2.4890 2024-12-31 16:51:10,788 - pyskl - INFO - Epoch [144][2500/3746] lr: 4.392e-04, eta: 5:40:20, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5550, top5_acc: 0.7900, loss_cls: 2.5083, loss: 2.5083 2024-12-31 16:52:36,479 - pyskl - INFO - Epoch [144][2600/3746] lr: 4.355e-04, eta: 5:38:54, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5569, top5_acc: 0.7916, loss_cls: 2.4896, loss: 2.4896 2024-12-31 16:54:01,277 - pyskl - INFO - Epoch [144][2700/3746] lr: 4.318e-04, eta: 5:37:27, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5595, top5_acc: 0.8027, loss_cls: 2.4648, loss: 2.4648 2024-12-31 16:55:26,446 - pyskl - INFO - Epoch [144][2800/3746] lr: 4.281e-04, eta: 5:36:01, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5578, top5_acc: 0.8014, loss_cls: 2.4362, loss: 2.4362 2024-12-31 16:56:51,609 - pyskl - INFO - Epoch [144][2900/3746] lr: 4.245e-04, eta: 5:34:35, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5578, top5_acc: 0.7955, loss_cls: 2.4837, loss: 2.4837 2024-12-31 16:58:17,251 - pyskl - INFO - Epoch [144][3000/3746] lr: 4.209e-04, eta: 5:33:09, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5741, top5_acc: 0.8058, loss_cls: 2.4047, loss: 2.4047 2024-12-31 16:59:42,573 - pyskl - INFO - Epoch [144][3100/3746] lr: 4.173e-04, eta: 5:31:43, time: 0.853, data_time: 0.001, memory: 15990, top1_acc: 0.5681, top5_acc: 0.7970, loss_cls: 2.4316, loss: 2.4316 2024-12-31 17:01:06,956 - pyskl - INFO - Epoch [144][3200/3746] lr: 4.137e-04, eta: 5:30:17, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5700, top5_acc: 0.8063, loss_cls: 2.4138, loss: 2.4138 2024-12-31 17:02:31,720 - pyskl - INFO - Epoch [144][3300/3746] lr: 4.101e-04, eta: 5:28:51, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5647, top5_acc: 0.7997, loss_cls: 2.4558, loss: 2.4558 2024-12-31 17:03:56,656 - pyskl - INFO - Epoch [144][3400/3746] lr: 4.065e-04, eta: 5:27:25, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5603, top5_acc: 0.7972, loss_cls: 2.4413, loss: 2.4413 2024-12-31 17:05:22,057 - pyskl - INFO - Epoch [144][3500/3746] lr: 4.030e-04, eta: 5:25:58, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5727, top5_acc: 0.7930, loss_cls: 2.4467, loss: 2.4467 2024-12-31 17:06:47,332 - pyskl - INFO - Epoch [144][3600/3746] lr: 3.994e-04, eta: 5:24:32, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5633, top5_acc: 0.7992, loss_cls: 2.4382, loss: 2.4382 2024-12-31 17:08:12,736 - pyskl - INFO - Epoch [144][3700/3746] lr: 3.959e-04, eta: 5:23:06, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5584, top5_acc: 0.7994, loss_cls: 2.4558, loss: 2.4558 2024-12-31 17:08:54,187 - pyskl - INFO - Saving checkpoint at 144 epochs 2024-12-31 17:10:53,269 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 17:10:53,999 - pyskl - INFO - top1_acc 0.4053 top5_acc 0.6597 2024-12-31 17:10:53,999 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 17:10:54,067 - pyskl - INFO - mean_acc 0.4051 2024-12-31 17:10:54,088 - pyskl - INFO - Epoch(val) [144][309] top1_acc: 0.4053, top5_acc: 0.6597, mean_class_accuracy: 0.4051 2024-12-31 17:15:18,511 - pyskl - INFO - Epoch [145][100/3746] lr: 3.908e-04, eta: 5:21:06, time: 2.644, data_time: 1.585, memory: 15990, top1_acc: 0.5666, top5_acc: 0.7997, loss_cls: 2.4418, loss: 2.4418 2024-12-31 17:16:44,068 - pyskl - INFO - Epoch [145][200/3746] lr: 3.873e-04, eta: 5:19:40, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5839, top5_acc: 0.8208, loss_cls: 2.3400, loss: 2.3400 2024-12-31 17:18:09,490 - pyskl - INFO - Epoch [145][300/3746] lr: 3.839e-04, eta: 5:18:14, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5787, top5_acc: 0.8133, loss_cls: 2.3539, loss: 2.3539 2024-12-31 17:19:35,366 - pyskl - INFO - Epoch [145][400/3746] lr: 3.804e-04, eta: 5:16:48, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5861, top5_acc: 0.8166, loss_cls: 2.3422, loss: 2.3422 2024-12-31 17:21:00,599 - pyskl - INFO - Epoch [145][500/3746] lr: 3.770e-04, eta: 5:15:22, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5739, top5_acc: 0.7984, loss_cls: 2.4344, loss: 2.4344 2024-12-31 17:22:26,025 - pyskl - INFO - Epoch [145][600/3746] lr: 3.736e-04, eta: 5:13:56, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5794, top5_acc: 0.8125, loss_cls: 2.3682, loss: 2.3682 2024-12-31 17:23:51,228 - pyskl - INFO - Epoch [145][700/3746] lr: 3.702e-04, eta: 5:12:30, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5878, top5_acc: 0.8197, loss_cls: 2.3304, loss: 2.3304 2024-12-31 17:25:17,026 - pyskl - INFO - Epoch [145][800/3746] lr: 3.668e-04, eta: 5:11:03, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5702, top5_acc: 0.8073, loss_cls: 2.3955, loss: 2.3955 2024-12-31 17:26:41,976 - pyskl - INFO - Epoch [145][900/3746] lr: 3.634e-04, eta: 5:09:37, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5798, top5_acc: 0.8105, loss_cls: 2.3843, loss: 2.3843 2024-12-31 17:28:07,357 - pyskl - INFO - Epoch [145][1000/3746] lr: 3.600e-04, eta: 5:08:11, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5681, top5_acc: 0.8005, loss_cls: 2.4287, loss: 2.4287 2024-12-31 17:29:32,518 - pyskl - INFO - Epoch [145][1100/3746] lr: 3.567e-04, eta: 5:06:45, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5747, top5_acc: 0.8044, loss_cls: 2.4090, loss: 2.4090 2024-12-31 17:30:58,560 - pyskl - INFO - Epoch [145][1200/3746] lr: 3.534e-04, eta: 5:05:19, time: 0.860, data_time: 0.001, memory: 15990, top1_acc: 0.5775, top5_acc: 0.8039, loss_cls: 2.3870, loss: 2.3870 2024-12-31 17:32:23,552 - pyskl - INFO - Epoch [145][1300/3746] lr: 3.501e-04, eta: 5:03:53, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5633, top5_acc: 0.8067, loss_cls: 2.4216, loss: 2.4216 2024-12-31 17:33:48,840 - pyskl - INFO - Epoch [145][1400/3746] lr: 3.468e-04, eta: 5:02:27, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5691, top5_acc: 0.8086, loss_cls: 2.3953, loss: 2.3953 2024-12-31 17:35:14,403 - pyskl - INFO - Epoch [145][1500/3746] lr: 3.435e-04, eta: 5:01:01, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5720, top5_acc: 0.8034, loss_cls: 2.4215, loss: 2.4215 2024-12-31 17:36:40,331 - pyskl - INFO - Epoch [145][1600/3746] lr: 3.402e-04, eta: 4:59:34, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5689, top5_acc: 0.8019, loss_cls: 2.4232, loss: 2.4232 2024-12-31 17:38:05,889 - pyskl - INFO - Epoch [145][1700/3746] lr: 3.370e-04, eta: 4:58:08, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5742, top5_acc: 0.8084, loss_cls: 2.4250, loss: 2.4250 2024-12-31 17:39:31,577 - pyskl - INFO - Epoch [145][1800/3746] lr: 3.337e-04, eta: 4:56:42, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5720, top5_acc: 0.8039, loss_cls: 2.4084, loss: 2.4084 2024-12-31 17:40:56,991 - pyskl - INFO - Epoch [145][1900/3746] lr: 3.305e-04, eta: 4:55:16, time: 0.854, data_time: 0.001, memory: 15990, top1_acc: 0.5644, top5_acc: 0.8047, loss_cls: 2.4355, loss: 2.4355 2024-12-31 17:42:22,238 - pyskl - INFO - Epoch [145][2000/3746] lr: 3.273e-04, eta: 4:53:50, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5763, top5_acc: 0.8064, loss_cls: 2.3967, loss: 2.3967 2024-12-31 17:43:47,085 - pyskl - INFO - Epoch [145][2100/3746] lr: 3.241e-04, eta: 4:52:24, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5802, top5_acc: 0.8106, loss_cls: 2.3811, loss: 2.3811 2024-12-31 17:45:12,108 - pyskl - INFO - Epoch [145][2200/3746] lr: 3.210e-04, eta: 4:50:58, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5763, top5_acc: 0.8113, loss_cls: 2.3724, loss: 2.3724 2024-12-31 17:46:37,399 - pyskl - INFO - Epoch [145][2300/3746] lr: 3.178e-04, eta: 4:49:31, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5720, top5_acc: 0.8072, loss_cls: 2.3992, loss: 2.3992 2024-12-31 17:48:03,067 - pyskl - INFO - Epoch [145][2400/3746] lr: 3.147e-04, eta: 4:48:05, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5780, top5_acc: 0.8034, loss_cls: 2.4002, loss: 2.4002 2024-12-31 17:49:28,814 - pyskl - INFO - Epoch [145][2500/3746] lr: 3.116e-04, eta: 4:46:39, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5811, top5_acc: 0.8094, loss_cls: 2.3970, loss: 2.3970 2024-12-31 17:50:53,576 - pyskl - INFO - Epoch [145][2600/3746] lr: 3.084e-04, eta: 4:45:13, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5694, top5_acc: 0.7983, loss_cls: 2.4323, loss: 2.4323 2024-12-31 17:52:18,797 - pyskl - INFO - Epoch [145][2700/3746] lr: 3.054e-04, eta: 4:43:47, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5694, top5_acc: 0.7983, loss_cls: 2.4273, loss: 2.4273 2024-12-31 17:53:43,838 - pyskl - INFO - Epoch [145][2800/3746] lr: 3.023e-04, eta: 4:42:21, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5736, top5_acc: 0.8105, loss_cls: 2.3885, loss: 2.3885 2024-12-31 17:55:09,047 - pyskl - INFO - Epoch [145][2900/3746] lr: 2.992e-04, eta: 4:40:55, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5809, top5_acc: 0.8137, loss_cls: 2.3856, loss: 2.3856 2024-12-31 17:56:33,856 - pyskl - INFO - Epoch [145][3000/3746] lr: 2.962e-04, eta: 4:39:29, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5761, top5_acc: 0.8037, loss_cls: 2.3960, loss: 2.3960 2024-12-31 17:57:58,803 - pyskl - INFO - Epoch [145][3100/3746] lr: 2.931e-04, eta: 4:38:02, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5736, top5_acc: 0.8053, loss_cls: 2.3936, loss: 2.3936 2024-12-31 17:59:23,589 - pyskl - INFO - Epoch [145][3200/3746] lr: 2.901e-04, eta: 4:36:36, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5742, top5_acc: 0.8041, loss_cls: 2.4253, loss: 2.4253 2024-12-31 18:00:48,246 - pyskl - INFO - Epoch [145][3300/3746] lr: 2.871e-04, eta: 4:35:10, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5728, top5_acc: 0.8102, loss_cls: 2.3691, loss: 2.3691 2024-12-31 18:02:13,356 - pyskl - INFO - Epoch [145][3400/3746] lr: 2.841e-04, eta: 4:33:44, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5670, top5_acc: 0.8006, loss_cls: 2.4310, loss: 2.4310 2024-12-31 18:03:38,737 - pyskl - INFO - Epoch [145][3500/3746] lr: 2.812e-04, eta: 4:32:18, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5667, top5_acc: 0.7981, loss_cls: 2.4353, loss: 2.4353 2024-12-31 18:05:03,679 - pyskl - INFO - Epoch [145][3600/3746] lr: 2.782e-04, eta: 4:30:52, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5659, top5_acc: 0.8050, loss_cls: 2.4188, loss: 2.4188 2024-12-31 18:06:29,199 - pyskl - INFO - Epoch [145][3700/3746] lr: 2.753e-04, eta: 4:29:26, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5742, top5_acc: 0.8052, loss_cls: 2.4066, loss: 2.4066 2024-12-31 18:07:10,555 - pyskl - INFO - Saving checkpoint at 145 epochs 2024-12-31 18:09:11,667 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 18:09:12,541 - pyskl - INFO - top1_acc 0.4101 top5_acc 0.6612 2024-12-31 18:09:12,541 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 18:09:12,590 - pyskl - INFO - mean_acc 0.4099 2024-12-31 18:09:12,595 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_142.pth was removed 2024-12-31 18:09:12,887 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. 2024-12-31 18:09:12,888 - pyskl - INFO - Best top1_acc is 0.4101 at 145 epoch. 2024-12-31 18:09:12,907 - pyskl - INFO - Epoch(val) [145][309] top1_acc: 0.4101, top5_acc: 0.6612, mean_class_accuracy: 0.4099 2024-12-31 18:13:32,905 - pyskl - INFO - Epoch [146][100/3746] lr: 2.710e-04, eta: 4:27:24, time: 2.600, data_time: 1.570, memory: 15990, top1_acc: 0.5756, top5_acc: 0.8147, loss_cls: 2.3617, loss: 2.3617 2024-12-31 18:14:57,806 - pyskl - INFO - Epoch [146][200/3746] lr: 2.681e-04, eta: 4:25:58, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5781, top5_acc: 0.8156, loss_cls: 2.3465, loss: 2.3465 2024-12-31 18:16:22,789 - pyskl - INFO - Epoch [146][300/3746] lr: 2.652e-04, eta: 4:24:32, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5828, top5_acc: 0.8031, loss_cls: 2.3633, loss: 2.3633 2024-12-31 18:17:47,387 - pyskl - INFO - Epoch [146][400/3746] lr: 2.624e-04, eta: 4:23:06, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5808, top5_acc: 0.8216, loss_cls: 2.3222, loss: 2.3222 2024-12-31 18:19:12,174 - pyskl - INFO - Epoch [146][500/3746] lr: 2.595e-04, eta: 4:21:40, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5877, top5_acc: 0.8203, loss_cls: 2.3234, loss: 2.3234 2024-12-31 18:20:37,095 - pyskl - INFO - Epoch [146][600/3746] lr: 2.567e-04, eta: 4:20:14, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5797, top5_acc: 0.8153, loss_cls: 2.3705, loss: 2.3705 2024-12-31 18:22:01,956 - pyskl - INFO - Epoch [146][700/3746] lr: 2.539e-04, eta: 4:18:47, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5831, top5_acc: 0.8145, loss_cls: 2.3397, loss: 2.3397 2024-12-31 18:23:26,889 - pyskl - INFO - Epoch [146][800/3746] lr: 2.511e-04, eta: 4:17:21, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5794, top5_acc: 0.8141, loss_cls: 2.3562, loss: 2.3562 2024-12-31 18:24:51,909 - pyskl - INFO - Epoch [146][900/3746] lr: 2.483e-04, eta: 4:15:55, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5769, top5_acc: 0.8172, loss_cls: 2.3434, loss: 2.3434 2024-12-31 18:26:16,791 - pyskl - INFO - Epoch [146][1000/3746] lr: 2.455e-04, eta: 4:14:29, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5713, top5_acc: 0.8113, loss_cls: 2.3853, loss: 2.3853 2024-12-31 18:27:41,777 - pyskl - INFO - Epoch [146][1100/3746] lr: 2.427e-04, eta: 4:13:03, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5858, top5_acc: 0.8194, loss_cls: 2.3477, loss: 2.3477 2024-12-31 18:29:06,710 - pyskl - INFO - Epoch [146][1200/3746] lr: 2.400e-04, eta: 4:11:37, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5830, top5_acc: 0.8047, loss_cls: 2.3769, loss: 2.3769 2024-12-31 18:30:31,489 - pyskl - INFO - Epoch [146][1300/3746] lr: 2.373e-04, eta: 4:10:10, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5884, top5_acc: 0.8155, loss_cls: 2.3541, loss: 2.3541 2024-12-31 18:31:55,886 - pyskl - INFO - Epoch [146][1400/3746] lr: 2.345e-04, eta: 4:08:44, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5759, top5_acc: 0.8144, loss_cls: 2.3524, loss: 2.3524 2024-12-31 18:33:20,802 - pyskl - INFO - Epoch [146][1500/3746] lr: 2.318e-04, eta: 4:07:18, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5925, top5_acc: 0.8142, loss_cls: 2.3322, loss: 2.3322 2024-12-31 18:34:45,770 - pyskl - INFO - Epoch [146][1600/3746] lr: 2.292e-04, eta: 4:05:52, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5841, top5_acc: 0.8139, loss_cls: 2.3430, loss: 2.3430 2024-12-31 18:36:10,623 - pyskl - INFO - Epoch [146][1700/3746] lr: 2.265e-04, eta: 4:04:26, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5880, top5_acc: 0.8113, loss_cls: 2.3640, loss: 2.3640 2024-12-31 18:37:35,566 - pyskl - INFO - Epoch [146][1800/3746] lr: 2.239e-04, eta: 4:03:00, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5833, top5_acc: 0.8092, loss_cls: 2.3551, loss: 2.3551 2024-12-31 18:39:00,568 - pyskl - INFO - Epoch [146][1900/3746] lr: 2.212e-04, eta: 4:01:34, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5814, top5_acc: 0.8184, loss_cls: 2.3289, loss: 2.3289 2024-12-31 18:40:25,628 - pyskl - INFO - Epoch [146][2000/3746] lr: 2.186e-04, eta: 4:00:07, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5802, top5_acc: 0.8127, loss_cls: 2.3703, loss: 2.3703 2024-12-31 18:41:50,534 - pyskl - INFO - Epoch [146][2100/3746] lr: 2.160e-04, eta: 3:58:41, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5794, top5_acc: 0.8080, loss_cls: 2.3734, loss: 2.3734 2024-12-31 18:43:15,707 - pyskl - INFO - Epoch [146][2200/3746] lr: 2.134e-04, eta: 3:57:15, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5805, top5_acc: 0.8055, loss_cls: 2.3853, loss: 2.3853 2024-12-31 18:44:40,414 - pyskl - INFO - Epoch [146][2300/3746] lr: 2.108e-04, eta: 3:55:49, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5772, top5_acc: 0.8167, loss_cls: 2.3671, loss: 2.3671 2024-12-31 18:46:04,911 - pyskl - INFO - Epoch [146][2400/3746] lr: 2.083e-04, eta: 3:54:23, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5786, top5_acc: 0.8155, loss_cls: 2.3623, loss: 2.3623 2024-12-31 18:47:29,764 - pyskl - INFO - Epoch [146][2500/3746] lr: 2.057e-04, eta: 3:52:57, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5748, top5_acc: 0.8089, loss_cls: 2.3787, loss: 2.3787 2024-12-31 18:48:54,621 - pyskl - INFO - Epoch [146][2600/3746] lr: 2.032e-04, eta: 3:51:30, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5848, top5_acc: 0.8125, loss_cls: 2.3462, loss: 2.3462 2024-12-31 18:50:19,657 - pyskl - INFO - Epoch [146][2700/3746] lr: 2.007e-04, eta: 3:50:04, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5816, top5_acc: 0.8056, loss_cls: 2.3788, loss: 2.3788 2024-12-31 18:51:44,737 - pyskl - INFO - Epoch [146][2800/3746] lr: 1.982e-04, eta: 3:48:38, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5747, top5_acc: 0.8113, loss_cls: 2.3824, loss: 2.3824 2024-12-31 18:53:09,931 - pyskl - INFO - Epoch [146][2900/3746] lr: 1.957e-04, eta: 3:47:12, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5852, top5_acc: 0.8161, loss_cls: 2.3429, loss: 2.3429 2024-12-31 18:54:35,023 - pyskl - INFO - Epoch [146][3000/3746] lr: 1.933e-04, eta: 3:45:46, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5802, top5_acc: 0.8089, loss_cls: 2.3559, loss: 2.3559 2024-12-31 18:56:00,056 - pyskl - INFO - Epoch [146][3100/3746] lr: 1.908e-04, eta: 3:44:20, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5897, top5_acc: 0.8183, loss_cls: 2.3301, loss: 2.3301 2024-12-31 18:57:25,147 - pyskl - INFO - Epoch [146][3200/3746] lr: 1.884e-04, eta: 3:42:54, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5669, top5_acc: 0.8020, loss_cls: 2.4181, loss: 2.4181 2024-12-31 18:58:50,343 - pyskl - INFO - Epoch [146][3300/3746] lr: 1.860e-04, eta: 3:41:27, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5819, top5_acc: 0.8142, loss_cls: 2.3635, loss: 2.3635 2024-12-31 19:00:15,349 - pyskl - INFO - Epoch [146][3400/3746] lr: 1.836e-04, eta: 3:40:01, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5814, top5_acc: 0.8063, loss_cls: 2.3673, loss: 2.3673 2024-12-31 19:01:40,115 - pyskl - INFO - Epoch [146][3500/3746] lr: 1.812e-04, eta: 3:38:35, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5867, top5_acc: 0.8063, loss_cls: 2.3470, loss: 2.3470 2024-12-31 19:03:04,872 - pyskl - INFO - Epoch [146][3600/3746] lr: 1.788e-04, eta: 3:37:09, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5770, top5_acc: 0.8119, loss_cls: 2.3577, loss: 2.3577 2024-12-31 19:04:30,010 - pyskl - INFO - Epoch [146][3700/3746] lr: 1.765e-04, eta: 3:35:43, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5789, top5_acc: 0.8130, loss_cls: 2.3444, loss: 2.3444 2024-12-31 19:05:11,233 - pyskl - INFO - Saving checkpoint at 146 epochs 2024-12-31 19:07:11,385 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 19:07:12,097 - pyskl - INFO - top1_acc 0.4099 top5_acc 0.6592 2024-12-31 19:07:12,097 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 19:07:12,157 - pyskl - INFO - mean_acc 0.4096 2024-12-31 19:07:12,171 - pyskl - INFO - Epoch(val) [146][309] top1_acc: 0.4099, top5_acc: 0.6592, mean_class_accuracy: 0.4096 2024-12-31 19:11:32,384 - pyskl - INFO - Epoch [147][100/3746] lr: 1.730e-04, eta: 3:33:41, time: 2.602, data_time: 1.548, memory: 15990, top1_acc: 0.5905, top5_acc: 0.8213, loss_cls: 2.3064, loss: 2.3064 2024-12-31 19:12:57,517 - pyskl - INFO - Epoch [147][200/3746] lr: 1.707e-04, eta: 3:32:15, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5978, top5_acc: 0.8195, loss_cls: 2.3048, loss: 2.3048 2024-12-31 19:14:22,719 - pyskl - INFO - Epoch [147][300/3746] lr: 1.684e-04, eta: 3:30:48, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5859, top5_acc: 0.8194, loss_cls: 2.3185, loss: 2.3185 2024-12-31 19:15:47,677 - pyskl - INFO - Epoch [147][400/3746] lr: 1.661e-04, eta: 3:29:22, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5927, top5_acc: 0.8241, loss_cls: 2.2990, loss: 2.2990 2024-12-31 19:17:12,761 - pyskl - INFO - Epoch [147][500/3746] lr: 1.639e-04, eta: 3:27:56, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5816, top5_acc: 0.8125, loss_cls: 2.3434, loss: 2.3434 2024-12-31 19:18:38,068 - pyskl - INFO - Epoch [147][600/3746] lr: 1.616e-04, eta: 3:26:30, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5914, top5_acc: 0.8173, loss_cls: 2.3102, loss: 2.3102 2024-12-31 19:20:03,114 - pyskl - INFO - Epoch [147][700/3746] lr: 1.594e-04, eta: 3:25:04, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5839, top5_acc: 0.8125, loss_cls: 2.3417, loss: 2.3417 2024-12-31 19:21:28,881 - pyskl - INFO - Epoch [147][800/3746] lr: 1.572e-04, eta: 3:23:38, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5925, top5_acc: 0.8172, loss_cls: 2.3064, loss: 2.3064 2024-12-31 19:22:54,537 - pyskl - INFO - Epoch [147][900/3746] lr: 1.550e-04, eta: 3:22:11, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5909, top5_acc: 0.8214, loss_cls: 2.2916, loss: 2.2916 2024-12-31 19:24:20,375 - pyskl - INFO - Epoch [147][1000/3746] lr: 1.528e-04, eta: 3:20:45, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5894, top5_acc: 0.8152, loss_cls: 2.3457, loss: 2.3457 2024-12-31 19:25:45,973 - pyskl - INFO - Epoch [147][1100/3746] lr: 1.506e-04, eta: 3:19:19, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5889, top5_acc: 0.8187, loss_cls: 2.3099, loss: 2.3099 2024-12-31 19:27:11,577 - pyskl - INFO - Epoch [147][1200/3746] lr: 1.484e-04, eta: 3:17:53, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5850, top5_acc: 0.8217, loss_cls: 2.3182, loss: 2.3182 2024-12-31 19:28:36,097 - pyskl - INFO - Epoch [147][1300/3746] lr: 1.463e-04, eta: 3:16:27, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.5813, top5_acc: 0.8183, loss_cls: 2.3461, loss: 2.3461 2024-12-31 19:30:00,235 - pyskl - INFO - Epoch [147][1400/3746] lr: 1.442e-04, eta: 3:15:01, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.5897, top5_acc: 0.8166, loss_cls: 2.3224, loss: 2.3224 2024-12-31 19:31:24,788 - pyskl - INFO - Epoch [147][1500/3746] lr: 1.420e-04, eta: 3:13:34, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5797, top5_acc: 0.8194, loss_cls: 2.3398, loss: 2.3398 2024-12-31 19:32:49,556 - pyskl - INFO - Epoch [147][1600/3746] lr: 1.399e-04, eta: 3:12:08, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5848, top5_acc: 0.8103, loss_cls: 2.3654, loss: 2.3654 2024-12-31 19:34:14,482 - pyskl - INFO - Epoch [147][1700/3746] lr: 1.379e-04, eta: 3:10:42, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5983, top5_acc: 0.8250, loss_cls: 2.2760, loss: 2.2760 2024-12-31 19:35:39,409 - pyskl - INFO - Epoch [147][1800/3746] lr: 1.358e-04, eta: 3:09:16, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5884, top5_acc: 0.8134, loss_cls: 2.3395, loss: 2.3395 2024-12-31 19:37:03,812 - pyskl - INFO - Epoch [147][1900/3746] lr: 1.337e-04, eta: 3:07:50, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5798, top5_acc: 0.8120, loss_cls: 2.3215, loss: 2.3215 2024-12-31 19:38:28,436 - pyskl - INFO - Epoch [147][2000/3746] lr: 1.317e-04, eta: 3:06:24, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5942, top5_acc: 0.8222, loss_cls: 2.2986, loss: 2.2986 2024-12-31 19:39:53,395 - pyskl - INFO - Epoch [147][2100/3746] lr: 1.297e-04, eta: 3:04:57, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5967, top5_acc: 0.8211, loss_cls: 2.2877, loss: 2.2877 2024-12-31 19:41:18,081 - pyskl - INFO - Epoch [147][2200/3746] lr: 1.277e-04, eta: 3:03:31, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5880, top5_acc: 0.8144, loss_cls: 2.3330, loss: 2.3330 2024-12-31 19:42:43,263 - pyskl - INFO - Epoch [147][2300/3746] lr: 1.257e-04, eta: 3:02:05, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5794, top5_acc: 0.8131, loss_cls: 2.3353, loss: 2.3353 2024-12-31 19:44:07,615 - pyskl - INFO - Epoch [147][2400/3746] lr: 1.237e-04, eta: 3:00:39, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5944, top5_acc: 0.8175, loss_cls: 2.3173, loss: 2.3173 2024-12-31 19:45:32,042 - pyskl - INFO - Epoch [147][2500/3746] lr: 1.218e-04, eta: 2:59:13, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.5828, top5_acc: 0.8172, loss_cls: 2.3398, loss: 2.3398 2024-12-31 19:46:56,784 - pyskl - INFO - Epoch [147][2600/3746] lr: 1.198e-04, eta: 2:57:47, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5784, top5_acc: 0.8089, loss_cls: 2.3706, loss: 2.3706 2024-12-31 19:48:20,952 - pyskl - INFO - Epoch [147][2700/3746] lr: 1.179e-04, eta: 2:56:20, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.5919, top5_acc: 0.8227, loss_cls: 2.2881, loss: 2.2881 2024-12-31 19:49:44,698 - pyskl - INFO - Epoch [147][2800/3746] lr: 1.160e-04, eta: 2:54:54, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5856, top5_acc: 0.8105, loss_cls: 2.3349, loss: 2.3349 2024-12-31 19:51:09,190 - pyskl - INFO - Epoch [147][2900/3746] lr: 1.141e-04, eta: 2:53:28, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5869, top5_acc: 0.8145, loss_cls: 2.3150, loss: 2.3150 2024-12-31 19:52:33,865 - pyskl - INFO - Epoch [147][3000/3746] lr: 1.122e-04, eta: 2:52:02, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5853, top5_acc: 0.8253, loss_cls: 2.2959, loss: 2.2959 2024-12-31 19:53:58,198 - pyskl - INFO - Epoch [147][3100/3746] lr: 1.103e-04, eta: 2:50:36, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5886, top5_acc: 0.8155, loss_cls: 2.3290, loss: 2.3290 2024-12-31 19:55:22,496 - pyskl - INFO - Epoch [147][3200/3746] lr: 1.085e-04, eta: 2:49:09, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5881, top5_acc: 0.8133, loss_cls: 2.3280, loss: 2.3280 2024-12-31 19:56:46,714 - pyskl - INFO - Epoch [147][3300/3746] lr: 1.067e-04, eta: 2:47:43, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.5908, top5_acc: 0.8237, loss_cls: 2.3084, loss: 2.3084 2024-12-31 19:58:11,206 - pyskl - INFO - Epoch [147][3400/3746] lr: 1.048e-04, eta: 2:46:17, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5891, top5_acc: 0.8155, loss_cls: 2.3333, loss: 2.3333 2024-12-31 19:59:35,353 - pyskl - INFO - Epoch [147][3500/3746] lr: 1.030e-04, eta: 2:44:51, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.5930, top5_acc: 0.8094, loss_cls: 2.3380, loss: 2.3380 2024-12-31 20:00:59,568 - pyskl - INFO - Epoch [147][3600/3746] lr: 1.013e-04, eta: 2:43:25, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.5792, top5_acc: 0.8158, loss_cls: 2.3589, loss: 2.3589 2024-12-31 20:02:24,212 - pyskl - INFO - Epoch [147][3700/3746] lr: 9.949e-05, eta: 2:41:59, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5911, top5_acc: 0.8173, loss_cls: 2.3262, loss: 2.3262 2024-12-31 20:03:04,532 - pyskl - INFO - Saving checkpoint at 147 epochs 2024-12-31 20:05:03,843 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 20:05:04,595 - pyskl - INFO - top1_acc 0.4122 top5_acc 0.6605 2024-12-31 20:05:04,595 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 20:05:04,653 - pyskl - INFO - mean_acc 0.4120 2024-12-31 20:05:04,665 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_145.pth was removed 2024-12-31 20:05:04,941 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. 2024-12-31 20:05:04,942 - pyskl - INFO - Best top1_acc is 0.4122 at 147 epoch. 2024-12-31 20:05:04,960 - pyskl - INFO - Epoch(val) [147][309] top1_acc: 0.4122, top5_acc: 0.6605, mean_class_accuracy: 0.4120 2024-12-31 20:09:21,362 - pyskl - INFO - Epoch [148][100/3746] lr: 9.693e-05, eta: 2:39:56, time: 2.564, data_time: 1.527, memory: 15990, top1_acc: 0.5842, top5_acc: 0.8178, loss_cls: 2.3281, loss: 2.3281 2024-12-31 20:10:46,889 - pyskl - INFO - Epoch [148][200/3746] lr: 9.520e-05, eta: 2:38:29, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.6033, top5_acc: 0.8280, loss_cls: 2.2709, loss: 2.2709 2024-12-31 20:12:12,886 - pyskl - INFO - Epoch [148][300/3746] lr: 9.348e-05, eta: 2:37:03, time: 0.860, data_time: 0.000, memory: 15990, top1_acc: 0.5991, top5_acc: 0.8173, loss_cls: 2.3145, loss: 2.3145 2024-12-31 20:13:38,483 - pyskl - INFO - Epoch [148][400/3746] lr: 9.178e-05, eta: 2:35:37, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5867, top5_acc: 0.8161, loss_cls: 2.3289, loss: 2.3289 2024-12-31 20:15:04,544 - pyskl - INFO - Epoch [148][500/3746] lr: 9.010e-05, eta: 2:34:11, time: 0.861, data_time: 0.000, memory: 15990, top1_acc: 0.5858, top5_acc: 0.8170, loss_cls: 2.3318, loss: 2.3318 2024-12-31 20:16:30,870 - pyskl - INFO - Epoch [148][600/3746] lr: 8.843e-05, eta: 2:32:45, time: 0.863, data_time: 0.000, memory: 15990, top1_acc: 0.5928, top5_acc: 0.8159, loss_cls: 2.3064, loss: 2.3064 2024-12-31 20:17:57,110 - pyskl - INFO - Epoch [148][700/3746] lr: 8.678e-05, eta: 2:31:19, time: 0.862, data_time: 0.000, memory: 15990, top1_acc: 0.6017, top5_acc: 0.8244, loss_cls: 2.2894, loss: 2.2894 2024-12-31 20:19:23,014 - pyskl - INFO - Epoch [148][800/3746] lr: 8.514e-05, eta: 2:29:52, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5995, top5_acc: 0.8253, loss_cls: 2.2748, loss: 2.2748 2024-12-31 20:20:48,954 - pyskl - INFO - Epoch [148][900/3746] lr: 8.351e-05, eta: 2:28:26, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.6008, top5_acc: 0.8236, loss_cls: 2.2822, loss: 2.2822 2024-12-31 20:22:14,904 - pyskl - INFO - Epoch [148][1000/3746] lr: 8.191e-05, eta: 2:27:00, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.6089, top5_acc: 0.8283, loss_cls: 2.2538, loss: 2.2538 2024-12-31 20:23:40,763 - pyskl - INFO - Epoch [148][1100/3746] lr: 8.031e-05, eta: 2:25:34, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.6022, top5_acc: 0.8233, loss_cls: 2.2873, loss: 2.2873 2024-12-31 20:25:06,000 - pyskl - INFO - Epoch [148][1200/3746] lr: 7.874e-05, eta: 2:24:08, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5958, top5_acc: 0.8186, loss_cls: 2.3089, loss: 2.3089 2024-12-31 20:26:31,501 - pyskl - INFO - Epoch [148][1300/3746] lr: 7.718e-05, eta: 2:22:42, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5855, top5_acc: 0.8144, loss_cls: 2.3458, loss: 2.3458 2024-12-31 20:27:56,731 - pyskl - INFO - Epoch [148][1400/3746] lr: 7.563e-05, eta: 2:21:15, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.6023, top5_acc: 0.8250, loss_cls: 2.2660, loss: 2.2660 2024-12-31 20:29:22,266 - pyskl - INFO - Epoch [148][1500/3746] lr: 7.410e-05, eta: 2:19:49, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5905, top5_acc: 0.8147, loss_cls: 2.3064, loss: 2.3064 2024-12-31 20:30:48,166 - pyskl - INFO - Epoch [148][1600/3746] lr: 7.259e-05, eta: 2:18:23, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.6042, top5_acc: 0.8283, loss_cls: 2.2788, loss: 2.2788 2024-12-31 20:32:14,020 - pyskl - INFO - Epoch [148][1700/3746] lr: 7.109e-05, eta: 2:16:57, time: 0.859, data_time: 0.000, memory: 15990, top1_acc: 0.5945, top5_acc: 0.8178, loss_cls: 2.3063, loss: 2.3063 2024-12-31 20:33:39,588 - pyskl - INFO - Epoch [148][1800/3746] lr: 6.961e-05, eta: 2:15:31, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5839, top5_acc: 0.8159, loss_cls: 2.3269, loss: 2.3269 2024-12-31 20:35:05,319 - pyskl - INFO - Epoch [148][1900/3746] lr: 6.814e-05, eta: 2:14:05, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5861, top5_acc: 0.8152, loss_cls: 2.3309, loss: 2.3309 2024-12-31 20:36:30,576 - pyskl - INFO - Epoch [148][2000/3746] lr: 6.669e-05, eta: 2:12:38, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.6005, top5_acc: 0.8245, loss_cls: 2.2819, loss: 2.2819 2024-12-31 20:37:56,419 - pyskl - INFO - Epoch [148][2100/3746] lr: 6.526e-05, eta: 2:11:12, time: 0.858, data_time: 0.000, memory: 15990, top1_acc: 0.5988, top5_acc: 0.8214, loss_cls: 2.2937, loss: 2.2937 2024-12-31 20:39:21,663 - pyskl - INFO - Epoch [148][2200/3746] lr: 6.384e-05, eta: 2:09:46, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5988, top5_acc: 0.8183, loss_cls: 2.2984, loss: 2.2984 2024-12-31 20:40:47,118 - pyskl - INFO - Epoch [148][2300/3746] lr: 6.243e-05, eta: 2:08:20, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.5923, top5_acc: 0.8206, loss_cls: 2.2994, loss: 2.2994 2024-12-31 20:42:12,393 - pyskl - INFO - Epoch [148][2400/3746] lr: 6.104e-05, eta: 2:06:54, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5998, top5_acc: 0.8225, loss_cls: 2.2649, loss: 2.2649 2024-12-31 20:43:37,725 - pyskl - INFO - Epoch [148][2500/3746] lr: 5.967e-05, eta: 2:05:28, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5895, top5_acc: 0.8186, loss_cls: 2.2820, loss: 2.2820 2024-12-31 20:45:03,107 - pyskl - INFO - Epoch [148][2600/3746] lr: 5.831e-05, eta: 2:04:01, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.6067, top5_acc: 0.8228, loss_cls: 2.2737, loss: 2.2737 2024-12-31 20:46:27,973 - pyskl - INFO - Epoch [148][2700/3746] lr: 5.697e-05, eta: 2:02:35, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5986, top5_acc: 0.8194, loss_cls: 2.2871, loss: 2.2871 2024-12-31 20:47:53,251 - pyskl - INFO - Epoch [148][2800/3746] lr: 5.564e-05, eta: 2:01:09, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.5917, top5_acc: 0.8237, loss_cls: 2.2803, loss: 2.2803 2024-12-31 20:49:18,355 - pyskl - INFO - Epoch [148][2900/3746] lr: 5.433e-05, eta: 1:59:43, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5903, top5_acc: 0.8216, loss_cls: 2.2912, loss: 2.2912 2024-12-31 20:50:43,540 - pyskl - INFO - Epoch [148][3000/3746] lr: 5.304e-05, eta: 1:58:17, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5816, top5_acc: 0.8144, loss_cls: 2.3567, loss: 2.3567 2024-12-31 20:52:08,780 - pyskl - INFO - Epoch [148][3100/3746] lr: 5.176e-05, eta: 1:56:51, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5984, top5_acc: 0.8189, loss_cls: 2.2927, loss: 2.2927 2024-12-31 20:53:33,762 - pyskl - INFO - Epoch [148][3200/3746] lr: 5.050e-05, eta: 1:55:24, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.6020, top5_acc: 0.8275, loss_cls: 2.2566, loss: 2.2566 2024-12-31 20:54:59,010 - pyskl - INFO - Epoch [148][3300/3746] lr: 4.925e-05, eta: 1:53:58, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5892, top5_acc: 0.8230, loss_cls: 2.3067, loss: 2.3067 2024-12-31 20:56:23,940 - pyskl - INFO - Epoch [148][3400/3746] lr: 4.801e-05, eta: 1:52:32, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5981, top5_acc: 0.8242, loss_cls: 2.2816, loss: 2.2816 2024-12-31 20:57:48,939 - pyskl - INFO - Epoch [148][3500/3746] lr: 4.680e-05, eta: 1:51:06, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5914, top5_acc: 0.8097, loss_cls: 2.3134, loss: 2.3134 2024-12-31 20:59:13,831 - pyskl - INFO - Epoch [148][3600/3746] lr: 4.560e-05, eta: 1:49:40, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.6022, top5_acc: 0.8325, loss_cls: 2.2640, loss: 2.2640 2024-12-31 21:00:39,568 - pyskl - INFO - Epoch [148][3700/3746] lr: 4.441e-05, eta: 1:48:14, time: 0.857, data_time: 0.000, memory: 15990, top1_acc: 0.5975, top5_acc: 0.8236, loss_cls: 2.2845, loss: 2.2845 2024-12-31 21:01:20,457 - pyskl - INFO - Saving checkpoint at 148 epochs 2024-12-31 21:03:20,773 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 21:03:21,481 - pyskl - INFO - top1_acc 0.4128 top5_acc 0.6613 2024-12-31 21:03:21,481 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 21:03:21,521 - pyskl - INFO - mean_acc 0.4125 2024-12-31 21:03:21,526 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_147.pth was removed 2024-12-31 21:03:21,801 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. 2024-12-31 21:03:21,801 - pyskl - INFO - Best top1_acc is 0.4128 at 148 epoch. 2024-12-31 21:03:21,812 - pyskl - INFO - Epoch(val) [148][309] top1_acc: 0.4128, top5_acc: 0.6613, mean_class_accuracy: 0.4125 2024-12-31 21:07:42,407 - pyskl - INFO - Epoch [149][100/3746] lr: 4.271e-05, eta: 1:46:10, time: 2.606, data_time: 1.578, memory: 15990, top1_acc: 0.5991, top5_acc: 0.8248, loss_cls: 2.2690, loss: 2.2690 2024-12-31 21:09:07,438 - pyskl - INFO - Epoch [149][200/3746] lr: 4.156e-05, eta: 1:44:43, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.6089, top5_acc: 0.8298, loss_cls: 2.2350, loss: 2.2350 2024-12-31 21:10:32,195 - pyskl - INFO - Epoch [149][300/3746] lr: 4.043e-05, eta: 1:43:17, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5964, top5_acc: 0.8217, loss_cls: 2.2799, loss: 2.2799 2024-12-31 21:11:56,813 - pyskl - INFO - Epoch [149][400/3746] lr: 3.931e-05, eta: 1:41:51, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5948, top5_acc: 0.8233, loss_cls: 2.2827, loss: 2.2827 2024-12-31 21:13:22,174 - pyskl - INFO - Epoch [149][500/3746] lr: 3.821e-05, eta: 1:40:25, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5961, top5_acc: 0.8200, loss_cls: 2.2785, loss: 2.2785 2024-12-31 21:14:46,860 - pyskl - INFO - Epoch [149][600/3746] lr: 3.713e-05, eta: 1:38:59, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5962, top5_acc: 0.8278, loss_cls: 2.2658, loss: 2.2658 2024-12-31 21:16:12,216 - pyskl - INFO - Epoch [149][700/3746] lr: 3.606e-05, eta: 1:37:32, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5983, top5_acc: 0.8177, loss_cls: 2.2918, loss: 2.2918 2024-12-31 21:17:36,934 - pyskl - INFO - Epoch [149][800/3746] lr: 3.500e-05, eta: 1:36:06, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.5995, top5_acc: 0.8214, loss_cls: 2.2789, loss: 2.2789 2024-12-31 21:19:02,329 - pyskl - INFO - Epoch [149][900/3746] lr: 3.397e-05, eta: 1:34:40, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.5895, top5_acc: 0.8231, loss_cls: 2.2917, loss: 2.2917 2024-12-31 21:20:27,309 - pyskl - INFO - Epoch [149][1000/3746] lr: 3.294e-05, eta: 1:33:14, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5900, top5_acc: 0.8256, loss_cls: 2.3111, loss: 2.3111 2024-12-31 21:21:52,801 - pyskl - INFO - Epoch [149][1100/3746] lr: 3.194e-05, eta: 1:31:48, time: 0.855, data_time: 0.001, memory: 15990, top1_acc: 0.5917, top5_acc: 0.8164, loss_cls: 2.3162, loss: 2.3162 2024-12-31 21:23:17,959 - pyskl - INFO - Epoch [149][1200/3746] lr: 3.095e-05, eta: 1:30:22, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5945, top5_acc: 0.8202, loss_cls: 2.2922, loss: 2.2922 2024-12-31 21:24:42,751 - pyskl - INFO - Epoch [149][1300/3746] lr: 2.997e-05, eta: 1:28:55, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5975, top5_acc: 0.8217, loss_cls: 2.2872, loss: 2.2872 2024-12-31 21:26:07,547 - pyskl - INFO - Epoch [149][1400/3746] lr: 2.901e-05, eta: 1:27:29, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5939, top5_acc: 0.8202, loss_cls: 2.3061, loss: 2.3061 2024-12-31 21:27:32,863 - pyskl - INFO - Epoch [149][1500/3746] lr: 2.807e-05, eta: 1:26:03, time: 0.853, data_time: 0.000, memory: 15990, top1_acc: 0.6036, top5_acc: 0.8331, loss_cls: 2.2558, loss: 2.2558 2024-12-31 21:28:57,424 - pyskl - INFO - Epoch [149][1600/3746] lr: 2.714e-05, eta: 1:24:37, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5936, top5_acc: 0.8172, loss_cls: 2.3078, loss: 2.3078 2024-12-31 21:30:22,235 - pyskl - INFO - Epoch [149][1700/3746] lr: 2.622e-05, eta: 1:23:11, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.6045, top5_acc: 0.8219, loss_cls: 2.2776, loss: 2.2776 2024-12-31 21:31:47,175 - pyskl - INFO - Epoch [149][1800/3746] lr: 2.533e-05, eta: 1:21:44, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5894, top5_acc: 0.8191, loss_cls: 2.2928, loss: 2.2928 2024-12-31 21:33:12,727 - pyskl - INFO - Epoch [149][1900/3746] lr: 2.444e-05, eta: 1:20:18, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5855, top5_acc: 0.8255, loss_cls: 2.3077, loss: 2.3077 2024-12-31 21:34:37,550 - pyskl - INFO - Epoch [149][2000/3746] lr: 2.358e-05, eta: 1:18:52, time: 0.848, data_time: 0.001, memory: 15990, top1_acc: 0.6008, top5_acc: 0.8281, loss_cls: 2.2609, loss: 2.2609 2024-12-31 21:36:02,626 - pyskl - INFO - Epoch [149][2100/3746] lr: 2.273e-05, eta: 1:17:26, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5977, top5_acc: 0.8170, loss_cls: 2.3049, loss: 2.3049 2024-12-31 21:37:27,279 - pyskl - INFO - Epoch [149][2200/3746] lr: 2.189e-05, eta: 1:16:00, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.6042, top5_acc: 0.8286, loss_cls: 2.2489, loss: 2.2489 2024-12-31 21:38:52,008 - pyskl - INFO - Epoch [149][2300/3746] lr: 2.107e-05, eta: 1:14:34, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.6034, top5_acc: 0.8213, loss_cls: 2.2740, loss: 2.2740 2024-12-31 21:40:17,202 - pyskl - INFO - Epoch [149][2400/3746] lr: 2.027e-05, eta: 1:13:07, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5911, top5_acc: 0.8231, loss_cls: 2.2972, loss: 2.2972 2024-12-31 21:41:42,105 - pyskl - INFO - Epoch [149][2500/3746] lr: 1.948e-05, eta: 1:11:41, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.6002, top5_acc: 0.8234, loss_cls: 2.2668, loss: 2.2668 2024-12-31 21:43:06,632 - pyskl - INFO - Epoch [149][2600/3746] lr: 1.871e-05, eta: 1:10:15, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5920, top5_acc: 0.8234, loss_cls: 2.2990, loss: 2.2990 2024-12-31 21:44:32,163 - pyskl - INFO - Epoch [149][2700/3746] lr: 1.795e-05, eta: 1:08:49, time: 0.855, data_time: 0.000, memory: 15990, top1_acc: 0.6086, top5_acc: 0.8266, loss_cls: 2.2537, loss: 2.2537 2024-12-31 21:45:57,157 - pyskl - INFO - Epoch [149][2800/3746] lr: 1.721e-05, eta: 1:07:23, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.6005, top5_acc: 0.8348, loss_cls: 2.2296, loss: 2.2296 2024-12-31 21:47:22,216 - pyskl - INFO - Epoch [149][2900/3746] lr: 1.649e-05, eta: 1:05:56, time: 0.851, data_time: 0.001, memory: 15990, top1_acc: 0.6036, top5_acc: 0.8303, loss_cls: 2.2433, loss: 2.2433 2024-12-31 21:48:47,245 - pyskl - INFO - Epoch [149][3000/3746] lr: 1.578e-05, eta: 1:04:30, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5998, top5_acc: 0.8236, loss_cls: 2.2819, loss: 2.2819 2024-12-31 21:50:11,772 - pyskl - INFO - Epoch [149][3100/3746] lr: 1.508e-05, eta: 1:03:04, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.6042, top5_acc: 0.8269, loss_cls: 2.2458, loss: 2.2458 2024-12-31 21:51:35,967 - pyskl - INFO - Epoch [149][3200/3746] lr: 1.440e-05, eta: 1:01:38, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.6017, top5_acc: 0.8239, loss_cls: 2.2598, loss: 2.2598 2024-12-31 21:53:00,532 - pyskl - INFO - Epoch [149][3300/3746] lr: 1.374e-05, eta: 1:00:12, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.6000, top5_acc: 0.8294, loss_cls: 2.2586, loss: 2.2586 2024-12-31 21:54:24,732 - pyskl - INFO - Epoch [149][3400/3746] lr: 1.309e-05, eta: 0:58:46, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.5900, top5_acc: 0.8198, loss_cls: 2.3068, loss: 2.3068 2024-12-31 21:55:48,878 - pyskl - INFO - Epoch [149][3500/3746] lr: 1.246e-05, eta: 0:57:19, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.6044, top5_acc: 0.8314, loss_cls: 2.2316, loss: 2.2316 2024-12-31 21:57:12,710 - pyskl - INFO - Epoch [149][3600/3746] lr: 1.184e-05, eta: 0:55:53, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.6050, top5_acc: 0.8242, loss_cls: 2.2520, loss: 2.2520 2024-12-31 21:58:37,275 - pyskl - INFO - Epoch [149][3700/3746] lr: 1.124e-05, eta: 0:54:27, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5948, top5_acc: 0.8189, loss_cls: 2.3021, loss: 2.3021 2024-12-31 21:59:18,157 - pyskl - INFO - Saving checkpoint at 149 epochs 2024-12-31 22:01:16,887 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 22:01:17,664 - pyskl - INFO - top1_acc 0.4129 top5_acc 0.6607 2024-12-31 22:01:17,664 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 22:01:17,704 - pyskl - INFO - mean_acc 0.4127 2024-12-31 22:01:17,710 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_148.pth was removed 2024-12-31 22:01:17,972 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. 2024-12-31 22:01:17,972 - pyskl - INFO - Best top1_acc is 0.4129 at 149 epoch. 2024-12-31 22:01:17,984 - pyskl - INFO - Epoch(val) [149][309] top1_acc: 0.4129, top5_acc: 0.6607, mean_class_accuracy: 0.4127 2024-12-31 22:05:33,434 - pyskl - INFO - Epoch [150][100/3746] lr: 1.039e-05, eta: 0:52:22, time: 2.554, data_time: 1.531, memory: 15990, top1_acc: 0.5902, top5_acc: 0.8219, loss_cls: 2.2837, loss: 2.2837 2024-12-31 22:06:58,591 - pyskl - INFO - Epoch [150][200/3746] lr: 9.832e-06, eta: 0:50:56, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.5905, top5_acc: 0.8161, loss_cls: 2.3020, loss: 2.3020 2024-12-31 22:08:23,079 - pyskl - INFO - Epoch [150][300/3746] lr: 9.285e-06, eta: 0:49:30, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5991, top5_acc: 0.8209, loss_cls: 2.2825, loss: 2.2825 2024-12-31 22:09:48,111 - pyskl - INFO - Epoch [150][400/3746] lr: 8.754e-06, eta: 0:48:03, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.5972, top5_acc: 0.8236, loss_cls: 2.2880, loss: 2.2880 2024-12-31 22:11:13,685 - pyskl - INFO - Epoch [150][500/3746] lr: 8.239e-06, eta: 0:46:37, time: 0.856, data_time: 0.000, memory: 15990, top1_acc: 0.5944, top5_acc: 0.8144, loss_cls: 2.3040, loss: 2.3040 2024-12-31 22:12:39,010 - pyskl - INFO - Epoch [150][600/3746] lr: 7.739e-06, eta: 0:45:11, time: 0.853, data_time: 0.001, memory: 15990, top1_acc: 0.6033, top5_acc: 0.8302, loss_cls: 2.2465, loss: 2.2465 2024-12-31 22:14:04,107 - pyskl - INFO - Epoch [150][700/3746] lr: 7.255e-06, eta: 0:43:45, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.6027, top5_acc: 0.8314, loss_cls: 2.2557, loss: 2.2557 2024-12-31 22:15:28,675 - pyskl - INFO - Epoch [150][800/3746] lr: 6.787e-06, eta: 0:42:19, time: 0.846, data_time: 0.000, memory: 15990, top1_acc: 0.5902, top5_acc: 0.8244, loss_cls: 2.2921, loss: 2.2921 2024-12-31 22:16:53,917 - pyskl - INFO - Epoch [150][900/3746] lr: 6.334e-06, eta: 0:40:52, time: 0.852, data_time: 0.000, memory: 15990, top1_acc: 0.6047, top5_acc: 0.8228, loss_cls: 2.2555, loss: 2.2555 2024-12-31 22:18:18,690 - pyskl - INFO - Epoch [150][1000/3746] lr: 5.897e-06, eta: 0:39:26, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.6048, top5_acc: 0.8230, loss_cls: 2.2627, loss: 2.2627 2024-12-31 22:19:43,186 - pyskl - INFO - Epoch [150][1100/3746] lr: 5.475e-06, eta: 0:38:00, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5988, top5_acc: 0.8281, loss_cls: 2.2590, loss: 2.2590 2024-12-31 22:21:08,071 - pyskl - INFO - Epoch [150][1200/3746] lr: 5.070e-06, eta: 0:36:34, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.5984, top5_acc: 0.8308, loss_cls: 2.2573, loss: 2.2573 2024-12-31 22:22:32,470 - pyskl - INFO - Epoch [150][1300/3746] lr: 4.679e-06, eta: 0:35:08, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.6105, top5_acc: 0.8306, loss_cls: 2.2210, loss: 2.2210 2024-12-31 22:23:56,730 - pyskl - INFO - Epoch [150][1400/3746] lr: 4.305e-06, eta: 0:33:41, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.6038, top5_acc: 0.8187, loss_cls: 2.2745, loss: 2.2745 2024-12-31 22:25:21,198 - pyskl - INFO - Epoch [150][1500/3746] lr: 3.946e-06, eta: 0:32:15, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5955, top5_acc: 0.8245, loss_cls: 2.2779, loss: 2.2779 2024-12-31 22:26:45,639 - pyskl - INFO - Epoch [150][1600/3746] lr: 3.602e-06, eta: 0:30:49, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.6019, top5_acc: 0.8348, loss_cls: 2.2415, loss: 2.2415 2024-12-31 22:28:09,722 - pyskl - INFO - Epoch [150][1700/3746] lr: 3.275e-06, eta: 0:29:23, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.5944, top5_acc: 0.8237, loss_cls: 2.2705, loss: 2.2705 2024-12-31 22:29:34,756 - pyskl - INFO - Epoch [150][1800/3746] lr: 2.962e-06, eta: 0:27:57, time: 0.850, data_time: 0.000, memory: 15990, top1_acc: 0.6092, top5_acc: 0.8305, loss_cls: 2.2395, loss: 2.2395 2024-12-31 22:30:59,625 - pyskl - INFO - Epoch [150][1900/3746] lr: 2.666e-06, eta: 0:26:30, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.6047, top5_acc: 0.8263, loss_cls: 2.2390, loss: 2.2390 2024-12-31 22:32:24,640 - pyskl - INFO - Epoch [150][2000/3746] lr: 2.385e-06, eta: 0:25:04, time: 0.850, data_time: 0.001, memory: 15990, top1_acc: 0.6028, top5_acc: 0.8302, loss_cls: 2.2525, loss: 2.2525 2024-12-31 22:33:50,029 - pyskl - INFO - Epoch [150][2100/3746] lr: 2.120e-06, eta: 0:23:38, time: 0.854, data_time: 0.000, memory: 15990, top1_acc: 0.6038, top5_acc: 0.8306, loss_cls: 2.2400, loss: 2.2400 2024-12-31 22:35:14,605 - pyskl - INFO - Epoch [150][2200/3746] lr: 1.870e-06, eta: 0:22:12, time: 0.846, data_time: 0.001, memory: 15990, top1_acc: 0.6097, top5_acc: 0.8280, loss_cls: 2.2374, loss: 2.2374 2024-12-31 22:36:39,104 - pyskl - INFO - Epoch [150][2300/3746] lr: 1.636e-06, eta: 0:20:46, time: 0.845, data_time: 0.001, memory: 15990, top1_acc: 0.5944, top5_acc: 0.8231, loss_cls: 2.2931, loss: 2.2931 2024-12-31 22:38:03,434 - pyskl - INFO - Epoch [150][2400/3746] lr: 1.418e-06, eta: 0:19:20, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5939, top5_acc: 0.8213, loss_cls: 2.2955, loss: 2.2955 2024-12-31 22:39:28,185 - pyskl - INFO - Epoch [150][2500/3746] lr: 1.215e-06, eta: 0:17:53, time: 0.847, data_time: 0.000, memory: 15990, top1_acc: 0.6012, top5_acc: 0.8259, loss_cls: 2.2607, loss: 2.2607 2024-12-31 22:40:52,948 - pyskl - INFO - Epoch [150][2600/3746] lr: 1.028e-06, eta: 0:16:27, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5947, top5_acc: 0.8247, loss_cls: 2.2642, loss: 2.2642 2024-12-31 22:42:17,819 - pyskl - INFO - Epoch [150][2700/3746] lr: 8.567e-07, eta: 0:15:01, time: 0.849, data_time: 0.000, memory: 15990, top1_acc: 0.6061, top5_acc: 0.8181, loss_cls: 2.2645, loss: 2.2645 2024-12-31 22:43:42,629 - pyskl - INFO - Epoch [150][2800/3746] lr: 7.008e-07, eta: 0:13:35, time: 0.848, data_time: 0.000, memory: 15990, top1_acc: 0.5969, top5_acc: 0.8111, loss_cls: 2.3103, loss: 2.3103 2024-12-31 22:45:07,516 - pyskl - INFO - Epoch [150][2900/3746] lr: 5.606e-07, eta: 0:12:09, time: 0.849, data_time: 0.001, memory: 15990, top1_acc: 0.6058, top5_acc: 0.8250, loss_cls: 2.2510, loss: 2.2510 2024-12-31 22:46:32,569 - pyskl - INFO - Epoch [150][3000/3746] lr: 4.361e-07, eta: 0:10:42, time: 0.851, data_time: 0.000, memory: 15990, top1_acc: 0.5945, top5_acc: 0.8191, loss_cls: 2.2918, loss: 2.2918 2024-12-31 22:47:56,765 - pyskl - INFO - Epoch [150][3100/3746] lr: 3.271e-07, eta: 0:09:16, time: 0.842, data_time: 0.001, memory: 15990, top1_acc: 0.6048, top5_acc: 0.8244, loss_cls: 2.2663, loss: 2.2663 2024-12-31 22:49:21,272 - pyskl - INFO - Epoch [150][3200/3746] lr: 2.338e-07, eta: 0:07:50, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.6016, top5_acc: 0.8258, loss_cls: 2.2567, loss: 2.2567 2024-12-31 22:50:45,649 - pyskl - INFO - Epoch [150][3300/3746] lr: 1.561e-07, eta: 0:06:24, time: 0.844, data_time: 0.000, memory: 15990, top1_acc: 0.6070, top5_acc: 0.8322, loss_cls: 2.2101, loss: 2.2101 2024-12-31 22:52:09,139 - pyskl - INFO - Epoch [150][3400/3746] lr: 9.410e-08, eta: 0:04:58, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5945, top5_acc: 0.8195, loss_cls: 2.2753, loss: 2.2753 2024-12-31 22:53:33,036 - pyskl - INFO - Epoch [150][3500/3746] lr: 4.768e-08, eta: 0:03:32, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.6084, top5_acc: 0.8305, loss_cls: 2.2336, loss: 2.2336 2024-12-31 22:54:57,167 - pyskl - INFO - Epoch [150][3600/3746] lr: 1.689e-08, eta: 0:02:05, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.6073, top5_acc: 0.8339, loss_cls: 2.2433, loss: 2.2433 2024-12-31 22:56:21,176 - pyskl - INFO - Epoch [150][3700/3746] lr: 1.726e-09, eta: 0:00:39, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.6144, top5_acc: 0.8297, loss_cls: 2.2029, loss: 2.2029 2024-12-31 22:57:01,474 - pyskl - INFO - Saving checkpoint at 150 epochs 2024-12-31 22:58:58,000 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-12-31 22:58:58,770 - pyskl - INFO - top1_acc 0.4124 top5_acc 0.6602 2024-12-31 22:58:58,770 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-12-31 22:58:58,816 - pyskl - INFO - mean_acc 0.4122 2024-12-31 22:58:58,830 - pyskl - INFO - Epoch(val) [150][309] top1_acc: 0.4124, top5_acc: 0.6602, mean_class_accuracy: 0.4122 2024-12-31 22:59:14,417 - pyskl - INFO - 19743 videos remain after valid thresholding 2024-12-31 23:12:17,471 - pyskl - INFO - Testing results of the last checkpoint 2024-12-31 23:12:17,472 - pyskl - INFO - top1_acc: 0.4273 2024-12-31 23:12:17,472 - pyskl - INFO - top5_acc: 0.6777 2024-12-31 23:12:17,472 - pyskl - INFO - mean_class_accuracy: 0.4271 2024-12-31 23:12:17,473 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/k400/bm/best_top1_acc_epoch_149.pth 2024-12-31 23:25:05,561 - pyskl - INFO - Testing results of the best checkpoint 2024-12-31 23:25:05,561 - pyskl - INFO - top1_acc: 0.4294 2024-12-31 23:25:05,561 - pyskl - INFO - top5_acc: 0.6793 2024-12-31 23:25:05,561 - pyskl - INFO - mean_class_accuracy: 0.4291