2024-07-16 06:49:42,642 - 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+ ------------------------------------------------------------ 2024-07-16 06:49:42,989 - pyskl - INFO - Config: modality = 'km' graph = 'coco_new' work_dir = './work_dirs/test_aclnet/k400/km' 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=['km']), 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=['km']), 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=['km']), 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=['km']), 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=['km']), 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=['km']), 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) 2024-07-16 06:49:42,989 - pyskl - INFO - Set random seed to 1546636195, deterministic: False 2024-07-16 06:49:53,566 - pyskl - INFO - 239737 videos remain after valid thresholding 2024-07-16 06:50:07,600 - pyskl - INFO - 19743 videos remain after valid thresholding 2024-07-16 06:50:07,601 - pyskl - INFO - Start running, host: lhd@zkyd, work_dir: /home/lhd/pyskl/work_dirs/test_aclnet/k400/km 2024-07-16 06:50:07,606 - 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 -------------------- 2024-07-16 06:50:07,625 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2024-07-16 06:50:07,630 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl/work_dirs/test_aclnet/k400/km by HardDiskBackend. 2024-07-16 06:53:32,673 - pyskl - INFO - Epoch [1][100/3746] lr: 1.000e-01, eta: 13 days, 7:57:52, time: 2.050, data_time: 1.339, memory: 15990, top1_acc: 0.0063, top5_acc: 0.0289, loss_cls: 6.3758, loss: 6.3758 2024-07-16 06:54:42,863 - pyskl - INFO - Epoch [1][200/3746] lr: 1.000e-01, eta: 8 days, 22:42:37, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0141, top5_acc: 0.0563, loss_cls: 6.3455, loss: 6.3455 2024-07-16 06:55:53,215 - pyskl - INFO - Epoch [1][300/3746] lr: 1.000e-01, eta: 7 days, 11:41:50, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.0131, top5_acc: 0.0623, loss_cls: 6.2268, loss: 6.2268 2024-07-16 06:57:03,621 - pyskl - INFO - Epoch [1][400/3746] lr: 1.000e-01, eta: 6 days, 18:12:07, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.0208, top5_acc: 0.0819, loss_cls: 6.1103, loss: 6.1103 2024-07-16 06:58:13,924 - pyskl - INFO - Epoch [1][500/3746] lr: 1.000e-01, eta: 6 days, 7:39:54, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0244, top5_acc: 0.0922, loss_cls: 6.0292, loss: 6.0292 2024-07-16 06:59:24,625 - pyskl - INFO - Epoch [1][600/3746] lr: 1.000e-01, eta: 6 days, 0:44:13, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.0216, top5_acc: 0.0892, loss_cls: 6.0043, loss: 6.0043 2024-07-16 07:00:34,936 - pyskl - INFO - Epoch [1][700/3746] lr: 1.000e-01, eta: 5 days, 19:41:46, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0231, top5_acc: 0.0981, loss_cls: 5.9676, loss: 5.9676 2024-07-16 07:01:45,227 - pyskl - INFO - Epoch [1][800/3746] lr: 1.000e-01, eta: 5 days, 15:54:24, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0255, top5_acc: 0.1044, loss_cls: 5.9393, loss: 5.9393 2024-07-16 07:02:55,663 - pyskl - INFO - Epoch [1][900/3746] lr: 1.000e-01, eta: 5 days, 12:58:48, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.0291, top5_acc: 0.1103, loss_cls: 5.8781, loss: 5.8781 2024-07-16 07:04:05,863 - pyskl - INFO - Epoch [1][1000/3746] lr: 1.000e-01, eta: 5 days, 10:35:53, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0319, top5_acc: 0.1209, loss_cls: 5.8822, loss: 5.8822 2024-07-16 07:05:16,131 - pyskl - INFO - Epoch [1][1100/3746] lr: 1.000e-01, eta: 5 days, 8:39:19, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0289, top5_acc: 0.1186, loss_cls: 5.8414, loss: 5.8414 2024-07-16 07:06:26,383 - pyskl - INFO - Epoch [1][1200/3746] lr: 1.000e-01, eta: 5 days, 7:01:52, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0284, top5_acc: 0.1117, loss_cls: 5.8609, loss: 5.8609 2024-07-16 07:07:36,728 - pyskl - INFO - Epoch [1][1300/3746] lr: 1.000e-01, eta: 5 days, 5:39:53, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0330, top5_acc: 0.1308, loss_cls: 5.8150, loss: 5.8150 2024-07-16 07:08:46,935 - pyskl - INFO - Epoch [1][1400/3746] lr: 1.000e-01, eta: 5 days, 4:28:32, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0378, top5_acc: 0.1320, loss_cls: 5.8018, loss: 5.8018 2024-07-16 07:09:57,083 - pyskl - INFO - Epoch [1][1500/3746] lr: 1.000e-01, eta: 5 days, 3:26:10, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0341, top5_acc: 0.1308, loss_cls: 5.7879, loss: 5.7879 2024-07-16 07:11:07,307 - pyskl - INFO - Epoch [1][1600/3746] lr: 1.000e-01, eta: 5 days, 2:31:54, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0408, top5_acc: 0.1367, loss_cls: 5.7379, loss: 5.7379 2024-07-16 07:12:17,605 - pyskl - INFO - Epoch [1][1700/3746] lr: 1.000e-01, eta: 5 days, 1:44:17, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0442, top5_acc: 0.1480, loss_cls: 5.7175, loss: 5.7175 2024-07-16 07:13:28,140 - pyskl - INFO - Epoch [1][1800/3746] lr: 1.000e-01, eta: 5 days, 1:03:03, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.0425, top5_acc: 0.1403, loss_cls: 5.7075, loss: 5.7075 2024-07-16 07:14:38,495 - pyskl - INFO - Epoch [1][1900/3746] lr: 1.000e-01, eta: 5 days, 0:25:10, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.0405, top5_acc: 0.1550, loss_cls: 5.6975, loss: 5.6975 2024-07-16 07:15:48,995 - pyskl - INFO - Epoch [1][2000/3746] lr: 1.000e-01, eta: 4 days, 23:51:37, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.0469, top5_acc: 0.1427, loss_cls: 5.7202, loss: 5.7202 2024-07-16 07:16:59,450 - pyskl - INFO - Epoch [1][2100/3746] lr: 1.000e-01, eta: 4 days, 23:20:57, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.0420, top5_acc: 0.1484, loss_cls: 5.6912, loss: 5.6912 2024-07-16 07:18:09,805 - pyskl - INFO - Epoch [1][2200/3746] lr: 1.000e-01, eta: 4 days, 22:52:33, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.0448, top5_acc: 0.1533, loss_cls: 5.6480, loss: 5.6480 2024-07-16 07:19:19,931 - pyskl - INFO - Epoch [1][2300/3746] lr: 1.000e-01, eta: 4 days, 22:25:35, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0466, top5_acc: 0.1548, loss_cls: 5.6586, loss: 5.6586 2024-07-16 07:20:30,191 - pyskl - INFO - Epoch [1][2400/3746] lr: 1.000e-01, eta: 4 days, 22:01:17, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0472, top5_acc: 0.1556, loss_cls: 5.6655, loss: 5.6655 2024-07-16 07:21:40,382 - pyskl - INFO - Epoch [1][2500/3746] lr: 1.000e-01, eta: 4 days, 21:38:34, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0561, top5_acc: 0.1702, loss_cls: 5.6105, loss: 5.6105 2024-07-16 07:22:50,789 - pyskl - INFO - Epoch [1][2600/3746] lr: 9.999e-02, eta: 4 days, 21:18:18, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.0470, top5_acc: 0.1614, loss_cls: 5.6386, loss: 5.6386 2024-07-16 07:24:01,070 - pyskl - INFO - Epoch [1][2700/3746] lr: 9.999e-02, eta: 4 days, 20:59:01, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0520, top5_acc: 0.1717, loss_cls: 5.6158, loss: 5.6158 2024-07-16 07:25:11,116 - pyskl - INFO - Epoch [1][2800/3746] lr: 9.999e-02, eta: 4 days, 20:40:14, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.0498, top5_acc: 0.1655, loss_cls: 5.6124, loss: 5.6124 2024-07-16 07:26:21,163 - pyskl - INFO - Epoch [1][2900/3746] lr: 9.999e-02, eta: 4 days, 20:22:40, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.0517, top5_acc: 0.1720, loss_cls: 5.5962, loss: 5.5962 2024-07-16 07:27:31,499 - pyskl - INFO - Epoch [1][3000/3746] lr: 9.999e-02, eta: 4 days, 20:07:05, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0563, top5_acc: 0.1803, loss_cls: 5.5457, loss: 5.5457 2024-07-16 07:28:41,607 - pyskl - INFO - Epoch [1][3100/3746] lr: 9.999e-02, eta: 4 days, 19:51:46, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0645, top5_acc: 0.1956, loss_cls: 5.5125, loss: 5.5125 2024-07-16 07:29:51,768 - pyskl - INFO - Epoch [1][3200/3746] lr: 9.999e-02, eta: 4 days, 19:37:28, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0617, top5_acc: 0.1952, loss_cls: 5.4877, loss: 5.4877 2024-07-16 07:31:01,882 - pyskl - INFO - Epoch [1][3300/3746] lr: 9.999e-02, eta: 4 days, 19:23:51, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0566, top5_acc: 0.1834, loss_cls: 5.5197, loss: 5.5197 2024-07-16 07:32:12,047 - pyskl - INFO - Epoch [1][3400/3746] lr: 9.999e-02, eta: 4 days, 19:11:06, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0589, top5_acc: 0.1984, loss_cls: 5.4914, loss: 5.4914 2024-07-16 07:33:22,553 - pyskl - INFO - Epoch [1][3500/3746] lr: 9.999e-02, eta: 4 days, 18:59:54, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.0578, top5_acc: 0.1939, loss_cls: 5.4752, loss: 5.4752 2024-07-16 07:34:33,523 - pyskl - INFO - Epoch [1][3600/3746] lr: 9.999e-02, eta: 4 days, 18:50:29, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.0677, top5_acc: 0.1998, loss_cls: 5.4801, loss: 5.4801 2024-07-16 07:35:44,658 - pyskl - INFO - Epoch [1][3700/3746] lr: 9.999e-02, eta: 4 days, 18:41:54, time: 0.711, data_time: 0.001, memory: 15990, top1_acc: 0.0639, top5_acc: 0.2016, loss_cls: 5.4615, loss: 5.4615 2024-07-16 07:36:19,573 - pyskl - INFO - Saving checkpoint at 1 epochs 2024-07-16 07:38:10,329 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 07:38:11,029 - pyskl - INFO - top1_acc 0.0416 top5_acc 0.1346 2024-07-16 07:38:11,030 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 07:38:11,071 - pyskl - INFO - mean_acc 0.0416 2024-07-16 07:38:11,319 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2024-07-16 07:38:11,320 - pyskl - INFO - Best top1_acc is 0.0416 at 1 epoch. 2024-07-16 07:38:11,329 - pyskl - INFO - Epoch(val) [1][309] top1_acc: 0.0416, top5_acc: 0.1346, mean_class_accuracy: 0.0416 2024-07-16 07:41:21,771 - pyskl - INFO - Epoch [2][100/3746] lr: 9.999e-02, eta: 4 days, 21:59:27, time: 1.904, data_time: 1.202, memory: 15990, top1_acc: 0.0680, top5_acc: 0.2098, loss_cls: 5.4362, loss: 5.4362 2024-07-16 07:42:32,085 - pyskl - INFO - Epoch [2][200/3746] lr: 9.999e-02, eta: 4 days, 21:44:31, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0669, top5_acc: 0.2078, loss_cls: 5.4264, loss: 5.4264 2024-07-16 07:43:42,443 - pyskl - INFO - Epoch [2][300/3746] lr: 9.999e-02, eta: 4 days, 21:30:21, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.0750, top5_acc: 0.2173, loss_cls: 5.3827, loss: 5.3827 2024-07-16 07:44:52,748 - pyskl - INFO - Epoch [2][400/3746] lr: 9.999e-02, eta: 4 days, 21:16:42, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0750, top5_acc: 0.2144, loss_cls: 5.3821, loss: 5.3821 2024-07-16 07:46:03,049 - pyskl - INFO - Epoch [2][500/3746] lr: 9.999e-02, eta: 4 days, 21:03:37, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0705, top5_acc: 0.2183, loss_cls: 5.3816, loss: 5.3816 2024-07-16 07:47:13,189 - pyskl - INFO - Epoch [2][600/3746] lr: 9.999e-02, eta: 4 days, 20:50:45, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0813, top5_acc: 0.2236, loss_cls: 5.3747, loss: 5.3747 2024-07-16 07:48:23,549 - pyskl - INFO - Epoch [2][700/3746] lr: 9.998e-02, eta: 4 days, 20:38:52, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.0784, top5_acc: 0.2336, loss_cls: 5.3625, loss: 5.3625 2024-07-16 07:49:33,939 - pyskl - INFO - Epoch [2][800/3746] lr: 9.998e-02, eta: 4 days, 20:27:31, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.0778, top5_acc: 0.2361, loss_cls: 5.3240, loss: 5.3240 2024-07-16 07:50:44,098 - pyskl - INFO - Epoch [2][900/3746] lr: 9.998e-02, eta: 4 days, 20:16:08, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0858, top5_acc: 0.2387, loss_cls: 5.3046, loss: 5.3046 2024-07-16 07:51:54,303 - pyskl - INFO - Epoch [2][1000/3746] lr: 9.998e-02, eta: 4 days, 20:05:17, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0833, top5_acc: 0.2372, loss_cls: 5.2831, loss: 5.2831 2024-07-16 07:53:04,537 - pyskl - INFO - Epoch [2][1100/3746] lr: 9.998e-02, eta: 4 days, 19:54:53, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0883, top5_acc: 0.2434, loss_cls: 5.2783, loss: 5.2783 2024-07-16 07:54:14,861 - pyskl - INFO - Epoch [2][1200/3746] lr: 9.998e-02, eta: 4 days, 19:45:01, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0861, top5_acc: 0.2464, loss_cls: 5.2786, loss: 5.2786 2024-07-16 07:55:24,918 - pyskl - INFO - Epoch [2][1300/3746] lr: 9.998e-02, eta: 4 days, 19:35:01, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0869, top5_acc: 0.2517, loss_cls: 5.2460, loss: 5.2460 2024-07-16 07:56:34,964 - pyskl - INFO - Epoch [2][1400/3746] lr: 9.998e-02, eta: 4 days, 19:25:20, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.0884, top5_acc: 0.2539, loss_cls: 5.2121, loss: 5.2121 2024-07-16 07:57:45,115 - pyskl - INFO - Epoch [2][1500/3746] lr: 9.998e-02, eta: 4 days, 19:16:10, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0869, top5_acc: 0.2552, loss_cls: 5.2239, loss: 5.2239 2024-07-16 07:58:55,449 - pyskl - INFO - Epoch [2][1600/3746] lr: 9.998e-02, eta: 4 days, 19:07:37, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0897, top5_acc: 0.2564, loss_cls: 5.2207, loss: 5.2207 2024-07-16 08:00:05,775 - pyskl - INFO - Epoch [2][1700/3746] lr: 9.998e-02, eta: 4 days, 18:59:19, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0966, top5_acc: 0.2605, loss_cls: 5.1840, loss: 5.1840 2024-07-16 08:01:16,478 - pyskl - INFO - Epoch [2][1800/3746] lr: 9.998e-02, eta: 4 days, 18:51:54, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.0906, top5_acc: 0.2603, loss_cls: 5.2269, loss: 5.2269 2024-07-16 08:02:26,741 - pyskl - INFO - Epoch [2][1900/3746] lr: 9.998e-02, eta: 4 days, 18:44:00, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0973, top5_acc: 0.2684, loss_cls: 5.1828, loss: 5.1828 2024-07-16 08:03:37,032 - pyskl - INFO - Epoch [2][2000/3746] lr: 9.997e-02, eta: 4 days, 18:36:22, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0973, top5_acc: 0.2681, loss_cls: 5.1868, loss: 5.1868 2024-07-16 08:04:47,536 - pyskl - INFO - Epoch [2][2100/3746] lr: 9.997e-02, eta: 4 days, 18:29:17, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.0977, top5_acc: 0.2709, loss_cls: 5.1544, loss: 5.1544 2024-07-16 08:05:57,641 - pyskl - INFO - Epoch [2][2200/3746] lr: 9.997e-02, eta: 4 days, 18:21:48, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0958, top5_acc: 0.2684, loss_cls: 5.1499, loss: 5.1499 2024-07-16 08:07:07,972 - pyskl - INFO - Epoch [2][2300/3746] lr: 9.997e-02, eta: 4 days, 18:14:51, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1037, top5_acc: 0.2753, loss_cls: 5.1426, loss: 5.1426 2024-07-16 08:08:18,125 - pyskl - INFO - Epoch [2][2400/3746] lr: 9.997e-02, eta: 4 days, 18:07:50, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1070, top5_acc: 0.2748, loss_cls: 5.1440, loss: 5.1440 2024-07-16 08:09:28,373 - pyskl - INFO - Epoch [2][2500/3746] lr: 9.997e-02, eta: 4 days, 18:01:08, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1022, top5_acc: 0.2806, loss_cls: 5.1242, loss: 5.1242 2024-07-16 08:10:38,637 - pyskl - INFO - Epoch [2][2600/3746] lr: 9.997e-02, eta: 4 days, 17:54:39, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1030, top5_acc: 0.2853, loss_cls: 5.1220, loss: 5.1220 2024-07-16 08:11:48,980 - pyskl - INFO - Epoch [2][2700/3746] lr: 9.997e-02, eta: 4 days, 17:48:26, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1020, top5_acc: 0.2739, loss_cls: 5.1418, loss: 5.1418 2024-07-16 08:12:59,022 - pyskl - INFO - Epoch [2][2800/3746] lr: 9.997e-02, eta: 4 days, 17:41:56, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1061, top5_acc: 0.2787, loss_cls: 5.1195, loss: 5.1195 2024-07-16 08:14:09,173 - pyskl - INFO - Epoch [2][2900/3746] lr: 9.997e-02, eta: 4 days, 17:35:46, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1070, top5_acc: 0.2798, loss_cls: 5.1191, loss: 5.1191 2024-07-16 08:15:19,410 - pyskl - INFO - Epoch [2][3000/3746] lr: 9.996e-02, eta: 4 days, 17:29:51, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1069, top5_acc: 0.2844, loss_cls: 5.0960, loss: 5.0960 2024-07-16 08:16:29,769 - pyskl - INFO - Epoch [2][3100/3746] lr: 9.996e-02, eta: 4 days, 17:24:15, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1141, top5_acc: 0.2977, loss_cls: 5.0458, loss: 5.0458 2024-07-16 08:17:40,070 - pyskl - INFO - Epoch [2][3200/3746] lr: 9.996e-02, eta: 4 days, 17:18:41, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1142, top5_acc: 0.2975, loss_cls: 5.0274, loss: 5.0274 2024-07-16 08:18:50,261 - pyskl - INFO - Epoch [2][3300/3746] lr: 9.996e-02, eta: 4 days, 17:13:07, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1131, top5_acc: 0.2948, loss_cls: 5.0404, loss: 5.0404 2024-07-16 08:20:00,657 - pyskl - INFO - Epoch [2][3400/3746] lr: 9.996e-02, eta: 4 days, 17:07:55, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1161, top5_acc: 0.3094, loss_cls: 5.0209, loss: 5.0209 2024-07-16 08:21:11,271 - pyskl - INFO - Epoch [2][3500/3746] lr: 9.996e-02, eta: 4 days, 17:03:07, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1184, top5_acc: 0.3056, loss_cls: 5.0507, loss: 5.0507 2024-07-16 08:22:22,010 - pyskl - INFO - Epoch [2][3600/3746] lr: 9.996e-02, eta: 4 days, 16:58:35, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1222, top5_acc: 0.3063, loss_cls: 5.0144, loss: 5.0144 2024-07-16 08:23:32,806 - pyskl - INFO - Epoch [2][3700/3746] lr: 9.996e-02, eta: 4 days, 16:54:12, time: 0.708, data_time: 0.001, memory: 15990, top1_acc: 0.1191, top5_acc: 0.3048, loss_cls: 4.9944, loss: 4.9944 2024-07-16 08:24:07,124 - pyskl - INFO - Saving checkpoint at 2 epochs 2024-07-16 08:25:58,529 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 08:25:59,193 - pyskl - INFO - top1_acc 0.0594 top5_acc 0.1920 2024-07-16 08:25:59,193 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 08:25:59,232 - pyskl - INFO - mean_acc 0.0593 2024-07-16 08:25:59,236 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_1.pth was removed 2024-07-16 08:25:59,479 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2024-07-16 08:25:59,480 - pyskl - INFO - Best top1_acc is 0.0594 at 2 epoch. 2024-07-16 08:25:59,489 - pyskl - INFO - Epoch(val) [2][309] top1_acc: 0.0594, top5_acc: 0.1920, mean_class_accuracy: 0.0593 2024-07-16 08:29:10,285 - pyskl - INFO - Epoch [3][100/3746] lr: 9.995e-02, eta: 4 days, 18:34:21, time: 1.908, data_time: 1.204, memory: 15990, top1_acc: 0.1208, top5_acc: 0.3100, loss_cls: 4.9945, loss: 4.9945 2024-07-16 08:30:20,422 - pyskl - INFO - Epoch [3][200/3746] lr: 9.995e-02, eta: 4 days, 18:27:58, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1291, top5_acc: 0.3186, loss_cls: 4.9759, loss: 4.9759 2024-07-16 08:31:30,644 - pyskl - INFO - Epoch [3][300/3746] lr: 9.995e-02, eta: 4 days, 18:21:50, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1250, top5_acc: 0.3148, loss_cls: 4.9546, loss: 4.9546 2024-07-16 08:32:40,727 - pyskl - INFO - Epoch [3][400/3746] lr: 9.995e-02, eta: 4 days, 18:15:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1205, top5_acc: 0.3161, loss_cls: 4.9861, loss: 4.9861 2024-07-16 08:33:50,925 - pyskl - INFO - Epoch [3][500/3746] lr: 9.995e-02, eta: 4 days, 18:09:44, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1216, top5_acc: 0.3177, loss_cls: 4.9658, loss: 4.9658 2024-07-16 08:35:01,134 - pyskl - INFO - Epoch [3][600/3746] lr: 9.995e-02, eta: 4 days, 18:03:57, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1281, top5_acc: 0.3145, loss_cls: 4.9596, loss: 4.9596 2024-07-16 08:36:11,254 - pyskl - INFO - Epoch [3][700/3746] lr: 9.995e-02, eta: 4 days, 17:58:11, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1336, top5_acc: 0.3206, loss_cls: 4.9450, loss: 4.9450 2024-07-16 08:37:21,350 - pyskl - INFO - Epoch [3][800/3746] lr: 9.995e-02, eta: 4 days, 17:52:29, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1258, top5_acc: 0.3241, loss_cls: 4.9465, loss: 4.9465 2024-07-16 08:38:31,633 - pyskl - INFO - Epoch [3][900/3746] lr: 9.994e-02, eta: 4 days, 17:47:07, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1334, top5_acc: 0.3269, loss_cls: 4.9256, loss: 4.9256 2024-07-16 08:39:41,987 - pyskl - INFO - Epoch [3][1000/3746] lr: 9.994e-02, eta: 4 days, 17:41:55, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1264, top5_acc: 0.3211, loss_cls: 4.9703, loss: 4.9703 2024-07-16 08:40:52,430 - pyskl - INFO - Epoch [3][1100/3746] lr: 9.994e-02, eta: 4 days, 17:36:54, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1237, top5_acc: 0.3187, loss_cls: 4.9682, loss: 4.9682 2024-07-16 08:42:02,660 - pyskl - INFO - Epoch [3][1200/3746] lr: 9.994e-02, eta: 4 days, 17:31:45, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1283, top5_acc: 0.3319, loss_cls: 4.9042, loss: 4.9042 2024-07-16 08:43:12,683 - pyskl - INFO - Epoch [3][1300/3746] lr: 9.994e-02, eta: 4 days, 17:26:29, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1303, top5_acc: 0.3203, loss_cls: 4.9422, loss: 4.9422 2024-07-16 08:44:23,354 - pyskl - INFO - Epoch [3][1400/3746] lr: 9.994e-02, eta: 4 days, 17:21:58, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1314, top5_acc: 0.3294, loss_cls: 4.9172, loss: 4.9172 2024-07-16 08:45:33,684 - pyskl - INFO - Epoch [3][1500/3746] lr: 9.994e-02, eta: 4 days, 17:17:11, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1377, top5_acc: 0.3364, loss_cls: 4.8845, loss: 4.8845 2024-07-16 08:46:43,916 - pyskl - INFO - Epoch [3][1600/3746] lr: 9.994e-02, eta: 4 days, 17:12:22, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1392, top5_acc: 0.3369, loss_cls: 4.9229, loss: 4.9229 2024-07-16 08:47:54,229 - pyskl - INFO - Epoch [3][1700/3746] lr: 9.993e-02, eta: 4 days, 17:07:44, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1341, top5_acc: 0.3389, loss_cls: 4.8737, loss: 4.8737 2024-07-16 08:49:04,739 - pyskl - INFO - Epoch [3][1800/3746] lr: 9.993e-02, eta: 4 days, 17:03:21, time: 0.705, data_time: 0.001, memory: 15990, top1_acc: 0.1241, top5_acc: 0.3186, loss_cls: 4.9476, loss: 4.9476 2024-07-16 08:50:15,098 - pyskl - INFO - Epoch [3][1900/3746] lr: 9.993e-02, eta: 4 days, 16:58:54, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1298, top5_acc: 0.3209, loss_cls: 4.9470, loss: 4.9470 2024-07-16 08:51:25,438 - pyskl - INFO - Epoch [3][2000/3746] lr: 9.993e-02, eta: 4 days, 16:54:29, time: 0.703, data_time: 0.001, memory: 15990, top1_acc: 0.1313, top5_acc: 0.3309, loss_cls: 4.9139, loss: 4.9139 2024-07-16 08:52:35,818 - pyskl - INFO - Epoch [3][2100/3746] lr: 9.993e-02, eta: 4 days, 16:50:11, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1386, top5_acc: 0.3392, loss_cls: 4.8869, loss: 4.8869 2024-07-16 08:53:46,119 - pyskl - INFO - Epoch [3][2200/3746] lr: 9.993e-02, eta: 4 days, 16:45:53, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1291, top5_acc: 0.3327, loss_cls: 4.9090, loss: 4.9090 2024-07-16 08:54:56,258 - pyskl - INFO - Epoch [3][2300/3746] lr: 9.993e-02, eta: 4 days, 16:41:29, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1292, top5_acc: 0.3356, loss_cls: 4.8927, loss: 4.8927 2024-07-16 08:56:06,446 - pyskl - INFO - Epoch [3][2400/3746] lr: 9.992e-02, eta: 4 days, 16:37:12, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1367, top5_acc: 0.3406, loss_cls: 4.8613, loss: 4.8613 2024-07-16 08:57:16,539 - pyskl - INFO - Epoch [3][2500/3746] lr: 9.992e-02, eta: 4 days, 16:32:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1437, top5_acc: 0.3498, loss_cls: 4.8401, loss: 4.8401 2024-07-16 08:58:26,688 - pyskl - INFO - Epoch [3][2600/3746] lr: 9.992e-02, eta: 4 days, 16:28:41, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1397, top5_acc: 0.3408, loss_cls: 4.8837, loss: 4.8837 2024-07-16 08:59:36,790 - pyskl - INFO - Epoch [3][2700/3746] lr: 9.992e-02, eta: 4 days, 16:24:30, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1381, top5_acc: 0.3358, loss_cls: 4.9049, loss: 4.9049 2024-07-16 09:00:46,950 - pyskl - INFO - Epoch [3][2800/3746] lr: 9.992e-02, eta: 4 days, 16:20:26, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1408, top5_acc: 0.3481, loss_cls: 4.8293, loss: 4.8293 2024-07-16 09:01:57,011 - pyskl - INFO - Epoch [3][2900/3746] lr: 9.992e-02, eta: 4 days, 16:16:20, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1381, top5_acc: 0.3425, loss_cls: 4.8520, loss: 4.8520 2024-07-16 09:03:07,259 - pyskl - INFO - Epoch [3][3000/3746] lr: 9.991e-02, eta: 4 days, 16:12:27, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1409, top5_acc: 0.3305, loss_cls: 4.8923, loss: 4.8923 2024-07-16 09:04:17,476 - pyskl - INFO - Epoch [3][3100/3746] lr: 9.991e-02, eta: 4 days, 16:08:35, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1388, top5_acc: 0.3359, loss_cls: 4.8530, loss: 4.8530 2024-07-16 09:05:27,551 - pyskl - INFO - Epoch [3][3200/3746] lr: 9.991e-02, eta: 4 days, 16:04:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1447, top5_acc: 0.3514, loss_cls: 4.8192, loss: 4.8192 2024-07-16 09:06:37,802 - pyskl - INFO - Epoch [3][3300/3746] lr: 9.991e-02, eta: 4 days, 16:00:55, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1464, top5_acc: 0.3483, loss_cls: 4.8413, loss: 4.8413 2024-07-16 09:07:48,087 - pyskl - INFO - Epoch [3][3400/3746] lr: 9.991e-02, eta: 4 days, 15:57:16, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1489, top5_acc: 0.3645, loss_cls: 4.7930, loss: 4.7930 2024-07-16 09:08:58,367 - pyskl - INFO - Epoch [3][3500/3746] lr: 9.991e-02, eta: 4 days, 15:53:39, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1397, top5_acc: 0.3378, loss_cls: 4.8623, loss: 4.8623 2024-07-16 09:10:09,717 - pyskl - INFO - Epoch [3][3600/3746] lr: 9.990e-02, eta: 4 days, 15:50:58, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1472, top5_acc: 0.3434, loss_cls: 4.8356, loss: 4.8356 2024-07-16 09:11:20,693 - pyskl - INFO - Epoch [3][3700/3746] lr: 9.990e-02, eta: 4 days, 15:48:00, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1541, top5_acc: 0.3536, loss_cls: 4.7868, loss: 4.7868 2024-07-16 09:11:54,913 - pyskl - INFO - Saving checkpoint at 3 epochs 2024-07-16 09:13:45,435 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 09:13:46,092 - pyskl - INFO - top1_acc 0.0728 top5_acc 0.2119 2024-07-16 09:13:46,092 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 09:13:46,130 - pyskl - INFO - mean_acc 0.0725 2024-07-16 09:13:46,134 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_2.pth was removed 2024-07-16 09:13:46,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2024-07-16 09:13:46,373 - pyskl - INFO - Best top1_acc is 0.0728 at 3 epoch. 2024-07-16 09:13:46,382 - pyskl - INFO - Epoch(val) [3][309] top1_acc: 0.0728, top5_acc: 0.2119, mean_class_accuracy: 0.0725 2024-07-16 09:16:57,200 - pyskl - INFO - Epoch [4][100/3746] lr: 9.990e-02, eta: 4 days, 16:54:18, time: 1.908, data_time: 1.204, memory: 15990, top1_acc: 0.1539, top5_acc: 0.3608, loss_cls: 4.7511, loss: 4.7511 2024-07-16 09:18:07,293 - pyskl - INFO - Epoch [4][200/3746] lr: 9.990e-02, eta: 4 days, 16:50:04, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1472, top5_acc: 0.3489, loss_cls: 4.8171, loss: 4.8171 2024-07-16 09:19:17,517 - pyskl - INFO - Epoch [4][300/3746] lr: 9.990e-02, eta: 4 days, 16:46:00, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1514, top5_acc: 0.3569, loss_cls: 4.7629, loss: 4.7629 2024-07-16 09:20:27,628 - pyskl - INFO - Epoch [4][400/3746] lr: 9.989e-02, eta: 4 days, 16:41:54, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1517, top5_acc: 0.3602, loss_cls: 4.7710, loss: 4.7710 2024-07-16 09:21:37,675 - pyskl - INFO - Epoch [4][500/3746] lr: 9.989e-02, eta: 4 days, 16:37:47, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1481, top5_acc: 0.3566, loss_cls: 4.8005, loss: 4.8005 2024-07-16 09:22:47,799 - pyskl - INFO - Epoch [4][600/3746] lr: 9.989e-02, eta: 4 days, 16:33:48, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1416, top5_acc: 0.3494, loss_cls: 4.8001, loss: 4.8001 2024-07-16 09:23:57,918 - pyskl - INFO - Epoch [4][700/3746] lr: 9.989e-02, eta: 4 days, 16:29:50, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1517, top5_acc: 0.3616, loss_cls: 4.7959, loss: 4.7959 2024-07-16 09:25:08,052 - pyskl - INFO - Epoch [4][800/3746] lr: 9.989e-02, eta: 4 days, 16:25:56, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1566, top5_acc: 0.3592, loss_cls: 4.7627, loss: 4.7627 2024-07-16 09:26:18,096 - pyskl - INFO - Epoch [4][900/3746] lr: 9.988e-02, eta: 4 days, 16:22:01, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1584, top5_acc: 0.3667, loss_cls: 4.7240, loss: 4.7240 2024-07-16 09:27:28,170 - pyskl - INFO - Epoch [4][1000/3746] lr: 9.988e-02, eta: 4 days, 16:18:10, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1456, top5_acc: 0.3670, loss_cls: 4.7713, loss: 4.7713 2024-07-16 09:28:37,907 - pyskl - INFO - Epoch [4][1100/3746] lr: 9.988e-02, eta: 4 days, 16:14:07, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.1536, top5_acc: 0.3636, loss_cls: 4.7958, loss: 4.7958 2024-07-16 09:29:48,150 - pyskl - INFO - Epoch [4][1200/3746] lr: 9.988e-02, eta: 4 days, 16:10:28, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1509, top5_acc: 0.3575, loss_cls: 4.7992, loss: 4.7992 2024-07-16 09:30:58,194 - pyskl - INFO - Epoch [4][1300/3746] lr: 9.988e-02, eta: 4 days, 16:06:43, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1537, top5_acc: 0.3675, loss_cls: 4.7503, loss: 4.7503 2024-07-16 09:32:08,308 - pyskl - INFO - Epoch [4][1400/3746] lr: 9.988e-02, eta: 4 days, 16:03:04, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1537, top5_acc: 0.3647, loss_cls: 4.7549, loss: 4.7549 2024-07-16 09:33:18,330 - pyskl - INFO - Epoch [4][1500/3746] lr: 9.987e-02, eta: 4 days, 15:59:23, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1562, top5_acc: 0.3733, loss_cls: 4.7503, loss: 4.7503 2024-07-16 09:34:28,336 - pyskl - INFO - Epoch [4][1600/3746] lr: 9.987e-02, eta: 4 days, 15:55:44, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1508, top5_acc: 0.3577, loss_cls: 4.7639, loss: 4.7639 2024-07-16 09:35:38,363 - pyskl - INFO - Epoch [4][1700/3746] lr: 9.987e-02, eta: 4 days, 15:52:08, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1541, top5_acc: 0.3622, loss_cls: 4.7519, loss: 4.7519 2024-07-16 09:36:48,884 - pyskl - INFO - Epoch [4][1800/3746] lr: 9.987e-02, eta: 4 days, 15:48:55, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1606, top5_acc: 0.3625, loss_cls: 4.7554, loss: 4.7554 2024-07-16 09:37:59,179 - pyskl - INFO - Epoch [4][1900/3746] lr: 9.987e-02, eta: 4 days, 15:45:35, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1558, top5_acc: 0.3689, loss_cls: 4.7618, loss: 4.7618 2024-07-16 09:39:09,460 - pyskl - INFO - Epoch [4][2000/3746] lr: 9.986e-02, eta: 4 days, 15:42:15, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1528, top5_acc: 0.3581, loss_cls: 4.7559, loss: 4.7559 2024-07-16 09:40:19,858 - pyskl - INFO - Epoch [4][2100/3746] lr: 9.986e-02, eta: 4 days, 15:39:03, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1514, top5_acc: 0.3633, loss_cls: 4.7796, loss: 4.7796 2024-07-16 09:41:30,812 - pyskl - INFO - Epoch [4][2200/3746] lr: 9.986e-02, eta: 4 days, 15:36:15, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1466, top5_acc: 0.3661, loss_cls: 4.7441, loss: 4.7441 2024-07-16 09:42:41,014 - pyskl - INFO - Epoch [4][2300/3746] lr: 9.986e-02, eta: 4 days, 15:32:58, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1544, top5_acc: 0.3570, loss_cls: 4.7892, loss: 4.7892 2024-07-16 09:43:51,117 - pyskl - INFO - Epoch [4][2400/3746] lr: 9.985e-02, eta: 4 days, 15:29:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1583, top5_acc: 0.3658, loss_cls: 4.7372, loss: 4.7372 2024-07-16 09:45:01,303 - pyskl - INFO - Epoch [4][2500/3746] lr: 9.985e-02, eta: 4 days, 15:26:25, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1588, top5_acc: 0.3644, loss_cls: 4.7520, loss: 4.7520 2024-07-16 09:46:11,447 - pyskl - INFO - Epoch [4][2600/3746] lr: 9.985e-02, eta: 4 days, 15:23:11, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1594, top5_acc: 0.3755, loss_cls: 4.7403, loss: 4.7403 2024-07-16 09:47:21,753 - pyskl - INFO - Epoch [4][2700/3746] lr: 9.985e-02, eta: 4 days, 15:20:06, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1653, top5_acc: 0.3720, loss_cls: 4.7409, loss: 4.7409 2024-07-16 09:48:32,029 - pyskl - INFO - Epoch [4][2800/3746] lr: 9.985e-02, eta: 4 days, 15:17:01, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1520, top5_acc: 0.3639, loss_cls: 4.7568, loss: 4.7568 2024-07-16 09:49:42,239 - pyskl - INFO - Epoch [4][2900/3746] lr: 9.984e-02, eta: 4 days, 15:13:55, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1562, top5_acc: 0.3720, loss_cls: 4.7088, loss: 4.7088 2024-07-16 09:50:52,422 - pyskl - INFO - Epoch [4][3000/3746] lr: 9.984e-02, eta: 4 days, 15:10:49, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1631, top5_acc: 0.3742, loss_cls: 4.7387, loss: 4.7387 2024-07-16 09:52:02,640 - pyskl - INFO - Epoch [4][3100/3746] lr: 9.984e-02, eta: 4 days, 15:07:46, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1553, top5_acc: 0.3678, loss_cls: 4.7707, loss: 4.7707 2024-07-16 09:53:12,920 - pyskl - INFO - Epoch [4][3200/3746] lr: 9.984e-02, eta: 4 days, 15:04:48, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1595, top5_acc: 0.3684, loss_cls: 4.7395, loss: 4.7395 2024-07-16 09:54:23,082 - pyskl - INFO - Epoch [4][3300/3746] lr: 9.983e-02, eta: 4 days, 15:01:46, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1536, top5_acc: 0.3677, loss_cls: 4.7381, loss: 4.7381 2024-07-16 09:55:33,131 - pyskl - INFO - Epoch [4][3400/3746] lr: 9.983e-02, eta: 4 days, 14:58:42, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1630, top5_acc: 0.3755, loss_cls: 4.7259, loss: 4.7259 2024-07-16 09:56:43,627 - pyskl - INFO - Epoch [4][3500/3746] lr: 9.983e-02, eta: 4 days, 14:55:56, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1566, top5_acc: 0.3758, loss_cls: 4.7077, loss: 4.7077 2024-07-16 09:57:55,169 - pyskl - INFO - Epoch [4][3600/3746] lr: 9.983e-02, eta: 4 days, 14:53:50, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1644, top5_acc: 0.3755, loss_cls: 4.6992, loss: 4.6992 2024-07-16 09:59:06,357 - pyskl - INFO - Epoch [4][3700/3746] lr: 9.983e-02, eta: 4 days, 14:51:31, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1675, top5_acc: 0.3709, loss_cls: 4.7186, loss: 4.7186 2024-07-16 09:59:40,521 - pyskl - INFO - Saving checkpoint at 4 epochs 2024-07-16 10:01:31,275 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 10:01:31,969 - pyskl - INFO - top1_acc 0.1101 top5_acc 0.2893 2024-07-16 10:01:31,969 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 10:01:32,010 - pyskl - INFO - mean_acc 0.1100 2024-07-16 10:01:32,014 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_3.pth was removed 2024-07-16 10:01:32,416 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2024-07-16 10:01:32,417 - pyskl - INFO - Best top1_acc is 0.1101 at 4 epoch. 2024-07-16 10:01:32,433 - pyskl - INFO - Epoch(val) [4][309] top1_acc: 0.1101, top5_acc: 0.2893, mean_class_accuracy: 0.1100 2024-07-16 10:04:44,810 - pyskl - INFO - Epoch [5][100/3746] lr: 9.982e-02, eta: 4 days, 15:41:36, time: 1.924, data_time: 1.220, memory: 15990, top1_acc: 0.1661, top5_acc: 0.3842, loss_cls: 4.6636, loss: 4.6636 2024-07-16 10:05:55,008 - pyskl - INFO - Epoch [5][200/3746] lr: 9.982e-02, eta: 4 days, 15:38:23, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1691, top5_acc: 0.3802, loss_cls: 4.6999, loss: 4.6999 2024-07-16 10:07:05,429 - pyskl - INFO - Epoch [5][300/3746] lr: 9.982e-02, eta: 4 days, 15:35:19, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1645, top5_acc: 0.3786, loss_cls: 4.6876, loss: 4.6876 2024-07-16 10:08:15,695 - pyskl - INFO - Epoch [5][400/3746] lr: 9.982e-02, eta: 4 days, 15:32:10, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1652, top5_acc: 0.3836, loss_cls: 4.7011, loss: 4.7011 2024-07-16 10:09:25,907 - pyskl - INFO - Epoch [5][500/3746] lr: 9.981e-02, eta: 4 days, 15:29:02, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1616, top5_acc: 0.3786, loss_cls: 4.6980, loss: 4.6980 2024-07-16 10:10:36,016 - pyskl - INFO - Epoch [5][600/3746] lr: 9.981e-02, eta: 4 days, 15:25:51, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1536, top5_acc: 0.3527, loss_cls: 4.7533, loss: 4.7533 2024-07-16 10:11:46,265 - pyskl - INFO - Epoch [5][700/3746] lr: 9.981e-02, eta: 4 days, 15:22:47, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1633, top5_acc: 0.3828, loss_cls: 4.6788, loss: 4.6788 2024-07-16 10:12:56,451 - pyskl - INFO - Epoch [5][800/3746] lr: 9.981e-02, eta: 4 days, 15:19:42, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1609, top5_acc: 0.3663, loss_cls: 4.7096, loss: 4.7096 2024-07-16 10:14:06,644 - pyskl - INFO - Epoch [5][900/3746] lr: 9.980e-02, eta: 4 days, 15:16:39, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1577, top5_acc: 0.3755, loss_cls: 4.6928, loss: 4.6928 2024-07-16 10:15:16,865 - pyskl - INFO - Epoch [5][1000/3746] lr: 9.980e-02, eta: 4 days, 15:13:38, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1658, top5_acc: 0.3784, loss_cls: 4.6952, loss: 4.6952 2024-07-16 10:16:27,321 - pyskl - INFO - Epoch [5][1100/3746] lr: 9.980e-02, eta: 4 days, 15:10:47, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1675, top5_acc: 0.3837, loss_cls: 4.6704, loss: 4.6704 2024-07-16 10:17:37,596 - pyskl - INFO - Epoch [5][1200/3746] lr: 9.980e-02, eta: 4 days, 15:07:50, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1634, top5_acc: 0.3777, loss_cls: 4.6764, loss: 4.6764 2024-07-16 10:18:47,681 - pyskl - INFO - Epoch [5][1300/3746] lr: 9.979e-02, eta: 4 days, 15:04:49, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1656, top5_acc: 0.3805, loss_cls: 4.7000, loss: 4.7000 2024-07-16 10:19:57,781 - pyskl - INFO - Epoch [5][1400/3746] lr: 9.979e-02, eta: 4 days, 15:01:49, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1650, top5_acc: 0.3781, loss_cls: 4.6898, loss: 4.6898 2024-07-16 10:21:07,978 - pyskl - INFO - Epoch [5][1500/3746] lr: 9.979e-02, eta: 4 days, 14:58:54, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1703, top5_acc: 0.3831, loss_cls: 4.6570, loss: 4.6570 2024-07-16 10:22:18,414 - pyskl - INFO - Epoch [5][1600/3746] lr: 9.979e-02, eta: 4 days, 14:56:08, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1598, top5_acc: 0.3741, loss_cls: 4.7017, loss: 4.7017 2024-07-16 10:23:28,435 - pyskl - INFO - Epoch [5][1700/3746] lr: 9.978e-02, eta: 4 days, 14:53:10, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1536, top5_acc: 0.3778, loss_cls: 4.7186, loss: 4.7186 2024-07-16 10:24:39,204 - pyskl - INFO - Epoch [5][1800/3746] lr: 9.978e-02, eta: 4 days, 14:50:37, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1630, top5_acc: 0.3852, loss_cls: 4.6762, loss: 4.6762 2024-07-16 10:25:49,365 - pyskl - INFO - Epoch [5][1900/3746] lr: 9.978e-02, eta: 4 days, 14:47:46, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1681, top5_acc: 0.3742, loss_cls: 4.7193, loss: 4.7193 2024-07-16 10:26:59,745 - pyskl - INFO - Epoch [5][2000/3746] lr: 9.977e-02, eta: 4 days, 14:45:03, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1616, top5_acc: 0.3814, loss_cls: 4.7174, loss: 4.7174 2024-07-16 10:28:10,073 - pyskl - INFO - Epoch [5][2100/3746] lr: 9.977e-02, eta: 4 days, 14:42:19, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1638, top5_acc: 0.3748, loss_cls: 4.6933, loss: 4.6933 2024-07-16 10:29:20,535 - pyskl - INFO - Epoch [5][2200/3746] lr: 9.977e-02, eta: 4 days, 14:39:40, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1688, top5_acc: 0.3798, loss_cls: 4.6913, loss: 4.6913 2024-07-16 10:30:30,747 - pyskl - INFO - Epoch [5][2300/3746] lr: 9.977e-02, eta: 4 days, 14:36:55, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1772, top5_acc: 0.3872, loss_cls: 4.6508, loss: 4.6508 2024-07-16 10:31:41,010 - pyskl - INFO - Epoch [5][2400/3746] lr: 9.976e-02, eta: 4 days, 14:34:13, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1723, top5_acc: 0.3825, loss_cls: 4.6834, loss: 4.6834 2024-07-16 10:32:51,250 - pyskl - INFO - Epoch [5][2500/3746] lr: 9.976e-02, eta: 4 days, 14:31:30, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1633, top5_acc: 0.3695, loss_cls: 4.7176, loss: 4.7176 2024-07-16 10:34:01,409 - pyskl - INFO - Epoch [5][2600/3746] lr: 9.976e-02, eta: 4 days, 14:28:47, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1667, top5_acc: 0.3862, loss_cls: 4.6702, loss: 4.6702 2024-07-16 10:35:11,553 - pyskl - INFO - Epoch [5][2700/3746] lr: 9.976e-02, eta: 4 days, 14:26:03, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1656, top5_acc: 0.3837, loss_cls: 4.6698, loss: 4.6698 2024-07-16 10:36:22,000 - pyskl - INFO - Epoch [5][2800/3746] lr: 9.975e-02, eta: 4 days, 14:23:31, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1684, top5_acc: 0.3828, loss_cls: 4.6538, loss: 4.6538 2024-07-16 10:37:32,072 - pyskl - INFO - Epoch [5][2900/3746] lr: 9.975e-02, eta: 4 days, 14:20:47, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1642, top5_acc: 0.3862, loss_cls: 4.6814, loss: 4.6814 2024-07-16 10:38:42,183 - pyskl - INFO - Epoch [5][3000/3746] lr: 9.975e-02, eta: 4 days, 14:18:06, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1631, top5_acc: 0.3798, loss_cls: 4.6866, loss: 4.6866 2024-07-16 10:39:52,115 - pyskl - INFO - Epoch [5][3100/3746] lr: 9.974e-02, eta: 4 days, 14:15:21, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1616, top5_acc: 0.3770, loss_cls: 4.6814, loss: 4.6814 2024-07-16 10:41:02,433 - pyskl - INFO - Epoch [5][3200/3746] lr: 9.974e-02, eta: 4 days, 14:12:48, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1703, top5_acc: 0.3872, loss_cls: 4.6567, loss: 4.6567 2024-07-16 10:42:12,615 - pyskl - INFO - Epoch [5][3300/3746] lr: 9.974e-02, eta: 4 days, 14:10:12, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1717, top5_acc: 0.3834, loss_cls: 4.6572, loss: 4.6572 2024-07-16 10:43:22,689 - pyskl - INFO - Epoch [5][3400/3746] lr: 9.974e-02, eta: 4 days, 14:07:34, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1753, top5_acc: 0.3911, loss_cls: 4.6664, loss: 4.6664 2024-07-16 10:44:32,843 - pyskl - INFO - Epoch [5][3500/3746] lr: 9.973e-02, eta: 4 days, 14:04:59, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1655, top5_acc: 0.3880, loss_cls: 4.6596, loss: 4.6596 2024-07-16 10:45:44,181 - pyskl - INFO - Epoch [5][3600/3746] lr: 9.973e-02, eta: 4 days, 14:02:59, time: 0.713, data_time: 0.001, memory: 15990, top1_acc: 0.1733, top5_acc: 0.3831, loss_cls: 4.6821, loss: 4.6821 2024-07-16 10:46:55,039 - pyskl - INFO - Epoch [5][3700/3746] lr: 9.973e-02, eta: 4 days, 14:00:47, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1644, top5_acc: 0.3786, loss_cls: 4.7071, loss: 4.7071 2024-07-16 10:47:29,737 - pyskl - INFO - Saving checkpoint at 5 epochs 2024-07-16 10:49:20,871 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 10:49:21,528 - pyskl - INFO - top1_acc 0.0969 top5_acc 0.2650 2024-07-16 10:49:21,528 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 10:49:21,565 - pyskl - INFO - mean_acc 0.0968 2024-07-16 10:49:21,575 - pyskl - INFO - Epoch(val) [5][309] top1_acc: 0.0969, top5_acc: 0.2650, mean_class_accuracy: 0.0968 2024-07-16 10:52:32,787 - pyskl - INFO - Epoch [6][100/3746] lr: 9.972e-02, eta: 4 days, 14:39:45, time: 1.912, data_time: 1.208, memory: 15990, top1_acc: 0.1680, top5_acc: 0.3866, loss_cls: 4.6429, loss: 4.6429 2024-07-16 10:53:43,114 - pyskl - INFO - Epoch [6][200/3746] lr: 9.972e-02, eta: 4 days, 14:37:04, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1702, top5_acc: 0.3837, loss_cls: 4.6612, loss: 4.6612 2024-07-16 10:54:53,355 - pyskl - INFO - Epoch [6][300/3746] lr: 9.972e-02, eta: 4 days, 14:34:22, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1767, top5_acc: 0.3950, loss_cls: 4.6421, loss: 4.6421 2024-07-16 10:56:03,549 - pyskl - INFO - Epoch [6][400/3746] lr: 9.971e-02, eta: 4 days, 14:31:40, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1689, top5_acc: 0.3934, loss_cls: 4.6056, loss: 4.6056 2024-07-16 10:57:13,485 - pyskl - INFO - Epoch [6][500/3746] lr: 9.971e-02, eta: 4 days, 14:28:52, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1700, top5_acc: 0.3908, loss_cls: 4.6186, loss: 4.6186 2024-07-16 10:58:23,533 - pyskl - INFO - Epoch [6][600/3746] lr: 9.971e-02, eta: 4 days, 14:26:07, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1675, top5_acc: 0.3764, loss_cls: 4.6757, loss: 4.6757 2024-07-16 10:59:33,710 - pyskl - INFO - Epoch [6][700/3746] lr: 9.971e-02, eta: 4 days, 14:23:28, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1731, top5_acc: 0.3841, loss_cls: 4.6581, loss: 4.6581 2024-07-16 11:00:43,831 - pyskl - INFO - Epoch [6][800/3746] lr: 9.970e-02, eta: 4 days, 14:20:47, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1748, top5_acc: 0.3953, loss_cls: 4.6294, loss: 4.6294 2024-07-16 11:01:53,864 - pyskl - INFO - Epoch [6][900/3746] lr: 9.970e-02, eta: 4 days, 14:18:05, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1850, top5_acc: 0.4031, loss_cls: 4.5920, loss: 4.5920 2024-07-16 11:03:03,944 - pyskl - INFO - Epoch [6][1000/3746] lr: 9.970e-02, eta: 4 days, 14:15:25, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1737, top5_acc: 0.3862, loss_cls: 4.6195, loss: 4.6195 2024-07-16 11:04:14,007 - pyskl - INFO - Epoch [6][1100/3746] lr: 9.969e-02, eta: 4 days, 14:12:46, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1609, top5_acc: 0.3889, loss_cls: 4.6778, loss: 4.6778 2024-07-16 11:05:24,253 - pyskl - INFO - Epoch [6][1200/3746] lr: 9.969e-02, eta: 4 days, 14:10:13, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1752, top5_acc: 0.3930, loss_cls: 4.6294, loss: 4.6294 2024-07-16 11:06:34,204 - pyskl - INFO - Epoch [6][1300/3746] lr: 9.969e-02, eta: 4 days, 14:07:32, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1680, top5_acc: 0.3875, loss_cls: 4.6639, loss: 4.6639 2024-07-16 11:07:44,277 - pyskl - INFO - Epoch [6][1400/3746] lr: 9.968e-02, eta: 4 days, 14:04:56, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1711, top5_acc: 0.3820, loss_cls: 4.6552, loss: 4.6552 2024-07-16 11:08:54,403 - pyskl - INFO - Epoch [6][1500/3746] lr: 9.968e-02, eta: 4 days, 14:02:22, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1764, top5_acc: 0.3992, loss_cls: 4.5885, loss: 4.5885 2024-07-16 11:10:04,411 - pyskl - INFO - Epoch [6][1600/3746] lr: 9.968e-02, eta: 4 days, 13:59:45, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1773, top5_acc: 0.3955, loss_cls: 4.6124, loss: 4.6124 2024-07-16 11:11:14,420 - pyskl - INFO - Epoch [6][1700/3746] lr: 9.967e-02, eta: 4 days, 13:57:10, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1737, top5_acc: 0.3845, loss_cls: 4.6287, loss: 4.6287 2024-07-16 11:12:25,234 - pyskl - INFO - Epoch [6][1800/3746] lr: 9.967e-02, eta: 4 days, 13:54:56, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1691, top5_acc: 0.3830, loss_cls: 4.6853, loss: 4.6853 2024-07-16 11:13:35,439 - pyskl - INFO - Epoch [6][1900/3746] lr: 9.967e-02, eta: 4 days, 13:52:27, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1716, top5_acc: 0.3845, loss_cls: 4.6584, loss: 4.6584 2024-07-16 11:14:45,597 - pyskl - INFO - Epoch [6][2000/3746] lr: 9.966e-02, eta: 4 days, 13:49:58, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1739, top5_acc: 0.3942, loss_cls: 4.6169, loss: 4.6169 2024-07-16 11:15:55,964 - pyskl - INFO - Epoch [6][2100/3746] lr: 9.966e-02, eta: 4 days, 13:47:35, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1748, top5_acc: 0.3973, loss_cls: 4.6344, loss: 4.6344 2024-07-16 11:17:06,230 - pyskl - INFO - Epoch [6][2200/3746] lr: 9.966e-02, eta: 4 days, 13:45:10, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1741, top5_acc: 0.3866, loss_cls: 4.6324, loss: 4.6324 2024-07-16 11:18:16,347 - pyskl - INFO - Epoch [6][2300/3746] lr: 9.965e-02, eta: 4 days, 13:42:42, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1702, top5_acc: 0.3805, loss_cls: 4.6612, loss: 4.6612 2024-07-16 11:19:26,438 - pyskl - INFO - Epoch [6][2400/3746] lr: 9.965e-02, eta: 4 days, 13:40:14, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1767, top5_acc: 0.3862, loss_cls: 4.6444, loss: 4.6444 2024-07-16 11:20:36,737 - pyskl - INFO - Epoch [6][2500/3746] lr: 9.965e-02, eta: 4 days, 13:37:52, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1745, top5_acc: 0.4002, loss_cls: 4.5999, loss: 4.5999 2024-07-16 11:21:46,917 - pyskl - INFO - Epoch [6][2600/3746] lr: 9.964e-02, eta: 4 days, 13:35:27, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1800, top5_acc: 0.3914, loss_cls: 4.6038, loss: 4.6038 2024-07-16 11:22:57,172 - pyskl - INFO - Epoch [6][2700/3746] lr: 9.964e-02, eta: 4 days, 13:33:05, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1695, top5_acc: 0.3853, loss_cls: 4.6531, loss: 4.6531 2024-07-16 11:24:07,329 - pyskl - INFO - Epoch [6][2800/3746] lr: 9.964e-02, eta: 4 days, 13:30:42, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1705, top5_acc: 0.3833, loss_cls: 4.6682, loss: 4.6682 2024-07-16 11:25:17,580 - pyskl - INFO - Epoch [6][2900/3746] lr: 9.963e-02, eta: 4 days, 13:28:21, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1720, top5_acc: 0.3842, loss_cls: 4.6645, loss: 4.6645 2024-07-16 11:26:27,615 - pyskl - INFO - Epoch [6][3000/3746] lr: 9.963e-02, eta: 4 days, 13:25:56, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1781, top5_acc: 0.3939, loss_cls: 4.6340, loss: 4.6340 2024-07-16 11:27:38,097 - pyskl - INFO - Epoch [6][3100/3746] lr: 9.963e-02, eta: 4 days, 13:23:42, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1725, top5_acc: 0.3897, loss_cls: 4.6254, loss: 4.6254 2024-07-16 11:28:48,642 - pyskl - INFO - Epoch [6][3200/3746] lr: 9.962e-02, eta: 4 days, 13:21:31, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1731, top5_acc: 0.3861, loss_cls: 4.6243, loss: 4.6243 2024-07-16 11:29:58,699 - pyskl - INFO - Epoch [6][3300/3746] lr: 9.962e-02, eta: 4 days, 13:19:08, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1702, top5_acc: 0.3822, loss_cls: 4.6716, loss: 4.6716 2024-07-16 11:31:08,896 - pyskl - INFO - Epoch [6][3400/3746] lr: 9.962e-02, eta: 4 days, 13:16:49, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1764, top5_acc: 0.3950, loss_cls: 4.6271, loss: 4.6271 2024-07-16 11:32:19,131 - pyskl - INFO - Epoch [6][3500/3746] lr: 9.961e-02, eta: 4 days, 13:14:32, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1725, top5_acc: 0.3927, loss_cls: 4.6312, loss: 4.6312 2024-07-16 11:33:29,928 - pyskl - INFO - Epoch [6][3600/3746] lr: 9.961e-02, eta: 4 days, 13:12:29, time: 0.708, data_time: 0.001, memory: 15990, top1_acc: 0.1688, top5_acc: 0.3964, loss_cls: 4.6361, loss: 4.6361 2024-07-16 11:34:40,800 - pyskl - INFO - Epoch [6][3700/3746] lr: 9.961e-02, eta: 4 days, 13:10:28, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1766, top5_acc: 0.3944, loss_cls: 4.6378, loss: 4.6378 2024-07-16 11:35:14,987 - pyskl - INFO - Saving checkpoint at 6 epochs 2024-07-16 11:37:05,695 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 11:37:06,411 - pyskl - INFO - top1_acc 0.1164 top5_acc 0.3035 2024-07-16 11:37:06,411 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 11:37:06,450 - pyskl - INFO - mean_acc 0.1161 2024-07-16 11:37:06,454 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_4.pth was removed 2024-07-16 11:37:06,693 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2024-07-16 11:37:06,694 - pyskl - INFO - Best top1_acc is 0.1164 at 6 epoch. 2024-07-16 11:37:06,703 - pyskl - INFO - Epoch(val) [6][309] top1_acc: 0.1164, top5_acc: 0.3035, mean_class_accuracy: 0.1161 2024-07-16 11:40:17,697 - pyskl - INFO - Epoch [7][100/3746] lr: 9.960e-02, eta: 4 days, 13:42:23, time: 1.910, data_time: 1.207, memory: 15990, top1_acc: 0.1817, top5_acc: 0.3967, loss_cls: 4.6145, loss: 4.6145 2024-07-16 11:41:28,049 - pyskl - INFO - Epoch [7][200/3746] lr: 9.960e-02, eta: 4 days, 13:40:02, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1789, top5_acc: 0.3923, loss_cls: 4.6247, loss: 4.6247 2024-07-16 11:42:37,916 - pyskl - INFO - Epoch [7][300/3746] lr: 9.960e-02, eta: 4 days, 13:37:29, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1694, top5_acc: 0.4016, loss_cls: 4.5710, loss: 4.5710 2024-07-16 11:43:47,869 - pyskl - INFO - Epoch [7][400/3746] lr: 9.959e-02, eta: 4 days, 13:34:59, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1730, top5_acc: 0.3889, loss_cls: 4.6534, loss: 4.6534 2024-07-16 11:44:57,916 - pyskl - INFO - Epoch [7][500/3746] lr: 9.959e-02, eta: 4 days, 13:32:33, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1819, top5_acc: 0.4070, loss_cls: 4.6082, loss: 4.6082 2024-07-16 11:46:08,134 - pyskl - INFO - Epoch [7][600/3746] lr: 9.958e-02, eta: 4 days, 13:30:10, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1777, top5_acc: 0.4023, loss_cls: 4.6275, loss: 4.6275 2024-07-16 11:47:18,204 - pyskl - INFO - Epoch [7][700/3746] lr: 9.958e-02, eta: 4 days, 13:27:45, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1753, top5_acc: 0.4025, loss_cls: 4.6032, loss: 4.6032 2024-07-16 11:48:28,315 - pyskl - INFO - Epoch [7][800/3746] lr: 9.958e-02, eta: 4 days, 13:25:22, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1689, top5_acc: 0.3925, loss_cls: 4.6378, loss: 4.6378 2024-07-16 11:49:38,593 - pyskl - INFO - Epoch [7][900/3746] lr: 9.957e-02, eta: 4 days, 13:23:03, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1783, top5_acc: 0.3989, loss_cls: 4.5958, loss: 4.5958 2024-07-16 11:50:48,725 - pyskl - INFO - Epoch [7][1000/3746] lr: 9.957e-02, eta: 4 days, 13:20:41, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1705, top5_acc: 0.3872, loss_cls: 4.6561, loss: 4.6561 2024-07-16 11:51:58,646 - pyskl - INFO - Epoch [7][1100/3746] lr: 9.957e-02, eta: 4 days, 13:18:15, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1797, top5_acc: 0.3952, loss_cls: 4.6038, loss: 4.6038 2024-07-16 11:53:08,719 - pyskl - INFO - Epoch [7][1200/3746] lr: 9.956e-02, eta: 4 days, 13:15:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1755, top5_acc: 0.4014, loss_cls: 4.6072, loss: 4.6072 2024-07-16 11:54:18,635 - pyskl - INFO - Epoch [7][1300/3746] lr: 9.956e-02, eta: 4 days, 13:13:29, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1764, top5_acc: 0.3927, loss_cls: 4.6243, loss: 4.6243 2024-07-16 11:55:28,612 - pyskl - INFO - Epoch [7][1400/3746] lr: 9.956e-02, eta: 4 days, 13:11:06, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1756, top5_acc: 0.3869, loss_cls: 4.6423, loss: 4.6423 2024-07-16 11:56:38,831 - pyskl - INFO - Epoch [7][1500/3746] lr: 9.955e-02, eta: 4 days, 13:08:49, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1663, top5_acc: 0.3842, loss_cls: 4.6513, loss: 4.6513 2024-07-16 11:57:48,808 - pyskl - INFO - Epoch [7][1600/3746] lr: 9.955e-02, eta: 4 days, 13:06:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1727, top5_acc: 0.3850, loss_cls: 4.6208, loss: 4.6208 2024-07-16 11:58:58,959 - pyskl - INFO - Epoch [7][1700/3746] lr: 9.954e-02, eta: 4 days, 13:04:10, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1748, top5_acc: 0.3914, loss_cls: 4.6311, loss: 4.6311 2024-07-16 12:00:09,243 - pyskl - INFO - Epoch [7][1800/3746] lr: 9.954e-02, eta: 4 days, 13:01:57, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1802, top5_acc: 0.3947, loss_cls: 4.6339, loss: 4.6339 2024-07-16 12:01:19,354 - pyskl - INFO - Epoch [7][1900/3746] lr: 9.954e-02, eta: 4 days, 12:59:40, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1845, top5_acc: 0.4070, loss_cls: 4.5883, loss: 4.5883 2024-07-16 12:02:29,579 - pyskl - INFO - Epoch [7][2000/3746] lr: 9.953e-02, eta: 4 days, 12:57:26, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1811, top5_acc: 0.3902, loss_cls: 4.6134, loss: 4.6134 2024-07-16 12:03:39,767 - pyskl - INFO - Epoch [7][2100/3746] lr: 9.953e-02, eta: 4 days, 12:55:12, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1733, top5_acc: 0.3942, loss_cls: 4.6119, loss: 4.6119 2024-07-16 12:04:49,650 - pyskl - INFO - Epoch [7][2200/3746] lr: 9.952e-02, eta: 4 days, 12:52:51, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1836, top5_acc: 0.4058, loss_cls: 4.5731, loss: 4.5731 2024-07-16 12:05:59,521 - pyskl - INFO - Epoch [7][2300/3746] lr: 9.952e-02, eta: 4 days, 12:50:31, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1811, top5_acc: 0.4033, loss_cls: 4.6010, loss: 4.6010 2024-07-16 12:07:09,452 - pyskl - INFO - Epoch [7][2400/3746] lr: 9.952e-02, eta: 4 days, 12:48:13, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1775, top5_acc: 0.3914, loss_cls: 4.5955, loss: 4.5955 2024-07-16 12:08:19,417 - pyskl - INFO - Epoch [7][2500/3746] lr: 9.951e-02, eta: 4 days, 12:45:56, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1820, top5_acc: 0.4105, loss_cls: 4.5933, loss: 4.5933 2024-07-16 12:09:29,501 - pyskl - INFO - Epoch [7][2600/3746] lr: 9.951e-02, eta: 4 days, 12:43:42, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1825, top5_acc: 0.4064, loss_cls: 4.5772, loss: 4.5772 2024-07-16 12:10:39,586 - pyskl - INFO - Epoch [7][2700/3746] lr: 9.951e-02, eta: 4 days, 12:41:29, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1864, top5_acc: 0.4106, loss_cls: 4.5411, loss: 4.5411 2024-07-16 12:11:49,630 - pyskl - INFO - Epoch [7][2800/3746] lr: 9.950e-02, eta: 4 days, 12:39:16, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1770, top5_acc: 0.3995, loss_cls: 4.6030, loss: 4.6030 2024-07-16 12:12:59,628 - pyskl - INFO - Epoch [7][2900/3746] lr: 9.950e-02, eta: 4 days, 12:37:01, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1766, top5_acc: 0.3934, loss_cls: 4.6072, loss: 4.6072 2024-07-16 12:14:09,679 - pyskl - INFO - Epoch [7][3000/3746] lr: 9.949e-02, eta: 4 days, 12:34:49, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1808, top5_acc: 0.3994, loss_cls: 4.5905, loss: 4.5905 2024-07-16 12:15:19,848 - pyskl - INFO - Epoch [7][3100/3746] lr: 9.949e-02, eta: 4 days, 12:32:39, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1759, top5_acc: 0.3978, loss_cls: 4.5993, loss: 4.5993 2024-07-16 12:16:29,868 - pyskl - INFO - Epoch [7][3200/3746] lr: 9.949e-02, eta: 4 days, 12:30:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1773, top5_acc: 0.3919, loss_cls: 4.6045, loss: 4.6045 2024-07-16 12:17:39,797 - pyskl - INFO - Epoch [7][3300/3746] lr: 9.948e-02, eta: 4 days, 12:28:14, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1714, top5_acc: 0.3900, loss_cls: 4.6354, loss: 4.6354 2024-07-16 12:18:49,902 - pyskl - INFO - Epoch [7][3400/3746] lr: 9.948e-02, eta: 4 days, 12:26:04, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1845, top5_acc: 0.4041, loss_cls: 4.6160, loss: 4.6160 2024-07-16 12:19:59,984 - pyskl - INFO - Epoch [7][3500/3746] lr: 9.947e-02, eta: 4 days, 12:23:55, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1773, top5_acc: 0.3959, loss_cls: 4.6032, loss: 4.6032 2024-07-16 12:21:11,023 - pyskl - INFO - Epoch [7][3600/3746] lr: 9.947e-02, eta: 4 days, 12:22:06, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1872, top5_acc: 0.4044, loss_cls: 4.5583, loss: 4.5583 2024-07-16 12:22:21,533 - pyskl - INFO - Epoch [7][3700/3746] lr: 9.947e-02, eta: 4 days, 12:20:06, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1825, top5_acc: 0.3980, loss_cls: 4.6189, loss: 4.6189 2024-07-16 12:22:55,708 - pyskl - INFO - Saving checkpoint at 7 epochs 2024-07-16 12:24:46,318 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 12:24:47,045 - pyskl - INFO - top1_acc 0.1174 top5_acc 0.3003 2024-07-16 12:24:47,045 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 12:24:47,092 - pyskl - INFO - mean_acc 0.1172 2024-07-16 12:24:47,096 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_6.pth was removed 2024-07-16 12:24:47,341 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2024-07-16 12:24:47,342 - pyskl - INFO - Best top1_acc is 0.1174 at 7 epoch. 2024-07-16 12:24:47,358 - pyskl - INFO - Epoch(val) [7][309] top1_acc: 0.1174, top5_acc: 0.3003, mean_class_accuracy: 0.1172 2024-07-16 12:27:58,321 - pyskl - INFO - Epoch [8][100/3746] lr: 9.946e-02, eta: 4 days, 12:47:02, time: 1.910, data_time: 1.202, memory: 15990, top1_acc: 0.1914, top5_acc: 0.4075, loss_cls: 4.5753, loss: 4.5753 2024-07-16 12:29:08,592 - pyskl - INFO - Epoch [8][200/3746] lr: 9.946e-02, eta: 4 days, 12:44:51, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1755, top5_acc: 0.3984, loss_cls: 4.6009, loss: 4.6009 2024-07-16 12:30:18,880 - pyskl - INFO - Epoch [8][300/3746] lr: 9.945e-02, eta: 4 days, 12:42:41, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1781, top5_acc: 0.4027, loss_cls: 4.5771, loss: 4.5771 2024-07-16 12:31:28,909 - pyskl - INFO - Epoch [8][400/3746] lr: 9.945e-02, eta: 4 days, 12:40:26, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1827, top5_acc: 0.4028, loss_cls: 4.5745, loss: 4.5745 2024-07-16 12:32:38,948 - pyskl - INFO - Epoch [8][500/3746] lr: 9.944e-02, eta: 4 days, 12:38:12, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1825, top5_acc: 0.4059, loss_cls: 4.5917, loss: 4.5917 2024-07-16 12:33:49,022 - pyskl - INFO - Epoch [8][600/3746] lr: 9.944e-02, eta: 4 days, 12:35:59, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1805, top5_acc: 0.4059, loss_cls: 4.5596, loss: 4.5596 2024-07-16 12:34:59,277 - pyskl - INFO - Epoch [8][700/3746] lr: 9.943e-02, eta: 4 days, 12:33:50, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1880, top5_acc: 0.4055, loss_cls: 4.5563, loss: 4.5563 2024-07-16 12:36:09,409 - pyskl - INFO - Epoch [8][800/3746] lr: 9.943e-02, eta: 4 days, 12:31:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1870, top5_acc: 0.4159, loss_cls: 4.5609, loss: 4.5609 2024-07-16 12:37:19,439 - pyskl - INFO - Epoch [8][900/3746] lr: 9.943e-02, eta: 4 days, 12:29:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1756, top5_acc: 0.3991, loss_cls: 4.5911, loss: 4.5911 2024-07-16 12:38:29,546 - pyskl - INFO - Epoch [8][1000/3746] lr: 9.942e-02, eta: 4 days, 12:27:16, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1784, top5_acc: 0.4008, loss_cls: 4.5746, loss: 4.5746 2024-07-16 12:39:39,581 - pyskl - INFO - Epoch [8][1100/3746] lr: 9.942e-02, eta: 4 days, 12:25:05, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1764, top5_acc: 0.3992, loss_cls: 4.6568, loss: 4.6568 2024-07-16 12:40:49,925 - pyskl - INFO - Epoch [8][1200/3746] lr: 9.941e-02, eta: 4 days, 12:23:00, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1903, top5_acc: 0.4055, loss_cls: 4.5400, loss: 4.5400 2024-07-16 12:41:59,874 - pyskl - INFO - Epoch [8][1300/3746] lr: 9.941e-02, eta: 4 days, 12:20:47, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1811, top5_acc: 0.4075, loss_cls: 4.5783, loss: 4.5783 2024-07-16 12:43:09,896 - pyskl - INFO - Epoch [8][1400/3746] lr: 9.940e-02, eta: 4 days, 12:18:37, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1844, top5_acc: 0.4102, loss_cls: 4.5753, loss: 4.5753 2024-07-16 12:44:19,834 - pyskl - INFO - Epoch [8][1500/3746] lr: 9.940e-02, eta: 4 days, 12:16:25, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1808, top5_acc: 0.4081, loss_cls: 4.5607, loss: 4.5607 2024-07-16 12:45:30,010 - pyskl - INFO - Epoch [8][1600/3746] lr: 9.940e-02, eta: 4 days, 12:14:19, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1789, top5_acc: 0.3905, loss_cls: 4.6059, loss: 4.6059 2024-07-16 12:46:40,041 - pyskl - INFO - Epoch [8][1700/3746] lr: 9.939e-02, eta: 4 days, 12:12:10, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1736, top5_acc: 0.3950, loss_cls: 4.6073, loss: 4.6073 2024-07-16 12:47:50,470 - pyskl - INFO - Epoch [8][1800/3746] lr: 9.939e-02, eta: 4 days, 12:10:09, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1842, top5_acc: 0.4023, loss_cls: 4.5944, loss: 4.5944 2024-07-16 12:49:00,625 - pyskl - INFO - Epoch [8][1900/3746] lr: 9.938e-02, eta: 4 days, 12:08:03, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1878, top5_acc: 0.4109, loss_cls: 4.5749, loss: 4.5749 2024-07-16 12:50:10,849 - pyskl - INFO - Epoch [8][2000/3746] lr: 9.938e-02, eta: 4 days, 12:05:59, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1873, top5_acc: 0.4139, loss_cls: 4.5424, loss: 4.5424 2024-07-16 12:51:20,884 - pyskl - INFO - Epoch [8][2100/3746] lr: 9.937e-02, eta: 4 days, 12:03:51, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1797, top5_acc: 0.3998, loss_cls: 4.6138, loss: 4.6138 2024-07-16 12:52:30,926 - pyskl - INFO - Epoch [8][2200/3746] lr: 9.937e-02, eta: 4 days, 12:01:45, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1827, top5_acc: 0.4092, loss_cls: 4.5613, loss: 4.5613 2024-07-16 12:53:40,922 - pyskl - INFO - Epoch [8][2300/3746] lr: 9.937e-02, eta: 4 days, 11:59:37, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1708, top5_acc: 0.4041, loss_cls: 4.6067, loss: 4.6067 2024-07-16 12:54:50,717 - pyskl - INFO - Epoch [8][2400/3746] lr: 9.936e-02, eta: 4 days, 11:57:27, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1786, top5_acc: 0.3984, loss_cls: 4.5939, loss: 4.5939 2024-07-16 12:56:00,772 - pyskl - INFO - Epoch [8][2500/3746] lr: 9.936e-02, eta: 4 days, 11:55:22, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1883, top5_acc: 0.4156, loss_cls: 4.5274, loss: 4.5274 2024-07-16 12:57:10,737 - pyskl - INFO - Epoch [8][2600/3746] lr: 9.935e-02, eta: 4 days, 11:53:15, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1794, top5_acc: 0.3994, loss_cls: 4.5983, loss: 4.5983 2024-07-16 12:58:20,795 - pyskl - INFO - Epoch [8][2700/3746] lr: 9.935e-02, eta: 4 days, 11:51:11, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1812, top5_acc: 0.4022, loss_cls: 4.5708, loss: 4.5708 2024-07-16 12:59:30,872 - pyskl - INFO - Epoch [8][2800/3746] lr: 9.934e-02, eta: 4 days, 11:49:07, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1769, top5_acc: 0.4023, loss_cls: 4.5906, loss: 4.5906 2024-07-16 13:00:40,811 - pyskl - INFO - Epoch [8][2900/3746] lr: 9.934e-02, eta: 4 days, 11:47:01, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1742, top5_acc: 0.3981, loss_cls: 4.5820, loss: 4.5820 2024-07-16 13:01:50,936 - pyskl - INFO - Epoch [8][3000/3746] lr: 9.933e-02, eta: 4 days, 11:44:59, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1869, top5_acc: 0.3983, loss_cls: 4.5903, loss: 4.5903 2024-07-16 13:03:00,834 - pyskl - INFO - Epoch [8][3100/3746] lr: 9.933e-02, eta: 4 days, 11:42:53, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1833, top5_acc: 0.4003, loss_cls: 4.6009, loss: 4.6009 2024-07-16 13:04:10,912 - pyskl - INFO - Epoch [8][3200/3746] lr: 9.933e-02, eta: 4 days, 11:40:50, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1806, top5_acc: 0.4030, loss_cls: 4.5854, loss: 4.5854 2024-07-16 13:05:21,051 - pyskl - INFO - Epoch [8][3300/3746] lr: 9.932e-02, eta: 4 days, 11:38:50, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1750, top5_acc: 0.3903, loss_cls: 4.6331, loss: 4.6331 2024-07-16 13:06:31,023 - pyskl - INFO - Epoch [8][3400/3746] lr: 9.932e-02, eta: 4 days, 11:36:46, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1837, top5_acc: 0.4016, loss_cls: 4.6025, loss: 4.6025 2024-07-16 13:07:40,888 - pyskl - INFO - Epoch [8][3500/3746] lr: 9.931e-02, eta: 4 days, 11:34:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1777, top5_acc: 0.4102, loss_cls: 4.5744, loss: 4.5744 2024-07-16 13:08:52,075 - pyskl - INFO - Epoch [8][3600/3746] lr: 9.931e-02, eta: 4 days, 11:33:00, time: 0.712, data_time: 0.001, memory: 15990, top1_acc: 0.1828, top5_acc: 0.4113, loss_cls: 4.5617, loss: 4.5617 2024-07-16 13:10:02,909 - pyskl - INFO - Epoch [8][3700/3746] lr: 9.930e-02, eta: 4 days, 11:31:13, time: 0.708, data_time: 0.001, memory: 15990, top1_acc: 0.1894, top5_acc: 0.4086, loss_cls: 4.5269, loss: 4.5269 2024-07-16 13:10:37,040 - pyskl - INFO - Saving checkpoint at 8 epochs 2024-07-16 13:12:26,411 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 13:12:27,068 - pyskl - INFO - top1_acc 0.1145 top5_acc 0.3012 2024-07-16 13:12:27,068 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 13:12:27,105 - pyskl - INFO - mean_acc 0.1144 2024-07-16 13:12:27,115 - pyskl - INFO - Epoch(val) [8][309] top1_acc: 0.1145, top5_acc: 0.3012, mean_class_accuracy: 0.1144 2024-07-16 13:15:41,182 - pyskl - INFO - Epoch [9][100/3746] lr: 9.930e-02, eta: 4 days, 11:55:20, time: 1.941, data_time: 1.232, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4152, loss_cls: 4.5431, loss: 4.5431 2024-07-16 13:16:51,718 - pyskl - INFO - Epoch [9][200/3746] lr: 9.929e-02, eta: 4 days, 11:53:23, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1961, top5_acc: 0.4239, loss_cls: 4.4790, loss: 4.4790 2024-07-16 13:18:01,975 - pyskl - INFO - Epoch [9][300/3746] lr: 9.929e-02, eta: 4 days, 11:51:21, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1859, top5_acc: 0.4059, loss_cls: 4.5626, loss: 4.5626 2024-07-16 13:19:12,037 - pyskl - INFO - Epoch [9][400/3746] lr: 9.928e-02, eta: 4 days, 11:49:16, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1870, top5_acc: 0.4103, loss_cls: 4.5448, loss: 4.5448 2024-07-16 13:20:22,251 - pyskl - INFO - Epoch [9][500/3746] lr: 9.928e-02, eta: 4 days, 11:47:13, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1820, top5_acc: 0.3989, loss_cls: 4.5776, loss: 4.5776 2024-07-16 13:21:32,582 - pyskl - INFO - Epoch [9][600/3746] lr: 9.927e-02, eta: 4 days, 11:45:14, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1839, top5_acc: 0.4069, loss_cls: 4.5780, loss: 4.5780 2024-07-16 13:22:43,013 - pyskl - INFO - Epoch [9][700/3746] lr: 9.927e-02, eta: 4 days, 11:43:16, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1839, top5_acc: 0.4056, loss_cls: 4.5776, loss: 4.5776 2024-07-16 13:23:53,495 - pyskl - INFO - Epoch [9][800/3746] lr: 9.926e-02, eta: 4 days, 11:41:20, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1795, top5_acc: 0.3948, loss_cls: 4.6054, loss: 4.6054 2024-07-16 13:25:03,884 - pyskl - INFO - Epoch [9][900/3746] lr: 9.926e-02, eta: 4 days, 11:39:22, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1944, top5_acc: 0.4164, loss_cls: 4.5398, loss: 4.5398 2024-07-16 13:26:14,523 - pyskl - INFO - Epoch [9][1000/3746] lr: 9.925e-02, eta: 4 days, 11:37:29, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1866, top5_acc: 0.4091, loss_cls: 4.5718, loss: 4.5718 2024-07-16 13:27:24,866 - pyskl - INFO - Epoch [9][1100/3746] lr: 9.925e-02, eta: 4 days, 11:35:31, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1834, top5_acc: 0.4075, loss_cls: 4.5513, loss: 4.5513 2024-07-16 13:28:35,351 - pyskl - INFO - Epoch [9][1200/3746] lr: 9.924e-02, eta: 4 days, 11:33:35, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1888, top5_acc: 0.4089, loss_cls: 4.5698, loss: 4.5698 2024-07-16 13:29:45,496 - pyskl - INFO - Epoch [9][1300/3746] lr: 9.924e-02, eta: 4 days, 11:31:35, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1772, top5_acc: 0.3952, loss_cls: 4.5956, loss: 4.5956 2024-07-16 13:30:55,794 - pyskl - INFO - Epoch [9][1400/3746] lr: 9.923e-02, eta: 4 days, 11:29:37, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1873, top5_acc: 0.4109, loss_cls: 4.5497, loss: 4.5497 2024-07-16 13:32:05,803 - pyskl - INFO - Epoch [9][1500/3746] lr: 9.923e-02, eta: 4 days, 11:27:35, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1783, top5_acc: 0.3964, loss_cls: 4.6065, loss: 4.6065 2024-07-16 13:33:16,035 - pyskl - INFO - Epoch [9][1600/3746] lr: 9.922e-02, eta: 4 days, 11:25:36, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1792, top5_acc: 0.4072, loss_cls: 4.5735, loss: 4.5735 2024-07-16 13:34:26,347 - pyskl - INFO - Epoch [9][1700/3746] lr: 9.922e-02, eta: 4 days, 11:23:40, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4119, loss_cls: 4.5350, loss: 4.5350 2024-07-16 13:35:37,217 - pyskl - INFO - Epoch [9][1800/3746] lr: 9.921e-02, eta: 4 days, 11:21:53, time: 0.709, data_time: 0.001, memory: 15990, top1_acc: 0.1877, top5_acc: 0.4139, loss_cls: 4.5477, loss: 4.5477 2024-07-16 13:36:47,417 - pyskl - INFO - Epoch [9][1900/3746] lr: 9.921e-02, eta: 4 days, 11:19:55, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1848, top5_acc: 0.4044, loss_cls: 4.5663, loss: 4.5663 2024-07-16 13:37:57,555 - pyskl - INFO - Epoch [9][2000/3746] lr: 9.920e-02, eta: 4 days, 11:17:56, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1894, top5_acc: 0.3991, loss_cls: 4.5804, loss: 4.5804 2024-07-16 13:39:07,819 - pyskl - INFO - Epoch [9][2100/3746] lr: 9.920e-02, eta: 4 days, 11:16:00, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1891, top5_acc: 0.4105, loss_cls: 4.5497, loss: 4.5497 2024-07-16 13:40:18,024 - pyskl - INFO - Epoch [9][2200/3746] lr: 9.919e-02, eta: 4 days, 11:14:03, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1847, top5_acc: 0.3983, loss_cls: 4.5744, loss: 4.5744 2024-07-16 13:41:28,256 - pyskl - INFO - Epoch [9][2300/3746] lr: 9.919e-02, eta: 4 days, 11:12:06, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1805, top5_acc: 0.4056, loss_cls: 4.5652, loss: 4.5652 2024-07-16 13:42:38,684 - pyskl - INFO - Epoch [9][2400/3746] lr: 9.918e-02, eta: 4 days, 11:10:13, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1845, top5_acc: 0.4036, loss_cls: 4.5916, loss: 4.5916 2024-07-16 13:43:48,737 - pyskl - INFO - Epoch [9][2500/3746] lr: 9.918e-02, eta: 4 days, 11:08:15, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1794, top5_acc: 0.4088, loss_cls: 4.5745, loss: 4.5745 2024-07-16 13:44:58,490 - pyskl - INFO - Epoch [9][2600/3746] lr: 9.917e-02, eta: 4 days, 11:06:12, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1787, top5_acc: 0.3977, loss_cls: 4.5965, loss: 4.5965 2024-07-16 13:46:08,628 - pyskl - INFO - Epoch [9][2700/3746] lr: 9.917e-02, eta: 4 days, 11:04:15, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1787, top5_acc: 0.4036, loss_cls: 4.5606, loss: 4.5606 2024-07-16 13:47:18,841 - pyskl - INFO - Epoch [9][2800/3746] lr: 9.916e-02, eta: 4 days, 11:02:20, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1770, top5_acc: 0.4084, loss_cls: 4.5305, loss: 4.5305 2024-07-16 13:48:29,058 - pyskl - INFO - Epoch [9][2900/3746] lr: 9.916e-02, eta: 4 days, 11:00:25, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1864, top5_acc: 0.4102, loss_cls: 4.5432, loss: 4.5432 2024-07-16 13:49:39,405 - pyskl - INFO - Epoch [9][3000/3746] lr: 9.915e-02, eta: 4 days, 10:58:33, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1884, top5_acc: 0.4167, loss_cls: 4.5424, loss: 4.5424 2024-07-16 13:50:49,509 - pyskl - INFO - Epoch [9][3100/3746] lr: 9.915e-02, eta: 4 days, 10:56:36, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1897, top5_acc: 0.4088, loss_cls: 4.5693, loss: 4.5693 2024-07-16 13:52:00,081 - pyskl - INFO - Epoch [9][3200/3746] lr: 9.914e-02, eta: 4 days, 10:54:48, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1848, top5_acc: 0.4086, loss_cls: 4.5727, loss: 4.5727 2024-07-16 13:53:10,229 - pyskl - INFO - Epoch [9][3300/3746] lr: 9.914e-02, eta: 4 days, 10:52:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1844, top5_acc: 0.4136, loss_cls: 4.5420, loss: 4.5420 2024-07-16 13:54:20,319 - pyskl - INFO - Epoch [9][3400/3746] lr: 9.913e-02, eta: 4 days, 10:50:58, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1797, top5_acc: 0.4094, loss_cls: 4.5520, loss: 4.5520 2024-07-16 13:55:30,434 - pyskl - INFO - Epoch [9][3500/3746] lr: 9.913e-02, eta: 4 days, 10:49:03, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1823, top5_acc: 0.4039, loss_cls: 4.5926, loss: 4.5926 2024-07-16 13:56:41,147 - pyskl - INFO - Epoch [9][3600/3746] lr: 9.912e-02, eta: 4 days, 10:47:18, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1850, top5_acc: 0.4094, loss_cls: 4.5660, loss: 4.5660 2024-07-16 13:57:51,675 - pyskl - INFO - Epoch [9][3700/3746] lr: 9.912e-02, eta: 4 days, 10:45:30, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1783, top5_acc: 0.3978, loss_cls: 4.5691, loss: 4.5691 2024-07-16 13:58:26,073 - pyskl - INFO - Saving checkpoint at 9 epochs 2024-07-16 14:00:17,680 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 14:00:18,373 - pyskl - INFO - top1_acc 0.0935 top5_acc 0.2570 2024-07-16 14:00:18,373 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 14:00:18,417 - pyskl - INFO - mean_acc 0.0937 2024-07-16 14:00:18,430 - pyskl - INFO - Epoch(val) [9][309] top1_acc: 0.0935, top5_acc: 0.2570, mean_class_accuracy: 0.0937 2024-07-16 14:03:31,787 - pyskl - INFO - Epoch [10][100/3746] lr: 9.911e-02, eta: 4 days, 11:06:24, time: 1.933, data_time: 1.229, memory: 15990, top1_acc: 0.1783, top5_acc: 0.4008, loss_cls: 4.5984, loss: 4.5984 2024-07-16 14:04:42,042 - pyskl - INFO - Epoch [10][200/3746] lr: 9.910e-02, eta: 4 days, 11:04:28, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4088, loss_cls: 4.5313, loss: 4.5313 2024-07-16 14:05:52,104 - pyskl - INFO - Epoch [10][300/3746] lr: 9.910e-02, eta: 4 days, 11:02:29, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1852, top5_acc: 0.4122, loss_cls: 4.5444, loss: 4.5444 2024-07-16 14:07:02,297 - pyskl - INFO - Epoch [10][400/3746] lr: 9.909e-02, eta: 4 days, 11:00:33, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1864, top5_acc: 0.4095, loss_cls: 4.5328, loss: 4.5328 2024-07-16 14:08:12,700 - pyskl - INFO - Epoch [10][500/3746] lr: 9.909e-02, eta: 4 days, 10:58:40, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1972, top5_acc: 0.4266, loss_cls: 4.4801, loss: 4.4801 2024-07-16 14:09:23,013 - pyskl - INFO - Epoch [10][600/3746] lr: 9.908e-02, eta: 4 days, 10:56:46, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1787, top5_acc: 0.4056, loss_cls: 4.5706, loss: 4.5706 2024-07-16 14:10:33,155 - pyskl - INFO - Epoch [10][700/3746] lr: 9.908e-02, eta: 4 days, 10:54:50, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4194, loss_cls: 4.5001, loss: 4.5001 2024-07-16 14:11:43,305 - pyskl - INFO - Epoch [10][800/3746] lr: 9.907e-02, eta: 4 days, 10:52:54, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1886, top5_acc: 0.4139, loss_cls: 4.5359, loss: 4.5359 2024-07-16 14:12:53,257 - pyskl - INFO - Epoch [10][900/3746] lr: 9.907e-02, eta: 4 days, 10:50:55, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1825, top5_acc: 0.4089, loss_cls: 4.5566, loss: 4.5566 2024-07-16 14:14:03,234 - pyskl - INFO - Epoch [10][1000/3746] lr: 9.906e-02, eta: 4 days, 10:48:57, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1922, top5_acc: 0.4103, loss_cls: 4.5349, loss: 4.5349 2024-07-16 14:15:13,486 - pyskl - INFO - Epoch [10][1100/3746] lr: 9.906e-02, eta: 4 days, 10:47:03, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1922, top5_acc: 0.4144, loss_cls: 4.5394, loss: 4.5394 2024-07-16 14:16:23,604 - pyskl - INFO - Epoch [10][1200/3746] lr: 9.905e-02, eta: 4 days, 10:45:08, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1900, top5_acc: 0.4105, loss_cls: 4.5158, loss: 4.5158 2024-07-16 14:17:33,700 - pyskl - INFO - Epoch [10][1300/3746] lr: 9.905e-02, eta: 4 days, 10:43:12, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1878, top5_acc: 0.4138, loss_cls: 4.5213, loss: 4.5213 2024-07-16 14:18:43,715 - pyskl - INFO - Epoch [10][1400/3746] lr: 9.904e-02, eta: 4 days, 10:41:16, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1761, top5_acc: 0.4061, loss_cls: 4.5797, loss: 4.5797 2024-07-16 14:19:53,772 - pyskl - INFO - Epoch [10][1500/3746] lr: 9.903e-02, eta: 4 days, 10:39:20, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4100, loss_cls: 4.5412, loss: 4.5412 2024-07-16 14:21:03,715 - pyskl - INFO - Epoch [10][1600/3746] lr: 9.903e-02, eta: 4 days, 10:37:23, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1841, top5_acc: 0.4030, loss_cls: 4.5639, loss: 4.5639 2024-07-16 14:22:13,852 - pyskl - INFO - Epoch [10][1700/3746] lr: 9.902e-02, eta: 4 days, 10:35:29, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1800, top5_acc: 0.4003, loss_cls: 4.5879, loss: 4.5879 2024-07-16 14:23:24,896 - pyskl - INFO - Epoch [10][1800/3746] lr: 9.902e-02, eta: 4 days, 10:33:49, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4113, loss_cls: 4.5582, loss: 4.5582 2024-07-16 14:24:35,123 - pyskl - INFO - Epoch [10][1900/3746] lr: 9.901e-02, eta: 4 days, 10:31:57, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1833, top5_acc: 0.4122, loss_cls: 4.5474, loss: 4.5474 2024-07-16 14:25:45,358 - pyskl - INFO - Epoch [10][2000/3746] lr: 9.901e-02, eta: 4 days, 10:30:05, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1903, top5_acc: 0.4114, loss_cls: 4.5462, loss: 4.5462 2024-07-16 14:26:55,829 - pyskl - INFO - Epoch [10][2100/3746] lr: 9.900e-02, eta: 4 days, 10:28:17, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1809, top5_acc: 0.4086, loss_cls: 4.5676, loss: 4.5676 2024-07-16 14:28:05,828 - pyskl - INFO - Epoch [10][2200/3746] lr: 9.900e-02, eta: 4 days, 10:26:22, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1883, top5_acc: 0.4150, loss_cls: 4.5223, loss: 4.5223 2024-07-16 14:29:15,912 - pyskl - INFO - Epoch [10][2300/3746] lr: 9.899e-02, eta: 4 days, 10:24:29, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1913, top5_acc: 0.4077, loss_cls: 4.5622, loss: 4.5622 2024-07-16 14:30:26,076 - pyskl - INFO - Epoch [10][2400/3746] lr: 9.898e-02, eta: 4 days, 10:22:37, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1848, top5_acc: 0.4100, loss_cls: 4.5137, loss: 4.5137 2024-07-16 14:31:36,144 - pyskl - INFO - Epoch [10][2500/3746] lr: 9.898e-02, eta: 4 days, 10:20:44, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1894, top5_acc: 0.4123, loss_cls: 4.5610, loss: 4.5610 2024-07-16 14:32:46,185 - pyskl - INFO - Epoch [10][2600/3746] lr: 9.897e-02, eta: 4 days, 10:18:51, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1888, top5_acc: 0.4169, loss_cls: 4.5246, loss: 4.5246 2024-07-16 14:33:56,160 - pyskl - INFO - Epoch [10][2700/3746] lr: 9.897e-02, eta: 4 days, 10:16:57, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1833, top5_acc: 0.4142, loss_cls: 4.5525, loss: 4.5525 2024-07-16 14:35:06,242 - pyskl - INFO - Epoch [10][2800/3746] lr: 9.896e-02, eta: 4 days, 10:15:05, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4161, loss_cls: 4.5258, loss: 4.5258 2024-07-16 14:36:16,444 - pyskl - INFO - Epoch [10][2900/3746] lr: 9.896e-02, eta: 4 days, 10:13:15, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1864, top5_acc: 0.4169, loss_cls: 4.5340, loss: 4.5340 2024-07-16 14:37:26,583 - pyskl - INFO - Epoch [10][3000/3746] lr: 9.895e-02, eta: 4 days, 10:11:24, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1914, top5_acc: 0.4133, loss_cls: 4.5188, loss: 4.5188 2024-07-16 14:38:36,618 - pyskl - INFO - Epoch [10][3100/3746] lr: 9.894e-02, eta: 4 days, 10:09:32, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1900, top5_acc: 0.4184, loss_cls: 4.5430, loss: 4.5430 2024-07-16 14:39:46,678 - pyskl - INFO - Epoch [10][3200/3746] lr: 9.894e-02, eta: 4 days, 10:07:40, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1825, top5_acc: 0.4014, loss_cls: 4.5702, loss: 4.5702 2024-07-16 14:40:56,660 - pyskl - INFO - Epoch [10][3300/3746] lr: 9.893e-02, eta: 4 days, 10:05:48, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1894, top5_acc: 0.4144, loss_cls: 4.5587, loss: 4.5587 2024-07-16 14:42:06,559 - pyskl - INFO - Epoch [10][3400/3746] lr: 9.893e-02, eta: 4 days, 10:03:55, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4144, loss_cls: 4.5168, loss: 4.5168 2024-07-16 14:43:16,682 - pyskl - INFO - Epoch [10][3500/3746] lr: 9.892e-02, eta: 4 days, 10:02:05, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4127, loss_cls: 4.5152, loss: 4.5152 2024-07-16 14:44:27,430 - pyskl - INFO - Epoch [10][3600/3746] lr: 9.892e-02, eta: 4 days, 10:00:24, time: 0.707, data_time: 0.001, memory: 15990, top1_acc: 0.1852, top5_acc: 0.4069, loss_cls: 4.5695, loss: 4.5695 2024-07-16 14:45:38,207 - pyskl - INFO - Epoch [10][3700/3746] lr: 9.891e-02, eta: 4 days, 9:58:43, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1942, top5_acc: 0.4158, loss_cls: 4.5158, loss: 4.5158 2024-07-16 14:46:12,765 - pyskl - INFO - Saving checkpoint at 10 epochs 2024-07-16 14:48:04,200 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 14:48:04,864 - pyskl - INFO - top1_acc 0.1299 top5_acc 0.3258 2024-07-16 14:48:04,865 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 14:48:04,903 - pyskl - INFO - mean_acc 0.1299 2024-07-16 14:48:04,907 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_7.pth was removed 2024-07-16 14:48:05,148 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2024-07-16 14:48:05,149 - pyskl - INFO - Best top1_acc is 0.1299 at 10 epoch. 2024-07-16 14:48:05,159 - pyskl - INFO - Epoch(val) [10][309] top1_acc: 0.1299, top5_acc: 0.3258, mean_class_accuracy: 0.1299 2024-07-16 14:51:18,733 - pyskl - INFO - Epoch [11][100/3746] lr: 9.890e-02, eta: 4 days, 10:17:17, time: 1.936, data_time: 1.230, memory: 15990, top1_acc: 0.1934, top5_acc: 0.4258, loss_cls: 4.5014, loss: 4.5014 2024-07-16 14:52:29,377 - pyskl - INFO - Epoch [11][200/3746] lr: 9.890e-02, eta: 4 days, 10:15:31, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1903, top5_acc: 0.4097, loss_cls: 4.5276, loss: 4.5276 2024-07-16 14:53:39,797 - pyskl - INFO - Epoch [11][300/3746] lr: 9.889e-02, eta: 4 days, 10:13:43, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1934, top5_acc: 0.4147, loss_cls: 4.5033, loss: 4.5033 2024-07-16 14:54:50,004 - pyskl - INFO - Epoch [11][400/3746] lr: 9.888e-02, eta: 4 days, 10:11:52, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1872, top5_acc: 0.4066, loss_cls: 4.5410, loss: 4.5410 2024-07-16 14:56:00,294 - pyskl - INFO - Epoch [11][500/3746] lr: 9.888e-02, eta: 4 days, 10:10:02, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1886, top5_acc: 0.4183, loss_cls: 4.5078, loss: 4.5078 2024-07-16 14:57:10,586 - pyskl - INFO - Epoch [11][600/3746] lr: 9.887e-02, eta: 4 days, 10:08:13, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1895, top5_acc: 0.4181, loss_cls: 4.5234, loss: 4.5234 2024-07-16 14:58:20,892 - pyskl - INFO - Epoch [11][700/3746] lr: 9.887e-02, eta: 4 days, 10:06:24, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1783, top5_acc: 0.4002, loss_cls: 4.5596, loss: 4.5596 2024-07-16 14:59:31,023 - pyskl - INFO - Epoch [11][800/3746] lr: 9.886e-02, eta: 4 days, 10:04:32, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1814, top5_acc: 0.4061, loss_cls: 4.5643, loss: 4.5643 2024-07-16 15:00:41,157 - pyskl - INFO - Epoch [11][900/3746] lr: 9.885e-02, eta: 4 days, 10:02:41, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1916, top5_acc: 0.4114, loss_cls: 4.5193, loss: 4.5193 2024-07-16 15:01:51,653 - pyskl - INFO - Epoch [11][1000/3746] lr: 9.885e-02, eta: 4 days, 10:00:55, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1834, top5_acc: 0.4072, loss_cls: 4.5335, loss: 4.5335 2024-07-16 15:03:01,737 - pyskl - INFO - Epoch [11][1100/3746] lr: 9.884e-02, eta: 4 days, 9:59:04, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1870, top5_acc: 0.4125, loss_cls: 4.5431, loss: 4.5431 2024-07-16 15:04:11,949 - pyskl - INFO - Epoch [11][1200/3746] lr: 9.884e-02, eta: 4 days, 9:57:15, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1778, top5_acc: 0.4012, loss_cls: 4.5795, loss: 4.5795 2024-07-16 15:05:22,323 - pyskl - INFO - Epoch [11][1300/3746] lr: 9.883e-02, eta: 4 days, 9:55:28, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1933, top5_acc: 0.4114, loss_cls: 4.5143, loss: 4.5143 2024-07-16 15:06:32,608 - pyskl - INFO - Epoch [11][1400/3746] lr: 9.882e-02, eta: 4 days, 9:53:40, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1891, top5_acc: 0.4120, loss_cls: 4.5187, loss: 4.5187 2024-07-16 15:07:42,684 - pyskl - INFO - Epoch [11][1500/3746] lr: 9.882e-02, eta: 4 days, 9:51:49, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1934, top5_acc: 0.4219, loss_cls: 4.4900, loss: 4.4900 2024-07-16 15:08:52,749 - pyskl - INFO - Epoch [11][1600/3746] lr: 9.881e-02, eta: 4 days, 9:49:58, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1891, top5_acc: 0.4169, loss_cls: 4.5231, loss: 4.5231 2024-07-16 15:10:02,578 - pyskl - INFO - Epoch [11][1700/3746] lr: 9.881e-02, eta: 4 days, 9:48:05, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4169, loss_cls: 4.5009, loss: 4.5009 2024-07-16 15:11:13,002 - pyskl - INFO - Epoch [11][1800/3746] lr: 9.880e-02, eta: 4 days, 9:46:20, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1858, top5_acc: 0.4181, loss_cls: 4.5388, loss: 4.5388 2024-07-16 15:12:23,295 - pyskl - INFO - Epoch [11][1900/3746] lr: 9.879e-02, eta: 4 days, 9:44:33, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1934, top5_acc: 0.4239, loss_cls: 4.5121, loss: 4.5121 2024-07-16 15:13:33,654 - pyskl - INFO - Epoch [11][2000/3746] lr: 9.879e-02, eta: 4 days, 9:42:47, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1842, top5_acc: 0.4047, loss_cls: 4.5635, loss: 4.5635 2024-07-16 15:14:43,685 - pyskl - INFO - Epoch [11][2100/3746] lr: 9.878e-02, eta: 4 days, 9:40:57, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1855, top5_acc: 0.4125, loss_cls: 4.5424, loss: 4.5424 2024-07-16 15:15:53,621 - pyskl - INFO - Epoch [11][2200/3746] lr: 9.878e-02, eta: 4 days, 9:39:06, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1933, top5_acc: 0.4217, loss_cls: 4.4984, loss: 4.4984 2024-07-16 15:17:03,580 - pyskl - INFO - Epoch [11][2300/3746] lr: 9.877e-02, eta: 4 days, 9:37:15, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1897, top5_acc: 0.4106, loss_cls: 4.5152, loss: 4.5152 2024-07-16 15:18:13,451 - pyskl - INFO - Epoch [11][2400/3746] lr: 9.876e-02, eta: 4 days, 9:35:24, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1927, top5_acc: 0.4095, loss_cls: 4.5387, loss: 4.5387 2024-07-16 15:19:23,302 - pyskl - INFO - Epoch [11][2500/3746] lr: 9.876e-02, eta: 4 days, 9:33:32, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4241, loss_cls: 4.4792, loss: 4.4792 2024-07-16 15:20:33,228 - pyskl - INFO - Epoch [11][2600/3746] lr: 9.875e-02, eta: 4 days, 9:31:42, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4158, loss_cls: 4.5196, loss: 4.5196 2024-07-16 15:21:43,310 - pyskl - INFO - Epoch [11][2700/3746] lr: 9.874e-02, eta: 4 days, 9:29:54, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1905, top5_acc: 0.4156, loss_cls: 4.5586, loss: 4.5586 2024-07-16 15:22:53,300 - pyskl - INFO - Epoch [11][2800/3746] lr: 9.874e-02, eta: 4 days, 9:28:05, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1934, top5_acc: 0.4205, loss_cls: 4.5146, loss: 4.5146 2024-07-16 15:24:03,168 - pyskl - INFO - Epoch [11][2900/3746] lr: 9.873e-02, eta: 4 days, 9:26:14, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1938, top5_acc: 0.4217, loss_cls: 4.5010, loss: 4.5010 2024-07-16 15:25:13,267 - pyskl - INFO - Epoch [11][3000/3746] lr: 9.873e-02, eta: 4 days, 9:24:27, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1767, top5_acc: 0.4064, loss_cls: 4.5537, loss: 4.5537 2024-07-16 15:26:23,204 - pyskl - INFO - Epoch [11][3100/3746] lr: 9.872e-02, eta: 4 days, 9:22:38, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1895, top5_acc: 0.4103, loss_cls: 4.5241, loss: 4.5241 2024-07-16 15:27:33,205 - pyskl - INFO - Epoch [11][3200/3746] lr: 9.871e-02, eta: 4 days, 9:20:49, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1947, top5_acc: 0.4216, loss_cls: 4.5062, loss: 4.5062 2024-07-16 15:28:43,113 - pyskl - INFO - Epoch [11][3300/3746] lr: 9.871e-02, eta: 4 days, 9:19:00, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1881, top5_acc: 0.4134, loss_cls: 4.5349, loss: 4.5349 2024-07-16 15:29:53,094 - pyskl - INFO - Epoch [11][3400/3746] lr: 9.870e-02, eta: 4 days, 9:17:12, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1891, top5_acc: 0.4177, loss_cls: 4.5303, loss: 4.5303 2024-07-16 15:31:03,067 - pyskl - INFO - Epoch [11][3500/3746] lr: 9.869e-02, eta: 4 days, 9:15:24, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1861, top5_acc: 0.4175, loss_cls: 4.5413, loss: 4.5413 2024-07-16 15:32:13,698 - pyskl - INFO - Epoch [11][3600/3746] lr: 9.869e-02, eta: 4 days, 9:13:45, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1881, top5_acc: 0.4189, loss_cls: 4.5213, loss: 4.5213 2024-07-16 15:33:24,265 - pyskl - INFO - Epoch [11][3700/3746] lr: 9.868e-02, eta: 4 days, 9:12:04, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1958, top5_acc: 0.4172, loss_cls: 4.5260, loss: 4.5260 2024-07-16 15:33:58,492 - pyskl - INFO - Saving checkpoint at 11 epochs 2024-07-16 15:35:49,936 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 15:35:50,606 - pyskl - INFO - top1_acc 0.1191 top5_acc 0.3139 2024-07-16 15:35:50,606 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 15:35:50,644 - pyskl - INFO - mean_acc 0.1191 2024-07-16 15:35:50,653 - pyskl - INFO - Epoch(val) [11][309] top1_acc: 0.1191, top5_acc: 0.3139, mean_class_accuracy: 0.1191 2024-07-16 15:39:02,184 - pyskl - INFO - Epoch [12][100/3746] lr: 9.867e-02, eta: 4 days, 9:28:14, time: 1.915, data_time: 1.209, memory: 15990, top1_acc: 0.1928, top5_acc: 0.4248, loss_cls: 4.4784, loss: 4.4784 2024-07-16 15:40:12,425 - pyskl - INFO - Epoch [12][200/3746] lr: 9.867e-02, eta: 4 days, 9:26:27, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1941, top5_acc: 0.4250, loss_cls: 4.4782, loss: 4.4782 2024-07-16 15:41:22,863 - pyskl - INFO - Epoch [12][300/3746] lr: 9.866e-02, eta: 4 days, 9:24:43, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1938, top5_acc: 0.4227, loss_cls: 4.4989, loss: 4.4989 2024-07-16 15:42:33,187 - pyskl - INFO - Epoch [12][400/3746] lr: 9.865e-02, eta: 4 days, 9:22:57, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4273, loss_cls: 4.4695, loss: 4.4695 2024-07-16 15:43:43,523 - pyskl - INFO - Epoch [12][500/3746] lr: 9.865e-02, eta: 4 days, 9:21:12, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1945, top5_acc: 0.4228, loss_cls: 4.5057, loss: 4.5057 2024-07-16 15:44:53,931 - pyskl - INFO - Epoch [12][600/3746] lr: 9.864e-02, eta: 4 days, 9:19:28, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1933, top5_acc: 0.4191, loss_cls: 4.5112, loss: 4.5112 2024-07-16 15:46:04,254 - pyskl - INFO - Epoch [12][700/3746] lr: 9.863e-02, eta: 4 days, 9:17:43, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1948, top5_acc: 0.4172, loss_cls: 4.5227, loss: 4.5227 2024-07-16 15:47:14,253 - pyskl - INFO - Epoch [12][800/3746] lr: 9.863e-02, eta: 4 days, 9:15:54, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1834, top5_acc: 0.4145, loss_cls: 4.5214, loss: 4.5214 2024-07-16 15:48:24,473 - pyskl - INFO - Epoch [12][900/3746] lr: 9.862e-02, eta: 4 days, 9:14:09, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2008, top5_acc: 0.4228, loss_cls: 4.4959, loss: 4.4959 2024-07-16 15:49:34,678 - pyskl - INFO - Epoch [12][1000/3746] lr: 9.861e-02, eta: 4 days, 9:12:23, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1862, top5_acc: 0.4114, loss_cls: 4.5448, loss: 4.5448 2024-07-16 15:50:44,730 - pyskl - INFO - Epoch [12][1100/3746] lr: 9.861e-02, eta: 4 days, 9:10:35, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2008, top5_acc: 0.4286, loss_cls: 4.5151, loss: 4.5151 2024-07-16 15:51:55,148 - pyskl - INFO - Epoch [12][1200/3746] lr: 9.860e-02, eta: 4 days, 9:08:52, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1930, top5_acc: 0.4144, loss_cls: 4.5298, loss: 4.5298 2024-07-16 15:53:05,300 - pyskl - INFO - Epoch [12][1300/3746] lr: 9.859e-02, eta: 4 days, 9:07:06, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1927, top5_acc: 0.4089, loss_cls: 4.5604, loss: 4.5604 2024-07-16 15:54:15,478 - pyskl - INFO - Epoch [12][1400/3746] lr: 9.859e-02, eta: 4 days, 9:05:21, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1934, top5_acc: 0.4216, loss_cls: 4.5137, loss: 4.5137 2024-07-16 15:55:25,696 - pyskl - INFO - Epoch [12][1500/3746] lr: 9.858e-02, eta: 4 days, 9:03:36, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1903, top5_acc: 0.4025, loss_cls: 4.5449, loss: 4.5449 2024-07-16 15:56:35,754 - pyskl - INFO - Epoch [12][1600/3746] lr: 9.857e-02, eta: 4 days, 9:01:49, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1958, top5_acc: 0.4223, loss_cls: 4.5047, loss: 4.5047 2024-07-16 15:57:45,811 - pyskl - INFO - Epoch [12][1700/3746] lr: 9.857e-02, eta: 4 days, 9:00:02, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1961, top5_acc: 0.4314, loss_cls: 4.4818, loss: 4.4818 2024-07-16 15:58:56,702 - pyskl - INFO - Epoch [12][1800/3746] lr: 9.856e-02, eta: 4 days, 8:58:26, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2008, top5_acc: 0.4302, loss_cls: 4.4662, loss: 4.4662 2024-07-16 16:00:06,992 - pyskl - INFO - Epoch [12][1900/3746] lr: 9.855e-02, eta: 4 days, 8:56:43, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1983, top5_acc: 0.4203, loss_cls: 4.5019, loss: 4.5019 2024-07-16 16:01:17,113 - pyskl - INFO - Epoch [12][2000/3746] lr: 9.855e-02, eta: 4 days, 8:54:58, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1847, top5_acc: 0.4138, loss_cls: 4.5387, loss: 4.5387 2024-07-16 16:02:27,154 - pyskl - INFO - Epoch [12][2100/3746] lr: 9.854e-02, eta: 4 days, 8:53:11, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1850, top5_acc: 0.4117, loss_cls: 4.5449, loss: 4.5449 2024-07-16 16:03:37,285 - pyskl - INFO - Epoch [12][2200/3746] lr: 9.853e-02, eta: 4 days, 8:51:27, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1889, top5_acc: 0.4175, loss_cls: 4.5173, loss: 4.5173 2024-07-16 16:04:47,267 - pyskl - INFO - Epoch [12][2300/3746] lr: 9.853e-02, eta: 4 days, 8:49:40, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1892, top5_acc: 0.4125, loss_cls: 4.5313, loss: 4.5313 2024-07-16 16:05:57,533 - pyskl - INFO - Epoch [12][2400/3746] lr: 9.852e-02, eta: 4 days, 8:47:57, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1856, top5_acc: 0.4128, loss_cls: 4.5320, loss: 4.5320 2024-07-16 16:07:07,568 - pyskl - INFO - Epoch [12][2500/3746] lr: 9.851e-02, eta: 4 days, 8:46:12, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1942, top5_acc: 0.4183, loss_cls: 4.5145, loss: 4.5145 2024-07-16 16:08:17,494 - pyskl - INFO - Epoch [12][2600/3746] lr: 9.851e-02, eta: 4 days, 8:44:25, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4231, loss_cls: 4.4848, loss: 4.4848 2024-07-16 16:09:27,603 - pyskl - INFO - Epoch [12][2700/3746] lr: 9.850e-02, eta: 4 days, 8:42:41, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1933, top5_acc: 0.4072, loss_cls: 4.5364, loss: 4.5364 2024-07-16 16:10:37,643 - pyskl - INFO - Epoch [12][2800/3746] lr: 9.849e-02, eta: 4 days, 8:40:56, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4250, loss_cls: 4.4895, loss: 4.4895 2024-07-16 16:11:47,706 - pyskl - INFO - Epoch [12][2900/3746] lr: 9.849e-02, eta: 4 days, 8:39:11, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1869, top5_acc: 0.4086, loss_cls: 4.5563, loss: 4.5563 2024-07-16 16:12:57,683 - pyskl - INFO - Epoch [12][3000/3746] lr: 9.848e-02, eta: 4 days, 8:37:26, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1958, top5_acc: 0.4144, loss_cls: 4.5071, loss: 4.5071 2024-07-16 16:14:07,630 - pyskl - INFO - Epoch [12][3100/3746] lr: 9.847e-02, eta: 4 days, 8:35:40, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1992, top5_acc: 0.4255, loss_cls: 4.4938, loss: 4.4938 2024-07-16 16:15:17,700 - pyskl - INFO - Epoch [12][3200/3746] lr: 9.847e-02, eta: 4 days, 8:33:57, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1923, top5_acc: 0.4053, loss_cls: 4.5246, loss: 4.5246 2024-07-16 16:16:27,650 - pyskl - INFO - Epoch [12][3300/3746] lr: 9.846e-02, eta: 4 days, 8:32:11, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1884, top5_acc: 0.4109, loss_cls: 4.5178, loss: 4.5178 2024-07-16 16:17:37,624 - pyskl - INFO - Epoch [12][3400/3746] lr: 9.845e-02, eta: 4 days, 8:30:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1959, top5_acc: 0.4258, loss_cls: 4.5004, loss: 4.5004 2024-07-16 16:18:47,851 - pyskl - INFO - Epoch [12][3500/3746] lr: 9.845e-02, eta: 4 days, 8:28:45, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1884, top5_acc: 0.4100, loss_cls: 4.5207, loss: 4.5207 2024-07-16 16:19:58,710 - pyskl - INFO - Epoch [12][3600/3746] lr: 9.844e-02, eta: 4 days, 8:27:11, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1909, top5_acc: 0.4123, loss_cls: 4.5369, loss: 4.5369 2024-07-16 16:21:09,131 - pyskl - INFO - Epoch [12][3700/3746] lr: 9.843e-02, eta: 4 days, 8:25:31, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1856, top5_acc: 0.4161, loss_cls: 4.5173, loss: 4.5173 2024-07-16 16:21:43,151 - pyskl - INFO - Saving checkpoint at 12 epochs 2024-07-16 16:23:32,779 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 16:23:33,445 - pyskl - INFO - top1_acc 0.1209 top5_acc 0.3046 2024-07-16 16:23:33,446 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 16:23:33,484 - pyskl - INFO - mean_acc 0.1206 2024-07-16 16:23:33,494 - pyskl - INFO - Epoch(val) [12][309] top1_acc: 0.1209, top5_acc: 0.3046, mean_class_accuracy: 0.1206 2024-07-16 16:26:45,901 - pyskl - INFO - Epoch [13][100/3746] lr: 9.842e-02, eta: 4 days, 8:40:15, time: 1.924, data_time: 1.213, memory: 15990, top1_acc: 0.1909, top5_acc: 0.4311, loss_cls: 4.4856, loss: 4.4856 2024-07-16 16:27:56,815 - pyskl - INFO - Epoch [13][200/3746] lr: 9.842e-02, eta: 4 days, 8:38:39, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4281, loss_cls: 4.4718, loss: 4.4718 2024-07-16 16:29:07,722 - pyskl - INFO - Epoch [13][300/3746] lr: 9.841e-02, eta: 4 days, 8:37:03, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4241, loss_cls: 4.4779, loss: 4.4779 2024-07-16 16:30:18,224 - pyskl - INFO - Epoch [13][400/3746] lr: 9.840e-02, eta: 4 days, 8:35:23, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1945, top5_acc: 0.4178, loss_cls: 4.4816, loss: 4.4816 2024-07-16 16:31:28,881 - pyskl - INFO - Epoch [13][500/3746] lr: 9.839e-02, eta: 4 days, 8:33:45, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2039, top5_acc: 0.4239, loss_cls: 4.4631, loss: 4.4631 2024-07-16 16:32:39,377 - pyskl - INFO - Epoch [13][600/3746] lr: 9.839e-02, eta: 4 days, 8:32:05, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1938, top5_acc: 0.4156, loss_cls: 4.5061, loss: 4.5061 2024-07-16 16:33:49,749 - pyskl - INFO - Epoch [13][700/3746] lr: 9.838e-02, eta: 4 days, 8:30:23, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1914, top5_acc: 0.4191, loss_cls: 4.4852, loss: 4.4852 2024-07-16 16:35:00,212 - pyskl - INFO - Epoch [13][800/3746] lr: 9.837e-02, eta: 4 days, 8:28:43, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4186, loss_cls: 4.5056, loss: 4.5056 2024-07-16 16:36:10,660 - pyskl - INFO - Epoch [13][900/3746] lr: 9.837e-02, eta: 4 days, 8:27:03, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1903, top5_acc: 0.4222, loss_cls: 4.5189, loss: 4.5189 2024-07-16 16:37:21,050 - pyskl - INFO - Epoch [13][1000/3746] lr: 9.836e-02, eta: 4 days, 8:25:22, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1950, top5_acc: 0.4219, loss_cls: 4.4804, loss: 4.4804 2024-07-16 16:38:31,205 - pyskl - INFO - Epoch [13][1100/3746] lr: 9.835e-02, eta: 4 days, 8:23:39, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1913, top5_acc: 0.4159, loss_cls: 4.5232, loss: 4.5232 2024-07-16 16:39:41,340 - pyskl - INFO - Epoch [13][1200/3746] lr: 9.834e-02, eta: 4 days, 8:21:56, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4144, loss_cls: 4.5016, loss: 4.5016 2024-07-16 16:40:51,686 - pyskl - INFO - Epoch [13][1300/3746] lr: 9.834e-02, eta: 4 days, 8:20:15, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1934, top5_acc: 0.4217, loss_cls: 4.4963, loss: 4.4963 2024-07-16 16:42:02,062 - pyskl - INFO - Epoch [13][1400/3746] lr: 9.833e-02, eta: 4 days, 8:18:35, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4172, loss_cls: 4.5301, loss: 4.5301 2024-07-16 16:43:12,583 - pyskl - INFO - Epoch [13][1500/3746] lr: 9.832e-02, eta: 4 days, 8:16:56, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2016, top5_acc: 0.4220, loss_cls: 4.4658, loss: 4.4658 2024-07-16 16:44:22,921 - pyskl - INFO - Epoch [13][1600/3746] lr: 9.832e-02, eta: 4 days, 8:15:16, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1809, top5_acc: 0.4097, loss_cls: 4.5574, loss: 4.5574 2024-07-16 16:45:33,164 - pyskl - INFO - Epoch [13][1700/3746] lr: 9.831e-02, eta: 4 days, 8:13:34, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4213, loss_cls: 4.4827, loss: 4.4827 2024-07-16 16:46:44,511 - pyskl - INFO - Epoch [13][1800/3746] lr: 9.830e-02, eta: 4 days, 8:12:05, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4258, loss_cls: 4.4804, loss: 4.4804 2024-07-16 16:47:54,885 - pyskl - INFO - Epoch [13][1900/3746] lr: 9.829e-02, eta: 4 days, 8:10:26, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4227, loss_cls: 4.4884, loss: 4.4884 2024-07-16 16:49:05,138 - pyskl - INFO - Epoch [13][2000/3746] lr: 9.829e-02, eta: 4 days, 8:08:45, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1872, top5_acc: 0.4144, loss_cls: 4.5443, loss: 4.5443 2024-07-16 16:50:15,848 - pyskl - INFO - Epoch [13][2100/3746] lr: 9.828e-02, eta: 4 days, 8:07:09, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2008, top5_acc: 0.4338, loss_cls: 4.4575, loss: 4.4575 2024-07-16 16:51:26,527 - pyskl - INFO - Epoch [13][2200/3746] lr: 9.827e-02, eta: 4 days, 8:05:33, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1911, top5_acc: 0.4216, loss_cls: 4.5452, loss: 4.5452 2024-07-16 16:52:36,793 - pyskl - INFO - Epoch [13][2300/3746] lr: 9.827e-02, eta: 4 days, 8:03:53, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1923, top5_acc: 0.4166, loss_cls: 4.5226, loss: 4.5226 2024-07-16 16:53:46,996 - pyskl - INFO - Epoch [13][2400/3746] lr: 9.826e-02, eta: 4 days, 8:02:12, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1923, top5_acc: 0.4042, loss_cls: 4.5497, loss: 4.5497 2024-07-16 16:54:57,241 - pyskl - INFO - Epoch [13][2500/3746] lr: 9.825e-02, eta: 4 days, 8:00:31, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1891, top5_acc: 0.4280, loss_cls: 4.4706, loss: 4.4706 2024-07-16 16:56:07,426 - pyskl - INFO - Epoch [13][2600/3746] lr: 9.824e-02, eta: 4 days, 7:58:50, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1964, top5_acc: 0.4270, loss_cls: 4.4793, loss: 4.4793 2024-07-16 16:57:17,667 - pyskl - INFO - Epoch [13][2700/3746] lr: 9.824e-02, eta: 4 days, 7:57:10, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4284, loss_cls: 4.4866, loss: 4.4866 2024-07-16 16:58:28,028 - pyskl - INFO - Epoch [13][2800/3746] lr: 9.823e-02, eta: 4 days, 7:55:31, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1984, top5_acc: 0.4173, loss_cls: 4.5035, loss: 4.5035 2024-07-16 16:59:38,436 - pyskl - INFO - Epoch [13][2900/3746] lr: 9.822e-02, eta: 4 days, 7:53:53, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1831, top5_acc: 0.4062, loss_cls: 4.5651, loss: 4.5651 2024-07-16 17:00:48,635 - pyskl - INFO - Epoch [13][3000/3746] lr: 9.821e-02, eta: 4 days, 7:52:13, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4144, loss_cls: 4.5244, loss: 4.5244 2024-07-16 17:01:59,059 - pyskl - INFO - Epoch [13][3100/3746] lr: 9.821e-02, eta: 4 days, 7:50:35, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1941, top5_acc: 0.4200, loss_cls: 4.4774, loss: 4.4774 2024-07-16 17:03:09,180 - pyskl - INFO - Epoch [13][3200/3746] lr: 9.820e-02, eta: 4 days, 7:48:55, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1900, top5_acc: 0.4200, loss_cls: 4.5001, loss: 4.5001 2024-07-16 17:04:19,304 - pyskl - INFO - Epoch [13][3300/3746] lr: 9.819e-02, eta: 4 days, 7:47:14, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1955, top5_acc: 0.4236, loss_cls: 4.4937, loss: 4.4937 2024-07-16 17:05:29,533 - pyskl - INFO - Epoch [13][3400/3746] lr: 9.818e-02, eta: 4 days, 7:45:34, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1906, top5_acc: 0.4211, loss_cls: 4.5240, loss: 4.5240 2024-07-16 17:06:40,044 - pyskl - INFO - Epoch [13][3500/3746] lr: 9.818e-02, eta: 4 days, 7:43:58, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1817, top5_acc: 0.4078, loss_cls: 4.5606, loss: 4.5606 2024-07-16 17:07:51,501 - pyskl - INFO - Epoch [13][3600/3746] lr: 9.817e-02, eta: 4 days, 7:42:32, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.1909, top5_acc: 0.4109, loss_cls: 4.5429, loss: 4.5429 2024-07-16 17:09:02,743 - pyskl - INFO - Epoch [13][3700/3746] lr: 9.816e-02, eta: 4 days, 7:41:04, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1975, top5_acc: 0.4213, loss_cls: 4.5002, loss: 4.5002 2024-07-16 17:09:36,986 - pyskl - INFO - Saving checkpoint at 13 epochs 2024-07-16 17:11:27,926 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 17:11:28,592 - pyskl - INFO - top1_acc 0.1318 top5_acc 0.3244 2024-07-16 17:11:28,592 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 17:11:28,631 - pyskl - INFO - mean_acc 0.1317 2024-07-16 17:11:28,635 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_10.pth was removed 2024-07-16 17:11:28,867 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2024-07-16 17:11:28,868 - pyskl - INFO - Best top1_acc is 0.1318 at 13 epoch. 2024-07-16 17:11:28,878 - pyskl - INFO - Epoch(val) [13][309] top1_acc: 0.1318, top5_acc: 0.3244, mean_class_accuracy: 0.1317 2024-07-16 17:14:40,904 - pyskl - INFO - Epoch [14][100/3746] lr: 9.815e-02, eta: 4 days, 7:54:20, time: 1.920, data_time: 1.209, memory: 15990, top1_acc: 0.1917, top5_acc: 0.4289, loss_cls: 4.4714, loss: 4.4714 2024-07-16 17:15:51,940 - pyskl - INFO - Epoch [14][200/3746] lr: 9.814e-02, eta: 4 days, 7:52:47, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4341, loss_cls: 4.4403, loss: 4.4403 2024-07-16 17:17:02,982 - pyskl - INFO - Epoch [14][300/3746] lr: 9.814e-02, eta: 4 days, 7:51:15, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1845, top5_acc: 0.4044, loss_cls: 4.5513, loss: 4.5513 2024-07-16 17:18:13,718 - pyskl - INFO - Epoch [14][400/3746] lr: 9.813e-02, eta: 4 days, 7:49:40, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1944, top5_acc: 0.4289, loss_cls: 4.4919, loss: 4.4919 2024-07-16 17:19:24,059 - pyskl - INFO - Epoch [14][500/3746] lr: 9.812e-02, eta: 4 days, 7:48:00, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4092, loss_cls: 4.5422, loss: 4.5422 2024-07-16 17:20:34,615 - pyskl - INFO - Epoch [14][600/3746] lr: 9.811e-02, eta: 4 days, 7:46:23, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1952, top5_acc: 0.4169, loss_cls: 4.5081, loss: 4.5081 2024-07-16 17:21:45,190 - pyskl - INFO - Epoch [14][700/3746] lr: 9.811e-02, eta: 4 days, 7:44:46, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4263, loss_cls: 4.4802, loss: 4.4802 2024-07-16 17:22:55,407 - pyskl - INFO - Epoch [14][800/3746] lr: 9.810e-02, eta: 4 days, 7:43:06, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1966, top5_acc: 0.4269, loss_cls: 4.4600, loss: 4.4600 2024-07-16 17:24:05,932 - pyskl - INFO - Epoch [14][900/3746] lr: 9.809e-02, eta: 4 days, 7:41:29, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4277, loss_cls: 4.4487, loss: 4.4487 2024-07-16 17:25:16,502 - pyskl - INFO - Epoch [14][1000/3746] lr: 9.808e-02, eta: 4 days, 7:39:52, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4255, loss_cls: 4.4872, loss: 4.4872 2024-07-16 17:26:26,790 - pyskl - INFO - Epoch [14][1100/3746] lr: 9.807e-02, eta: 4 days, 7:38:13, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1958, top5_acc: 0.4191, loss_cls: 4.5016, loss: 4.5016 2024-07-16 17:27:37,234 - pyskl - INFO - Epoch [14][1200/3746] lr: 9.807e-02, eta: 4 days, 7:36:35, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1952, top5_acc: 0.4181, loss_cls: 4.4903, loss: 4.4903 2024-07-16 17:28:47,574 - pyskl - INFO - Epoch [14][1300/3746] lr: 9.806e-02, eta: 4 days, 7:34:57, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1902, top5_acc: 0.4203, loss_cls: 4.5111, loss: 4.5111 2024-07-16 17:29:57,693 - pyskl - INFO - Epoch [14][1400/3746] lr: 9.805e-02, eta: 4 days, 7:33:16, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1975, top5_acc: 0.4161, loss_cls: 4.4983, loss: 4.4983 2024-07-16 17:31:08,049 - pyskl - INFO - Epoch [14][1500/3746] lr: 9.804e-02, eta: 4 days, 7:31:38, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1945, top5_acc: 0.4164, loss_cls: 4.5001, loss: 4.5001 2024-07-16 17:32:18,368 - pyskl - INFO - Epoch [14][1600/3746] lr: 9.804e-02, eta: 4 days, 7:29:59, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4223, loss_cls: 4.4792, loss: 4.4792 2024-07-16 17:33:28,619 - pyskl - INFO - Epoch [14][1700/3746] lr: 9.803e-02, eta: 4 days, 7:28:20, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1883, top5_acc: 0.4181, loss_cls: 4.5051, loss: 4.5051 2024-07-16 17:34:39,519 - pyskl - INFO - Epoch [14][1800/3746] lr: 9.802e-02, eta: 4 days, 7:26:48, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1933, top5_acc: 0.4206, loss_cls: 4.4921, loss: 4.4921 2024-07-16 17:35:50,113 - pyskl - INFO - Epoch [14][1900/3746] lr: 9.801e-02, eta: 4 days, 7:25:13, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1966, top5_acc: 0.4206, loss_cls: 4.4907, loss: 4.4907 2024-07-16 17:37:00,776 - pyskl - INFO - Epoch [14][2000/3746] lr: 9.800e-02, eta: 4 days, 7:23:38, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1873, top5_acc: 0.4116, loss_cls: 4.5430, loss: 4.5430 2024-07-16 17:38:11,495 - pyskl - INFO - Epoch [14][2100/3746] lr: 9.800e-02, eta: 4 days, 7:22:04, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1989, top5_acc: 0.4211, loss_cls: 4.5120, loss: 4.5120 2024-07-16 17:39:21,884 - pyskl - INFO - Epoch [14][2200/3746] lr: 9.799e-02, eta: 4 days, 7:20:27, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1889, top5_acc: 0.4100, loss_cls: 4.5226, loss: 4.5226 2024-07-16 17:40:32,072 - pyskl - INFO - Epoch [14][2300/3746] lr: 9.798e-02, eta: 4 days, 7:18:48, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1967, top5_acc: 0.4250, loss_cls: 4.5029, loss: 4.5029 2024-07-16 17:41:42,191 - pyskl - INFO - Epoch [14][2400/3746] lr: 9.797e-02, eta: 4 days, 7:17:09, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2037, top5_acc: 0.4238, loss_cls: 4.4643, loss: 4.4643 2024-07-16 17:42:52,359 - pyskl - INFO - Epoch [14][2500/3746] lr: 9.797e-02, eta: 4 days, 7:15:30, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2016, top5_acc: 0.4200, loss_cls: 4.4932, loss: 4.4932 2024-07-16 17:44:02,819 - pyskl - INFO - Epoch [14][2600/3746] lr: 9.796e-02, eta: 4 days, 7:13:54, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1933, top5_acc: 0.4180, loss_cls: 4.4988, loss: 4.4988 2024-07-16 17:45:13,071 - pyskl - INFO - Epoch [14][2700/3746] lr: 9.795e-02, eta: 4 days, 7:12:16, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1953, top5_acc: 0.4228, loss_cls: 4.5064, loss: 4.5064 2024-07-16 17:46:23,541 - pyskl - INFO - Epoch [14][2800/3746] lr: 9.794e-02, eta: 4 days, 7:10:40, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4194, loss_cls: 4.4970, loss: 4.4970 2024-07-16 17:47:33,899 - pyskl - INFO - Epoch [14][2900/3746] lr: 9.793e-02, eta: 4 days, 7:09:03, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1959, top5_acc: 0.4216, loss_cls: 4.4820, loss: 4.4820 2024-07-16 17:48:44,077 - pyskl - INFO - Epoch [14][3000/3746] lr: 9.793e-02, eta: 4 days, 7:07:25, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2025, top5_acc: 0.4286, loss_cls: 4.4749, loss: 4.4749 2024-07-16 17:49:54,516 - pyskl - INFO - Epoch [14][3100/3746] lr: 9.792e-02, eta: 4 days, 7:05:49, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2019, top5_acc: 0.4242, loss_cls: 4.4560, loss: 4.4560 2024-07-16 17:51:04,895 - pyskl - INFO - Epoch [14][3200/3746] lr: 9.791e-02, eta: 4 days, 7:04:13, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1913, top5_acc: 0.4158, loss_cls: 4.5344, loss: 4.5344 2024-07-16 17:52:15,553 - pyskl - INFO - Epoch [14][3300/3746] lr: 9.790e-02, eta: 4 days, 7:02:40, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4164, loss_cls: 4.4758, loss: 4.4758 2024-07-16 17:53:25,717 - pyskl - INFO - Epoch [14][3400/3746] lr: 9.789e-02, eta: 4 days, 7:01:02, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4264, loss_cls: 4.4918, loss: 4.4918 2024-07-16 17:54:36,291 - pyskl - INFO - Epoch [14][3500/3746] lr: 9.789e-02, eta: 4 days, 6:59:28, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1936, top5_acc: 0.4155, loss_cls: 4.5311, loss: 4.5311 2024-07-16 17:55:47,555 - pyskl - INFO - Epoch [14][3600/3746] lr: 9.788e-02, eta: 4 days, 6:58:01, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4286, loss_cls: 4.4825, loss: 4.4825 2024-07-16 17:56:58,650 - pyskl - INFO - Epoch [14][3700/3746] lr: 9.787e-02, eta: 4 days, 6:56:32, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1967, top5_acc: 0.4134, loss_cls: 4.5150, loss: 4.5150 2024-07-16 17:57:33,164 - pyskl - INFO - Saving checkpoint at 14 epochs 2024-07-16 17:59:23,618 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 17:59:24,278 - pyskl - INFO - top1_acc 0.1325 top5_acc 0.3236 2024-07-16 17:59:24,278 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 17:59:24,317 - pyskl - INFO - mean_acc 0.1323 2024-07-16 17:59:24,322 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_13.pth was removed 2024-07-16 17:59:24,544 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2024-07-16 17:59:24,544 - pyskl - INFO - Best top1_acc is 0.1325 at 14 epoch. 2024-07-16 17:59:24,554 - pyskl - INFO - Epoch(val) [14][309] top1_acc: 0.1325, top5_acc: 0.3236, mean_class_accuracy: 0.1323 2024-07-16 18:02:36,027 - pyskl - INFO - Epoch [15][100/3746] lr: 9.786e-02, eta: 4 days, 7:08:32, time: 1.915, data_time: 1.202, memory: 15990, top1_acc: 0.2016, top5_acc: 0.4239, loss_cls: 4.4748, loss: 4.4748 2024-07-16 18:03:47,259 - pyskl - INFO - Epoch [15][200/3746] lr: 9.785e-02, eta: 4 days, 7:07:03, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.1989, top5_acc: 0.4341, loss_cls: 4.4735, loss: 4.4735 2024-07-16 18:04:58,172 - pyskl - INFO - Epoch [15][300/3746] lr: 9.784e-02, eta: 4 days, 7:05:31, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4341, loss_cls: 4.4201, loss: 4.4201 2024-07-16 18:06:09,082 - pyskl - INFO - Epoch [15][400/3746] lr: 9.783e-02, eta: 4 days, 7:03:59, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2019, top5_acc: 0.4313, loss_cls: 4.4562, loss: 4.4562 2024-07-16 18:07:19,710 - pyskl - INFO - Epoch [15][500/3746] lr: 9.783e-02, eta: 4 days, 7:02:25, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4314, loss_cls: 4.4566, loss: 4.4566 2024-07-16 18:08:30,751 - pyskl - INFO - Epoch [15][600/3746] lr: 9.782e-02, eta: 4 days, 7:00:54, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1886, top5_acc: 0.4253, loss_cls: 4.4919, loss: 4.4919 2024-07-16 18:09:40,975 - pyskl - INFO - Epoch [15][700/3746] lr: 9.781e-02, eta: 4 days, 6:59:16, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1916, top5_acc: 0.4209, loss_cls: 4.5110, loss: 4.5110 2024-07-16 18:10:51,359 - pyskl - INFO - Epoch [15][800/3746] lr: 9.780e-02, eta: 4 days, 6:57:39, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1948, top5_acc: 0.4266, loss_cls: 4.4782, loss: 4.4782 2024-07-16 18:12:01,748 - pyskl - INFO - Epoch [15][900/3746] lr: 9.779e-02, eta: 4 days, 6:56:03, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4373, loss_cls: 4.4302, loss: 4.4302 2024-07-16 18:13:12,353 - pyskl - INFO - Epoch [15][1000/3746] lr: 9.778e-02, eta: 4 days, 6:54:28, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4277, loss_cls: 4.4830, loss: 4.4830 2024-07-16 18:14:23,082 - pyskl - INFO - Epoch [15][1100/3746] lr: 9.778e-02, eta: 4 days, 6:52:55, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1967, top5_acc: 0.4289, loss_cls: 4.4667, loss: 4.4667 2024-07-16 18:15:33,501 - pyskl - INFO - Epoch [15][1200/3746] lr: 9.777e-02, eta: 4 days, 6:51:19, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1936, top5_acc: 0.4230, loss_cls: 4.4959, loss: 4.4959 2024-07-16 18:16:43,867 - pyskl - INFO - Epoch [15][1300/3746] lr: 9.776e-02, eta: 4 days, 6:49:43, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1942, top5_acc: 0.4288, loss_cls: 4.4767, loss: 4.4767 2024-07-16 18:17:54,322 - pyskl - INFO - Epoch [15][1400/3746] lr: 9.775e-02, eta: 4 days, 6:48:07, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1922, top5_acc: 0.4131, loss_cls: 4.5155, loss: 4.5155 2024-07-16 18:19:04,657 - pyskl - INFO - Epoch [15][1500/3746] lr: 9.774e-02, eta: 4 days, 6:46:31, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1964, top5_acc: 0.4244, loss_cls: 4.4895, loss: 4.4895 2024-07-16 18:20:15,213 - pyskl - INFO - Epoch [15][1600/3746] lr: 9.773e-02, eta: 4 days, 6:44:57, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1859, top5_acc: 0.4052, loss_cls: 4.5433, loss: 4.5433 2024-07-16 18:21:25,816 - pyskl - INFO - Epoch [15][1700/3746] lr: 9.773e-02, eta: 4 days, 6:43:23, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4188, loss_cls: 4.4884, loss: 4.4884 2024-07-16 18:22:36,820 - pyskl - INFO - Epoch [15][1800/3746] lr: 9.772e-02, eta: 4 days, 6:41:53, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1950, top5_acc: 0.4222, loss_cls: 4.4995, loss: 4.4995 2024-07-16 18:23:48,120 - pyskl - INFO - Epoch [15][1900/3746] lr: 9.771e-02, eta: 4 days, 6:40:26, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1922, top5_acc: 0.4186, loss_cls: 4.5203, loss: 4.5203 2024-07-16 18:24:59,049 - pyskl - INFO - Epoch [15][2000/3746] lr: 9.770e-02, eta: 4 days, 6:38:55, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1913, top5_acc: 0.4198, loss_cls: 4.5063, loss: 4.5063 2024-07-16 18:26:10,160 - pyskl - INFO - Epoch [15][2100/3746] lr: 9.769e-02, eta: 4 days, 6:37:26, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2025, top5_acc: 0.4255, loss_cls: 4.4757, loss: 4.4757 2024-07-16 18:27:21,253 - pyskl - INFO - Epoch [15][2200/3746] lr: 9.768e-02, eta: 4 days, 6:35:58, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1942, top5_acc: 0.4144, loss_cls: 4.5246, loss: 4.5246 2024-07-16 18:28:32,106 - pyskl - INFO - Epoch [15][2300/3746] lr: 9.768e-02, eta: 4 days, 6:34:27, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1945, top5_acc: 0.4228, loss_cls: 4.4915, loss: 4.4915 2024-07-16 18:29:42,556 - pyskl - INFO - Epoch [15][2400/3746] lr: 9.767e-02, eta: 4 days, 6:32:52, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4289, loss_cls: 4.4321, loss: 4.4321 2024-07-16 18:30:53,085 - pyskl - INFO - Epoch [15][2500/3746] lr: 9.766e-02, eta: 4 days, 6:31:18, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1989, top5_acc: 0.4248, loss_cls: 4.4753, loss: 4.4753 2024-07-16 18:32:03,863 - pyskl - INFO - Epoch [15][2600/3746] lr: 9.765e-02, eta: 4 days, 6:29:47, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4270, loss_cls: 4.4562, loss: 4.4562 2024-07-16 18:33:14,273 - pyskl - INFO - Epoch [15][2700/3746] lr: 9.764e-02, eta: 4 days, 6:28:12, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2059, top5_acc: 0.4303, loss_cls: 4.4385, loss: 4.4385 2024-07-16 18:34:25,203 - pyskl - INFO - Epoch [15][2800/3746] lr: 9.763e-02, eta: 4 days, 6:26:42, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1942, top5_acc: 0.4175, loss_cls: 4.5023, loss: 4.5023 2024-07-16 18:35:36,057 - pyskl - INFO - Epoch [15][2900/3746] lr: 9.763e-02, eta: 4 days, 6:25:11, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1941, top5_acc: 0.4188, loss_cls: 4.5231, loss: 4.5231 2024-07-16 18:36:46,488 - pyskl - INFO - Epoch [15][3000/3746] lr: 9.762e-02, eta: 4 days, 6:23:37, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1967, top5_acc: 0.4175, loss_cls: 4.4978, loss: 4.4978 2024-07-16 18:37:57,300 - pyskl - INFO - Epoch [15][3100/3746] lr: 9.761e-02, eta: 4 days, 6:22:06, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1997, top5_acc: 0.4272, loss_cls: 4.5009, loss: 4.5009 2024-07-16 18:39:07,802 - pyskl - INFO - Epoch [15][3200/3746] lr: 9.760e-02, eta: 4 days, 6:20:33, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1925, top5_acc: 0.4184, loss_cls: 4.4949, loss: 4.4949 2024-07-16 18:40:18,356 - pyskl - INFO - Epoch [15][3300/3746] lr: 9.759e-02, eta: 4 days, 6:19:00, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1916, top5_acc: 0.4164, loss_cls: 4.4903, loss: 4.4903 2024-07-16 18:41:28,804 - pyskl - INFO - Epoch [15][3400/3746] lr: 9.758e-02, eta: 4 days, 6:17:26, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1972, top5_acc: 0.4238, loss_cls: 4.4796, loss: 4.4796 2024-07-16 18:42:39,708 - pyskl - INFO - Epoch [15][3500/3746] lr: 9.757e-02, eta: 4 days, 6:15:56, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1956, top5_acc: 0.4200, loss_cls: 4.5051, loss: 4.5051 2024-07-16 18:43:50,848 - pyskl - INFO - Epoch [15][3600/3746] lr: 9.757e-02, eta: 4 days, 6:14:29, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.1944, top5_acc: 0.4188, loss_cls: 4.5080, loss: 4.5080 2024-07-16 18:45:01,791 - pyskl - INFO - Epoch [15][3700/3746] lr: 9.756e-02, eta: 4 days, 6:13:00, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1975, top5_acc: 0.4355, loss_cls: 4.4649, loss: 4.4649 2024-07-16 18:45:36,280 - pyskl - INFO - Saving checkpoint at 15 epochs 2024-07-16 18:47:27,174 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 18:47:27,849 - pyskl - INFO - top1_acc 0.1361 top5_acc 0.3297 2024-07-16 18:47:27,849 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 18:47:27,889 - pyskl - INFO - mean_acc 0.1361 2024-07-16 18:47:27,893 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_14.pth was removed 2024-07-16 18:47:28,142 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2024-07-16 18:47:28,143 - pyskl - INFO - Best top1_acc is 0.1361 at 15 epoch. 2024-07-16 18:47:28,154 - pyskl - INFO - Epoch(val) [15][309] top1_acc: 0.1361, top5_acc: 0.3297, mean_class_accuracy: 0.1361 2024-07-16 18:50:41,559 - pyskl - INFO - Epoch [16][100/3746] lr: 9.754e-02, eta: 4 days, 6:24:17, time: 1.934, data_time: 1.222, memory: 15990, top1_acc: 0.1995, top5_acc: 0.4216, loss_cls: 4.4857, loss: 4.4857 2024-07-16 18:51:52,595 - pyskl - INFO - Epoch [16][200/3746] lr: 9.754e-02, eta: 4 days, 6:22:47, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1958, top5_acc: 0.4303, loss_cls: 4.4554, loss: 4.4554 2024-07-16 18:53:03,626 - pyskl - INFO - Epoch [16][300/3746] lr: 9.753e-02, eta: 4 days, 6:21:17, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1972, top5_acc: 0.4186, loss_cls: 4.4654, loss: 4.4654 2024-07-16 18:54:14,605 - pyskl - INFO - Epoch [16][400/3746] lr: 9.752e-02, eta: 4 days, 6:19:47, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4303, loss_cls: 4.4409, loss: 4.4409 2024-07-16 18:55:24,872 - pyskl - INFO - Epoch [16][500/3746] lr: 9.751e-02, eta: 4 days, 6:18:11, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4263, loss_cls: 4.4655, loss: 4.4655 2024-07-16 18:56:35,554 - pyskl - INFO - Epoch [16][600/3746] lr: 9.750e-02, eta: 4 days, 6:16:38, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4308, loss_cls: 4.4549, loss: 4.4549 2024-07-16 18:57:46,318 - pyskl - INFO - Epoch [16][700/3746] lr: 9.749e-02, eta: 4 days, 6:15:06, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1953, top5_acc: 0.4220, loss_cls: 4.4829, loss: 4.4829 2024-07-16 18:58:56,950 - pyskl - INFO - Epoch [16][800/3746] lr: 9.748e-02, eta: 4 days, 6:13:33, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4363, loss_cls: 4.4076, loss: 4.4076 2024-07-16 19:00:07,352 - pyskl - INFO - Epoch [16][900/3746] lr: 9.747e-02, eta: 4 days, 6:11:58, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1934, top5_acc: 0.4283, loss_cls: 4.4606, loss: 4.4606 2024-07-16 19:01:17,916 - pyskl - INFO - Epoch [16][1000/3746] lr: 9.747e-02, eta: 4 days, 6:10:25, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1919, top5_acc: 0.4230, loss_cls: 4.4739, loss: 4.4739 2024-07-16 19:02:28,442 - pyskl - INFO - Epoch [16][1100/3746] lr: 9.746e-02, eta: 4 days, 6:08:51, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4175, loss_cls: 4.4830, loss: 4.4830 2024-07-16 19:03:39,063 - pyskl - INFO - Epoch [16][1200/3746] lr: 9.745e-02, eta: 4 days, 6:07:19, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1967, top5_acc: 0.4155, loss_cls: 4.4835, loss: 4.4835 2024-07-16 19:04:49,875 - pyskl - INFO - Epoch [16][1300/3746] lr: 9.744e-02, eta: 4 days, 6:05:48, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1970, top5_acc: 0.4239, loss_cls: 4.4979, loss: 4.4979 2024-07-16 19:06:00,524 - pyskl - INFO - Epoch [16][1400/3746] lr: 9.743e-02, eta: 4 days, 6:04:15, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1922, top5_acc: 0.4192, loss_cls: 4.5107, loss: 4.5107 2024-07-16 19:07:11,450 - pyskl - INFO - Epoch [16][1500/3746] lr: 9.742e-02, eta: 4 days, 6:02:46, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1934, top5_acc: 0.4238, loss_cls: 4.4766, loss: 4.4766 2024-07-16 19:08:21,984 - pyskl - INFO - Epoch [16][1600/3746] lr: 9.741e-02, eta: 4 days, 6:01:13, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4297, loss_cls: 4.4542, loss: 4.4542 2024-07-16 19:09:32,883 - pyskl - INFO - Epoch [16][1700/3746] lr: 9.740e-02, eta: 4 days, 5:59:43, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1948, top5_acc: 0.4322, loss_cls: 4.4776, loss: 4.4776 2024-07-16 19:10:43,893 - pyskl - INFO - Epoch [16][1800/3746] lr: 9.740e-02, eta: 4 days, 5:58:14, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4292, loss_cls: 4.4491, loss: 4.4491 2024-07-16 19:11:54,828 - pyskl - INFO - Epoch [16][1900/3746] lr: 9.739e-02, eta: 4 days, 5:56:44, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1994, top5_acc: 0.4092, loss_cls: 4.5231, loss: 4.5231 2024-07-16 19:13:05,543 - pyskl - INFO - Epoch [16][2000/3746] lr: 9.738e-02, eta: 4 days, 5:55:13, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1945, top5_acc: 0.4206, loss_cls: 4.4709, loss: 4.4709 2024-07-16 19:14:16,532 - pyskl - INFO - Epoch [16][2100/3746] lr: 9.737e-02, eta: 4 days, 5:53:44, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1945, top5_acc: 0.4278, loss_cls: 4.4515, loss: 4.4515 2024-07-16 19:15:27,218 - pyskl - INFO - Epoch [16][2200/3746] lr: 9.736e-02, eta: 4 days, 5:52:13, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1872, top5_acc: 0.4156, loss_cls: 4.5265, loss: 4.5265 2024-07-16 19:16:37,614 - pyskl - INFO - Epoch [16][2300/3746] lr: 9.735e-02, eta: 4 days, 5:50:39, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1963, top5_acc: 0.4211, loss_cls: 4.4778, loss: 4.4778 2024-07-16 19:17:48,155 - pyskl - INFO - Epoch [16][2400/3746] lr: 9.734e-02, eta: 4 days, 5:49:06, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4214, loss_cls: 4.4808, loss: 4.4808 2024-07-16 19:18:59,056 - pyskl - INFO - Epoch [16][2500/3746] lr: 9.733e-02, eta: 4 days, 5:47:37, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1919, top5_acc: 0.4316, loss_cls: 4.4717, loss: 4.4717 2024-07-16 19:20:09,631 - pyskl - INFO - Epoch [16][2600/3746] lr: 9.732e-02, eta: 4 days, 5:46:05, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1945, top5_acc: 0.4144, loss_cls: 4.5071, loss: 4.5071 2024-07-16 19:21:20,001 - pyskl - INFO - Epoch [16][2700/3746] lr: 9.731e-02, eta: 4 days, 5:44:31, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4303, loss_cls: 4.4400, loss: 4.4400 2024-07-16 19:22:30,100 - pyskl - INFO - Epoch [16][2800/3746] lr: 9.731e-02, eta: 4 days, 5:42:55, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4353, loss_cls: 4.4542, loss: 4.4542 2024-07-16 19:23:40,876 - pyskl - INFO - Epoch [16][2900/3746] lr: 9.730e-02, eta: 4 days, 5:41:25, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1970, top5_acc: 0.4238, loss_cls: 4.5100, loss: 4.5100 2024-07-16 19:24:51,374 - pyskl - INFO - Epoch [16][3000/3746] lr: 9.729e-02, eta: 4 days, 5:39:53, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1884, top5_acc: 0.4159, loss_cls: 4.5164, loss: 4.5164 2024-07-16 19:26:01,986 - pyskl - INFO - Epoch [16][3100/3746] lr: 9.728e-02, eta: 4 days, 5:38:21, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4253, loss_cls: 4.4782, loss: 4.4782 2024-07-16 19:27:12,858 - pyskl - INFO - Epoch [16][3200/3746] lr: 9.727e-02, eta: 4 days, 5:36:52, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4261, loss_cls: 4.4696, loss: 4.4696 2024-07-16 19:28:23,457 - pyskl - INFO - Epoch [16][3300/3746] lr: 9.726e-02, eta: 4 days, 5:35:21, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1941, top5_acc: 0.4248, loss_cls: 4.4863, loss: 4.4863 2024-07-16 19:29:33,645 - pyskl - INFO - Epoch [16][3400/3746] lr: 9.725e-02, eta: 4 days, 5:33:46, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1955, top5_acc: 0.4255, loss_cls: 4.4777, loss: 4.4777 2024-07-16 19:30:45,391 - pyskl - INFO - Epoch [16][3500/3746] lr: 9.724e-02, eta: 4 days, 5:32:24, time: 0.717, data_time: 0.000, memory: 15990, top1_acc: 0.1944, top5_acc: 0.4247, loss_cls: 4.4830, loss: 4.4830 2024-07-16 19:31:56,708 - pyskl - INFO - Epoch [16][3600/3746] lr: 9.723e-02, eta: 4 days, 5:30:59, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1923, top5_acc: 0.4178, loss_cls: 4.5253, loss: 4.5253 2024-07-16 19:33:07,705 - pyskl - INFO - Epoch [16][3700/3746] lr: 9.722e-02, eta: 4 days, 5:29:32, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4294, loss_cls: 4.4256, loss: 4.4256 2024-07-16 19:33:42,450 - pyskl - INFO - Saving checkpoint at 16 epochs 2024-07-16 19:35:33,833 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 19:35:34,499 - pyskl - INFO - top1_acc 0.1275 top5_acc 0.3138 2024-07-16 19:35:34,499 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 19:35:34,538 - pyskl - INFO - mean_acc 0.1274 2024-07-16 19:35:34,548 - pyskl - INFO - Epoch(val) [16][309] top1_acc: 0.1275, top5_acc: 0.3138, mean_class_accuracy: 0.1274 2024-07-16 19:38:48,314 - pyskl - INFO - Epoch [17][100/3746] lr: 9.721e-02, eta: 4 days, 5:39:57, time: 1.938, data_time: 1.223, memory: 15990, top1_acc: 0.1977, top5_acc: 0.4228, loss_cls: 4.4644, loss: 4.4644 2024-07-16 19:39:59,361 - pyskl - INFO - Epoch [17][200/3746] lr: 9.720e-02, eta: 4 days, 5:38:28, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1941, top5_acc: 0.4406, loss_cls: 4.4585, loss: 4.4585 2024-07-16 19:41:10,637 - pyskl - INFO - Epoch [17][300/3746] lr: 9.719e-02, eta: 4 days, 5:37:01, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1997, top5_acc: 0.4358, loss_cls: 4.4534, loss: 4.4534 2024-07-16 19:42:21,553 - pyskl - INFO - Epoch [17][400/3746] lr: 9.718e-02, eta: 4 days, 5:35:32, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4248, loss_cls: 4.4441, loss: 4.4441 2024-07-16 19:43:32,465 - pyskl - INFO - Epoch [17][500/3746] lr: 9.717e-02, eta: 4 days, 5:34:02, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4273, loss_cls: 4.4708, loss: 4.4708 2024-07-16 19:44:43,111 - pyskl - INFO - Epoch [17][600/3746] lr: 9.716e-02, eta: 4 days, 5:32:30, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4358, loss_cls: 4.4279, loss: 4.4279 2024-07-16 19:45:53,972 - pyskl - INFO - Epoch [17][700/3746] lr: 9.715e-02, eta: 4 days, 5:31:01, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4263, loss_cls: 4.4863, loss: 4.4863 2024-07-16 19:47:04,250 - pyskl - INFO - Epoch [17][800/3746] lr: 9.714e-02, eta: 4 days, 5:29:26, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1920, top5_acc: 0.4200, loss_cls: 4.4739, loss: 4.4739 2024-07-16 19:48:15,067 - pyskl - INFO - Epoch [17][900/3746] lr: 9.714e-02, eta: 4 days, 5:27:56, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1984, top5_acc: 0.4209, loss_cls: 4.4833, loss: 4.4833 2024-07-16 19:49:25,466 - pyskl - INFO - Epoch [17][1000/3746] lr: 9.713e-02, eta: 4 days, 5:26:22, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4247, loss_cls: 4.4784, loss: 4.4784 2024-07-16 19:50:35,430 - pyskl - INFO - Epoch [17][1100/3746] lr: 9.712e-02, eta: 4 days, 5:24:45, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2005, top5_acc: 0.4278, loss_cls: 4.4720, loss: 4.4720 2024-07-16 19:51:45,309 - pyskl - INFO - Epoch [17][1200/3746] lr: 9.711e-02, eta: 4 days, 5:23:08, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4281, loss_cls: 4.4569, loss: 4.4569 2024-07-16 19:52:55,450 - pyskl - INFO - Epoch [17][1300/3746] lr: 9.710e-02, eta: 4 days, 5:21:33, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1927, top5_acc: 0.4170, loss_cls: 4.5110, loss: 4.5110 2024-07-16 19:54:05,520 - pyskl - INFO - Epoch [17][1400/3746] lr: 9.709e-02, eta: 4 days, 5:19:57, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4277, loss_cls: 4.4499, loss: 4.4499 2024-07-16 19:55:15,426 - pyskl - INFO - Epoch [17][1500/3746] lr: 9.708e-02, eta: 4 days, 5:18:20, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2003, top5_acc: 0.4213, loss_cls: 4.4890, loss: 4.4890 2024-07-16 19:56:25,565 - pyskl - INFO - Epoch [17][1600/3746] lr: 9.707e-02, eta: 4 days, 5:16:45, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4200, loss_cls: 4.4772, loss: 4.4772 2024-07-16 19:57:36,113 - pyskl - INFO - Epoch [17][1700/3746] lr: 9.706e-02, eta: 4 days, 5:15:13, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2047, top5_acc: 0.4278, loss_cls: 4.4450, loss: 4.4450 2024-07-16 19:58:46,439 - pyskl - INFO - Epoch [17][1800/3746] lr: 9.705e-02, eta: 4 days, 5:13:39, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2014, top5_acc: 0.4259, loss_cls: 4.4613, loss: 4.4613 2024-07-16 19:59:56,992 - pyskl - INFO - Epoch [17][1900/3746] lr: 9.704e-02, eta: 4 days, 5:12:08, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4331, loss_cls: 4.4359, loss: 4.4359 2024-07-16 20:01:07,169 - pyskl - INFO - Epoch [17][2000/3746] lr: 9.703e-02, eta: 4 days, 5:10:33, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4323, loss_cls: 4.4512, loss: 4.4512 2024-07-16 20:02:17,283 - pyskl - INFO - Epoch [17][2100/3746] lr: 9.702e-02, eta: 4 days, 5:08:58, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4356, loss_cls: 4.4375, loss: 4.4375 2024-07-16 20:03:27,534 - pyskl - INFO - Epoch [17][2200/3746] lr: 9.701e-02, eta: 4 days, 5:07:25, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4294, loss_cls: 4.4634, loss: 4.4634 2024-07-16 20:04:37,504 - pyskl - INFO - Epoch [17][2300/3746] lr: 9.700e-02, eta: 4 days, 5:05:49, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4270, loss_cls: 4.4642, loss: 4.4642 2024-07-16 20:05:47,594 - pyskl - INFO - Epoch [17][2400/3746] lr: 9.699e-02, eta: 4 days, 5:04:14, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1930, top5_acc: 0.4209, loss_cls: 4.4878, loss: 4.4878 2024-07-16 20:06:57,730 - pyskl - INFO - Epoch [17][2500/3746] lr: 9.698e-02, eta: 4 days, 5:02:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1972, top5_acc: 0.4206, loss_cls: 4.5028, loss: 4.5028 2024-07-16 20:08:07,715 - pyskl - INFO - Epoch [17][2600/3746] lr: 9.697e-02, eta: 4 days, 5:01:04, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1977, top5_acc: 0.4216, loss_cls: 4.4999, loss: 4.4999 2024-07-16 20:09:17,935 - pyskl - INFO - Epoch [17][2700/3746] lr: 9.697e-02, eta: 4 days, 4:59:30, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1977, top5_acc: 0.4220, loss_cls: 4.5054, loss: 4.5054 2024-07-16 20:10:28,057 - pyskl - INFO - Epoch [17][2800/3746] lr: 9.696e-02, eta: 4 days, 4:57:56, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1972, top5_acc: 0.4294, loss_cls: 4.4610, loss: 4.4610 2024-07-16 20:11:38,053 - pyskl - INFO - Epoch [17][2900/3746] lr: 9.695e-02, eta: 4 days, 4:56:21, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2005, top5_acc: 0.4225, loss_cls: 4.4951, loss: 4.4951 2024-07-16 20:12:47,859 - pyskl - INFO - Epoch [17][3000/3746] lr: 9.694e-02, eta: 4 days, 4:54:44, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1927, top5_acc: 0.4159, loss_cls: 4.4998, loss: 4.4998 2024-07-16 20:13:58,123 - pyskl - INFO - Epoch [17][3100/3746] lr: 9.693e-02, eta: 4 days, 4:53:11, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1944, top5_acc: 0.4203, loss_cls: 4.4790, loss: 4.4790 2024-07-16 20:15:08,105 - pyskl - INFO - Epoch [17][3200/3746] lr: 9.692e-02, eta: 4 days, 4:51:36, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4464, loss_cls: 4.4277, loss: 4.4277 2024-07-16 20:16:17,991 - pyskl - INFO - Epoch [17][3300/3746] lr: 9.691e-02, eta: 4 days, 4:50:00, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4311, loss_cls: 4.4406, loss: 4.4406 2024-07-16 20:17:28,169 - pyskl - INFO - Epoch [17][3400/3746] lr: 9.690e-02, eta: 4 days, 4:48:27, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2003, top5_acc: 0.4297, loss_cls: 4.4660, loss: 4.4660 2024-07-16 20:18:39,043 - pyskl - INFO - Epoch [17][3500/3746] lr: 9.689e-02, eta: 4 days, 4:46:59, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1950, top5_acc: 0.4163, loss_cls: 4.5127, loss: 4.5127 2024-07-16 20:19:49,913 - pyskl - INFO - Epoch [17][3600/3746] lr: 9.688e-02, eta: 4 days, 4:45:31, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4297, loss_cls: 4.4739, loss: 4.4739 2024-07-16 20:21:00,351 - pyskl - INFO - Epoch [17][3700/3746] lr: 9.687e-02, eta: 4 days, 4:44:00, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2006, top5_acc: 0.4217, loss_cls: 4.4890, loss: 4.4890 2024-07-16 20:21:34,675 - pyskl - INFO - Saving checkpoint at 17 epochs 2024-07-16 20:23:25,871 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 20:23:26,536 - pyskl - INFO - top1_acc 0.1418 top5_acc 0.3412 2024-07-16 20:23:26,537 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 20:23:26,575 - pyskl - INFO - mean_acc 0.1415 2024-07-16 20:23:26,580 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_15.pth was removed 2024-07-16 20:23:26,987 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. 2024-07-16 20:23:26,987 - pyskl - INFO - Best top1_acc is 0.1418 at 17 epoch. 2024-07-16 20:23:26,997 - pyskl - INFO - Epoch(val) [17][309] top1_acc: 0.1418, top5_acc: 0.3412, mean_class_accuracy: 0.1415 2024-07-16 20:26:43,125 - pyskl - INFO - Epoch [18][100/3746] lr: 9.685e-02, eta: 4 days, 4:53:56, time: 1.961, data_time: 1.246, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4253, loss_cls: 4.4365, loss: 4.4365 2024-07-16 20:27:54,305 - pyskl - INFO - Epoch [18][200/3746] lr: 9.684e-02, eta: 4 days, 4:52:29, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4267, loss_cls: 4.4428, loss: 4.4428 2024-07-16 20:29:04,955 - pyskl - INFO - Epoch [18][300/3746] lr: 9.683e-02, eta: 4 days, 4:50:58, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4178, loss_cls: 4.5179, loss: 4.5179 2024-07-16 20:30:15,594 - pyskl - INFO - Epoch [18][400/3746] lr: 9.683e-02, eta: 4 days, 4:49:28, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2059, top5_acc: 0.4341, loss_cls: 4.4326, loss: 4.4326 2024-07-16 20:31:26,218 - pyskl - INFO - Epoch [18][500/3746] lr: 9.682e-02, eta: 4 days, 4:47:57, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1947, top5_acc: 0.4284, loss_cls: 4.4478, loss: 4.4478 2024-07-16 20:32:37,151 - pyskl - INFO - Epoch [18][600/3746] lr: 9.681e-02, eta: 4 days, 4:46:29, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1972, top5_acc: 0.4377, loss_cls: 4.4397, loss: 4.4397 2024-07-16 20:33:47,621 - pyskl - INFO - Epoch [18][700/3746] lr: 9.680e-02, eta: 4 days, 4:44:57, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4308, loss_cls: 4.4658, loss: 4.4658 2024-07-16 20:34:58,377 - pyskl - INFO - Epoch [18][800/3746] lr: 9.679e-02, eta: 4 days, 4:43:28, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4244, loss_cls: 4.4699, loss: 4.4699 2024-07-16 20:36:09,419 - pyskl - INFO - Epoch [18][900/3746] lr: 9.678e-02, eta: 4 days, 4:42:01, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1956, top5_acc: 0.4239, loss_cls: 4.4859, loss: 4.4859 2024-07-16 20:37:20,110 - pyskl - INFO - Epoch [18][1000/3746] lr: 9.677e-02, eta: 4 days, 4:40:31, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4270, loss_cls: 4.4712, loss: 4.4712 2024-07-16 20:38:30,517 - pyskl - INFO - Epoch [18][1100/3746] lr: 9.676e-02, eta: 4 days, 4:38:59, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1955, top5_acc: 0.4317, loss_cls: 4.4572, loss: 4.4572 2024-07-16 20:39:40,624 - pyskl - INFO - Epoch [18][1200/3746] lr: 9.675e-02, eta: 4 days, 4:37:25, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4264, loss_cls: 4.4692, loss: 4.4692 2024-07-16 20:40:50,479 - pyskl - INFO - Epoch [18][1300/3746] lr: 9.674e-02, eta: 4 days, 4:35:49, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2019, top5_acc: 0.4331, loss_cls: 4.4195, loss: 4.4195 2024-07-16 20:42:00,426 - pyskl - INFO - Epoch [18][1400/3746] lr: 9.673e-02, eta: 4 days, 4:34:13, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2037, top5_acc: 0.4400, loss_cls: 4.4218, loss: 4.4218 2024-07-16 20:43:10,455 - pyskl - INFO - Epoch [18][1500/3746] lr: 9.672e-02, eta: 4 days, 4:32:39, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4323, loss_cls: 4.4693, loss: 4.4693 2024-07-16 20:44:20,619 - pyskl - INFO - Epoch [18][1600/3746] lr: 9.671e-02, eta: 4 days, 4:31:05, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4298, loss_cls: 4.4588, loss: 4.4588 2024-07-16 20:45:31,318 - pyskl - INFO - Epoch [18][1700/3746] lr: 9.670e-02, eta: 4 days, 4:29:36, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1945, top5_acc: 0.4184, loss_cls: 4.5043, loss: 4.5043 2024-07-16 20:46:41,791 - pyskl - INFO - Epoch [18][1800/3746] lr: 9.669e-02, eta: 4 days, 4:28:05, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1995, top5_acc: 0.4342, loss_cls: 4.4307, loss: 4.4307 2024-07-16 20:47:52,479 - pyskl - INFO - Epoch [18][1900/3746] lr: 9.668e-02, eta: 4 days, 4:26:36, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4253, loss_cls: 4.4713, loss: 4.4713 2024-07-16 20:49:02,664 - pyskl - INFO - Epoch [18][2000/3746] lr: 9.667e-02, eta: 4 days, 4:25:03, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4323, loss_cls: 4.4444, loss: 4.4444 2024-07-16 20:50:12,990 - pyskl - INFO - Epoch [18][2100/3746] lr: 9.666e-02, eta: 4 days, 4:23:31, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4255, loss_cls: 4.4421, loss: 4.4421 2024-07-16 20:51:23,046 - pyskl - INFO - Epoch [18][2200/3746] lr: 9.665e-02, eta: 4 days, 4:21:57, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2008, top5_acc: 0.4275, loss_cls: 4.4519, loss: 4.4519 2024-07-16 20:52:33,143 - pyskl - INFO - Epoch [18][2300/3746] lr: 9.664e-02, eta: 4 days, 4:20:23, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1966, top5_acc: 0.4198, loss_cls: 4.4829, loss: 4.4829 2024-07-16 20:53:43,327 - pyskl - INFO - Epoch [18][2400/3746] lr: 9.663e-02, eta: 4 days, 4:18:51, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4241, loss_cls: 4.4751, loss: 4.4751 2024-07-16 20:54:53,186 - pyskl - INFO - Epoch [18][2500/3746] lr: 9.662e-02, eta: 4 days, 4:17:15, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4286, loss_cls: 4.4642, loss: 4.4642 2024-07-16 20:56:03,190 - pyskl - INFO - Epoch [18][2600/3746] lr: 9.661e-02, eta: 4 days, 4:15:41, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2106, top5_acc: 0.4461, loss_cls: 4.3822, loss: 4.3822 2024-07-16 20:57:13,256 - pyskl - INFO - Epoch [18][2700/3746] lr: 9.660e-02, eta: 4 days, 4:14:08, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1931, top5_acc: 0.4231, loss_cls: 4.4903, loss: 4.4903 2024-07-16 20:58:23,462 - pyskl - INFO - Epoch [18][2800/3746] lr: 9.659e-02, eta: 4 days, 4:12:36, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4302, loss_cls: 4.4761, loss: 4.4761 2024-07-16 20:59:33,759 - pyskl - INFO - Epoch [18][2900/3746] lr: 9.658e-02, eta: 4 days, 4:11:04, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1939, top5_acc: 0.4222, loss_cls: 4.4914, loss: 4.4914 2024-07-16 21:00:43,993 - pyskl - INFO - Epoch [18][3000/3746] lr: 9.657e-02, eta: 4 days, 4:09:32, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4078, loss_cls: 4.5353, loss: 4.5353 2024-07-16 21:01:54,102 - pyskl - INFO - Epoch [18][3100/3746] lr: 9.656e-02, eta: 4 days, 4:07:59, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4331, loss_cls: 4.4563, loss: 4.4563 2024-07-16 21:03:04,358 - pyskl - INFO - Epoch [18][3200/3746] lr: 9.654e-02, eta: 4 days, 4:06:28, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4338, loss_cls: 4.4347, loss: 4.4347 2024-07-16 21:04:14,505 - pyskl - INFO - Epoch [18][3300/3746] lr: 9.653e-02, eta: 4 days, 4:04:55, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1998, top5_acc: 0.4253, loss_cls: 4.4815, loss: 4.4815 2024-07-16 21:05:24,954 - pyskl - INFO - Epoch [18][3400/3746] lr: 9.652e-02, eta: 4 days, 4:03:25, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4350, loss_cls: 4.4396, loss: 4.4396 2024-07-16 21:06:36,282 - pyskl - INFO - Epoch [18][3500/3746] lr: 9.651e-02, eta: 4 days, 4:02:01, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2027, top5_acc: 0.4213, loss_cls: 4.4824, loss: 4.4824 2024-07-16 21:07:46,999 - pyskl - INFO - Epoch [18][3600/3746] lr: 9.650e-02, eta: 4 days, 4:00:33, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1984, top5_acc: 0.4255, loss_cls: 4.4785, loss: 4.4785 2024-07-16 21:08:57,952 - pyskl - INFO - Epoch [18][3700/3746] lr: 9.649e-02, eta: 4 days, 3:59:07, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4286, loss_cls: 4.4828, loss: 4.4828 2024-07-16 21:09:32,473 - pyskl - INFO - Saving checkpoint at 18 epochs 2024-07-16 21:11:25,194 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 21:11:25,914 - pyskl - INFO - top1_acc 0.1109 top5_acc 0.2904 2024-07-16 21:11:25,915 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 21:11:25,960 - pyskl - INFO - mean_acc 0.1111 2024-07-16 21:11:25,973 - pyskl - INFO - Epoch(val) [18][309] top1_acc: 0.1109, top5_acc: 0.2904, mean_class_accuracy: 0.1111 2024-07-16 21:14:44,572 - pyskl - INFO - Epoch [19][100/3746] lr: 9.648e-02, eta: 4 days, 4:08:37, time: 1.986, data_time: 1.271, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4325, loss_cls: 4.4578, loss: 4.4578 2024-07-16 21:15:55,711 - pyskl - INFO - Epoch [19][200/3746] lr: 9.647e-02, eta: 4 days, 4:07:11, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4305, loss_cls: 4.4522, loss: 4.4522 2024-07-16 21:17:07,027 - pyskl - INFO - Epoch [19][300/3746] lr: 9.646e-02, eta: 4 days, 4:05:46, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4219, loss_cls: 4.4683, loss: 4.4683 2024-07-16 21:18:17,806 - pyskl - INFO - Epoch [19][400/3746] lr: 9.645e-02, eta: 4 days, 4:04:17, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4263, loss_cls: 4.4414, loss: 4.4414 2024-07-16 21:19:28,381 - pyskl - INFO - Epoch [19][500/3746] lr: 9.644e-02, eta: 4 days, 4:02:48, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2089, top5_acc: 0.4387, loss_cls: 4.4062, loss: 4.4062 2024-07-16 21:20:39,092 - pyskl - INFO - Epoch [19][600/3746] lr: 9.643e-02, eta: 4 days, 4:01:19, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1997, top5_acc: 0.4258, loss_cls: 4.4384, loss: 4.4384 2024-07-16 21:21:50,037 - pyskl - INFO - Epoch [19][700/3746] lr: 9.642e-02, eta: 4 days, 3:59:51, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4228, loss_cls: 4.4382, loss: 4.4382 2024-07-16 21:23:00,582 - pyskl - INFO - Epoch [19][800/3746] lr: 9.641e-02, eta: 4 days, 3:58:21, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1958, top5_acc: 0.4241, loss_cls: 4.4714, loss: 4.4714 2024-07-16 21:24:11,194 - pyskl - INFO - Epoch [19][900/3746] lr: 9.640e-02, eta: 4 days, 3:56:52, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4330, loss_cls: 4.4096, loss: 4.4096 2024-07-16 21:25:21,670 - pyskl - INFO - Epoch [19][1000/3746] lr: 9.639e-02, eta: 4 days, 3:55:22, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4367, loss_cls: 4.4350, loss: 4.4350 2024-07-16 21:26:32,203 - pyskl - INFO - Epoch [19][1100/3746] lr: 9.637e-02, eta: 4 days, 3:53:52, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1997, top5_acc: 0.4255, loss_cls: 4.4777, loss: 4.4777 2024-07-16 21:27:42,755 - pyskl - INFO - Epoch [19][1200/3746] lr: 9.636e-02, eta: 4 days, 3:52:22, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4244, loss_cls: 4.4609, loss: 4.4609 2024-07-16 21:28:53,359 - pyskl - INFO - Epoch [19][1300/3746] lr: 9.635e-02, eta: 4 days, 3:50:53, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1927, top5_acc: 0.4288, loss_cls: 4.4689, loss: 4.4689 2024-07-16 21:30:04,077 - pyskl - INFO - Epoch [19][1400/3746] lr: 9.634e-02, eta: 4 days, 3:49:24, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1958, top5_acc: 0.4267, loss_cls: 4.4775, loss: 4.4775 2024-07-16 21:31:14,904 - pyskl - INFO - Epoch [19][1500/3746] lr: 9.633e-02, eta: 4 days, 3:47:57, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4344, loss_cls: 4.4450, loss: 4.4450 2024-07-16 21:32:25,535 - pyskl - INFO - Epoch [19][1600/3746] lr: 9.632e-02, eta: 4 days, 3:46:28, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4328, loss_cls: 4.4384, loss: 4.4384 2024-07-16 21:33:36,068 - pyskl - INFO - Epoch [19][1700/3746] lr: 9.631e-02, eta: 4 days, 3:44:58, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2030, top5_acc: 0.4306, loss_cls: 4.4527, loss: 4.4527 2024-07-16 21:34:46,206 - pyskl - INFO - Epoch [19][1800/3746] lr: 9.630e-02, eta: 4 days, 3:43:26, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4348, loss_cls: 4.4468, loss: 4.4468 2024-07-16 21:35:56,505 - pyskl - INFO - Epoch [19][1900/3746] lr: 9.629e-02, eta: 4 days, 3:41:55, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1928, top5_acc: 0.4284, loss_cls: 4.4917, loss: 4.4917 2024-07-16 21:37:06,742 - pyskl - INFO - Epoch [19][2000/3746] lr: 9.628e-02, eta: 4 days, 3:40:23, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1997, top5_acc: 0.4288, loss_cls: 4.4448, loss: 4.4448 2024-07-16 21:38:16,992 - pyskl - INFO - Epoch [19][2100/3746] lr: 9.627e-02, eta: 4 days, 3:38:52, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1950, top5_acc: 0.4247, loss_cls: 4.4673, loss: 4.4673 2024-07-16 21:39:27,418 - pyskl - INFO - Epoch [19][2200/3746] lr: 9.626e-02, eta: 4 days, 3:37:22, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2059, top5_acc: 0.4394, loss_cls: 4.4333, loss: 4.4333 2024-07-16 21:40:37,685 - pyskl - INFO - Epoch [19][2300/3746] lr: 9.625e-02, eta: 4 days, 3:35:51, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1967, top5_acc: 0.4203, loss_cls: 4.4906, loss: 4.4906 2024-07-16 21:41:47,686 - pyskl - INFO - Epoch [19][2400/3746] lr: 9.624e-02, eta: 4 days, 3:34:18, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4319, loss_cls: 4.4455, loss: 4.4455 2024-07-16 21:42:57,727 - pyskl - INFO - Epoch [19][2500/3746] lr: 9.623e-02, eta: 4 days, 3:32:45, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4242, loss_cls: 4.4746, loss: 4.4746 2024-07-16 21:44:08,153 - pyskl - INFO - Epoch [19][2600/3746] lr: 9.622e-02, eta: 4 days, 3:31:15, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1989, top5_acc: 0.4316, loss_cls: 4.4361, loss: 4.4361 2024-07-16 21:45:18,541 - pyskl - INFO - Epoch [19][2700/3746] lr: 9.621e-02, eta: 4 days, 3:29:45, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2019, top5_acc: 0.4203, loss_cls: 4.4678, loss: 4.4678 2024-07-16 21:46:28,683 - pyskl - INFO - Epoch [19][2800/3746] lr: 9.620e-02, eta: 4 days, 3:28:14, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2019, top5_acc: 0.4234, loss_cls: 4.4748, loss: 4.4748 2024-07-16 21:47:39,031 - pyskl - INFO - Epoch [19][2900/3746] lr: 9.618e-02, eta: 4 days, 3:26:43, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1953, top5_acc: 0.4305, loss_cls: 4.4616, loss: 4.4616 2024-07-16 21:48:49,295 - pyskl - INFO - Epoch [19][3000/3746] lr: 9.617e-02, eta: 4 days, 3:25:13, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4266, loss_cls: 4.4485, loss: 4.4485 2024-07-16 21:49:59,767 - pyskl - INFO - Epoch [19][3100/3746] lr: 9.616e-02, eta: 4 days, 3:23:43, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4369, loss_cls: 4.4206, loss: 4.4206 2024-07-16 21:51:09,759 - pyskl - INFO - Epoch [19][3200/3746] lr: 9.615e-02, eta: 4 days, 3:22:11, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1933, top5_acc: 0.4256, loss_cls: 4.4878, loss: 4.4878 2024-07-16 21:52:19,735 - pyskl - INFO - Epoch [19][3300/3746] lr: 9.614e-02, eta: 4 days, 3:20:38, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1995, top5_acc: 0.4336, loss_cls: 4.4469, loss: 4.4469 2024-07-16 21:53:30,670 - pyskl - INFO - Epoch [19][3400/3746] lr: 9.613e-02, eta: 4 days, 3:19:12, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1959, top5_acc: 0.4256, loss_cls: 4.4769, loss: 4.4769 2024-07-16 21:54:41,622 - pyskl - INFO - Epoch [19][3500/3746] lr: 9.612e-02, eta: 4 days, 3:17:47, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4250, loss_cls: 4.4809, loss: 4.4809 2024-07-16 21:55:52,249 - pyskl - INFO - Epoch [19][3600/3746] lr: 9.611e-02, eta: 4 days, 3:16:19, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4208, loss_cls: 4.4946, loss: 4.4946 2024-07-16 21:57:03,287 - pyskl - INFO - Epoch [19][3700/3746] lr: 9.610e-02, eta: 4 days, 3:14:54, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4288, loss_cls: 4.4870, loss: 4.4870 2024-07-16 21:57:37,733 - pyskl - INFO - Saving checkpoint at 19 epochs 2024-07-16 21:59:29,906 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 21:59:30,576 - pyskl - INFO - top1_acc 0.1584 top5_acc 0.3647 2024-07-16 21:59:30,576 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 21:59:30,619 - pyskl - INFO - mean_acc 0.1583 2024-07-16 21:59:30,624 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_17.pth was removed 2024-07-16 21:59:30,901 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. 2024-07-16 21:59:30,902 - pyskl - INFO - Best top1_acc is 0.1584 at 19 epoch. 2024-07-16 21:59:30,916 - pyskl - INFO - Epoch(val) [19][309] top1_acc: 0.1584, top5_acc: 0.3647, mean_class_accuracy: 0.1583 2024-07-16 22:02:49,833 - pyskl - INFO - Epoch [20][100/3746] lr: 9.608e-02, eta: 4 days, 3:23:45, time: 1.989, data_time: 1.273, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4297, loss_cls: 4.4444, loss: 4.4444 2024-07-16 22:04:00,873 - pyskl - INFO - Epoch [20][200/3746] lr: 9.607e-02, eta: 4 days, 3:22:19, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4458, loss_cls: 4.3891, loss: 4.3891 2024-07-16 22:05:11,979 - pyskl - INFO - Epoch [20][300/3746] lr: 9.606e-02, eta: 4 days, 3:20:54, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2059, top5_acc: 0.4353, loss_cls: 4.4401, loss: 4.4401 2024-07-16 22:06:22,647 - pyskl - INFO - Epoch [20][400/3746] lr: 9.605e-02, eta: 4 days, 3:19:25, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4450, loss_cls: 4.3870, loss: 4.3870 2024-07-16 22:07:33,187 - pyskl - INFO - Epoch [20][500/3746] lr: 9.604e-02, eta: 4 days, 3:17:56, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4387, loss_cls: 4.4347, loss: 4.4347 2024-07-16 22:08:43,836 - pyskl - INFO - Epoch [20][600/3746] lr: 9.603e-02, eta: 4 days, 3:16:28, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4420, loss_cls: 4.3890, loss: 4.3890 2024-07-16 22:09:54,355 - pyskl - INFO - Epoch [20][700/3746] lr: 9.602e-02, eta: 4 days, 3:14:58, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1973, top5_acc: 0.4228, loss_cls: 4.4581, loss: 4.4581 2024-07-16 22:11:05,064 - pyskl - INFO - Epoch [20][800/3746] lr: 9.601e-02, eta: 4 days, 3:13:30, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4328, loss_cls: 4.4170, loss: 4.4170 2024-07-16 22:12:15,667 - pyskl - INFO - Epoch [20][900/3746] lr: 9.600e-02, eta: 4 days, 3:12:02, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1961, top5_acc: 0.4238, loss_cls: 4.5053, loss: 4.5053 2024-07-16 22:13:26,219 - pyskl - INFO - Epoch [20][1000/3746] lr: 9.598e-02, eta: 4 days, 3:10:33, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4289, loss_cls: 4.4795, loss: 4.4795 2024-07-16 22:14:37,074 - pyskl - INFO - Epoch [20][1100/3746] lr: 9.597e-02, eta: 4 days, 3:09:06, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2069, top5_acc: 0.4353, loss_cls: 4.4521, loss: 4.4521 2024-07-16 22:15:47,718 - pyskl - INFO - Epoch [20][1200/3746] lr: 9.596e-02, eta: 4 days, 3:07:38, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2027, top5_acc: 0.4373, loss_cls: 4.4440, loss: 4.4440 2024-07-16 22:16:58,148 - pyskl - INFO - Epoch [20][1300/3746] lr: 9.595e-02, eta: 4 days, 3:06:08, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2030, top5_acc: 0.4292, loss_cls: 4.4430, loss: 4.4430 2024-07-16 22:18:09,056 - pyskl - INFO - Epoch [20][1400/3746] lr: 9.594e-02, eta: 4 days, 3:04:42, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4408, loss_cls: 4.4139, loss: 4.4139 2024-07-16 22:19:19,744 - pyskl - INFO - Epoch [20][1500/3746] lr: 9.593e-02, eta: 4 days, 3:03:14, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4291, loss_cls: 4.4749, loss: 4.4749 2024-07-16 22:20:30,230 - pyskl - INFO - Epoch [20][1600/3746] lr: 9.592e-02, eta: 4 days, 3:01:45, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4328, loss_cls: 4.4237, loss: 4.4237 2024-07-16 22:21:40,716 - pyskl - INFO - Epoch [20][1700/3746] lr: 9.591e-02, eta: 4 days, 3:00:16, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4255, loss_cls: 4.4829, loss: 4.4829 2024-07-16 22:22:50,838 - pyskl - INFO - Epoch [20][1800/3746] lr: 9.590e-02, eta: 4 days, 2:58:45, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4214, loss_cls: 4.4652, loss: 4.4652 2024-07-16 22:24:01,213 - pyskl - INFO - Epoch [20][1900/3746] lr: 9.588e-02, eta: 4 days, 2:57:15, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4402, loss_cls: 4.4506, loss: 4.4506 2024-07-16 22:25:11,609 - pyskl - INFO - Epoch [20][2000/3746] lr: 9.587e-02, eta: 4 days, 2:55:46, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2019, top5_acc: 0.4292, loss_cls: 4.4595, loss: 4.4595 2024-07-16 22:26:21,742 - pyskl - INFO - Epoch [20][2100/3746] lr: 9.586e-02, eta: 4 days, 2:54:15, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4402, loss_cls: 4.4272, loss: 4.4272 2024-07-16 22:27:31,810 - pyskl - INFO - Epoch [20][2200/3746] lr: 9.585e-02, eta: 4 days, 2:52:43, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2006, top5_acc: 0.4264, loss_cls: 4.4526, loss: 4.4526 2024-07-16 22:28:41,918 - pyskl - INFO - Epoch [20][2300/3746] lr: 9.584e-02, eta: 4 days, 2:51:12, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2069, top5_acc: 0.4344, loss_cls: 4.4513, loss: 4.4513 2024-07-16 22:29:51,988 - pyskl - INFO - Epoch [20][2400/3746] lr: 9.583e-02, eta: 4 days, 2:49:40, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2039, top5_acc: 0.4288, loss_cls: 4.4727, loss: 4.4727 2024-07-16 22:31:01,983 - pyskl - INFO - Epoch [20][2500/3746] lr: 9.582e-02, eta: 4 days, 2:48:09, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4267, loss_cls: 4.4578, loss: 4.4578 2024-07-16 22:32:12,086 - pyskl - INFO - Epoch [20][2600/3746] lr: 9.581e-02, eta: 4 days, 2:46:38, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1916, top5_acc: 0.4195, loss_cls: 4.4777, loss: 4.4777 2024-07-16 22:33:22,006 - pyskl - INFO - Epoch [20][2700/3746] lr: 9.580e-02, eta: 4 days, 2:45:05, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4264, loss_cls: 4.4786, loss: 4.4786 2024-07-16 22:34:32,131 - pyskl - INFO - Epoch [20][2800/3746] lr: 9.578e-02, eta: 4 days, 2:43:35, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1994, top5_acc: 0.4336, loss_cls: 4.4012, loss: 4.4012 2024-07-16 22:35:42,239 - pyskl - INFO - Epoch [20][2900/3746] lr: 9.577e-02, eta: 4 days, 2:42:04, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4425, loss_cls: 4.4084, loss: 4.4084 2024-07-16 22:36:52,210 - pyskl - INFO - Epoch [20][3000/3746] lr: 9.576e-02, eta: 4 days, 2:40:32, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1920, top5_acc: 0.4219, loss_cls: 4.4881, loss: 4.4881 2024-07-16 22:38:02,316 - pyskl - INFO - Epoch [20][3100/3746] lr: 9.575e-02, eta: 4 days, 2:39:01, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1959, top5_acc: 0.4255, loss_cls: 4.4555, loss: 4.4555 2024-07-16 22:39:12,652 - pyskl - INFO - Epoch [20][3200/3746] lr: 9.574e-02, eta: 4 days, 2:37:32, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4320, loss_cls: 4.4454, loss: 4.4454 2024-07-16 22:40:22,766 - pyskl - INFO - Epoch [20][3300/3746] lr: 9.573e-02, eta: 4 days, 2:36:01, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4372, loss_cls: 4.4322, loss: 4.4322 2024-07-16 22:41:33,565 - pyskl - INFO - Epoch [20][3400/3746] lr: 9.572e-02, eta: 4 days, 2:34:35, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4392, loss_cls: 4.4159, loss: 4.4159 2024-07-16 22:42:44,179 - pyskl - INFO - Epoch [20][3500/3746] lr: 9.571e-02, eta: 4 days, 2:33:08, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2005, top5_acc: 0.4347, loss_cls: 4.4198, loss: 4.4198 2024-07-16 22:43:54,794 - pyskl - INFO - Epoch [20][3600/3746] lr: 9.569e-02, eta: 4 days, 2:31:41, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2003, top5_acc: 0.4398, loss_cls: 4.4393, loss: 4.4393 2024-07-16 22:45:05,731 - pyskl - INFO - Epoch [20][3700/3746] lr: 9.568e-02, eta: 4 days, 2:30:16, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1952, top5_acc: 0.4256, loss_cls: 4.4797, loss: 4.4797 2024-07-16 22:45:40,141 - pyskl - INFO - Saving checkpoint at 20 epochs 2024-07-16 22:47:32,171 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 22:47:32,850 - pyskl - INFO - top1_acc 0.1336 top5_acc 0.3215 2024-07-16 22:47:32,850 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 22:47:32,894 - pyskl - INFO - mean_acc 0.1335 2024-07-16 22:47:32,907 - pyskl - INFO - Epoch(val) [20][309] top1_acc: 0.1336, top5_acc: 0.3215, mean_class_accuracy: 0.1335 2024-07-16 22:50:58,071 - pyskl - INFO - Epoch [21][100/3746] lr: 9.567e-02, eta: 4 days, 2:39:11, time: 2.052, data_time: 1.338, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4406, loss_cls: 4.3873, loss: 4.3873 2024-07-16 22:52:09,373 - pyskl - INFO - Epoch [21][200/3746] lr: 9.565e-02, eta: 4 days, 2:37:48, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4400, loss_cls: 4.4181, loss: 4.4181 2024-07-16 22:53:20,144 - pyskl - INFO - Epoch [21][300/3746] lr: 9.564e-02, eta: 4 days, 2:36:21, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2006, top5_acc: 0.4317, loss_cls: 4.4317, loss: 4.4317 2024-07-16 22:54:31,080 - pyskl - INFO - Epoch [21][400/3746] lr: 9.563e-02, eta: 4 days, 2:34:55, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1956, top5_acc: 0.4327, loss_cls: 4.4655, loss: 4.4655 2024-07-16 22:55:41,605 - pyskl - INFO - Epoch [21][500/3746] lr: 9.562e-02, eta: 4 days, 2:33:26, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4403, loss_cls: 4.4108, loss: 4.4108 2024-07-16 22:56:52,479 - pyskl - INFO - Epoch [21][600/3746] lr: 9.561e-02, eta: 4 days, 2:32:00, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4288, loss_cls: 4.4588, loss: 4.4588 2024-07-16 22:58:03,054 - pyskl - INFO - Epoch [21][700/3746] lr: 9.560e-02, eta: 4 days, 2:30:32, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4256, loss_cls: 4.4643, loss: 4.4643 2024-07-16 22:59:13,815 - pyskl - INFO - Epoch [21][800/3746] lr: 9.559e-02, eta: 4 days, 2:29:05, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4298, loss_cls: 4.4504, loss: 4.4504 2024-07-16 23:00:24,423 - pyskl - INFO - Epoch [21][900/3746] lr: 9.557e-02, eta: 4 days, 2:27:37, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4389, loss_cls: 4.3995, loss: 4.3995 2024-07-16 23:01:35,098 - pyskl - INFO - Epoch [21][1000/3746] lr: 9.556e-02, eta: 4 days, 2:26:10, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4400, loss_cls: 4.4120, loss: 4.4120 2024-07-16 23:02:45,865 - pyskl - INFO - Epoch [21][1100/3746] lr: 9.555e-02, eta: 4 days, 2:24:43, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4338, loss_cls: 4.4273, loss: 4.4273 2024-07-16 23:03:56,436 - pyskl - INFO - Epoch [21][1200/3746] lr: 9.554e-02, eta: 4 days, 2:23:15, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4323, loss_cls: 4.4455, loss: 4.4455 2024-07-16 23:05:07,148 - pyskl - INFO - Epoch [21][1300/3746] lr: 9.553e-02, eta: 4 days, 2:21:48, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2039, top5_acc: 0.4447, loss_cls: 4.4008, loss: 4.4008 2024-07-16 23:06:18,219 - pyskl - INFO - Epoch [21][1400/3746] lr: 9.552e-02, eta: 4 days, 2:20:24, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4375, loss_cls: 4.4455, loss: 4.4455 2024-07-16 23:07:29,008 - pyskl - INFO - Epoch [21][1500/3746] lr: 9.551e-02, eta: 4 days, 2:18:57, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4288, loss_cls: 4.4668, loss: 4.4668 2024-07-16 23:08:40,559 - pyskl - INFO - Epoch [21][1600/3746] lr: 9.549e-02, eta: 4 days, 2:17:36, time: 0.715, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4305, loss_cls: 4.4275, loss: 4.4275 2024-07-16 23:09:51,069 - pyskl - INFO - Epoch [21][1700/3746] lr: 9.548e-02, eta: 4 days, 2:16:08, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4398, loss_cls: 4.3962, loss: 4.3962 2024-07-16 23:11:01,573 - pyskl - INFO - Epoch [21][1800/3746] lr: 9.547e-02, eta: 4 days, 2:14:40, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4383, loss_cls: 4.4472, loss: 4.4472 2024-07-16 23:12:12,606 - pyskl - INFO - Epoch [21][1900/3746] lr: 9.546e-02, eta: 4 days, 2:13:15, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4383, loss_cls: 4.4380, loss: 4.4380 2024-07-16 23:13:23,687 - pyskl - INFO - Epoch [21][2000/3746] lr: 9.545e-02, eta: 4 days, 2:11:51, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2008, top5_acc: 0.4319, loss_cls: 4.4472, loss: 4.4472 2024-07-16 23:14:34,585 - pyskl - INFO - Epoch [21][2100/3746] lr: 9.544e-02, eta: 4 days, 2:10:25, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.1970, top5_acc: 0.4280, loss_cls: 4.4619, loss: 4.4619 2024-07-16 23:15:45,035 - pyskl - INFO - Epoch [21][2200/3746] lr: 9.542e-02, eta: 4 days, 2:08:57, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4286, loss_cls: 4.4540, loss: 4.4540 2024-07-16 23:16:55,470 - pyskl - INFO - Epoch [21][2300/3746] lr: 9.541e-02, eta: 4 days, 2:07:29, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4281, loss_cls: 4.4595, loss: 4.4595 2024-07-16 23:18:06,068 - pyskl - INFO - Epoch [21][2400/3746] lr: 9.540e-02, eta: 4 days, 2:06:02, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4306, loss_cls: 4.4510, loss: 4.4510 2024-07-16 23:19:16,621 - pyskl - INFO - Epoch [21][2500/3746] lr: 9.539e-02, eta: 4 days, 2:04:34, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2014, top5_acc: 0.4247, loss_cls: 4.4982, loss: 4.4982 2024-07-16 23:20:27,170 - pyskl - INFO - Epoch [21][2600/3746] lr: 9.538e-02, eta: 4 days, 2:03:07, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2114, top5_acc: 0.4387, loss_cls: 4.4281, loss: 4.4281 2024-07-16 23:21:37,572 - pyskl - INFO - Epoch [21][2700/3746] lr: 9.537e-02, eta: 4 days, 2:01:39, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4320, loss_cls: 4.4633, loss: 4.4633 2024-07-16 23:22:47,905 - pyskl - INFO - Epoch [21][2800/3746] lr: 9.535e-02, eta: 4 days, 2:00:10, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1959, top5_acc: 0.4286, loss_cls: 4.4470, loss: 4.4470 2024-07-16 23:23:58,059 - pyskl - INFO - Epoch [21][2900/3746] lr: 9.534e-02, eta: 4 days, 1:58:40, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4325, loss_cls: 4.4240, loss: 4.4240 2024-07-16 23:25:08,174 - pyskl - INFO - Epoch [21][3000/3746] lr: 9.533e-02, eta: 4 days, 1:57:10, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4348, loss_cls: 4.4321, loss: 4.4321 2024-07-16 23:26:18,276 - pyskl - INFO - Epoch [21][3100/3746] lr: 9.532e-02, eta: 4 days, 1:55:40, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4297, loss_cls: 4.4264, loss: 4.4264 2024-07-16 23:27:28,551 - pyskl - INFO - Epoch [21][3200/3746] lr: 9.531e-02, eta: 4 days, 1:54:11, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4355, loss_cls: 4.4528, loss: 4.4528 2024-07-16 23:28:39,023 - pyskl - INFO - Epoch [21][3300/3746] lr: 9.529e-02, eta: 4 days, 1:52:44, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4437, loss_cls: 4.3961, loss: 4.3961 2024-07-16 23:29:50,118 - pyskl - INFO - Epoch [21][3400/3746] lr: 9.528e-02, eta: 4 days, 1:51:20, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2025, top5_acc: 0.4356, loss_cls: 4.4397, loss: 4.4397 2024-07-16 23:31:00,920 - pyskl - INFO - Epoch [21][3500/3746] lr: 9.527e-02, eta: 4 days, 1:49:55, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4288, loss_cls: 4.4728, loss: 4.4728 2024-07-16 23:32:11,928 - pyskl - INFO - Epoch [21][3600/3746] lr: 9.526e-02, eta: 4 days, 1:48:30, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4316, loss_cls: 4.4555, loss: 4.4555 2024-07-16 23:33:22,788 - pyskl - INFO - Epoch [21][3700/3746] lr: 9.525e-02, eta: 4 days, 1:47:05, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2031, top5_acc: 0.4336, loss_cls: 4.4381, loss: 4.4381 2024-07-16 23:33:57,194 - pyskl - INFO - Saving checkpoint at 21 epochs 2024-07-16 23:35:49,376 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-16 23:35:50,054 - pyskl - INFO - top1_acc 0.1446 top5_acc 0.3436 2024-07-16 23:35:50,054 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-16 23:35:50,096 - pyskl - INFO - mean_acc 0.1444 2024-07-16 23:35:50,108 - pyskl - INFO - Epoch(val) [21][309] top1_acc: 0.1446, top5_acc: 0.3436, mean_class_accuracy: 0.1444 2024-07-16 23:39:10,526 - pyskl - INFO - Epoch [22][100/3746] lr: 9.523e-02, eta: 4 days, 1:54:56, time: 2.004, data_time: 1.301, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4366, loss_cls: 4.4095, loss: 4.4095 2024-07-16 23:40:20,783 - pyskl - INFO - Epoch [22][200/3746] lr: 9.522e-02, eta: 4 days, 1:53:26, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2114, top5_acc: 0.4430, loss_cls: 4.3711, loss: 4.3711 2024-07-16 23:41:30,740 - pyskl - INFO - Epoch [22][300/3746] lr: 9.521e-02, eta: 4 days, 1:51:55, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1983, top5_acc: 0.4434, loss_cls: 4.3948, loss: 4.3948 2024-07-16 23:42:40,842 - pyskl - INFO - Epoch [22][400/3746] lr: 9.519e-02, eta: 4 days, 1:50:25, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4445, loss_cls: 4.3872, loss: 4.3872 2024-07-16 23:43:50,739 - pyskl - INFO - Epoch [22][500/3746] lr: 9.518e-02, eta: 4 days, 1:48:53, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1975, top5_acc: 0.4136, loss_cls: 4.5070, loss: 4.5070 2024-07-16 23:45:00,931 - pyskl - INFO - Epoch [22][600/3746] lr: 9.517e-02, eta: 4 days, 1:47:23, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2006, top5_acc: 0.4320, loss_cls: 4.4309, loss: 4.4309 2024-07-16 23:46:10,957 - pyskl - INFO - Epoch [22][700/3746] lr: 9.516e-02, eta: 4 days, 1:45:53, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1972, top5_acc: 0.4273, loss_cls: 4.4555, loss: 4.4555 2024-07-16 23:47:21,203 - pyskl - INFO - Epoch [22][800/3746] lr: 9.515e-02, eta: 4 days, 1:44:23, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2031, top5_acc: 0.4331, loss_cls: 4.4352, loss: 4.4352 2024-07-16 23:48:31,306 - pyskl - INFO - Epoch [22][900/3746] lr: 9.513e-02, eta: 4 days, 1:42:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4253, loss_cls: 4.4492, loss: 4.4492 2024-07-16 23:49:41,249 - pyskl - INFO - Epoch [22][1000/3746] lr: 9.512e-02, eta: 4 days, 1:41:22, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4428, loss_cls: 4.4252, loss: 4.4252 2024-07-16 23:50:51,633 - pyskl - INFO - Epoch [22][1100/3746] lr: 9.511e-02, eta: 4 days, 1:39:54, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1997, top5_acc: 0.4405, loss_cls: 4.4220, loss: 4.4220 2024-07-16 23:52:01,725 - pyskl - INFO - Epoch [22][1200/3746] lr: 9.510e-02, eta: 4 days, 1:38:24, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2136, top5_acc: 0.4377, loss_cls: 4.4203, loss: 4.4203 2024-07-16 23:53:11,588 - pyskl - INFO - Epoch [22][1300/3746] lr: 9.509e-02, eta: 4 days, 1:36:53, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1944, top5_acc: 0.4150, loss_cls: 4.4818, loss: 4.4818 2024-07-16 23:54:21,559 - pyskl - INFO - Epoch [22][1400/3746] lr: 9.507e-02, eta: 4 days, 1:35:22, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4369, loss_cls: 4.4391, loss: 4.4391 2024-07-16 23:55:32,187 - pyskl - INFO - Epoch [22][1500/3746] lr: 9.506e-02, eta: 4 days, 1:33:55, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4344, loss_cls: 4.4175, loss: 4.4175 2024-07-16 23:56:42,219 - pyskl - INFO - Epoch [22][1600/3746] lr: 9.505e-02, eta: 4 days, 1:32:25, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4338, loss_cls: 4.4412, loss: 4.4412 2024-07-16 23:57:52,563 - pyskl - INFO - Epoch [22][1700/3746] lr: 9.504e-02, eta: 4 days, 1:30:57, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2008, top5_acc: 0.4213, loss_cls: 4.4921, loss: 4.4921 2024-07-16 23:59:02,977 - pyskl - INFO - Epoch [22][1800/3746] lr: 9.502e-02, eta: 4 days, 1:29:29, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2013, top5_acc: 0.4322, loss_cls: 4.4429, loss: 4.4429 2024-07-17 00:00:13,192 - pyskl - INFO - Epoch [22][1900/3746] lr: 9.501e-02, eta: 4 days, 1:28:00, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4455, loss_cls: 4.4113, loss: 4.4113 2024-07-17 00:01:23,491 - pyskl - INFO - Epoch [22][2000/3746] lr: 9.500e-02, eta: 4 days, 1:26:32, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4306, loss_cls: 4.4274, loss: 4.4274 2024-07-17 00:02:33,480 - pyskl - INFO - Epoch [22][2100/3746] lr: 9.499e-02, eta: 4 days, 1:25:02, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4353, loss_cls: 4.4354, loss: 4.4354 2024-07-17 00:03:43,455 - pyskl - INFO - Epoch [22][2200/3746] lr: 9.498e-02, eta: 4 days, 1:23:31, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4328, loss_cls: 4.4160, loss: 4.4160 2024-07-17 00:04:53,227 - pyskl - INFO - Epoch [22][2300/3746] lr: 9.496e-02, eta: 4 days, 1:22:00, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4383, loss_cls: 4.4421, loss: 4.4421 2024-07-17 00:06:03,314 - pyskl - INFO - Epoch [22][2400/3746] lr: 9.495e-02, eta: 4 days, 1:20:30, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4375, loss_cls: 4.4333, loss: 4.4333 2024-07-17 00:07:13,337 - pyskl - INFO - Epoch [22][2500/3746] lr: 9.494e-02, eta: 4 days, 1:19:01, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4389, loss_cls: 4.4244, loss: 4.4244 2024-07-17 00:08:23,271 - pyskl - INFO - Epoch [22][2600/3746] lr: 9.493e-02, eta: 4 days, 1:17:30, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1972, top5_acc: 0.4334, loss_cls: 4.4553, loss: 4.4553 2024-07-17 00:09:33,085 - pyskl - INFO - Epoch [22][2700/3746] lr: 9.491e-02, eta: 4 days, 1:15:59, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4334, loss_cls: 4.4274, loss: 4.4274 2024-07-17 00:10:42,859 - pyskl - INFO - Epoch [22][2800/3746] lr: 9.490e-02, eta: 4 days, 1:14:28, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4381, loss_cls: 4.4338, loss: 4.4338 2024-07-17 00:11:52,759 - pyskl - INFO - Epoch [22][2900/3746] lr: 9.489e-02, eta: 4 days, 1:12:58, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4211, loss_cls: 4.4972, loss: 4.4972 2024-07-17 00:13:03,096 - pyskl - INFO - Epoch [22][3000/3746] lr: 9.488e-02, eta: 4 days, 1:11:30, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1978, top5_acc: 0.4239, loss_cls: 4.4740, loss: 4.4740 2024-07-17 00:14:13,243 - pyskl - INFO - Epoch [22][3100/3746] lr: 9.487e-02, eta: 4 days, 1:10:01, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2047, top5_acc: 0.4325, loss_cls: 4.4285, loss: 4.4285 2024-07-17 00:15:23,129 - pyskl - INFO - Epoch [22][3200/3746] lr: 9.485e-02, eta: 4 days, 1:08:31, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4377, loss_cls: 4.3883, loss: 4.3883 2024-07-17 00:16:33,658 - pyskl - INFO - Epoch [22][3300/3746] lr: 9.484e-02, eta: 4 days, 1:07:05, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1967, top5_acc: 0.4267, loss_cls: 4.4527, loss: 4.4527 2024-07-17 00:17:44,111 - pyskl - INFO - Epoch [22][3400/3746] lr: 9.483e-02, eta: 4 days, 1:05:38, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4245, loss_cls: 4.4613, loss: 4.4613 2024-07-17 00:18:54,543 - pyskl - INFO - Epoch [22][3500/3746] lr: 9.482e-02, eta: 4 days, 1:04:11, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4369, loss_cls: 4.4228, loss: 4.4228 2024-07-17 00:20:05,842 - pyskl - INFO - Epoch [22][3600/3746] lr: 9.480e-02, eta: 4 days, 1:02:49, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4353, loss_cls: 4.4342, loss: 4.4342 2024-07-17 00:21:16,653 - pyskl - INFO - Epoch [22][3700/3746] lr: 9.479e-02, eta: 4 days, 1:01:24, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4422, loss_cls: 4.4000, loss: 4.4000 2024-07-17 00:21:51,074 - pyskl - INFO - Saving checkpoint at 22 epochs 2024-07-17 00:23:43,125 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 00:23:43,822 - pyskl - INFO - top1_acc 0.1333 top5_acc 0.3157 2024-07-17 00:23:43,822 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 00:23:43,866 - pyskl - INFO - mean_acc 0.1331 2024-07-17 00:23:43,881 - pyskl - INFO - Epoch(val) [22][309] top1_acc: 0.1333, top5_acc: 0.3157, mean_class_accuracy: 0.1331 2024-07-17 00:27:05,225 - pyskl - INFO - Epoch [23][100/3746] lr: 9.477e-02, eta: 4 days, 1:08:50, time: 2.013, data_time: 1.306, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4436, loss_cls: 4.3853, loss: 4.3853 2024-07-17 00:28:15,296 - pyskl - INFO - Epoch [23][200/3746] lr: 9.476e-02, eta: 4 days, 1:07:20, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4330, loss_cls: 4.4384, loss: 4.4384 2024-07-17 00:29:25,585 - pyskl - INFO - Epoch [23][300/3746] lr: 9.475e-02, eta: 4 days, 1:05:52, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4380, loss_cls: 4.3997, loss: 4.3997 2024-07-17 00:30:35,797 - pyskl - INFO - Epoch [23][400/3746] lr: 9.474e-02, eta: 4 days, 1:04:23, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4325, loss_cls: 4.4383, loss: 4.4383 2024-07-17 00:31:45,786 - pyskl - INFO - Epoch [23][500/3746] lr: 9.472e-02, eta: 4 days, 1:02:53, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2117, top5_acc: 0.4350, loss_cls: 4.3951, loss: 4.3951 2024-07-17 00:32:55,541 - pyskl - INFO - Epoch [23][600/3746] lr: 9.471e-02, eta: 4 days, 1:01:22, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4370, loss_cls: 4.3921, loss: 4.3921 2024-07-17 00:34:05,395 - pyskl - INFO - Epoch [23][700/3746] lr: 9.470e-02, eta: 4 days, 0:59:51, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4308, loss_cls: 4.4455, loss: 4.4455 2024-07-17 00:35:15,369 - pyskl - INFO - Epoch [23][800/3746] lr: 9.469e-02, eta: 4 days, 0:58:21, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4364, loss_cls: 4.4394, loss: 4.4394 2024-07-17 00:36:25,517 - pyskl - INFO - Epoch [23][900/3746] lr: 9.467e-02, eta: 4 days, 0:56:52, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1953, top5_acc: 0.4228, loss_cls: 4.4742, loss: 4.4742 2024-07-17 00:37:35,639 - pyskl - INFO - Epoch [23][1000/3746] lr: 9.466e-02, eta: 4 days, 0:55:23, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1939, top5_acc: 0.4217, loss_cls: 4.4833, loss: 4.4833 2024-07-17 00:38:45,491 - pyskl - INFO - Epoch [23][1100/3746] lr: 9.465e-02, eta: 4 days, 0:53:53, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4288, loss_cls: 4.4380, loss: 4.4380 2024-07-17 00:39:55,916 - pyskl - INFO - Epoch [23][1200/3746] lr: 9.464e-02, eta: 4 days, 0:52:25, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4422, loss_cls: 4.4268, loss: 4.4268 2024-07-17 00:41:06,031 - pyskl - INFO - Epoch [23][1300/3746] lr: 9.462e-02, eta: 4 days, 0:50:57, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2106, top5_acc: 0.4363, loss_cls: 4.4156, loss: 4.4156 2024-07-17 00:42:16,085 - pyskl - INFO - Epoch [23][1400/3746] lr: 9.461e-02, eta: 4 days, 0:49:27, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4405, loss_cls: 4.3845, loss: 4.3845 2024-07-17 00:43:26,467 - pyskl - INFO - Epoch [23][1500/3746] lr: 9.460e-02, eta: 4 days, 0:48:00, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4242, loss_cls: 4.4531, loss: 4.4531 2024-07-17 00:44:36,845 - pyskl - INFO - Epoch [23][1600/3746] lr: 9.459e-02, eta: 4 days, 0:46:33, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4305, loss_cls: 4.4395, loss: 4.4395 2024-07-17 00:45:47,441 - pyskl - INFO - Epoch [23][1700/3746] lr: 9.457e-02, eta: 4 days, 0:45:07, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4387, loss_cls: 4.4217, loss: 4.4217 2024-07-17 00:46:57,597 - pyskl - INFO - Epoch [23][1800/3746] lr: 9.456e-02, eta: 4 days, 0:43:38, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2112, top5_acc: 0.4402, loss_cls: 4.4164, loss: 4.4164 2024-07-17 00:48:07,666 - pyskl - INFO - Epoch [23][1900/3746] lr: 9.455e-02, eta: 4 days, 0:42:09, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2037, top5_acc: 0.4352, loss_cls: 4.4349, loss: 4.4349 2024-07-17 00:49:17,649 - pyskl - INFO - Epoch [23][2000/3746] lr: 9.453e-02, eta: 4 days, 0:40:40, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4372, loss_cls: 4.4234, loss: 4.4234 2024-07-17 00:50:27,637 - pyskl - INFO - Epoch [23][2100/3746] lr: 9.452e-02, eta: 4 days, 0:39:11, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2022, top5_acc: 0.4339, loss_cls: 4.4513, loss: 4.4513 2024-07-17 00:51:37,488 - pyskl - INFO - Epoch [23][2200/3746] lr: 9.451e-02, eta: 4 days, 0:37:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4439, loss_cls: 4.4003, loss: 4.4003 2024-07-17 00:52:47,488 - pyskl - INFO - Epoch [23][2300/3746] lr: 9.450e-02, eta: 4 days, 0:36:12, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2112, top5_acc: 0.4342, loss_cls: 4.4060, loss: 4.4060 2024-07-17 00:53:57,529 - pyskl - INFO - Epoch [23][2400/3746] lr: 9.448e-02, eta: 4 days, 0:34:43, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4387, loss_cls: 4.4090, loss: 4.4090 2024-07-17 00:55:07,711 - pyskl - INFO - Epoch [23][2500/3746] lr: 9.447e-02, eta: 4 days, 0:33:15, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4336, loss_cls: 4.4459, loss: 4.4459 2024-07-17 00:56:17,966 - pyskl - INFO - Epoch [23][2600/3746] lr: 9.446e-02, eta: 4 days, 0:31:47, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2037, top5_acc: 0.4384, loss_cls: 4.4441, loss: 4.4441 2024-07-17 00:57:28,069 - pyskl - INFO - Epoch [23][2700/3746] lr: 9.445e-02, eta: 4 days, 0:30:19, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2031, top5_acc: 0.4286, loss_cls: 4.4613, loss: 4.4613 2024-07-17 00:58:38,059 - pyskl - INFO - Epoch [23][2800/3746] lr: 9.443e-02, eta: 4 days, 0:28:50, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4236, loss_cls: 4.4509, loss: 4.4509 2024-07-17 00:59:48,037 - pyskl - INFO - Epoch [23][2900/3746] lr: 9.442e-02, eta: 4 days, 0:27:21, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4333, loss_cls: 4.4150, loss: 4.4150 2024-07-17 01:00:57,949 - pyskl - INFO - Epoch [23][3000/3746] lr: 9.441e-02, eta: 4 days, 0:25:51, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1977, top5_acc: 0.4309, loss_cls: 4.4591, loss: 4.4591 2024-07-17 01:02:08,058 - pyskl - INFO - Epoch [23][3100/3746] lr: 9.439e-02, eta: 4 days, 0:24:23, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4319, loss_cls: 4.4373, loss: 4.4373 2024-07-17 01:03:18,000 - pyskl - INFO - Epoch [23][3200/3746] lr: 9.438e-02, eta: 4 days, 0:22:54, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1973, top5_acc: 0.4311, loss_cls: 4.4464, loss: 4.4464 2024-07-17 01:04:28,630 - pyskl - INFO - Epoch [23][3300/3746] lr: 9.437e-02, eta: 4 days, 0:21:29, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4414, loss_cls: 4.3859, loss: 4.3859 2024-07-17 01:05:39,708 - pyskl - INFO - Epoch [23][3400/3746] lr: 9.436e-02, eta: 4 days, 0:20:06, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4311, loss_cls: 4.4545, loss: 4.4545 2024-07-17 01:06:50,542 - pyskl - INFO - Epoch [23][3500/3746] lr: 9.434e-02, eta: 4 days, 0:18:42, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4231, loss_cls: 4.4717, loss: 4.4717 2024-07-17 01:08:01,340 - pyskl - INFO - Epoch [23][3600/3746] lr: 9.433e-02, eta: 4 days, 0:17:18, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4359, loss_cls: 4.4313, loss: 4.4313 2024-07-17 01:09:11,548 - pyskl - INFO - Epoch [23][3700/3746] lr: 9.432e-02, eta: 4 days, 0:15:51, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2117, top5_acc: 0.4367, loss_cls: 4.4402, loss: 4.4402 2024-07-17 01:09:46,176 - pyskl - INFO - Saving checkpoint at 23 epochs 2024-07-17 01:11:38,394 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 01:11:39,045 - pyskl - INFO - top1_acc 0.1353 top5_acc 0.3269 2024-07-17 01:11:39,046 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 01:11:39,086 - pyskl - INFO - mean_acc 0.1354 2024-07-17 01:11:39,097 - pyskl - INFO - Epoch(val) [23][309] top1_acc: 0.1353, top5_acc: 0.3269, mean_class_accuracy: 0.1354 2024-07-17 01:15:03,113 - pyskl - INFO - Epoch [24][100/3746] lr: 9.430e-02, eta: 4 days, 0:23:03, time: 2.040, data_time: 1.332, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4409, loss_cls: 4.3946, loss: 4.3946 2024-07-17 01:16:13,519 - pyskl - INFO - Epoch [24][200/3746] lr: 9.428e-02, eta: 4 days, 0:21:36, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2200, top5_acc: 0.4484, loss_cls: 4.3527, loss: 4.3527 2024-07-17 01:17:23,595 - pyskl - INFO - Epoch [24][300/3746] lr: 9.427e-02, eta: 4 days, 0:20:07, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2036, top5_acc: 0.4241, loss_cls: 4.4405, loss: 4.4405 2024-07-17 01:18:33,674 - pyskl - INFO - Epoch [24][400/3746] lr: 9.426e-02, eta: 4 days, 0:18:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2030, top5_acc: 0.4320, loss_cls: 4.4512, loss: 4.4512 2024-07-17 01:19:43,612 - pyskl - INFO - Epoch [24][500/3746] lr: 9.425e-02, eta: 4 days, 0:17:09, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2152, top5_acc: 0.4472, loss_cls: 4.3988, loss: 4.3988 2024-07-17 01:20:53,552 - pyskl - INFO - Epoch [24][600/3746] lr: 9.423e-02, eta: 4 days, 0:15:40, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2106, top5_acc: 0.4428, loss_cls: 4.3969, loss: 4.3969 2024-07-17 01:22:03,531 - pyskl - INFO - Epoch [24][700/3746] lr: 9.422e-02, eta: 4 days, 0:14:11, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1956, top5_acc: 0.4347, loss_cls: 4.4373, loss: 4.4373 2024-07-17 01:23:13,658 - pyskl - INFO - Epoch [24][800/3746] lr: 9.421e-02, eta: 4 days, 0:12:43, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4264, loss_cls: 4.4358, loss: 4.4358 2024-07-17 01:24:23,707 - pyskl - INFO - Epoch [24][900/3746] lr: 9.419e-02, eta: 4 days, 0:11:14, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4419, loss_cls: 4.4404, loss: 4.4404 2024-07-17 01:25:33,761 - pyskl - INFO - Epoch [24][1000/3746] lr: 9.418e-02, eta: 4 days, 0:09:45, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4359, loss_cls: 4.4207, loss: 4.4207 2024-07-17 01:26:43,848 - pyskl - INFO - Epoch [24][1100/3746] lr: 9.417e-02, eta: 4 days, 0:08:17, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4430, loss_cls: 4.4061, loss: 4.4061 2024-07-17 01:27:53,879 - pyskl - INFO - Epoch [24][1200/3746] lr: 9.415e-02, eta: 4 days, 0:06:48, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4495, loss_cls: 4.3628, loss: 4.3628 2024-07-17 01:29:03,741 - pyskl - INFO - Epoch [24][1300/3746] lr: 9.414e-02, eta: 4 days, 0:05:19, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1997, top5_acc: 0.4269, loss_cls: 4.4645, loss: 4.4645 2024-07-17 01:30:13,868 - pyskl - INFO - Epoch [24][1400/3746] lr: 9.413e-02, eta: 4 days, 0:03:51, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4412, loss_cls: 4.3882, loss: 4.3882 2024-07-17 01:31:24,432 - pyskl - INFO - Epoch [24][1500/3746] lr: 9.411e-02, eta: 4 days, 0:02:25, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4377, loss_cls: 4.4376, loss: 4.4376 2024-07-17 01:32:34,434 - pyskl - INFO - Epoch [24][1600/3746] lr: 9.410e-02, eta: 4 days, 0:00:57, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1989, top5_acc: 0.4311, loss_cls: 4.4560, loss: 4.4560 2024-07-17 01:33:44,738 - pyskl - INFO - Epoch [24][1700/3746] lr: 9.409e-02, eta: 3 days, 23:59:30, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2031, top5_acc: 0.4344, loss_cls: 4.4430, loss: 4.4430 2024-07-17 01:34:55,249 - pyskl - INFO - Epoch [24][1800/3746] lr: 9.407e-02, eta: 3 days, 23:58:04, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2112, top5_acc: 0.4397, loss_cls: 4.4457, loss: 4.4457 2024-07-17 01:36:05,335 - pyskl - INFO - Epoch [24][1900/3746] lr: 9.406e-02, eta: 3 days, 23:56:36, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1973, top5_acc: 0.4303, loss_cls: 4.4736, loss: 4.4736 2024-07-17 01:37:15,392 - pyskl - INFO - Epoch [24][2000/3746] lr: 9.405e-02, eta: 3 days, 23:55:08, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1978, top5_acc: 0.4206, loss_cls: 4.4712, loss: 4.4712 2024-07-17 01:38:25,209 - pyskl - INFO - Epoch [24][2100/3746] lr: 9.404e-02, eta: 3 days, 23:53:39, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4350, loss_cls: 4.4374, loss: 4.4374 2024-07-17 01:39:35,339 - pyskl - INFO - Epoch [24][2200/3746] lr: 9.402e-02, eta: 3 days, 23:52:11, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4383, loss_cls: 4.4137, loss: 4.4137 2024-07-17 01:40:45,208 - pyskl - INFO - Epoch [24][2300/3746] lr: 9.401e-02, eta: 3 days, 23:50:42, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4302, loss_cls: 4.4564, loss: 4.4564 2024-07-17 01:41:55,544 - pyskl - INFO - Epoch [24][2400/3746] lr: 9.400e-02, eta: 3 days, 23:49:15, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4373, loss_cls: 4.4093, loss: 4.4093 2024-07-17 01:43:05,724 - pyskl - INFO - Epoch [24][2500/3746] lr: 9.398e-02, eta: 3 days, 23:47:48, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4370, loss_cls: 4.4111, loss: 4.4111 2024-07-17 01:44:15,760 - pyskl - INFO - Epoch [24][2600/3746] lr: 9.397e-02, eta: 3 days, 23:46:20, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4294, loss_cls: 4.4527, loss: 4.4527 2024-07-17 01:45:25,643 - pyskl - INFO - Epoch [24][2700/3746] lr: 9.396e-02, eta: 3 days, 23:44:51, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4331, loss_cls: 4.4369, loss: 4.4369 2024-07-17 01:46:35,503 - pyskl - INFO - Epoch [24][2800/3746] lr: 9.394e-02, eta: 3 days, 23:43:22, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4331, loss_cls: 4.4310, loss: 4.4310 2024-07-17 01:47:45,348 - pyskl - INFO - Epoch [24][2900/3746] lr: 9.393e-02, eta: 3 days, 23:41:54, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1927, top5_acc: 0.4295, loss_cls: 4.4285, loss: 4.4285 2024-07-17 01:48:55,619 - pyskl - INFO - Epoch [24][3000/3746] lr: 9.392e-02, eta: 3 days, 23:40:27, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4419, loss_cls: 4.4031, loss: 4.4031 2024-07-17 01:50:05,719 - pyskl - INFO - Epoch [24][3100/3746] lr: 9.390e-02, eta: 3 days, 23:39:00, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4494, loss_cls: 4.3884, loss: 4.3884 2024-07-17 01:51:16,365 - pyskl - INFO - Epoch [24][3200/3746] lr: 9.389e-02, eta: 3 days, 23:37:35, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4333, loss_cls: 4.4116, loss: 4.4116 2024-07-17 01:52:27,146 - pyskl - INFO - Epoch [24][3300/3746] lr: 9.388e-02, eta: 3 days, 23:36:11, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2069, top5_acc: 0.4247, loss_cls: 4.4448, loss: 4.4448 2024-07-17 01:53:37,944 - pyskl - INFO - Epoch [24][3400/3746] lr: 9.386e-02, eta: 3 days, 23:34:48, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4284, loss_cls: 4.4496, loss: 4.4496 2024-07-17 01:54:48,628 - pyskl - INFO - Epoch [24][3500/3746] lr: 9.385e-02, eta: 3 days, 23:33:23, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1958, top5_acc: 0.4313, loss_cls: 4.4514, loss: 4.4514 2024-07-17 01:55:59,356 - pyskl - INFO - Epoch [24][3600/3746] lr: 9.384e-02, eta: 3 days, 23:31:59, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4341, loss_cls: 4.4310, loss: 4.4310 2024-07-17 01:57:09,511 - pyskl - INFO - Epoch [24][3700/3746] lr: 9.382e-02, eta: 3 days, 23:30:32, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4378, loss_cls: 4.4421, loss: 4.4421 2024-07-17 01:57:43,948 - pyskl - INFO - Saving checkpoint at 24 epochs 2024-07-17 01:59:34,798 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 01:59:35,467 - pyskl - INFO - top1_acc 0.1347 top5_acc 0.3226 2024-07-17 01:59:35,467 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 01:59:35,509 - pyskl - INFO - mean_acc 0.1344 2024-07-17 01:59:35,521 - pyskl - INFO - Epoch(val) [24][309] top1_acc: 0.1347, top5_acc: 0.3226, mean_class_accuracy: 0.1344 2024-07-17 02:02:55,608 - pyskl - INFO - Epoch [25][100/3746] lr: 9.380e-02, eta: 3 days, 23:36:57, time: 2.001, data_time: 1.296, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4395, loss_cls: 4.3976, loss: 4.3976 2024-07-17 02:04:05,758 - pyskl - INFO - Epoch [25][200/3746] lr: 9.379e-02, eta: 3 days, 23:35:30, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4338, loss_cls: 4.4282, loss: 4.4282 2024-07-17 02:05:16,183 - pyskl - INFO - Epoch [25][300/3746] lr: 9.378e-02, eta: 3 days, 23:34:04, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4369, loss_cls: 4.4134, loss: 4.4134 2024-07-17 02:06:26,074 - pyskl - INFO - Epoch [25][400/3746] lr: 9.376e-02, eta: 3 days, 23:32:35, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4439, loss_cls: 4.4079, loss: 4.4079 2024-07-17 02:07:36,106 - pyskl - INFO - Epoch [25][500/3746] lr: 9.375e-02, eta: 3 days, 23:31:07, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4434, loss_cls: 4.3646, loss: 4.3646 2024-07-17 02:08:46,044 - pyskl - INFO - Epoch [25][600/3746] lr: 9.373e-02, eta: 3 days, 23:29:38, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2045, top5_acc: 0.4320, loss_cls: 4.4575, loss: 4.4575 2024-07-17 02:09:56,236 - pyskl - INFO - Epoch [25][700/3746] lr: 9.372e-02, eta: 3 days, 23:28:11, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4358, loss_cls: 4.4050, loss: 4.4050 2024-07-17 02:11:06,789 - pyskl - INFO - Epoch [25][800/3746] lr: 9.371e-02, eta: 3 days, 23:26:46, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4322, loss_cls: 4.4609, loss: 4.4609 2024-07-17 02:12:16,961 - pyskl - INFO - Epoch [25][900/3746] lr: 9.369e-02, eta: 3 days, 23:25:19, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4278, loss_cls: 4.4430, loss: 4.4430 2024-07-17 02:13:27,231 - pyskl - INFO - Epoch [25][1000/3746] lr: 9.368e-02, eta: 3 days, 23:23:52, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4236, loss_cls: 4.4367, loss: 4.4367 2024-07-17 02:14:37,475 - pyskl - INFO - Epoch [25][1100/3746] lr: 9.367e-02, eta: 3 days, 23:22:25, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4398, loss_cls: 4.4286, loss: 4.4286 2024-07-17 02:15:47,618 - pyskl - INFO - Epoch [25][1200/3746] lr: 9.365e-02, eta: 3 days, 23:20:58, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4412, loss_cls: 4.4064, loss: 4.4064 2024-07-17 02:16:57,739 - pyskl - INFO - Epoch [25][1300/3746] lr: 9.364e-02, eta: 3 days, 23:19:31, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4367, loss_cls: 4.4088, loss: 4.4088 2024-07-17 02:18:07,898 - pyskl - INFO - Epoch [25][1400/3746] lr: 9.363e-02, eta: 3 days, 23:18:04, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4347, loss_cls: 4.4285, loss: 4.4285 2024-07-17 02:19:19,163 - pyskl - INFO - Epoch [25][1500/3746] lr: 9.361e-02, eta: 3 days, 23:16:42, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4352, loss_cls: 4.4296, loss: 4.4296 2024-07-17 02:20:29,640 - pyskl - INFO - Epoch [25][1600/3746] lr: 9.360e-02, eta: 3 days, 23:15:17, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2014, top5_acc: 0.4366, loss_cls: 4.4366, loss: 4.4366 2024-07-17 02:21:40,112 - pyskl - INFO - Epoch [25][1700/3746] lr: 9.358e-02, eta: 3 days, 23:13:52, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4336, loss_cls: 4.4356, loss: 4.4356 2024-07-17 02:22:50,562 - pyskl - INFO - Epoch [25][1800/3746] lr: 9.357e-02, eta: 3 days, 23:12:26, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4281, loss_cls: 4.4120, loss: 4.4120 2024-07-17 02:24:00,879 - pyskl - INFO - Epoch [25][1900/3746] lr: 9.356e-02, eta: 3 days, 23:11:00, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2016, top5_acc: 0.4275, loss_cls: 4.4396, loss: 4.4396 2024-07-17 02:25:11,018 - pyskl - INFO - Epoch [25][2000/3746] lr: 9.354e-02, eta: 3 days, 23:09:33, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4216, loss_cls: 4.4646, loss: 4.4646 2024-07-17 02:26:21,094 - pyskl - INFO - Epoch [25][2100/3746] lr: 9.353e-02, eta: 3 days, 23:08:06, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4414, loss_cls: 4.3876, loss: 4.3876 2024-07-17 02:27:31,576 - pyskl - INFO - Epoch [25][2200/3746] lr: 9.352e-02, eta: 3 days, 23:06:41, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1942, top5_acc: 0.4314, loss_cls: 4.4532, loss: 4.4532 2024-07-17 02:28:41,604 - pyskl - INFO - Epoch [25][2300/3746] lr: 9.350e-02, eta: 3 days, 23:05:13, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4352, loss_cls: 4.4118, loss: 4.4118 2024-07-17 02:29:51,609 - pyskl - INFO - Epoch [25][2400/3746] lr: 9.349e-02, eta: 3 days, 23:03:46, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2159, top5_acc: 0.4433, loss_cls: 4.3742, loss: 4.3742 2024-07-17 02:31:01,640 - pyskl - INFO - Epoch [25][2500/3746] lr: 9.347e-02, eta: 3 days, 23:02:18, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4375, loss_cls: 4.4257, loss: 4.4257 2024-07-17 02:32:11,746 - pyskl - INFO - Epoch [25][2600/3746] lr: 9.346e-02, eta: 3 days, 23:00:51, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4386, loss_cls: 4.4170, loss: 4.4170 2024-07-17 02:33:21,946 - pyskl - INFO - Epoch [25][2700/3746] lr: 9.345e-02, eta: 3 days, 22:59:25, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4397, loss_cls: 4.4126, loss: 4.4126 2024-07-17 02:34:32,335 - pyskl - INFO - Epoch [25][2800/3746] lr: 9.343e-02, eta: 3 days, 22:58:00, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2069, top5_acc: 0.4344, loss_cls: 4.4366, loss: 4.4366 2024-07-17 02:35:42,479 - pyskl - INFO - Epoch [25][2900/3746] lr: 9.342e-02, eta: 3 days, 22:56:33, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4366, loss_cls: 4.4062, loss: 4.4062 2024-07-17 02:36:52,838 - pyskl - INFO - Epoch [25][3000/3746] lr: 9.341e-02, eta: 3 days, 22:55:07, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2003, top5_acc: 0.4370, loss_cls: 4.4379, loss: 4.4379 2024-07-17 02:38:02,935 - pyskl - INFO - Epoch [25][3100/3746] lr: 9.339e-02, eta: 3 days, 22:53:41, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2069, top5_acc: 0.4341, loss_cls: 4.4246, loss: 4.4246 2024-07-17 02:39:13,584 - pyskl - INFO - Epoch [25][3200/3746] lr: 9.338e-02, eta: 3 days, 22:52:17, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4361, loss_cls: 4.4095, loss: 4.4095 2024-07-17 02:40:24,237 - pyskl - INFO - Epoch [25][3300/3746] lr: 9.336e-02, eta: 3 days, 22:50:53, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2008, top5_acc: 0.4331, loss_cls: 4.4439, loss: 4.4439 2024-07-17 02:41:34,942 - pyskl - INFO - Epoch [25][3400/3746] lr: 9.335e-02, eta: 3 days, 22:49:29, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4411, loss_cls: 4.4041, loss: 4.4041 2024-07-17 02:42:45,591 - pyskl - INFO - Epoch [25][3500/3746] lr: 9.334e-02, eta: 3 days, 22:48:05, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4403, loss_cls: 4.4142, loss: 4.4142 2024-07-17 02:43:56,577 - pyskl - INFO - Epoch [25][3600/3746] lr: 9.332e-02, eta: 3 days, 22:46:43, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2077, top5_acc: 0.4400, loss_cls: 4.4194, loss: 4.4194 2024-07-17 02:45:07,232 - pyskl - INFO - Epoch [25][3700/3746] lr: 9.331e-02, eta: 3 days, 22:45:19, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4363, loss_cls: 4.4331, loss: 4.4331 2024-07-17 02:45:42,023 - pyskl - INFO - Saving checkpoint at 25 epochs 2024-07-17 02:47:34,683 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 02:47:35,352 - pyskl - INFO - top1_acc 0.1279 top5_acc 0.3047 2024-07-17 02:47:35,352 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 02:47:35,393 - pyskl - INFO - mean_acc 0.1277 2024-07-17 02:47:35,406 - pyskl - INFO - Epoch(val) [25][309] top1_acc: 0.1279, top5_acc: 0.3047, mean_class_accuracy: 0.1277 2024-07-17 02:50:59,268 - pyskl - INFO - Epoch [26][100/3746] lr: 9.329e-02, eta: 3 days, 22:51:40, time: 2.039, data_time: 1.332, memory: 15990, top1_acc: 0.2122, top5_acc: 0.4459, loss_cls: 4.3736, loss: 4.3736 2024-07-17 02:52:09,493 - pyskl - INFO - Epoch [26][200/3746] lr: 9.327e-02, eta: 3 days, 22:50:13, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2089, top5_acc: 0.4400, loss_cls: 4.3930, loss: 4.3930 2024-07-17 02:53:19,638 - pyskl - INFO - Epoch [26][300/3746] lr: 9.326e-02, eta: 3 days, 22:48:46, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4375, loss_cls: 4.4272, loss: 4.4272 2024-07-17 02:54:29,886 - pyskl - INFO - Epoch [26][400/3746] lr: 9.325e-02, eta: 3 days, 22:47:20, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4395, loss_cls: 4.3730, loss: 4.3730 2024-07-17 02:55:39,968 - pyskl - INFO - Epoch [26][500/3746] lr: 9.323e-02, eta: 3 days, 22:45:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4331, loss_cls: 4.4130, loss: 4.4130 2024-07-17 02:56:50,237 - pyskl - INFO - Epoch [26][600/3746] lr: 9.322e-02, eta: 3 days, 22:44:27, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4305, loss_cls: 4.4338, loss: 4.4338 2024-07-17 02:58:00,589 - pyskl - INFO - Epoch [26][700/3746] lr: 9.320e-02, eta: 3 days, 22:43:01, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4464, loss_cls: 4.3945, loss: 4.3945 2024-07-17 02:59:10,918 - pyskl - INFO - Epoch [26][800/3746] lr: 9.319e-02, eta: 3 days, 22:41:35, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4339, loss_cls: 4.4016, loss: 4.4016 2024-07-17 03:00:21,085 - pyskl - INFO - Epoch [26][900/3746] lr: 9.318e-02, eta: 3 days, 22:40:09, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2058, top5_acc: 0.4353, loss_cls: 4.4038, loss: 4.4038 2024-07-17 03:01:31,234 - pyskl - INFO - Epoch [26][1000/3746] lr: 9.316e-02, eta: 3 days, 22:38:42, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4277, loss_cls: 4.4324, loss: 4.4324 2024-07-17 03:02:41,453 - pyskl - INFO - Epoch [26][1100/3746] lr: 9.315e-02, eta: 3 days, 22:37:16, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2039, top5_acc: 0.4341, loss_cls: 4.4362, loss: 4.4362 2024-07-17 03:03:51,855 - pyskl - INFO - Epoch [26][1200/3746] lr: 9.313e-02, eta: 3 days, 22:35:50, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4423, loss_cls: 4.3777, loss: 4.3777 2024-07-17 03:05:02,060 - pyskl - INFO - Epoch [26][1300/3746] lr: 9.312e-02, eta: 3 days, 22:34:24, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4433, loss_cls: 4.3962, loss: 4.3962 2024-07-17 03:06:12,310 - pyskl - INFO - Epoch [26][1400/3746] lr: 9.310e-02, eta: 3 days, 22:32:58, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4419, loss_cls: 4.3904, loss: 4.3904 2024-07-17 03:07:22,930 - pyskl - INFO - Epoch [26][1500/3746] lr: 9.309e-02, eta: 3 days, 22:31:34, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1995, top5_acc: 0.4381, loss_cls: 4.4327, loss: 4.4327 2024-07-17 03:08:33,671 - pyskl - INFO - Epoch [26][1600/3746] lr: 9.308e-02, eta: 3 days, 22:30:11, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4422, loss_cls: 4.4039, loss: 4.4039 2024-07-17 03:09:44,356 - pyskl - INFO - Epoch [26][1700/3746] lr: 9.306e-02, eta: 3 days, 22:28:47, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2016, top5_acc: 0.4272, loss_cls: 4.4352, loss: 4.4352 2024-07-17 03:10:54,796 - pyskl - INFO - Epoch [26][1800/3746] lr: 9.305e-02, eta: 3 days, 22:27:22, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2014, top5_acc: 0.4406, loss_cls: 4.4269, loss: 4.4269 2024-07-17 03:12:04,987 - pyskl - INFO - Epoch [26][1900/3746] lr: 9.303e-02, eta: 3 days, 22:25:56, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2053, top5_acc: 0.4409, loss_cls: 4.3871, loss: 4.3871 2024-07-17 03:13:14,983 - pyskl - INFO - Epoch [26][2000/3746] lr: 9.302e-02, eta: 3 days, 22:24:29, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2181, top5_acc: 0.4512, loss_cls: 4.3366, loss: 4.3366 2024-07-17 03:14:25,048 - pyskl - INFO - Epoch [26][2100/3746] lr: 9.300e-02, eta: 3 days, 22:23:02, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4305, loss_cls: 4.4614, loss: 4.4614 2024-07-17 03:15:35,233 - pyskl - INFO - Epoch [26][2200/3746] lr: 9.299e-02, eta: 3 days, 22:21:36, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4431, loss_cls: 4.3898, loss: 4.3898 2024-07-17 03:16:45,559 - pyskl - INFO - Epoch [26][2300/3746] lr: 9.298e-02, eta: 3 days, 22:20:11, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4261, loss_cls: 4.4517, loss: 4.4517 2024-07-17 03:17:55,655 - pyskl - INFO - Epoch [26][2400/3746] lr: 9.296e-02, eta: 3 days, 22:18:44, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4366, loss_cls: 4.4342, loss: 4.4342 2024-07-17 03:19:06,455 - pyskl - INFO - Epoch [26][2500/3746] lr: 9.295e-02, eta: 3 days, 22:17:21, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4338, loss_cls: 4.4273, loss: 4.4273 2024-07-17 03:20:16,712 - pyskl - INFO - Epoch [26][2600/3746] lr: 9.293e-02, eta: 3 days, 22:15:56, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4331, loss_cls: 4.4379, loss: 4.4379 2024-07-17 03:21:26,826 - pyskl - INFO - Epoch [26][2700/3746] lr: 9.292e-02, eta: 3 days, 22:14:29, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2033, top5_acc: 0.4297, loss_cls: 4.4487, loss: 4.4487 2024-07-17 03:22:37,402 - pyskl - INFO - Epoch [26][2800/3746] lr: 9.290e-02, eta: 3 days, 22:13:05, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4428, loss_cls: 4.4023, loss: 4.4023 2024-07-17 03:23:47,578 - pyskl - INFO - Epoch [26][2900/3746] lr: 9.289e-02, eta: 3 days, 22:11:40, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2069, top5_acc: 0.4386, loss_cls: 4.4223, loss: 4.4223 2024-07-17 03:24:57,621 - pyskl - INFO - Epoch [26][3000/3746] lr: 9.288e-02, eta: 3 days, 22:10:13, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2047, top5_acc: 0.4294, loss_cls: 4.4315, loss: 4.4315 2024-07-17 03:26:07,799 - pyskl - INFO - Epoch [26][3100/3746] lr: 9.286e-02, eta: 3 days, 22:08:47, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4383, loss_cls: 4.3921, loss: 4.3921 2024-07-17 03:27:18,469 - pyskl - INFO - Epoch [26][3200/3746] lr: 9.285e-02, eta: 3 days, 22:07:24, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4242, loss_cls: 4.4412, loss: 4.4412 2024-07-17 03:28:29,080 - pyskl - INFO - Epoch [26][3300/3746] lr: 9.283e-02, eta: 3 days, 22:06:00, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4358, loss_cls: 4.4225, loss: 4.4225 2024-07-17 03:29:39,999 - pyskl - INFO - Epoch [26][3400/3746] lr: 9.282e-02, eta: 3 days, 22:04:38, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2031, top5_acc: 0.4316, loss_cls: 4.4260, loss: 4.4260 2024-07-17 03:30:50,725 - pyskl - INFO - Epoch [26][3500/3746] lr: 9.280e-02, eta: 3 days, 22:03:15, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4283, loss_cls: 4.4738, loss: 4.4738 2024-07-17 03:32:01,923 - pyskl - INFO - Epoch [26][3600/3746] lr: 9.279e-02, eta: 3 days, 22:01:54, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4333, loss_cls: 4.4331, loss: 4.4331 2024-07-17 03:33:11,908 - pyskl - INFO - Epoch [26][3700/3746] lr: 9.278e-02, eta: 3 days, 22:00:28, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4416, loss_cls: 4.3956, loss: 4.3956 2024-07-17 03:33:46,437 - pyskl - INFO - Saving checkpoint at 26 epochs 2024-07-17 03:35:38,574 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 03:35:39,266 - pyskl - INFO - top1_acc 0.1394 top5_acc 0.3205 2024-07-17 03:35:39,266 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 03:35:39,309 - pyskl - INFO - mean_acc 0.1392 2024-07-17 03:35:39,322 - pyskl - INFO - Epoch(val) [26][309] top1_acc: 0.1394, top5_acc: 0.3205, mean_class_accuracy: 0.1392 2024-07-17 03:39:02,713 - pyskl - INFO - Epoch [27][100/3746] lr: 9.275e-02, eta: 3 days, 22:06:23, time: 2.034, data_time: 1.327, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4475, loss_cls: 4.3547, loss: 4.3547 2024-07-17 03:40:13,102 - pyskl - INFO - Epoch [27][200/3746] lr: 9.274e-02, eta: 3 days, 22:04:58, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4587, loss_cls: 4.3502, loss: 4.3502 2024-07-17 03:41:23,715 - pyskl - INFO - Epoch [27][300/3746] lr: 9.272e-02, eta: 3 days, 22:03:34, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4486, loss_cls: 4.3859, loss: 4.3859 2024-07-17 03:42:33,929 - pyskl - INFO - Epoch [27][400/3746] lr: 9.271e-02, eta: 3 days, 22:02:08, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2023, top5_acc: 0.4483, loss_cls: 4.4163, loss: 4.4163 2024-07-17 03:43:43,905 - pyskl - INFO - Epoch [27][500/3746] lr: 9.270e-02, eta: 3 days, 22:00:41, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4344, loss_cls: 4.4132, loss: 4.4132 2024-07-17 03:44:54,215 - pyskl - INFO - Epoch [27][600/3746] lr: 9.268e-02, eta: 3 days, 21:59:16, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4412, loss_cls: 4.3827, loss: 4.3827 2024-07-17 03:46:04,448 - pyskl - INFO - Epoch [27][700/3746] lr: 9.267e-02, eta: 3 days, 21:57:50, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4428, loss_cls: 4.4145, loss: 4.4145 2024-07-17 03:47:14,498 - pyskl - INFO - Epoch [27][800/3746] lr: 9.265e-02, eta: 3 days, 21:56:24, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4458, loss_cls: 4.3542, loss: 4.3542 2024-07-17 03:48:24,722 - pyskl - INFO - Epoch [27][900/3746] lr: 9.264e-02, eta: 3 days, 21:54:58, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1978, top5_acc: 0.4448, loss_cls: 4.4419, loss: 4.4419 2024-07-17 03:49:34,910 - pyskl - INFO - Epoch [27][1000/3746] lr: 9.262e-02, eta: 3 days, 21:53:32, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2039, top5_acc: 0.4364, loss_cls: 4.4275, loss: 4.4275 2024-07-17 03:50:45,196 - pyskl - INFO - Epoch [27][1100/3746] lr: 9.261e-02, eta: 3 days, 21:52:07, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4358, loss_cls: 4.4146, loss: 4.4146 2024-07-17 03:51:55,367 - pyskl - INFO - Epoch [27][1200/3746] lr: 9.259e-02, eta: 3 days, 21:50:41, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2027, top5_acc: 0.4248, loss_cls: 4.4254, loss: 4.4254 2024-07-17 03:53:05,414 - pyskl - INFO - Epoch [27][1300/3746] lr: 9.258e-02, eta: 3 days, 21:49:14, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4389, loss_cls: 4.4243, loss: 4.4243 2024-07-17 03:54:15,662 - pyskl - INFO - Epoch [27][1400/3746] lr: 9.256e-02, eta: 3 days, 21:47:49, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2016, top5_acc: 0.4219, loss_cls: 4.4321, loss: 4.4321 2024-07-17 03:55:26,557 - pyskl - INFO - Epoch [27][1500/3746] lr: 9.255e-02, eta: 3 days, 21:46:27, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4378, loss_cls: 4.4117, loss: 4.4117 2024-07-17 03:56:36,623 - pyskl - INFO - Epoch [27][1600/3746] lr: 9.253e-02, eta: 3 days, 21:45:00, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4161, loss_cls: 4.4435, loss: 4.4435 2024-07-17 03:57:46,971 - pyskl - INFO - Epoch [27][1700/3746] lr: 9.252e-02, eta: 3 days, 21:43:36, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2028, top5_acc: 0.4398, loss_cls: 4.3962, loss: 4.3962 2024-07-17 03:58:57,356 - pyskl - INFO - Epoch [27][1800/3746] lr: 9.251e-02, eta: 3 days, 21:42:11, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4320, loss_cls: 4.4125, loss: 4.4125 2024-07-17 04:00:07,554 - pyskl - INFO - Epoch [27][1900/3746] lr: 9.249e-02, eta: 3 days, 21:40:45, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4366, loss_cls: 4.4366, loss: 4.4366 2024-07-17 04:01:17,890 - pyskl - INFO - Epoch [27][2000/3746] lr: 9.248e-02, eta: 3 days, 21:39:21, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2200, top5_acc: 0.4470, loss_cls: 4.3623, loss: 4.3623 2024-07-17 04:02:27,889 - pyskl - INFO - Epoch [27][2100/3746] lr: 9.246e-02, eta: 3 days, 21:37:54, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2058, top5_acc: 0.4442, loss_cls: 4.3916, loss: 4.3916 2024-07-17 04:03:37,817 - pyskl - INFO - Epoch [27][2200/3746] lr: 9.245e-02, eta: 3 days, 21:36:27, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4402, loss_cls: 4.4099, loss: 4.4099 2024-07-17 04:04:47,767 - pyskl - INFO - Epoch [27][2300/3746] lr: 9.243e-02, eta: 3 days, 21:35:01, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2117, top5_acc: 0.4416, loss_cls: 4.4000, loss: 4.4000 2024-07-17 04:05:57,732 - pyskl - INFO - Epoch [27][2400/3746] lr: 9.242e-02, eta: 3 days, 21:33:34, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2106, top5_acc: 0.4436, loss_cls: 4.3930, loss: 4.3930 2024-07-17 04:07:07,658 - pyskl - INFO - Epoch [27][2500/3746] lr: 9.240e-02, eta: 3 days, 21:32:08, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4303, loss_cls: 4.4118, loss: 4.4118 2024-07-17 04:08:17,688 - pyskl - INFO - Epoch [27][2600/3746] lr: 9.239e-02, eta: 3 days, 21:30:42, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2077, top5_acc: 0.4367, loss_cls: 4.4314, loss: 4.4314 2024-07-17 04:09:27,447 - pyskl - INFO - Epoch [27][2700/3746] lr: 9.237e-02, eta: 3 days, 21:29:15, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4394, loss_cls: 4.4122, loss: 4.4122 2024-07-17 04:10:37,439 - pyskl - INFO - Epoch [27][2800/3746] lr: 9.236e-02, eta: 3 days, 21:27:48, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1992, top5_acc: 0.4395, loss_cls: 4.4303, loss: 4.4303 2024-07-17 04:11:47,370 - pyskl - INFO - Epoch [27][2900/3746] lr: 9.234e-02, eta: 3 days, 21:26:22, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4391, loss_cls: 4.4321, loss: 4.4321 2024-07-17 04:12:57,136 - pyskl - INFO - Epoch [27][3000/3746] lr: 9.233e-02, eta: 3 days, 21:24:55, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2169, top5_acc: 0.4444, loss_cls: 4.3847, loss: 4.3847 2024-07-17 04:14:07,195 - pyskl - INFO - Epoch [27][3100/3746] lr: 9.231e-02, eta: 3 days, 21:23:29, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4392, loss_cls: 4.3994, loss: 4.3994 2024-07-17 04:15:17,756 - pyskl - INFO - Epoch [27][3200/3746] lr: 9.230e-02, eta: 3 days, 21:22:06, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4405, loss_cls: 4.4104, loss: 4.4104 2024-07-17 04:16:28,926 - pyskl - INFO - Epoch [27][3300/3746] lr: 9.228e-02, eta: 3 days, 21:20:45, time: 0.712, data_time: 0.000, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4450, loss_cls: 4.3848, loss: 4.3848 2024-07-17 04:17:39,541 - pyskl - INFO - Epoch [27][3400/3746] lr: 9.227e-02, eta: 3 days, 21:19:22, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2031, top5_acc: 0.4266, loss_cls: 4.4389, loss: 4.4389 2024-07-17 04:18:50,055 - pyskl - INFO - Epoch [27][3500/3746] lr: 9.225e-02, eta: 3 days, 21:17:58, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4592, loss_cls: 4.3398, loss: 4.3398 2024-07-17 04:20:00,718 - pyskl - INFO - Epoch [27][3600/3746] lr: 9.224e-02, eta: 3 days, 21:16:35, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.1961, top5_acc: 0.4252, loss_cls: 4.4788, loss: 4.4788 2024-07-17 04:21:10,948 - pyskl - INFO - Epoch [27][3700/3746] lr: 9.222e-02, eta: 3 days, 21:15:10, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4430, loss_cls: 4.4012, loss: 4.4012 2024-07-17 04:21:45,324 - pyskl - INFO - Saving checkpoint at 27 epochs 2024-07-17 04:23:36,059 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 04:23:36,746 - pyskl - INFO - top1_acc 0.1489 top5_acc 0.3433 2024-07-17 04:23:36,747 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 04:23:36,789 - pyskl - INFO - mean_acc 0.1489 2024-07-17 04:23:36,801 - pyskl - INFO - Epoch(val) [27][309] top1_acc: 0.1489, top5_acc: 0.3433, mean_class_accuracy: 0.1489 2024-07-17 04:26:58,663 - pyskl - INFO - Epoch [28][100/3746] lr: 9.220e-02, eta: 3 days, 21:20:39, time: 2.019, data_time: 1.313, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4558, loss_cls: 4.2998, loss: 4.2998 2024-07-17 04:28:09,037 - pyskl - INFO - Epoch [28][200/3746] lr: 9.219e-02, eta: 3 days, 21:19:14, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4434, loss_cls: 4.3819, loss: 4.3819 2024-07-17 04:29:19,229 - pyskl - INFO - Epoch [28][300/3746] lr: 9.217e-02, eta: 3 days, 21:17:49, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1991, top5_acc: 0.4422, loss_cls: 4.3886, loss: 4.3886 2024-07-17 04:30:29,276 - pyskl - INFO - Epoch [28][400/3746] lr: 9.216e-02, eta: 3 days, 21:16:22, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4405, loss_cls: 4.4166, loss: 4.4166 2024-07-17 04:31:39,263 - pyskl - INFO - Epoch [28][500/3746] lr: 9.214e-02, eta: 3 days, 21:14:56, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2122, top5_acc: 0.4403, loss_cls: 4.3866, loss: 4.3866 2024-07-17 04:32:49,270 - pyskl - INFO - Epoch [28][600/3746] lr: 9.213e-02, eta: 3 days, 21:13:30, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4392, loss_cls: 4.4127, loss: 4.4127 2024-07-17 04:33:59,251 - pyskl - INFO - Epoch [28][700/3746] lr: 9.211e-02, eta: 3 days, 21:12:04, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4320, loss_cls: 4.4067, loss: 4.4067 2024-07-17 04:35:09,215 - pyskl - INFO - Epoch [28][800/3746] lr: 9.210e-02, eta: 3 days, 21:10:37, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4428, loss_cls: 4.3786, loss: 4.3786 2024-07-17 04:36:19,346 - pyskl - INFO - Epoch [28][900/3746] lr: 9.208e-02, eta: 3 days, 21:09:12, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4469, loss_cls: 4.3916, loss: 4.3916 2024-07-17 04:37:29,435 - pyskl - INFO - Epoch [28][1000/3746] lr: 9.207e-02, eta: 3 days, 21:07:46, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4364, loss_cls: 4.4417, loss: 4.4417 2024-07-17 04:38:39,394 - pyskl - INFO - Epoch [28][1100/3746] lr: 9.205e-02, eta: 3 days, 21:06:20, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4473, loss_cls: 4.3936, loss: 4.3936 2024-07-17 04:39:49,469 - pyskl - INFO - Epoch [28][1200/3746] lr: 9.204e-02, eta: 3 days, 21:04:54, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2050, top5_acc: 0.4319, loss_cls: 4.4245, loss: 4.4245 2024-07-17 04:40:59,391 - pyskl - INFO - Epoch [28][1300/3746] lr: 9.202e-02, eta: 3 days, 21:03:28, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1936, top5_acc: 0.4339, loss_cls: 4.4195, loss: 4.4195 2024-07-17 04:42:09,248 - pyskl - INFO - Epoch [28][1400/3746] lr: 9.201e-02, eta: 3 days, 21:02:01, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4416, loss_cls: 4.3599, loss: 4.3599 2024-07-17 04:43:19,746 - pyskl - INFO - Epoch [28][1500/3746] lr: 9.199e-02, eta: 3 days, 21:00:37, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4439, loss_cls: 4.3933, loss: 4.3933 2024-07-17 04:44:30,332 - pyskl - INFO - Epoch [28][1600/3746] lr: 9.198e-02, eta: 3 days, 20:59:14, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4498, loss_cls: 4.3860, loss: 4.3860 2024-07-17 04:45:40,840 - pyskl - INFO - Epoch [28][1700/3746] lr: 9.196e-02, eta: 3 days, 20:57:51, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4325, loss_cls: 4.4451, loss: 4.4451 2024-07-17 04:46:51,254 - pyskl - INFO - Epoch [28][1800/3746] lr: 9.194e-02, eta: 3 days, 20:56:27, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4327, loss_cls: 4.3981, loss: 4.3981 2024-07-17 04:48:01,278 - pyskl - INFO - Epoch [28][1900/3746] lr: 9.193e-02, eta: 3 days, 20:55:01, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4461, loss_cls: 4.3739, loss: 4.3739 2024-07-17 04:49:11,359 - pyskl - INFO - Epoch [28][2000/3746] lr: 9.191e-02, eta: 3 days, 20:53:35, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4387, loss_cls: 4.4018, loss: 4.4018 2024-07-17 04:50:21,340 - pyskl - INFO - Epoch [28][2100/3746] lr: 9.190e-02, eta: 3 days, 20:52:10, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4372, loss_cls: 4.4190, loss: 4.4190 2024-07-17 04:51:31,282 - pyskl - INFO - Epoch [28][2200/3746] lr: 9.188e-02, eta: 3 days, 20:50:44, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4392, loss_cls: 4.4082, loss: 4.4082 2024-07-17 04:52:41,239 - pyskl - INFO - Epoch [28][2300/3746] lr: 9.187e-02, eta: 3 days, 20:49:18, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4389, loss_cls: 4.4046, loss: 4.4046 2024-07-17 04:53:51,223 - pyskl - INFO - Epoch [28][2400/3746] lr: 9.185e-02, eta: 3 days, 20:47:52, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4414, loss_cls: 4.3811, loss: 4.3811 2024-07-17 04:55:01,263 - pyskl - INFO - Epoch [28][2500/3746] lr: 9.184e-02, eta: 3 days, 20:46:26, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4391, loss_cls: 4.4141, loss: 4.4141 2024-07-17 04:56:11,409 - pyskl - INFO - Epoch [28][2600/3746] lr: 9.182e-02, eta: 3 days, 20:45:02, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4372, loss_cls: 4.3998, loss: 4.3998 2024-07-17 04:57:21,294 - pyskl - INFO - Epoch [28][2700/3746] lr: 9.181e-02, eta: 3 days, 20:43:35, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2034, top5_acc: 0.4367, loss_cls: 4.4056, loss: 4.4056 2024-07-17 04:58:31,437 - pyskl - INFO - Epoch [28][2800/3746] lr: 9.179e-02, eta: 3 days, 20:42:10, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4394, loss_cls: 4.4052, loss: 4.4052 2024-07-17 04:59:41,541 - pyskl - INFO - Epoch [28][2900/3746] lr: 9.178e-02, eta: 3 days, 20:40:45, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4370, loss_cls: 4.4099, loss: 4.4099 2024-07-17 05:00:51,555 - pyskl - INFO - Epoch [28][3000/3746] lr: 9.176e-02, eta: 3 days, 20:39:20, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2005, top5_acc: 0.4361, loss_cls: 4.4522, loss: 4.4522 2024-07-17 05:02:01,377 - pyskl - INFO - Epoch [28][3100/3746] lr: 9.175e-02, eta: 3 days, 20:37:54, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2108, top5_acc: 0.4481, loss_cls: 4.4196, loss: 4.4196 2024-07-17 05:03:12,116 - pyskl - INFO - Epoch [28][3200/3746] lr: 9.173e-02, eta: 3 days, 20:36:32, time: 0.707, data_time: 0.001, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4486, loss_cls: 4.3692, loss: 4.3692 2024-07-17 05:04:23,118 - pyskl - INFO - Epoch [28][3300/3746] lr: 9.172e-02, eta: 3 days, 20:35:11, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4358, loss_cls: 4.4430, loss: 4.4430 2024-07-17 05:05:33,756 - pyskl - INFO - Epoch [28][3400/3746] lr: 9.170e-02, eta: 3 days, 20:33:48, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2041, top5_acc: 0.4355, loss_cls: 4.4299, loss: 4.4299 2024-07-17 05:06:44,277 - pyskl - INFO - Epoch [28][3500/3746] lr: 9.168e-02, eta: 3 days, 20:32:25, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4391, loss_cls: 4.4252, loss: 4.4252 2024-07-17 05:07:55,237 - pyskl - INFO - Epoch [28][3600/3746] lr: 9.167e-02, eta: 3 days, 20:31:04, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4338, loss_cls: 4.4230, loss: 4.4230 2024-07-17 05:09:05,261 - pyskl - INFO - Epoch [28][3700/3746] lr: 9.165e-02, eta: 3 days, 20:29:39, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1969, top5_acc: 0.4286, loss_cls: 4.4332, loss: 4.4332 2024-07-17 05:09:39,915 - pyskl - INFO - Saving checkpoint at 28 epochs 2024-07-17 05:11:30,607 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 05:11:31,343 - pyskl - INFO - top1_acc 0.1359 top5_acc 0.3308 2024-07-17 05:11:31,343 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 05:11:31,383 - pyskl - INFO - mean_acc 0.1357 2024-07-17 05:11:31,396 - pyskl - INFO - Epoch(val) [28][309] top1_acc: 0.1359, top5_acc: 0.3308, mean_class_accuracy: 0.1357 2024-07-17 05:14:49,187 - pyskl - INFO - Epoch [29][100/3746] lr: 9.163e-02, eta: 3 days, 20:34:30, time: 1.978, data_time: 1.276, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4511, loss_cls: 4.3663, loss: 4.3663 2024-07-17 05:15:59,154 - pyskl - INFO - Epoch [29][200/3746] lr: 9.162e-02, eta: 3 days, 20:33:04, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2069, top5_acc: 0.4434, loss_cls: 4.3996, loss: 4.3996 2024-07-17 05:17:09,247 - pyskl - INFO - Epoch [29][300/3746] lr: 9.160e-02, eta: 3 days, 20:31:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4469, loss_cls: 4.3848, loss: 4.3848 2024-07-17 05:18:19,468 - pyskl - INFO - Epoch [29][400/3746] lr: 9.158e-02, eta: 3 days, 20:30:14, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4494, loss_cls: 4.3841, loss: 4.3841 2024-07-17 05:19:29,403 - pyskl - INFO - Epoch [29][500/3746] lr: 9.157e-02, eta: 3 days, 20:28:48, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4433, loss_cls: 4.3680, loss: 4.3680 2024-07-17 05:20:39,501 - pyskl - INFO - Epoch [29][600/3746] lr: 9.155e-02, eta: 3 days, 20:27:23, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4458, loss_cls: 4.3821, loss: 4.3821 2024-07-17 05:21:49,534 - pyskl - INFO - Epoch [29][700/3746] lr: 9.154e-02, eta: 3 days, 20:25:58, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4353, loss_cls: 4.4001, loss: 4.4001 2024-07-17 05:22:59,570 - pyskl - INFO - Epoch [29][800/3746] lr: 9.152e-02, eta: 3 days, 20:24:32, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4356, loss_cls: 4.4102, loss: 4.4102 2024-07-17 05:24:09,650 - pyskl - INFO - Epoch [29][900/3746] lr: 9.151e-02, eta: 3 days, 20:23:07, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2011, top5_acc: 0.4372, loss_cls: 4.4258, loss: 4.4258 2024-07-17 05:25:19,553 - pyskl - INFO - Epoch [29][1000/3746] lr: 9.149e-02, eta: 3 days, 20:21:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4411, loss_cls: 4.3810, loss: 4.3810 2024-07-17 05:26:29,561 - pyskl - INFO - Epoch [29][1100/3746] lr: 9.148e-02, eta: 3 days, 20:20:16, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4330, loss_cls: 4.4579, loss: 4.4579 2024-07-17 05:27:39,421 - pyskl - INFO - Epoch [29][1200/3746] lr: 9.146e-02, eta: 3 days, 20:18:50, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4422, loss_cls: 4.4183, loss: 4.4183 2024-07-17 05:28:49,623 - pyskl - INFO - Epoch [29][1300/3746] lr: 9.144e-02, eta: 3 days, 20:17:25, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4542, loss_cls: 4.3226, loss: 4.3226 2024-07-17 05:30:00,059 - pyskl - INFO - Epoch [29][1400/3746] lr: 9.143e-02, eta: 3 days, 20:16:02, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4492, loss_cls: 4.3609, loss: 4.3609 2024-07-17 05:31:10,534 - pyskl - INFO - Epoch [29][1500/3746] lr: 9.141e-02, eta: 3 days, 20:14:38, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2070, top5_acc: 0.4439, loss_cls: 4.4013, loss: 4.4013 2024-07-17 05:32:20,783 - pyskl - INFO - Epoch [29][1600/3746] lr: 9.140e-02, eta: 3 days, 20:13:14, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2194, top5_acc: 0.4533, loss_cls: 4.3592, loss: 4.3592 2024-07-17 05:33:30,741 - pyskl - INFO - Epoch [29][1700/3746] lr: 9.138e-02, eta: 3 days, 20:11:49, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4384, loss_cls: 4.4130, loss: 4.4130 2024-07-17 05:34:40,976 - pyskl - INFO - Epoch [29][1800/3746] lr: 9.137e-02, eta: 3 days, 20:10:24, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2089, top5_acc: 0.4409, loss_cls: 4.3947, loss: 4.3947 2024-07-17 05:35:51,173 - pyskl - INFO - Epoch [29][1900/3746] lr: 9.135e-02, eta: 3 days, 20:09:00, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4377, loss_cls: 4.3911, loss: 4.3911 2024-07-17 05:37:01,131 - pyskl - INFO - Epoch [29][2000/3746] lr: 9.133e-02, eta: 3 days, 20:07:35, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4334, loss_cls: 4.3978, loss: 4.3978 2024-07-17 05:38:11,305 - pyskl - INFO - Epoch [29][2100/3746] lr: 9.132e-02, eta: 3 days, 20:06:10, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4391, loss_cls: 4.3962, loss: 4.3962 2024-07-17 05:39:21,205 - pyskl - INFO - Epoch [29][2200/3746] lr: 9.130e-02, eta: 3 days, 20:04:45, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4366, loss_cls: 4.4142, loss: 4.4142 2024-07-17 05:40:31,222 - pyskl - INFO - Epoch [29][2300/3746] lr: 9.129e-02, eta: 3 days, 20:03:20, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4298, loss_cls: 4.4202, loss: 4.4202 2024-07-17 05:41:41,196 - pyskl - INFO - Epoch [29][2400/3746] lr: 9.127e-02, eta: 3 days, 20:01:54, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2089, top5_acc: 0.4341, loss_cls: 4.4248, loss: 4.4248 2024-07-17 05:42:51,076 - pyskl - INFO - Epoch [29][2500/3746] lr: 9.126e-02, eta: 3 days, 20:00:29, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1955, top5_acc: 0.4231, loss_cls: 4.4780, loss: 4.4780 2024-07-17 05:44:01,059 - pyskl - INFO - Epoch [29][2600/3746] lr: 9.124e-02, eta: 3 days, 19:59:04, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4364, loss_cls: 4.4071, loss: 4.4071 2024-07-17 05:45:11,053 - pyskl - INFO - Epoch [29][2700/3746] lr: 9.122e-02, eta: 3 days, 19:57:39, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4358, loss_cls: 4.4090, loss: 4.4090 2024-07-17 05:46:21,077 - pyskl - INFO - Epoch [29][2800/3746] lr: 9.121e-02, eta: 3 days, 19:56:14, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4458, loss_cls: 4.3633, loss: 4.3633 2024-07-17 05:47:31,032 - pyskl - INFO - Epoch [29][2900/3746] lr: 9.119e-02, eta: 3 days, 19:54:49, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4452, loss_cls: 4.3855, loss: 4.3855 2024-07-17 05:48:40,890 - pyskl - INFO - Epoch [29][3000/3746] lr: 9.118e-02, eta: 3 days, 19:53:23, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2106, top5_acc: 0.4403, loss_cls: 4.4139, loss: 4.4139 2024-07-17 05:49:50,892 - pyskl - INFO - Epoch [29][3100/3746] lr: 9.116e-02, eta: 3 days, 19:51:58, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4392, loss_cls: 4.3963, loss: 4.3963 2024-07-17 05:51:01,491 - pyskl - INFO - Epoch [29][3200/3746] lr: 9.114e-02, eta: 3 days, 19:50:36, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4402, loss_cls: 4.3981, loss: 4.3981 2024-07-17 05:52:12,378 - pyskl - INFO - Epoch [29][3300/3746] lr: 9.113e-02, eta: 3 days, 19:49:15, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2059, top5_acc: 0.4283, loss_cls: 4.4292, loss: 4.4292 2024-07-17 05:53:22,952 - pyskl - INFO - Epoch [29][3400/3746] lr: 9.111e-02, eta: 3 days, 19:47:52, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4230, loss_cls: 4.4311, loss: 4.4311 2024-07-17 05:54:33,334 - pyskl - INFO - Epoch [29][3500/3746] lr: 9.110e-02, eta: 3 days, 19:46:29, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2072, top5_acc: 0.4392, loss_cls: 4.4295, loss: 4.4295 2024-07-17 05:55:43,987 - pyskl - INFO - Epoch [29][3600/3746] lr: 9.108e-02, eta: 3 days, 19:45:07, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4405, loss_cls: 4.4139, loss: 4.4139 2024-07-17 05:56:53,942 - pyskl - INFO - Epoch [29][3700/3746] lr: 9.106e-02, eta: 3 days, 19:43:42, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4403, loss_cls: 4.4014, loss: 4.4014 2024-07-17 05:57:28,682 - pyskl - INFO - Saving checkpoint at 29 epochs 2024-07-17 05:59:19,973 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 05:59:20,639 - pyskl - INFO - top1_acc 0.1344 top5_acc 0.3219 2024-07-17 05:59:20,639 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 05:59:20,681 - pyskl - INFO - mean_acc 0.1344 2024-07-17 05:59:20,692 - pyskl - INFO - Epoch(val) [29][309] top1_acc: 0.1344, top5_acc: 0.3219, mean_class_accuracy: 0.1344 2024-07-17 06:02:58,695 - pyskl - INFO - Epoch [30][100/3746] lr: 9.104e-02, eta: 3 days, 19:49:41, time: 2.180, data_time: 1.357, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4523, loss_cls: 4.3645, loss: 4.3645 2024-07-17 06:04:20,315 - pyskl - INFO - Epoch [30][200/3746] lr: 9.103e-02, eta: 3 days, 19:49:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4530, loss_cls: 4.3229, loss: 4.3229 2024-07-17 06:05:41,584 - pyskl - INFO - Epoch [30][300/3746] lr: 9.101e-02, eta: 3 days, 19:48:26, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4378, loss_cls: 4.4151, loss: 4.4151 2024-07-17 06:07:03,047 - pyskl - INFO - Epoch [30][400/3746] lr: 9.099e-02, eta: 3 days, 19:47:48, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2077, top5_acc: 0.4431, loss_cls: 4.4045, loss: 4.4045 2024-07-17 06:08:24,416 - pyskl - INFO - Epoch [30][500/3746] lr: 9.098e-02, eta: 3 days, 19:47:10, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4372, loss_cls: 4.4127, loss: 4.4127 2024-07-17 06:09:45,625 - pyskl - INFO - Epoch [30][600/3746] lr: 9.096e-02, eta: 3 days, 19:46:31, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4539, loss_cls: 4.3480, loss: 4.3480 2024-07-17 06:11:07,437 - pyskl - INFO - Epoch [30][700/3746] lr: 9.095e-02, eta: 3 days, 19:45:55, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4402, loss_cls: 4.3658, loss: 4.3658 2024-07-17 06:12:28,919 - pyskl - INFO - Epoch [30][800/3746] lr: 9.093e-02, eta: 3 days, 19:45:17, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4273, loss_cls: 4.4314, loss: 4.4314 2024-07-17 06:13:50,930 - pyskl - INFO - Epoch [30][900/3746] lr: 9.091e-02, eta: 3 days, 19:44:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4558, loss_cls: 4.3600, loss: 4.3600 2024-07-17 06:15:13,091 - pyskl - INFO - Epoch [30][1000/3746] lr: 9.090e-02, eta: 3 days, 19:44:06, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.1992, top5_acc: 0.4305, loss_cls: 4.4473, loss: 4.4473 2024-07-17 06:16:35,261 - pyskl - INFO - Epoch [30][1100/3746] lr: 9.088e-02, eta: 3 days, 19:43:30, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4469, loss_cls: 4.3701, loss: 4.3701 2024-07-17 06:17:56,564 - pyskl - INFO - Epoch [30][1200/3746] lr: 9.087e-02, eta: 3 days, 19:42:51, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4323, loss_cls: 4.4294, loss: 4.4294 2024-07-17 06:19:17,553 - pyskl - INFO - Epoch [30][1300/3746] lr: 9.085e-02, eta: 3 days, 19:42:11, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2169, top5_acc: 0.4389, loss_cls: 4.4187, loss: 4.4187 2024-07-17 06:20:38,659 - pyskl - INFO - Epoch [30][1400/3746] lr: 9.083e-02, eta: 3 days, 19:41:31, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2039, top5_acc: 0.4358, loss_cls: 4.4349, loss: 4.4349 2024-07-17 06:21:59,826 - pyskl - INFO - Epoch [30][1500/3746] lr: 9.082e-02, eta: 3 days, 19:40:51, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4562, loss_cls: 4.3212, loss: 4.3212 2024-07-17 06:23:21,171 - pyskl - INFO - Epoch [30][1600/3746] lr: 9.080e-02, eta: 3 days, 19:40:12, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4442, loss_cls: 4.3439, loss: 4.3439 2024-07-17 06:24:42,277 - pyskl - INFO - Epoch [30][1700/3746] lr: 9.078e-02, eta: 3 days, 19:39:32, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4542, loss_cls: 4.3595, loss: 4.3595 2024-07-17 06:26:04,017 - pyskl - INFO - Epoch [30][1800/3746] lr: 9.077e-02, eta: 3 days, 19:38:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2053, top5_acc: 0.4306, loss_cls: 4.4245, loss: 4.4245 2024-07-17 06:27:25,484 - pyskl - INFO - Epoch [30][1900/3746] lr: 9.075e-02, eta: 3 days, 19:38:15, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4416, loss_cls: 4.3761, loss: 4.3761 2024-07-17 06:28:47,580 - pyskl - INFO - Epoch [30][2000/3746] lr: 9.074e-02, eta: 3 days, 19:37:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2020, top5_acc: 0.4361, loss_cls: 4.4206, loss: 4.4206 2024-07-17 06:30:10,120 - pyskl - INFO - Epoch [30][2100/3746] lr: 9.072e-02, eta: 3 days, 19:37:04, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4405, loss_cls: 4.4071, loss: 4.4071 2024-07-17 06:31:31,191 - pyskl - INFO - Epoch [30][2200/3746] lr: 9.070e-02, eta: 3 days, 19:36:24, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4405, loss_cls: 4.3783, loss: 4.3783 2024-07-17 06:32:52,952 - pyskl - INFO - Epoch [30][2300/3746] lr: 9.069e-02, eta: 3 days, 19:35:46, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4516, loss_cls: 4.3659, loss: 4.3659 2024-07-17 06:34:14,114 - pyskl - INFO - Epoch [30][2400/3746] lr: 9.067e-02, eta: 3 days, 19:35:05, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4348, loss_cls: 4.4210, loss: 4.4210 2024-07-17 06:35:35,363 - pyskl - INFO - Epoch [30][2500/3746] lr: 9.065e-02, eta: 3 days, 19:34:25, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4511, loss_cls: 4.3887, loss: 4.3887 2024-07-17 06:36:57,082 - pyskl - INFO - Epoch [30][2600/3746] lr: 9.064e-02, eta: 3 days, 19:33:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2014, top5_acc: 0.4341, loss_cls: 4.4327, loss: 4.4327 2024-07-17 06:38:18,517 - pyskl - INFO - Epoch [30][2700/3746] lr: 9.062e-02, eta: 3 days, 19:33:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4489, loss_cls: 4.3822, loss: 4.3822 2024-07-17 06:39:39,201 - pyskl - INFO - Epoch [30][2800/3746] lr: 9.061e-02, eta: 3 days, 19:32:25, time: 0.807, data_time: 0.000, memory: 15990, top1_acc: 0.2077, top5_acc: 0.4436, loss_cls: 4.3977, loss: 4.3977 2024-07-17 06:40:59,285 - pyskl - INFO - Epoch [30][2900/3746] lr: 9.059e-02, eta: 3 days, 19:31:39, time: 0.801, data_time: 0.000, memory: 15990, top1_acc: 0.2117, top5_acc: 0.4411, loss_cls: 4.3909, loss: 4.3909 2024-07-17 06:42:19,953 - pyskl - INFO - Epoch [30][3000/3746] lr: 9.057e-02, eta: 3 days, 19:30:56, time: 0.807, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4480, loss_cls: 4.3610, loss: 4.3610 2024-07-17 06:43:40,446 - pyskl - INFO - Epoch [30][3100/3746] lr: 9.056e-02, eta: 3 days, 19:30:13, time: 0.805, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4398, loss_cls: 4.3904, loss: 4.3904 2024-07-17 06:45:01,940 - pyskl - INFO - Epoch [30][3200/3746] lr: 9.054e-02, eta: 3 days, 19:29:33, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4372, loss_cls: 4.4126, loss: 4.4126 2024-07-17 06:46:22,736 - pyskl - INFO - Epoch [30][3300/3746] lr: 9.052e-02, eta: 3 days, 19:28:51, time: 0.808, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4423, loss_cls: 4.4043, loss: 4.4043 2024-07-17 06:47:43,077 - pyskl - INFO - Epoch [30][3400/3746] lr: 9.051e-02, eta: 3 days, 19:28:06, time: 0.803, data_time: 0.000, memory: 15990, top1_acc: 0.2200, top5_acc: 0.4506, loss_cls: 4.3809, loss: 4.3809 2024-07-17 06:49:04,180 - pyskl - INFO - Epoch [30][3500/3746] lr: 9.049e-02, eta: 3 days, 19:27:25, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4448, loss_cls: 4.4021, loss: 4.4021 2024-07-17 06:50:24,673 - pyskl - INFO - Epoch [30][3600/3746] lr: 9.047e-02, eta: 3 days, 19:26:41, time: 0.805, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4375, loss_cls: 4.3836, loss: 4.3836 2024-07-17 06:51:45,298 - pyskl - INFO - Epoch [30][3700/3746] lr: 9.046e-02, eta: 3 days, 19:25:57, time: 0.806, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4347, loss_cls: 4.4073, loss: 4.4073 2024-07-17 06:52:24,528 - pyskl - INFO - Saving checkpoint at 30 epochs 2024-07-17 06:54:14,908 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 06:54:15,573 - pyskl - INFO - top1_acc 0.1556 top5_acc 0.3592 2024-07-17 06:54:15,573 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 06:54:15,617 - pyskl - INFO - mean_acc 0.1555 2024-07-17 06:54:15,631 - pyskl - INFO - Epoch(val) [30][309] top1_acc: 0.1556, top5_acc: 0.3592, mean_class_accuracy: 0.1555 2024-07-17 06:58:05,472 - pyskl - INFO - Epoch [31][100/3746] lr: 9.043e-02, eta: 3 days, 19:32:21, time: 2.298, data_time: 1.317, memory: 15990, top1_acc: 0.2216, top5_acc: 0.4570, loss_cls: 4.5893, loss: 4.5893 2024-07-17 06:59:27,631 - pyskl - INFO - Epoch [31][200/3746] lr: 9.042e-02, eta: 3 days, 19:31:43, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4603, loss_cls: 4.5856, loss: 4.5856 2024-07-17 07:00:49,115 - pyskl - INFO - Epoch [31][300/3746] lr: 9.040e-02, eta: 3 days, 19:31:02, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4434, loss_cls: 4.6393, loss: 4.6393 2024-07-17 07:02:11,046 - pyskl - INFO - Epoch [31][400/3746] lr: 9.039e-02, eta: 3 days, 19:30:23, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4498, loss_cls: 4.6012, loss: 4.6012 2024-07-17 07:03:32,893 - pyskl - INFO - Epoch [31][500/3746] lr: 9.037e-02, eta: 3 days, 19:29:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4433, loss_cls: 4.6311, loss: 4.6311 2024-07-17 07:04:54,467 - pyskl - INFO - Epoch [31][600/3746] lr: 9.035e-02, eta: 3 days, 19:29:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4380, loss_cls: 4.6268, loss: 4.6268 2024-07-17 07:06:16,663 - pyskl - INFO - Epoch [31][700/3746] lr: 9.034e-02, eta: 3 days, 19:28:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2098, top5_acc: 0.4503, loss_cls: 4.6192, loss: 4.6192 2024-07-17 07:07:38,662 - pyskl - INFO - Epoch [31][800/3746] lr: 9.032e-02, eta: 3 days, 19:27:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4437, loss_cls: 4.6132, loss: 4.6132 2024-07-17 07:09:00,242 - pyskl - INFO - Epoch [31][900/3746] lr: 9.030e-02, eta: 3 days, 19:27:05, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4487, loss_cls: 4.6045, loss: 4.6045 2024-07-17 07:10:21,748 - pyskl - INFO - Epoch [31][1000/3746] lr: 9.029e-02, eta: 3 days, 19:26:23, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4437, loss_cls: 4.6341, loss: 4.6341 2024-07-17 07:11:43,671 - pyskl - INFO - Epoch [31][1100/3746] lr: 9.027e-02, eta: 3 days, 19:25:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4448, loss_cls: 4.6475, loss: 4.6475 2024-07-17 07:13:05,280 - pyskl - INFO - Epoch [31][1200/3746] lr: 9.025e-02, eta: 3 days, 19:25:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4480, loss_cls: 4.6089, loss: 4.6089 2024-07-17 07:14:27,034 - pyskl - INFO - Epoch [31][1300/3746] lr: 9.024e-02, eta: 3 days, 19:24:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4492, loss_cls: 4.6362, loss: 4.6362 2024-07-17 07:15:48,676 - pyskl - INFO - Epoch [31][1400/3746] lr: 9.022e-02, eta: 3 days, 19:23:41, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4313, loss_cls: 4.6458, loss: 4.6458 2024-07-17 07:17:10,832 - pyskl - INFO - Epoch [31][1500/3746] lr: 9.020e-02, eta: 3 days, 19:23:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4494, loss_cls: 4.5983, loss: 4.5983 2024-07-17 07:18:32,883 - pyskl - INFO - Epoch [31][1600/3746] lr: 9.019e-02, eta: 3 days, 19:22:22, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.1978, top5_acc: 0.4263, loss_cls: 4.7001, loss: 4.7001 2024-07-17 07:19:55,313 - pyskl - INFO - Epoch [31][1700/3746] lr: 9.017e-02, eta: 3 days, 19:21:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4406, loss_cls: 4.6030, loss: 4.6030 2024-07-17 07:21:17,533 - pyskl - INFO - Epoch [31][1800/3746] lr: 9.015e-02, eta: 3 days, 19:21:05, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4341, loss_cls: 4.6778, loss: 4.6778 2024-07-17 07:22:39,869 - pyskl - INFO - Epoch [31][1900/3746] lr: 9.014e-02, eta: 3 days, 19:20:27, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4402, loss_cls: 4.6642, loss: 4.6642 2024-07-17 07:24:02,201 - pyskl - INFO - Epoch [31][2000/3746] lr: 9.012e-02, eta: 3 days, 19:19:48, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4475, loss_cls: 4.5881, loss: 4.5881 2024-07-17 07:25:25,096 - pyskl - INFO - Epoch [31][2100/3746] lr: 9.010e-02, eta: 3 days, 19:19:11, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4484, loss_cls: 4.5908, loss: 4.5908 2024-07-17 07:26:47,443 - pyskl - INFO - Epoch [31][2200/3746] lr: 9.009e-02, eta: 3 days, 19:18:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4441, loss_cls: 4.6150, loss: 4.6150 2024-07-17 07:28:09,249 - pyskl - INFO - Epoch [31][2300/3746] lr: 9.007e-02, eta: 3 days, 19:17:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4416, loss_cls: 4.6432, loss: 4.6432 2024-07-17 07:29:31,271 - pyskl - INFO - Epoch [31][2400/3746] lr: 9.005e-02, eta: 3 days, 19:17:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4508, loss_cls: 4.5865, loss: 4.5865 2024-07-17 07:30:53,011 - pyskl - INFO - Epoch [31][2500/3746] lr: 9.004e-02, eta: 3 days, 19:16:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2062, top5_acc: 0.4419, loss_cls: 4.6625, loss: 4.6625 2024-07-17 07:32:14,809 - pyskl - INFO - Epoch [31][2600/3746] lr: 9.002e-02, eta: 3 days, 19:15:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4458, loss_cls: 4.6234, loss: 4.6234 2024-07-17 07:33:36,785 - pyskl - INFO - Epoch [31][2700/3746] lr: 9.000e-02, eta: 3 days, 19:15:08, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4411, loss_cls: 4.6298, loss: 4.6298 2024-07-17 07:34:58,916 - pyskl - INFO - Epoch [31][2800/3746] lr: 8.999e-02, eta: 3 days, 19:14:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4338, loss_cls: 4.6566, loss: 4.6566 2024-07-17 07:36:20,800 - pyskl - INFO - Epoch [31][2900/3746] lr: 8.997e-02, eta: 3 days, 19:13:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4455, loss_cls: 4.6267, loss: 4.6267 2024-07-17 07:37:42,563 - pyskl - INFO - Epoch [31][3000/3746] lr: 8.995e-02, eta: 3 days, 19:13:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4425, loss_cls: 4.6704, loss: 4.6704 2024-07-17 07:39:04,729 - pyskl - INFO - Epoch [31][3100/3746] lr: 8.994e-02, eta: 3 days, 19:12:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4461, loss_cls: 4.6063, loss: 4.6063 2024-07-17 07:40:27,449 - pyskl - INFO - Epoch [31][3200/3746] lr: 8.992e-02, eta: 3 days, 19:11:46, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4387, loss_cls: 4.6316, loss: 4.6316 2024-07-17 07:41:49,758 - pyskl - INFO - Epoch [31][3300/3746] lr: 8.990e-02, eta: 3 days, 19:11:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4366, loss_cls: 4.6300, loss: 4.6300 2024-07-17 07:43:12,388 - pyskl - INFO - Epoch [31][3400/3746] lr: 8.989e-02, eta: 3 days, 19:10:28, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4450, loss_cls: 4.6399, loss: 4.6399 2024-07-17 07:44:34,739 - pyskl - INFO - Epoch [31][3500/3746] lr: 8.987e-02, eta: 3 days, 19:09:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4469, loss_cls: 4.6245, loss: 4.6245 2024-07-17 07:45:56,919 - pyskl - INFO - Epoch [31][3600/3746] lr: 8.985e-02, eta: 3 days, 19:09:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2047, top5_acc: 0.4422, loss_cls: 4.6414, loss: 4.6414 2024-07-17 07:47:18,913 - pyskl - INFO - Epoch [31][3700/3746] lr: 8.983e-02, eta: 3 days, 19:08:26, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4512, loss_cls: 4.6130, loss: 4.6130 2024-07-17 07:47:58,984 - pyskl - INFO - Saving checkpoint at 31 epochs 2024-07-17 07:49:49,513 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 07:49:50,173 - pyskl - INFO - top1_acc 0.1585 top5_acc 0.3676 2024-07-17 07:49:50,174 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 07:49:50,217 - pyskl - INFO - mean_acc 0.1585 2024-07-17 07:49:50,221 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_19.pth was removed 2024-07-17 07:49:50,474 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. 2024-07-17 07:49:50,475 - pyskl - INFO - Best top1_acc is 0.1585 at 31 epoch. 2024-07-17 07:49:50,488 - pyskl - INFO - Epoch(val) [31][309] top1_acc: 0.1585, top5_acc: 0.3676, mean_class_accuracy: 0.1585 2024-07-17 07:53:36,041 - pyskl - INFO - Epoch [32][100/3746] lr: 8.981e-02, eta: 3 days, 19:14:12, time: 2.255, data_time: 1.274, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4566, loss_cls: 4.5820, loss: 4.5820 2024-07-17 07:54:58,099 - pyskl - INFO - Epoch [32][200/3746] lr: 8.979e-02, eta: 3 days, 19:13:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4506, loss_cls: 4.5958, loss: 4.5958 2024-07-17 07:56:20,034 - pyskl - INFO - Epoch [32][300/3746] lr: 8.978e-02, eta: 3 days, 19:12:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4445, loss_cls: 4.6158, loss: 4.6158 2024-07-17 07:57:41,860 - pyskl - INFO - Epoch [32][400/3746] lr: 8.976e-02, eta: 3 days, 19:12:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4586, loss_cls: 4.5602, loss: 4.5602 2024-07-17 07:59:03,359 - pyskl - INFO - Epoch [32][500/3746] lr: 8.974e-02, eta: 3 days, 19:11:21, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4419, loss_cls: 4.6163, loss: 4.6163 2024-07-17 08:00:25,115 - pyskl - INFO - Epoch [32][600/3746] lr: 8.973e-02, eta: 3 days, 19:10:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4339, loss_cls: 4.6668, loss: 4.6668 2024-07-17 08:01:46,709 - pyskl - INFO - Epoch [32][700/3746] lr: 8.971e-02, eta: 3 days, 19:09:54, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4491, loss_cls: 4.6073, loss: 4.6073 2024-07-17 08:03:08,478 - pyskl - INFO - Epoch [32][800/3746] lr: 8.969e-02, eta: 3 days, 19:09:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4419, loss_cls: 4.6188, loss: 4.6188 2024-07-17 08:04:30,192 - pyskl - INFO - Epoch [32][900/3746] lr: 8.967e-02, eta: 3 days, 19:08:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2127, top5_acc: 0.4467, loss_cls: 4.6124, loss: 4.6124 2024-07-17 08:05:52,448 - pyskl - INFO - Epoch [32][1000/3746] lr: 8.966e-02, eta: 3 days, 19:07:46, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4464, loss_cls: 4.6155, loss: 4.6155 2024-07-17 08:07:14,522 - pyskl - INFO - Epoch [32][1100/3746] lr: 8.964e-02, eta: 3 days, 19:07:04, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2047, top5_acc: 0.4372, loss_cls: 4.6231, loss: 4.6231 2024-07-17 08:08:36,816 - pyskl - INFO - Epoch [32][1200/3746] lr: 8.962e-02, eta: 3 days, 19:06:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2092, top5_acc: 0.4472, loss_cls: 4.6316, loss: 4.6316 2024-07-17 08:09:59,145 - pyskl - INFO - Epoch [32][1300/3746] lr: 8.961e-02, eta: 3 days, 19:05:41, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2136, top5_acc: 0.4473, loss_cls: 4.6206, loss: 4.6206 2024-07-17 08:11:21,239 - pyskl - INFO - Epoch [32][1400/3746] lr: 8.959e-02, eta: 3 days, 19:04:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2092, top5_acc: 0.4423, loss_cls: 4.6273, loss: 4.6273 2024-07-17 08:12:43,379 - pyskl - INFO - Epoch [32][1500/3746] lr: 8.957e-02, eta: 3 days, 19:04:16, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4548, loss_cls: 4.5876, loss: 4.5876 2024-07-17 08:14:05,538 - pyskl - INFO - Epoch [32][1600/3746] lr: 8.955e-02, eta: 3 days, 19:03:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4439, loss_cls: 4.6155, loss: 4.6155 2024-07-17 08:15:28,174 - pyskl - INFO - Epoch [32][1700/3746] lr: 8.954e-02, eta: 3 days, 19:02:54, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2027, top5_acc: 0.4434, loss_cls: 4.6305, loss: 4.6305 2024-07-17 08:16:49,815 - pyskl - INFO - Epoch [32][1800/3746] lr: 8.952e-02, eta: 3 days, 19:02:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4533, loss_cls: 4.5646, loss: 4.5646 2024-07-17 08:18:12,172 - pyskl - INFO - Epoch [32][1900/3746] lr: 8.950e-02, eta: 3 days, 19:01:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2155, top5_acc: 0.4519, loss_cls: 4.5940, loss: 4.5940 2024-07-17 08:19:34,081 - pyskl - INFO - Epoch [32][2000/3746] lr: 8.949e-02, eta: 3 days, 19:00:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4422, loss_cls: 4.6397, loss: 4.6397 2024-07-17 08:20:55,827 - pyskl - INFO - Epoch [32][2100/3746] lr: 8.947e-02, eta: 3 days, 19:00:00, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4439, loss_cls: 4.6134, loss: 4.6134 2024-07-17 08:22:17,986 - pyskl - INFO - Epoch [32][2200/3746] lr: 8.945e-02, eta: 3 days, 18:59:17, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2108, top5_acc: 0.4417, loss_cls: 4.6632, loss: 4.6632 2024-07-17 08:23:40,124 - pyskl - INFO - Epoch [32][2300/3746] lr: 8.943e-02, eta: 3 days, 18:58:34, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2114, top5_acc: 0.4436, loss_cls: 4.6473, loss: 4.6473 2024-07-17 08:25:02,062 - pyskl - INFO - Epoch [32][2400/3746] lr: 8.942e-02, eta: 3 days, 18:57:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4495, loss_cls: 4.6232, loss: 4.6232 2024-07-17 08:26:24,227 - pyskl - INFO - Epoch [32][2500/3746] lr: 8.940e-02, eta: 3 days, 18:57:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4370, loss_cls: 4.6254, loss: 4.6254 2024-07-17 08:27:46,706 - pyskl - INFO - Epoch [32][2600/3746] lr: 8.938e-02, eta: 3 days, 18:56:26, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2052, top5_acc: 0.4314, loss_cls: 4.6665, loss: 4.6665 2024-07-17 08:29:08,987 - pyskl - INFO - Epoch [32][2700/3746] lr: 8.937e-02, eta: 3 days, 18:55:44, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2073, top5_acc: 0.4417, loss_cls: 4.6335, loss: 4.6335 2024-07-17 08:30:31,076 - pyskl - INFO - Epoch [32][2800/3746] lr: 8.935e-02, eta: 3 days, 18:55:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4539, loss_cls: 4.5911, loss: 4.5911 2024-07-17 08:31:52,492 - pyskl - INFO - Epoch [32][2900/3746] lr: 8.933e-02, eta: 3 days, 18:54:15, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4462, loss_cls: 4.6482, loss: 4.6482 2024-07-17 08:33:14,251 - pyskl - INFO - Epoch [32][3000/3746] lr: 8.931e-02, eta: 3 days, 18:53:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2108, top5_acc: 0.4559, loss_cls: 4.6050, loss: 4.6050 2024-07-17 08:34:36,602 - pyskl - INFO - Epoch [32][3100/3746] lr: 8.930e-02, eta: 3 days, 18:52:47, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4470, loss_cls: 4.6147, loss: 4.6147 2024-07-17 08:35:58,817 - pyskl - INFO - Epoch [32][3200/3746] lr: 8.928e-02, eta: 3 days, 18:52:04, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4350, loss_cls: 4.6346, loss: 4.6346 2024-07-17 08:37:21,842 - pyskl - INFO - Epoch [32][3300/3746] lr: 8.926e-02, eta: 3 days, 18:51:24, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4397, loss_cls: 4.6245, loss: 4.6245 2024-07-17 08:38:44,050 - pyskl - INFO - Epoch [32][3400/3746] lr: 8.924e-02, eta: 3 days, 18:50:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4480, loss_cls: 4.6116, loss: 4.6116 2024-07-17 08:40:06,077 - pyskl - INFO - Epoch [32][3500/3746] lr: 8.923e-02, eta: 3 days, 18:49:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4473, loss_cls: 4.5825, loss: 4.5825 2024-07-17 08:41:29,156 - pyskl - INFO - Epoch [32][3600/3746] lr: 8.921e-02, eta: 3 days, 18:49:17, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2122, top5_acc: 0.4333, loss_cls: 4.6536, loss: 4.6536 2024-07-17 08:42:50,719 - pyskl - INFO - Epoch [32][3700/3746] lr: 8.919e-02, eta: 3 days, 18:48:31, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4472, loss_cls: 4.6181, loss: 4.6181 2024-07-17 08:43:30,474 - pyskl - INFO - Saving checkpoint at 32 epochs 2024-07-17 08:45:20,766 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 08:45:21,422 - pyskl - INFO - top1_acc 0.1325 top5_acc 0.3260 2024-07-17 08:45:21,423 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 08:45:21,464 - pyskl - INFO - mean_acc 0.1323 2024-07-17 08:45:21,476 - pyskl - INFO - Epoch(val) [32][309] top1_acc: 0.1325, top5_acc: 0.3260, mean_class_accuracy: 0.1323 2024-07-17 08:49:06,280 - pyskl - INFO - Epoch [33][100/3746] lr: 8.917e-02, eta: 3 days, 18:53:53, time: 2.248, data_time: 1.264, memory: 15990, top1_acc: 0.2206, top5_acc: 0.4481, loss_cls: 4.5677, loss: 4.5677 2024-07-17 08:50:28,348 - pyskl - INFO - Epoch [33][200/3746] lr: 8.915e-02, eta: 3 days, 18:53:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2106, top5_acc: 0.4430, loss_cls: 4.6027, loss: 4.6027 2024-07-17 08:51:50,086 - pyskl - INFO - Epoch [33][300/3746] lr: 8.913e-02, eta: 3 days, 18:52:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4430, loss_cls: 4.6033, loss: 4.6033 2024-07-17 08:53:11,692 - pyskl - INFO - Epoch [33][400/3746] lr: 8.912e-02, eta: 3 days, 18:51:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4516, loss_cls: 4.6122, loss: 4.6122 2024-07-17 08:54:33,194 - pyskl - INFO - Epoch [33][500/3746] lr: 8.910e-02, eta: 3 days, 18:50:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2042, top5_acc: 0.4441, loss_cls: 4.6124, loss: 4.6124 2024-07-17 08:55:55,221 - pyskl - INFO - Epoch [33][600/3746] lr: 8.908e-02, eta: 3 days, 18:50:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4398, loss_cls: 4.6276, loss: 4.6276 2024-07-17 08:57:17,200 - pyskl - INFO - Epoch [33][700/3746] lr: 8.906e-02, eta: 3 days, 18:49:20, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4491, loss_cls: 4.5830, loss: 4.5830 2024-07-17 08:58:38,881 - pyskl - INFO - Epoch [33][800/3746] lr: 8.905e-02, eta: 3 days, 18:48:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2155, top5_acc: 0.4439, loss_cls: 4.6184, loss: 4.6184 2024-07-17 09:00:00,644 - pyskl - INFO - Epoch [33][900/3746] lr: 8.903e-02, eta: 3 days, 18:47:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4456, loss_cls: 4.5977, loss: 4.5977 2024-07-17 09:01:22,183 - pyskl - INFO - Epoch [33][1000/3746] lr: 8.901e-02, eta: 3 days, 18:47:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4386, loss_cls: 4.6343, loss: 4.6343 2024-07-17 09:02:43,730 - pyskl - INFO - Epoch [33][1100/3746] lr: 8.899e-02, eta: 3 days, 18:46:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4419, loss_cls: 4.6446, loss: 4.6446 2024-07-17 09:04:05,920 - pyskl - INFO - Epoch [33][1200/3746] lr: 8.898e-02, eta: 3 days, 18:45:29, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4466, loss_cls: 4.6016, loss: 4.6016 2024-07-17 09:05:27,416 - pyskl - INFO - Epoch [33][1300/3746] lr: 8.896e-02, eta: 3 days, 18:44:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2053, top5_acc: 0.4453, loss_cls: 4.6123, loss: 4.6123 2024-07-17 09:06:49,506 - pyskl - INFO - Epoch [33][1400/3746] lr: 8.894e-02, eta: 3 days, 18:43:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4520, loss_cls: 4.5848, loss: 4.5848 2024-07-17 09:08:11,841 - pyskl - INFO - Epoch [33][1500/3746] lr: 8.892e-02, eta: 3 days, 18:43:12, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4395, loss_cls: 4.6226, loss: 4.6226 2024-07-17 09:09:33,352 - pyskl - INFO - Epoch [33][1600/3746] lr: 8.891e-02, eta: 3 days, 18:42:25, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2220, top5_acc: 0.4483, loss_cls: 4.6049, loss: 4.6049 2024-07-17 09:10:55,853 - pyskl - INFO - Epoch [33][1700/3746] lr: 8.889e-02, eta: 3 days, 18:41:41, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4452, loss_cls: 4.6365, loss: 4.6365 2024-07-17 09:12:17,909 - pyskl - INFO - Epoch [33][1800/3746] lr: 8.887e-02, eta: 3 days, 18:40:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4461, loss_cls: 4.5806, loss: 4.5806 2024-07-17 09:13:40,538 - pyskl - INFO - Epoch [33][1900/3746] lr: 8.885e-02, eta: 3 days, 18:40:12, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4478, loss_cls: 4.6000, loss: 4.6000 2024-07-17 09:15:02,532 - pyskl - INFO - Epoch [33][2000/3746] lr: 8.884e-02, eta: 3 days, 18:39:26, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4548, loss_cls: 4.5901, loss: 4.5901 2024-07-17 09:16:24,503 - pyskl - INFO - Epoch [33][2100/3746] lr: 8.882e-02, eta: 3 days, 18:38:40, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2106, top5_acc: 0.4427, loss_cls: 4.6253, loss: 4.6253 2024-07-17 09:17:46,565 - pyskl - INFO - Epoch [33][2200/3746] lr: 8.880e-02, eta: 3 days, 18:37:54, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2136, top5_acc: 0.4484, loss_cls: 4.6272, loss: 4.6272 2024-07-17 09:19:08,557 - pyskl - INFO - Epoch [33][2300/3746] lr: 8.878e-02, eta: 3 days, 18:37:08, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4427, loss_cls: 4.6168, loss: 4.6168 2024-07-17 09:20:30,357 - pyskl - INFO - Epoch [33][2400/3746] lr: 8.876e-02, eta: 3 days, 18:36:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2066, top5_acc: 0.4408, loss_cls: 4.6760, loss: 4.6760 2024-07-17 09:21:52,019 - pyskl - INFO - Epoch [33][2500/3746] lr: 8.875e-02, eta: 3 days, 18:35:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2053, top5_acc: 0.4372, loss_cls: 4.6358, loss: 4.6358 2024-07-17 09:23:13,974 - pyskl - INFO - Epoch [33][2600/3746] lr: 8.873e-02, eta: 3 days, 18:34:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2220, top5_acc: 0.4523, loss_cls: 4.5621, loss: 4.5621 2024-07-17 09:24:35,834 - pyskl - INFO - Epoch [33][2700/3746] lr: 8.871e-02, eta: 3 days, 18:34:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4364, loss_cls: 4.6464, loss: 4.6464 2024-07-17 09:25:58,234 - pyskl - INFO - Epoch [33][2800/3746] lr: 8.869e-02, eta: 3 days, 18:33:16, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4441, loss_cls: 4.6244, loss: 4.6244 2024-07-17 09:27:20,530 - pyskl - INFO - Epoch [33][2900/3746] lr: 8.868e-02, eta: 3 days, 18:32:30, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2103, top5_acc: 0.4439, loss_cls: 4.6122, loss: 4.6122 2024-07-17 09:28:42,872 - pyskl - INFO - Epoch [33][3000/3746] lr: 8.866e-02, eta: 3 days, 18:31:45, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4573, loss_cls: 4.5676, loss: 4.5676 2024-07-17 09:30:05,765 - pyskl - INFO - Epoch [33][3100/3746] lr: 8.864e-02, eta: 3 days, 18:31:02, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4392, loss_cls: 4.6406, loss: 4.6406 2024-07-17 09:31:27,832 - pyskl - INFO - Epoch [33][3200/3746] lr: 8.862e-02, eta: 3 days, 18:30:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4258, loss_cls: 4.6868, loss: 4.6868 2024-07-17 09:32:51,122 - pyskl - INFO - Epoch [33][3300/3746] lr: 8.861e-02, eta: 3 days, 18:29:33, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4497, loss_cls: 4.5706, loss: 4.5706 2024-07-17 09:34:13,803 - pyskl - INFO - Epoch [33][3400/3746] lr: 8.859e-02, eta: 3 days, 18:28:49, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4611, loss_cls: 4.5800, loss: 4.5800 2024-07-17 09:35:36,204 - pyskl - INFO - Epoch [33][3500/3746] lr: 8.857e-02, eta: 3 days, 18:28:04, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4425, loss_cls: 4.6325, loss: 4.6325 2024-07-17 09:36:58,908 - pyskl - INFO - Epoch [33][3600/3746] lr: 8.855e-02, eta: 3 days, 18:27:19, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4569, loss_cls: 4.5500, loss: 4.5500 2024-07-17 09:38:20,857 - pyskl - INFO - Epoch [33][3700/3746] lr: 8.853e-02, eta: 3 days, 18:26:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4267, loss_cls: 4.6784, loss: 4.6784 2024-07-17 09:39:00,759 - pyskl - INFO - Saving checkpoint at 33 epochs 2024-07-17 09:40:52,162 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 09:40:52,918 - pyskl - INFO - top1_acc 0.1393 top5_acc 0.3388 2024-07-17 09:40:52,918 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 09:40:52,965 - pyskl - INFO - mean_acc 0.1391 2024-07-17 09:40:52,979 - pyskl - INFO - Epoch(val) [33][309] top1_acc: 0.1393, top5_acc: 0.3388, mean_class_accuracy: 0.1391 2024-07-17 09:44:45,260 - pyskl - INFO - Epoch [34][100/3746] lr: 8.851e-02, eta: 3 days, 18:32:02, time: 2.323, data_time: 1.322, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4498, loss_cls: 4.5795, loss: 4.5795 2024-07-17 09:46:08,699 - pyskl - INFO - Epoch [34][200/3746] lr: 8.849e-02, eta: 3 days, 18:31:20, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2136, top5_acc: 0.4455, loss_cls: 4.6044, loss: 4.6044 2024-07-17 09:47:31,649 - pyskl - INFO - Epoch [34][300/3746] lr: 8.847e-02, eta: 3 days, 18:30:36, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4548, loss_cls: 4.5961, loss: 4.5961 2024-07-17 09:48:53,663 - pyskl - INFO - Epoch [34][400/3746] lr: 8.845e-02, eta: 3 days, 18:29:48, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4414, loss_cls: 4.5992, loss: 4.5992 2024-07-17 09:50:16,716 - pyskl - INFO - Epoch [34][500/3746] lr: 8.844e-02, eta: 3 days, 18:29:05, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2108, top5_acc: 0.4430, loss_cls: 4.6174, loss: 4.6174 2024-07-17 09:51:39,789 - pyskl - INFO - Epoch [34][600/3746] lr: 8.842e-02, eta: 3 days, 18:28:21, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4544, loss_cls: 4.5626, loss: 4.5626 2024-07-17 09:53:03,218 - pyskl - INFO - Epoch [34][700/3746] lr: 8.840e-02, eta: 3 days, 18:27:38, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2122, top5_acc: 0.4430, loss_cls: 4.6407, loss: 4.6407 2024-07-17 09:54:26,499 - pyskl - INFO - Epoch [34][800/3746] lr: 8.838e-02, eta: 3 days, 18:26:55, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4541, loss_cls: 4.5632, loss: 4.5632 2024-07-17 09:55:50,005 - pyskl - INFO - Epoch [34][900/3746] lr: 8.836e-02, eta: 3 days, 18:26:12, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4619, loss_cls: 4.5970, loss: 4.5970 2024-07-17 09:57:13,087 - pyskl - INFO - Epoch [34][1000/3746] lr: 8.835e-02, eta: 3 days, 18:25:28, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4503, loss_cls: 4.6044, loss: 4.6044 2024-07-17 09:58:35,994 - pyskl - INFO - Epoch [34][1100/3746] lr: 8.833e-02, eta: 3 days, 18:24:43, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4528, loss_cls: 4.6022, loss: 4.6022 2024-07-17 09:59:58,811 - pyskl - INFO - Epoch [34][1200/3746] lr: 8.831e-02, eta: 3 days, 18:23:58, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4433, loss_cls: 4.6291, loss: 4.6291 2024-07-17 10:01:22,004 - pyskl - INFO - Epoch [34][1300/3746] lr: 8.829e-02, eta: 3 days, 18:23:14, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4444, loss_cls: 4.6060, loss: 4.6060 2024-07-17 10:02:45,288 - pyskl - INFO - Epoch [34][1400/3746] lr: 8.828e-02, eta: 3 days, 18:22:31, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4473, loss_cls: 4.5817, loss: 4.5817 2024-07-17 10:04:08,310 - pyskl - INFO - Epoch [34][1500/3746] lr: 8.826e-02, eta: 3 days, 18:21:46, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4469, loss_cls: 4.5929, loss: 4.5929 2024-07-17 10:05:31,208 - pyskl - INFO - Epoch [34][1600/3746] lr: 8.824e-02, eta: 3 days, 18:21:01, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4400, loss_cls: 4.6455, loss: 4.6455 2024-07-17 10:06:53,819 - pyskl - INFO - Epoch [34][1700/3746] lr: 8.822e-02, eta: 3 days, 18:20:15, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4537, loss_cls: 4.5877, loss: 4.5877 2024-07-17 10:08:16,414 - pyskl - INFO - Epoch [34][1800/3746] lr: 8.820e-02, eta: 3 days, 18:19:28, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4431, loss_cls: 4.6289, loss: 4.6289 2024-07-17 10:09:38,803 - pyskl - INFO - Epoch [34][1900/3746] lr: 8.819e-02, eta: 3 days, 18:18:41, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2112, top5_acc: 0.4517, loss_cls: 4.6106, loss: 4.6106 2024-07-17 10:11:01,681 - pyskl - INFO - Epoch [34][2000/3746] lr: 8.817e-02, eta: 3 days, 18:17:56, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4564, loss_cls: 4.5753, loss: 4.5753 2024-07-17 10:12:24,375 - pyskl - INFO - Epoch [34][2100/3746] lr: 8.815e-02, eta: 3 days, 18:17:10, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2009, top5_acc: 0.4325, loss_cls: 4.6739, loss: 4.6739 2024-07-17 10:13:46,461 - pyskl - INFO - Epoch [34][2200/3746] lr: 8.813e-02, eta: 3 days, 18:16:21, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4448, loss_cls: 4.5982, loss: 4.5982 2024-07-17 10:15:08,414 - pyskl - INFO - Epoch [34][2300/3746] lr: 8.811e-02, eta: 3 days, 18:15:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4469, loss_cls: 4.6138, loss: 4.6138 2024-07-17 10:16:30,744 - pyskl - INFO - Epoch [34][2400/3746] lr: 8.809e-02, eta: 3 days, 18:14:45, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2095, top5_acc: 0.4453, loss_cls: 4.6217, loss: 4.6217 2024-07-17 10:17:52,185 - pyskl - INFO - Epoch [34][2500/3746] lr: 8.808e-02, eta: 3 days, 18:13:54, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2102, top5_acc: 0.4350, loss_cls: 4.6314, loss: 4.6314 2024-07-17 10:19:14,340 - pyskl - INFO - Epoch [34][2600/3746] lr: 8.806e-02, eta: 3 days, 18:13:06, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4500, loss_cls: 4.5998, loss: 4.5998 2024-07-17 10:20:36,531 - pyskl - INFO - Epoch [34][2700/3746] lr: 8.804e-02, eta: 3 days, 18:12:18, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4506, loss_cls: 4.6166, loss: 4.6166 2024-07-17 10:21:58,599 - pyskl - INFO - Epoch [34][2800/3746] lr: 8.802e-02, eta: 3 days, 18:11:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4411, loss_cls: 4.6243, loss: 4.6243 2024-07-17 10:23:20,641 - pyskl - INFO - Epoch [34][2900/3746] lr: 8.800e-02, eta: 3 days, 18:10:40, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4647, loss_cls: 4.5544, loss: 4.5544 2024-07-17 10:24:43,332 - pyskl - INFO - Epoch [34][3000/3746] lr: 8.799e-02, eta: 3 days, 18:09:54, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2108, top5_acc: 0.4253, loss_cls: 4.6602, loss: 4.6602 2024-07-17 10:26:05,517 - pyskl - INFO - Epoch [34][3100/3746] lr: 8.797e-02, eta: 3 days, 18:09:05, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4369, loss_cls: 4.6527, loss: 4.6527 2024-07-17 10:27:28,288 - pyskl - INFO - Epoch [34][3200/3746] lr: 8.795e-02, eta: 3 days, 18:08:19, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4503, loss_cls: 4.6079, loss: 4.6079 2024-07-17 10:28:50,696 - pyskl - INFO - Epoch [34][3300/3746] lr: 8.793e-02, eta: 3 days, 18:07:31, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4469, loss_cls: 4.6161, loss: 4.6161 2024-07-17 10:30:13,497 - pyskl - INFO - Epoch [34][3400/3746] lr: 8.791e-02, eta: 3 days, 18:06:45, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4456, loss_cls: 4.6225, loss: 4.6225 2024-07-17 10:31:36,012 - pyskl - INFO - Epoch [34][3500/3746] lr: 8.789e-02, eta: 3 days, 18:05:57, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4569, loss_cls: 4.5625, loss: 4.5625 2024-07-17 10:32:57,773 - pyskl - INFO - Epoch [34][3600/3746] lr: 8.788e-02, eta: 3 days, 18:05:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4431, loss_cls: 4.6209, loss: 4.6209 2024-07-17 10:34:20,900 - pyskl - INFO - Epoch [34][3700/3746] lr: 8.786e-02, eta: 3 days, 18:04:22, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4428, loss_cls: 4.6185, loss: 4.6185 2024-07-17 10:35:00,585 - pyskl - INFO - Saving checkpoint at 34 epochs 2024-07-17 10:36:52,650 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 10:36:53,321 - pyskl - INFO - top1_acc 0.1567 top5_acc 0.3611 2024-07-17 10:36:53,321 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 10:36:53,365 - pyskl - INFO - mean_acc 0.1565 2024-07-17 10:36:53,379 - pyskl - INFO - Epoch(val) [34][309] top1_acc: 0.1567, top5_acc: 0.3611, mean_class_accuracy: 0.1565 2024-07-17 10:40:42,371 - pyskl - INFO - Epoch [35][100/3746] lr: 8.783e-02, eta: 3 days, 18:09:22, time: 2.290, data_time: 1.294, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4437, loss_cls: 4.5834, loss: 4.5834 2024-07-17 10:42:05,655 - pyskl - INFO - Epoch [35][200/3746] lr: 8.781e-02, eta: 3 days, 18:08:36, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4459, loss_cls: 4.5704, loss: 4.5704 2024-07-17 10:43:28,966 - pyskl - INFO - Epoch [35][300/3746] lr: 8.780e-02, eta: 3 days, 18:07:51, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4523, loss_cls: 4.6038, loss: 4.6038 2024-07-17 10:44:52,192 - pyskl - INFO - Epoch [35][400/3746] lr: 8.778e-02, eta: 3 days, 18:07:05, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4444, loss_cls: 4.6219, loss: 4.6219 2024-07-17 10:46:15,098 - pyskl - INFO - Epoch [35][500/3746] lr: 8.776e-02, eta: 3 days, 18:06:18, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4439, loss_cls: 4.6097, loss: 4.6097 2024-07-17 10:47:38,258 - pyskl - INFO - Epoch [35][600/3746] lr: 8.774e-02, eta: 3 days, 18:05:32, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4602, loss_cls: 4.5656, loss: 4.5656 2024-07-17 10:49:01,427 - pyskl - INFO - Epoch [35][700/3746] lr: 8.772e-02, eta: 3 days, 18:04:46, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4458, loss_cls: 4.6075, loss: 4.6075 2024-07-17 10:50:25,050 - pyskl - INFO - Epoch [35][800/3746] lr: 8.770e-02, eta: 3 days, 18:04:01, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.2094, top5_acc: 0.4492, loss_cls: 4.6155, loss: 4.6155 2024-07-17 10:51:47,735 - pyskl - INFO - Epoch [35][900/3746] lr: 8.769e-02, eta: 3 days, 18:03:13, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4436, loss_cls: 4.6219, loss: 4.6219 2024-07-17 10:53:10,233 - pyskl - INFO - Epoch [35][1000/3746] lr: 8.767e-02, eta: 3 days, 18:02:24, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2136, top5_acc: 0.4369, loss_cls: 4.6294, loss: 4.6294 2024-07-17 10:54:32,120 - pyskl - INFO - Epoch [35][1100/3746] lr: 8.765e-02, eta: 3 days, 18:01:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4489, loss_cls: 4.5881, loss: 4.5881 2024-07-17 10:55:54,516 - pyskl - INFO - Epoch [35][1200/3746] lr: 8.763e-02, eta: 3 days, 18:00:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2259, top5_acc: 0.4575, loss_cls: 4.5578, loss: 4.5578 2024-07-17 10:57:16,907 - pyskl - INFO - Epoch [35][1300/3746] lr: 8.761e-02, eta: 3 days, 17:59:55, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4527, loss_cls: 4.5775, loss: 4.5775 2024-07-17 10:58:39,422 - pyskl - INFO - Epoch [35][1400/3746] lr: 8.759e-02, eta: 3 days, 17:59:06, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4472, loss_cls: 4.6140, loss: 4.6140 2024-07-17 11:00:01,633 - pyskl - INFO - Epoch [35][1500/3746] lr: 8.757e-02, eta: 3 days, 17:58:17, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4462, loss_cls: 4.6251, loss: 4.6251 2024-07-17 11:01:24,712 - pyskl - INFO - Epoch [35][1600/3746] lr: 8.756e-02, eta: 3 days, 17:57:30, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4498, loss_cls: 4.5975, loss: 4.5975 2024-07-17 11:02:46,436 - pyskl - INFO - Epoch [35][1700/3746] lr: 8.754e-02, eta: 3 days, 17:56:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4547, loss_cls: 4.5744, loss: 4.5744 2024-07-17 11:04:08,613 - pyskl - INFO - Epoch [35][1800/3746] lr: 8.752e-02, eta: 3 days, 17:55:48, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4591, loss_cls: 4.5426, loss: 4.5426 2024-07-17 11:05:30,832 - pyskl - INFO - Epoch [35][1900/3746] lr: 8.750e-02, eta: 3 days, 17:54:58, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4519, loss_cls: 4.6053, loss: 4.6053 2024-07-17 11:06:52,942 - pyskl - INFO - Epoch [35][2000/3746] lr: 8.748e-02, eta: 3 days, 17:54:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2087, top5_acc: 0.4469, loss_cls: 4.5967, loss: 4.5967 2024-07-17 11:08:15,471 - pyskl - INFO - Epoch [35][2100/3746] lr: 8.746e-02, eta: 3 days, 17:53:18, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4459, loss_cls: 4.6077, loss: 4.6077 2024-07-17 11:09:37,518 - pyskl - INFO - Epoch [35][2200/3746] lr: 8.745e-02, eta: 3 days, 17:52:28, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4472, loss_cls: 4.5978, loss: 4.5978 2024-07-17 11:11:00,043 - pyskl - INFO - Epoch [35][2300/3746] lr: 8.743e-02, eta: 3 days, 17:51:38, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4609, loss_cls: 4.5472, loss: 4.5472 2024-07-17 11:12:22,011 - pyskl - INFO - Epoch [35][2400/3746] lr: 8.741e-02, eta: 3 days, 17:50:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4436, loss_cls: 4.6178, loss: 4.6178 2024-07-17 11:13:43,950 - pyskl - INFO - Epoch [35][2500/3746] lr: 8.739e-02, eta: 3 days, 17:49:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2091, top5_acc: 0.4464, loss_cls: 4.6031, loss: 4.6031 2024-07-17 11:15:05,640 - pyskl - INFO - Epoch [35][2600/3746] lr: 8.737e-02, eta: 3 days, 17:49:04, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4484, loss_cls: 4.6131, loss: 4.6131 2024-07-17 11:16:27,533 - pyskl - INFO - Epoch [35][2700/3746] lr: 8.735e-02, eta: 3 days, 17:48:12, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4480, loss_cls: 4.6106, loss: 4.6106 2024-07-17 11:17:49,242 - pyskl - INFO - Epoch [35][2800/3746] lr: 8.733e-02, eta: 3 days, 17:47:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4586, loss_cls: 4.5375, loss: 4.5375 2024-07-17 11:19:11,042 - pyskl - INFO - Epoch [35][2900/3746] lr: 8.732e-02, eta: 3 days, 17:46:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4484, loss_cls: 4.6420, loss: 4.6420 2024-07-17 11:20:34,029 - pyskl - INFO - Epoch [35][3000/3746] lr: 8.730e-02, eta: 3 days, 17:45:40, time: 0.830, data_time: 0.001, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4494, loss_cls: 4.5982, loss: 4.5982 2024-07-17 11:21:56,171 - pyskl - INFO - Epoch [35][3100/3746] lr: 8.728e-02, eta: 3 days, 17:44:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4391, loss_cls: 4.6377, loss: 4.6377 2024-07-17 11:23:19,615 - pyskl - INFO - Epoch [35][3200/3746] lr: 8.726e-02, eta: 3 days, 17:44:03, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2061, top5_acc: 0.4395, loss_cls: 4.6648, loss: 4.6648 2024-07-17 11:24:42,175 - pyskl - INFO - Epoch [35][3300/3746] lr: 8.724e-02, eta: 3 days, 17:43:13, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4487, loss_cls: 4.5952, loss: 4.5952 2024-07-17 11:26:04,485 - pyskl - INFO - Epoch [35][3400/3746] lr: 8.722e-02, eta: 3 days, 17:42:23, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4419, loss_cls: 4.6628, loss: 4.6628 2024-07-17 11:27:26,748 - pyskl - INFO - Epoch [35][3500/3746] lr: 8.720e-02, eta: 3 days, 17:41:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2155, top5_acc: 0.4462, loss_cls: 4.6072, loss: 4.6072 2024-07-17 11:28:48,765 - pyskl - INFO - Epoch [35][3600/3746] lr: 8.718e-02, eta: 3 days, 17:40:40, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2130, top5_acc: 0.4445, loss_cls: 4.6202, loss: 4.6202 2024-07-17 11:30:11,646 - pyskl - INFO - Epoch [35][3700/3746] lr: 8.717e-02, eta: 3 days, 17:39:52, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4569, loss_cls: 4.5706, loss: 4.5706 2024-07-17 11:30:51,564 - pyskl - INFO - Saving checkpoint at 35 epochs 2024-07-17 11:32:42,080 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 11:32:42,851 - pyskl - INFO - top1_acc 0.1290 top5_acc 0.3184 2024-07-17 11:32:42,851 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 11:32:42,902 - pyskl - INFO - mean_acc 0.1288 2024-07-17 11:32:42,918 - pyskl - INFO - Epoch(val) [35][309] top1_acc: 0.1290, top5_acc: 0.3184, mean_class_accuracy: 0.1288 2024-07-17 11:36:31,970 - pyskl - INFO - Epoch [36][100/3746] lr: 8.714e-02, eta: 3 days, 17:44:35, time: 2.290, data_time: 1.287, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4480, loss_cls: 4.5429, loss: 4.5429 2024-07-17 11:37:54,966 - pyskl - INFO - Epoch [36][200/3746] lr: 8.712e-02, eta: 3 days, 17:43:46, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4495, loss_cls: 4.5821, loss: 4.5821 2024-07-17 11:39:18,024 - pyskl - INFO - Epoch [36][300/3746] lr: 8.710e-02, eta: 3 days, 17:42:58, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4573, loss_cls: 4.5367, loss: 4.5367 2024-07-17 11:40:41,256 - pyskl - INFO - Epoch [36][400/3746] lr: 8.708e-02, eta: 3 days, 17:42:09, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4464, loss_cls: 4.5829, loss: 4.5829 2024-07-17 11:42:04,329 - pyskl - INFO - Epoch [36][500/3746] lr: 8.706e-02, eta: 3 days, 17:41:21, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2203, top5_acc: 0.4489, loss_cls: 4.5711, loss: 4.5711 2024-07-17 11:43:26,849 - pyskl - INFO - Epoch [36][600/3746] lr: 8.704e-02, eta: 3 days, 17:40:30, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2242, top5_acc: 0.4533, loss_cls: 4.5634, loss: 4.5634 2024-07-17 11:44:50,068 - pyskl - INFO - Epoch [36][700/3746] lr: 8.703e-02, eta: 3 days, 17:39:42, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4414, loss_cls: 4.6347, loss: 4.6347 2024-07-17 11:46:12,794 - pyskl - INFO - Epoch [36][800/3746] lr: 8.701e-02, eta: 3 days, 17:38:52, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2097, top5_acc: 0.4480, loss_cls: 4.6009, loss: 4.6009 2024-07-17 11:47:36,205 - pyskl - INFO - Epoch [36][900/3746] lr: 8.699e-02, eta: 3 days, 17:38:04, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4606, loss_cls: 4.5375, loss: 4.5375 2024-07-17 11:48:59,106 - pyskl - INFO - Epoch [36][1000/3746] lr: 8.697e-02, eta: 3 days, 17:37:14, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2155, top5_acc: 0.4439, loss_cls: 4.6049, loss: 4.6049 2024-07-17 11:50:22,288 - pyskl - INFO - Epoch [36][1100/3746] lr: 8.695e-02, eta: 3 days, 17:36:26, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4491, loss_cls: 4.6031, loss: 4.6031 2024-07-17 11:51:44,653 - pyskl - INFO - Epoch [36][1200/3746] lr: 8.693e-02, eta: 3 days, 17:35:34, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4375, loss_cls: 4.6365, loss: 4.6365 2024-07-17 11:53:07,672 - pyskl - INFO - Epoch [36][1300/3746] lr: 8.691e-02, eta: 3 days, 17:34:45, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4478, loss_cls: 4.5836, loss: 4.5836 2024-07-17 11:54:31,234 - pyskl - INFO - Epoch [36][1400/3746] lr: 8.689e-02, eta: 3 days, 17:33:57, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4423, loss_cls: 4.6384, loss: 4.6384 2024-07-17 11:55:54,443 - pyskl - INFO - Epoch [36][1500/3746] lr: 8.688e-02, eta: 3 days, 17:33:08, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4544, loss_cls: 4.5869, loss: 4.5869 2024-07-17 11:57:16,856 - pyskl - INFO - Epoch [36][1600/3746] lr: 8.686e-02, eta: 3 days, 17:32:17, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4464, loss_cls: 4.6125, loss: 4.6125 2024-07-17 11:58:39,188 - pyskl - INFO - Epoch [36][1700/3746] lr: 8.684e-02, eta: 3 days, 17:31:25, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4448, loss_cls: 4.6454, loss: 4.6454 2024-07-17 12:00:02,067 - pyskl - INFO - Epoch [36][1800/3746] lr: 8.682e-02, eta: 3 days, 17:30:35, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2169, top5_acc: 0.4448, loss_cls: 4.6560, loss: 4.6560 2024-07-17 12:01:24,556 - pyskl - INFO - Epoch [36][1900/3746] lr: 8.680e-02, eta: 3 days, 17:29:44, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4502, loss_cls: 4.5822, loss: 4.5822 2024-07-17 12:02:46,419 - pyskl - INFO - Epoch [36][2000/3746] lr: 8.678e-02, eta: 3 days, 17:28:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4572, loss_cls: 4.5603, loss: 4.5603 2024-07-17 12:04:08,348 - pyskl - INFO - Epoch [36][2100/3746] lr: 8.676e-02, eta: 3 days, 17:27:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2122, top5_acc: 0.4373, loss_cls: 4.6265, loss: 4.6265 2024-07-17 12:05:30,385 - pyskl - INFO - Epoch [36][2200/3746] lr: 8.674e-02, eta: 3 days, 17:27:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4662, loss_cls: 4.5313, loss: 4.5313 2024-07-17 12:06:52,515 - pyskl - INFO - Epoch [36][2300/3746] lr: 8.672e-02, eta: 3 days, 17:26:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2220, top5_acc: 0.4380, loss_cls: 4.6280, loss: 4.6280 2024-07-17 12:08:14,672 - pyskl - INFO - Epoch [36][2400/3746] lr: 8.671e-02, eta: 3 days, 17:25:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4487, loss_cls: 4.6192, loss: 4.6192 2024-07-17 12:09:37,121 - pyskl - INFO - Epoch [36][2500/3746] lr: 8.669e-02, eta: 3 days, 17:24:27, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4508, loss_cls: 4.6146, loss: 4.6146 2024-07-17 12:10:58,423 - pyskl - INFO - Epoch [36][2600/3746] lr: 8.667e-02, eta: 3 days, 17:23:32, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2150, top5_acc: 0.4541, loss_cls: 4.6007, loss: 4.6007 2024-07-17 12:12:19,986 - pyskl - INFO - Epoch [36][2700/3746] lr: 8.665e-02, eta: 3 days, 17:22:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4375, loss_cls: 4.6162, loss: 4.6162 2024-07-17 12:13:41,406 - pyskl - INFO - Epoch [36][2800/3746] lr: 8.663e-02, eta: 3 days, 17:21:42, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2181, top5_acc: 0.4456, loss_cls: 4.6081, loss: 4.6081 2024-07-17 12:15:03,799 - pyskl - INFO - Epoch [36][2900/3746] lr: 8.661e-02, eta: 3 days, 17:20:50, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4502, loss_cls: 4.5893, loss: 4.5893 2024-07-17 12:16:25,812 - pyskl - INFO - Epoch [36][3000/3746] lr: 8.659e-02, eta: 3 days, 17:19:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4509, loss_cls: 4.6278, loss: 4.6278 2024-07-17 12:17:48,368 - pyskl - INFO - Epoch [36][3100/3746] lr: 8.657e-02, eta: 3 days, 17:19:05, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4555, loss_cls: 4.5646, loss: 4.5646 2024-07-17 12:19:10,587 - pyskl - INFO - Epoch [36][3200/3746] lr: 8.655e-02, eta: 3 days, 17:18:12, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4587, loss_cls: 4.5785, loss: 4.5785 2024-07-17 12:20:33,191 - pyskl - INFO - Epoch [36][3300/3746] lr: 8.653e-02, eta: 3 days, 17:17:20, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4433, loss_cls: 4.6076, loss: 4.6076 2024-07-17 12:21:55,621 - pyskl - INFO - Epoch [36][3400/3746] lr: 8.651e-02, eta: 3 days, 17:16:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2077, top5_acc: 0.4442, loss_cls: 4.6008, loss: 4.6008 2024-07-17 12:23:17,569 - pyskl - INFO - Epoch [36][3500/3746] lr: 8.650e-02, eta: 3 days, 17:15:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2092, top5_acc: 0.4433, loss_cls: 4.6091, loss: 4.6091 2024-07-17 12:24:40,177 - pyskl - INFO - Epoch [36][3600/3746] lr: 8.648e-02, eta: 3 days, 17:14:43, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2111, top5_acc: 0.4428, loss_cls: 4.6243, loss: 4.6243 2024-07-17 12:26:03,312 - pyskl - INFO - Epoch [36][3700/3746] lr: 8.646e-02, eta: 3 days, 17:13:53, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4492, loss_cls: 4.5602, loss: 4.5602 2024-07-17 12:26:42,959 - pyskl - INFO - Saving checkpoint at 36 epochs 2024-07-17 12:28:34,215 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 12:28:34,893 - pyskl - INFO - top1_acc 0.1432 top5_acc 0.3416 2024-07-17 12:28:34,893 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 12:28:34,940 - pyskl - INFO - mean_acc 0.1432 2024-07-17 12:28:34,956 - pyskl - INFO - Epoch(val) [36][309] top1_acc: 0.1432, top5_acc: 0.3416, mean_class_accuracy: 0.1432 2024-07-17 12:32:22,183 - pyskl - INFO - Epoch [37][100/3746] lr: 8.643e-02, eta: 3 days, 17:18:14, time: 2.272, data_time: 1.272, memory: 15990, top1_acc: 0.2172, top5_acc: 0.4520, loss_cls: 4.5860, loss: 4.5860 2024-07-17 12:33:45,565 - pyskl - INFO - Epoch [37][200/3746] lr: 8.641e-02, eta: 3 days, 17:17:24, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4458, loss_cls: 4.6019, loss: 4.6019 2024-07-17 12:35:08,918 - pyskl - INFO - Epoch [37][300/3746] lr: 8.639e-02, eta: 3 days, 17:16:35, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4584, loss_cls: 4.5689, loss: 4.5689 2024-07-17 12:36:32,195 - pyskl - INFO - Epoch [37][400/3746] lr: 8.637e-02, eta: 3 days, 17:15:44, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4617, loss_cls: 4.5700, loss: 4.5700 2024-07-17 12:37:55,070 - pyskl - INFO - Epoch [37][500/3746] lr: 8.635e-02, eta: 3 days, 17:14:53, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4659, loss_cls: 4.5301, loss: 4.5301 2024-07-17 12:39:16,977 - pyskl - INFO - Epoch [37][600/3746] lr: 8.633e-02, eta: 3 days, 17:13:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2086, top5_acc: 0.4475, loss_cls: 4.5776, loss: 4.5776 2024-07-17 12:40:38,945 - pyskl - INFO - Epoch [37][700/3746] lr: 8.631e-02, eta: 3 days, 17:13:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4619, loss_cls: 4.5306, loss: 4.5306 2024-07-17 12:42:00,911 - pyskl - INFO - Epoch [37][800/3746] lr: 8.630e-02, eta: 3 days, 17:12:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2055, top5_acc: 0.4442, loss_cls: 4.6476, loss: 4.6476 2024-07-17 12:43:23,250 - pyskl - INFO - Epoch [37][900/3746] lr: 8.628e-02, eta: 3 days, 17:11:16, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2105, top5_acc: 0.4520, loss_cls: 4.5992, loss: 4.5992 2024-07-17 12:44:45,406 - pyskl - INFO - Epoch [37][1000/3746] lr: 8.626e-02, eta: 3 days, 17:10:22, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4552, loss_cls: 4.5730, loss: 4.5730 2024-07-17 12:46:07,528 - pyskl - INFO - Epoch [37][1100/3746] lr: 8.624e-02, eta: 3 days, 17:09:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4487, loss_cls: 4.5762, loss: 4.5762 2024-07-17 12:47:29,523 - pyskl - INFO - Epoch [37][1200/3746] lr: 8.622e-02, eta: 3 days, 17:08:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4508, loss_cls: 4.5959, loss: 4.5959 2024-07-17 12:48:51,050 - pyskl - INFO - Epoch [37][1300/3746] lr: 8.620e-02, eta: 3 days, 17:07:37, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4484, loss_cls: 4.5780, loss: 4.5780 2024-07-17 12:50:13,015 - pyskl - INFO - Epoch [37][1400/3746] lr: 8.618e-02, eta: 3 days, 17:06:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4573, loss_cls: 4.5799, loss: 4.5799 2024-07-17 12:51:35,446 - pyskl - INFO - Epoch [37][1500/3746] lr: 8.616e-02, eta: 3 days, 17:05:49, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4520, loss_cls: 4.5571, loss: 4.5571 2024-07-17 12:52:57,912 - pyskl - INFO - Epoch [37][1600/3746] lr: 8.614e-02, eta: 3 days, 17:04:56, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4453, loss_cls: 4.6096, loss: 4.6096 2024-07-17 12:54:19,954 - pyskl - INFO - Epoch [37][1700/3746] lr: 8.612e-02, eta: 3 days, 17:04:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4480, loss_cls: 4.6095, loss: 4.6095 2024-07-17 12:55:41,978 - pyskl - INFO - Epoch [37][1800/3746] lr: 8.610e-02, eta: 3 days, 17:03:06, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4508, loss_cls: 4.5890, loss: 4.5890 2024-07-17 12:57:04,357 - pyskl - INFO - Epoch [37][1900/3746] lr: 8.608e-02, eta: 3 days, 17:02:13, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4417, loss_cls: 4.6236, loss: 4.6236 2024-07-17 12:58:26,504 - pyskl - INFO - Epoch [37][2000/3746] lr: 8.606e-02, eta: 3 days, 17:01:18, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2122, top5_acc: 0.4422, loss_cls: 4.5744, loss: 4.5744 2024-07-17 12:59:48,337 - pyskl - INFO - Epoch [37][2100/3746] lr: 8.604e-02, eta: 3 days, 17:00:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4552, loss_cls: 4.5814, loss: 4.5814 2024-07-17 13:01:10,418 - pyskl - INFO - Epoch [37][2200/3746] lr: 8.602e-02, eta: 3 days, 16:59:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4525, loss_cls: 4.5785, loss: 4.5785 2024-07-17 13:02:32,648 - pyskl - INFO - Epoch [37][2300/3746] lr: 8.601e-02, eta: 3 days, 16:58:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2155, top5_acc: 0.4505, loss_cls: 4.6071, loss: 4.6071 2024-07-17 13:03:55,010 - pyskl - INFO - Epoch [37][2400/3746] lr: 8.599e-02, eta: 3 days, 16:57:40, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2194, top5_acc: 0.4545, loss_cls: 4.5731, loss: 4.5731 2024-07-17 13:05:16,800 - pyskl - INFO - Epoch [37][2500/3746] lr: 8.597e-02, eta: 3 days, 16:56:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4458, loss_cls: 4.6000, loss: 4.6000 2024-07-17 13:06:38,747 - pyskl - INFO - Epoch [37][2600/3746] lr: 8.595e-02, eta: 3 days, 16:55:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4506, loss_cls: 4.6164, loss: 4.6164 2024-07-17 13:08:00,506 - pyskl - INFO - Epoch [37][2700/3746] lr: 8.593e-02, eta: 3 days, 16:54:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4469, loss_cls: 4.5859, loss: 4.5859 2024-07-17 13:09:22,459 - pyskl - INFO - Epoch [37][2800/3746] lr: 8.591e-02, eta: 3 days, 16:53:58, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4512, loss_cls: 4.5826, loss: 4.5826 2024-07-17 13:10:44,824 - pyskl - INFO - Epoch [37][2900/3746] lr: 8.589e-02, eta: 3 days, 16:53:04, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4537, loss_cls: 4.5927, loss: 4.5927 2024-07-17 13:12:06,797 - pyskl - INFO - Epoch [37][3000/3746] lr: 8.587e-02, eta: 3 days, 16:52:08, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2077, top5_acc: 0.4416, loss_cls: 4.6233, loss: 4.6233 2024-07-17 13:13:29,684 - pyskl - INFO - Epoch [37][3100/3746] lr: 8.585e-02, eta: 3 days, 16:51:16, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2067, top5_acc: 0.4372, loss_cls: 4.6750, loss: 4.6750 2024-07-17 13:14:52,238 - pyskl - INFO - Epoch [37][3200/3746] lr: 8.583e-02, eta: 3 days, 16:50:22, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2064, top5_acc: 0.4431, loss_cls: 4.6273, loss: 4.6273 2024-07-17 13:16:14,913 - pyskl - INFO - Epoch [37][3300/3746] lr: 8.581e-02, eta: 3 days, 16:49:29, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4525, loss_cls: 4.5580, loss: 4.5580 2024-07-17 13:17:37,407 - pyskl - INFO - Epoch [37][3400/3746] lr: 8.579e-02, eta: 3 days, 16:48:35, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4517, loss_cls: 4.5843, loss: 4.5843 2024-07-17 13:18:59,273 - pyskl - INFO - Epoch [37][3500/3746] lr: 8.577e-02, eta: 3 days, 16:47:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2206, top5_acc: 0.4437, loss_cls: 4.6053, loss: 4.6053 2024-07-17 13:20:22,108 - pyskl - INFO - Epoch [37][3600/3746] lr: 8.575e-02, eta: 3 days, 16:46:46, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4462, loss_cls: 4.6493, loss: 4.6493 2024-07-17 13:21:43,916 - pyskl - INFO - Epoch [37][3700/3746] lr: 8.573e-02, eta: 3 days, 16:45:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4541, loss_cls: 4.5666, loss: 4.5666 2024-07-17 13:22:23,708 - pyskl - INFO - Saving checkpoint at 37 epochs 2024-07-17 13:24:15,472 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 13:24:16,140 - pyskl - INFO - top1_acc 0.1633 top5_acc 0.3743 2024-07-17 13:24:16,140 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 13:24:16,183 - pyskl - INFO - mean_acc 0.1634 2024-07-17 13:24:16,188 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_31.pth was removed 2024-07-17 13:24:16,429 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. 2024-07-17 13:24:16,430 - pyskl - INFO - Best top1_acc is 0.1633 at 37 epoch. 2024-07-17 13:24:16,443 - pyskl - INFO - Epoch(val) [37][309] top1_acc: 0.1633, top5_acc: 0.3743, mean_class_accuracy: 0.1634 2024-07-17 13:28:07,861 - pyskl - INFO - Epoch [38][100/3746] lr: 8.570e-02, eta: 3 days, 16:50:09, time: 2.314, data_time: 1.323, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4536, loss_cls: 4.5664, loss: 4.5664 2024-07-17 13:29:30,748 - pyskl - INFO - Epoch [38][200/3746] lr: 8.568e-02, eta: 3 days, 16:49:16, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4628, loss_cls: 4.5516, loss: 4.5516 2024-07-17 13:30:53,049 - pyskl - INFO - Epoch [38][300/3746] lr: 8.567e-02, eta: 3 days, 16:48:21, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4522, loss_cls: 4.5796, loss: 4.5796 2024-07-17 13:32:15,765 - pyskl - INFO - Epoch [38][400/3746] lr: 8.565e-02, eta: 3 days, 16:47:27, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4478, loss_cls: 4.5939, loss: 4.5939 2024-07-17 13:33:38,554 - pyskl - INFO - Epoch [38][500/3746] lr: 8.563e-02, eta: 3 days, 16:46:33, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4581, loss_cls: 4.5776, loss: 4.5776 2024-07-17 13:35:00,304 - pyskl - INFO - Epoch [38][600/3746] lr: 8.561e-02, eta: 3 days, 16:45:37, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4550, loss_cls: 4.5848, loss: 4.5848 2024-07-17 13:36:22,470 - pyskl - INFO - Epoch [38][700/3746] lr: 8.559e-02, eta: 3 days, 16:44:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4492, loss_cls: 4.6069, loss: 4.6069 2024-07-17 13:37:44,694 - pyskl - INFO - Epoch [38][800/3746] lr: 8.557e-02, eta: 3 days, 16:43:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4464, loss_cls: 4.6128, loss: 4.6128 2024-07-17 13:39:06,912 - pyskl - INFO - Epoch [38][900/3746] lr: 8.555e-02, eta: 3 days, 16:42:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4470, loss_cls: 4.5824, loss: 4.5824 2024-07-17 13:40:29,640 - pyskl - INFO - Epoch [38][1000/3746] lr: 8.553e-02, eta: 3 days, 16:41:56, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4581, loss_cls: 4.5448, loss: 4.5448 2024-07-17 13:41:51,233 - pyskl - INFO - Epoch [38][1100/3746] lr: 8.551e-02, eta: 3 days, 16:40:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4495, loss_cls: 4.5840, loss: 4.5840 2024-07-17 13:43:13,051 - pyskl - INFO - Epoch [38][1200/3746] lr: 8.549e-02, eta: 3 days, 16:40:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2169, top5_acc: 0.4412, loss_cls: 4.6029, loss: 4.6029 2024-07-17 13:44:35,081 - pyskl - INFO - Epoch [38][1300/3746] lr: 8.547e-02, eta: 3 days, 16:39:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2136, top5_acc: 0.4548, loss_cls: 4.5844, loss: 4.5844 2024-07-17 13:45:56,599 - pyskl - INFO - Epoch [38][1400/3746] lr: 8.545e-02, eta: 3 days, 16:38:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4478, loss_cls: 4.5987, loss: 4.5987 2024-07-17 13:47:19,388 - pyskl - INFO - Epoch [38][1500/3746] lr: 8.543e-02, eta: 3 days, 16:37:13, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4475, loss_cls: 4.5848, loss: 4.5848 2024-07-17 13:48:40,889 - pyskl - INFO - Epoch [38][1600/3746] lr: 8.541e-02, eta: 3 days, 16:36:15, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4594, loss_cls: 4.5668, loss: 4.5668 2024-07-17 13:50:04,147 - pyskl - INFO - Epoch [38][1700/3746] lr: 8.539e-02, eta: 3 days, 16:35:22, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4627, loss_cls: 4.5474, loss: 4.5474 2024-07-17 13:51:25,960 - pyskl - INFO - Epoch [38][1800/3746] lr: 8.537e-02, eta: 3 days, 16:34:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4405, loss_cls: 4.6156, loss: 4.6156 2024-07-17 13:52:47,870 - pyskl - INFO - Epoch [38][1900/3746] lr: 8.535e-02, eta: 3 days, 16:33:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2195, top5_acc: 0.4619, loss_cls: 4.5250, loss: 4.5250 2024-07-17 13:54:09,855 - pyskl - INFO - Epoch [38][2000/3746] lr: 8.533e-02, eta: 3 days, 16:32:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4606, loss_cls: 4.5744, loss: 4.5744 2024-07-17 13:55:31,412 - pyskl - INFO - Epoch [38][2100/3746] lr: 8.531e-02, eta: 3 days, 16:31:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4447, loss_cls: 4.6206, loss: 4.6206 2024-07-17 13:56:53,860 - pyskl - INFO - Epoch [38][2200/3746] lr: 8.529e-02, eta: 3 days, 16:30:38, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4478, loss_cls: 4.6260, loss: 4.6260 2024-07-17 13:58:16,011 - pyskl - INFO - Epoch [38][2300/3746] lr: 8.527e-02, eta: 3 days, 16:29:42, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4508, loss_cls: 4.5667, loss: 4.5667 2024-07-17 13:59:38,179 - pyskl - INFO - Epoch [38][2400/3746] lr: 8.525e-02, eta: 3 days, 16:28:46, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4572, loss_cls: 4.5784, loss: 4.5784 2024-07-17 14:01:00,760 - pyskl - INFO - Epoch [38][2500/3746] lr: 8.523e-02, eta: 3 days, 16:27:50, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4511, loss_cls: 4.5717, loss: 4.5717 2024-07-17 14:02:22,803 - pyskl - INFO - Epoch [38][2600/3746] lr: 8.521e-02, eta: 3 days, 16:26:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2206, top5_acc: 0.4502, loss_cls: 4.5810, loss: 4.5810 2024-07-17 14:03:45,323 - pyskl - INFO - Epoch [38][2700/3746] lr: 8.519e-02, eta: 3 days, 16:25:58, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2119, top5_acc: 0.4367, loss_cls: 4.6221, loss: 4.6221 2024-07-17 14:05:08,018 - pyskl - INFO - Epoch [38][2800/3746] lr: 8.517e-02, eta: 3 days, 16:25:04, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2117, top5_acc: 0.4419, loss_cls: 4.6290, loss: 4.6290 2024-07-17 14:06:30,332 - pyskl - INFO - Epoch [38][2900/3746] lr: 8.515e-02, eta: 3 days, 16:24:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2155, top5_acc: 0.4533, loss_cls: 4.5538, loss: 4.5538 2024-07-17 14:07:52,437 - pyskl - INFO - Epoch [38][3000/3746] lr: 8.513e-02, eta: 3 days, 16:23:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4623, loss_cls: 4.5593, loss: 4.5593 2024-07-17 14:09:15,027 - pyskl - INFO - Epoch [38][3100/3746] lr: 8.511e-02, eta: 3 days, 16:22:15, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4452, loss_cls: 4.6199, loss: 4.6199 2024-07-17 14:10:36,984 - pyskl - INFO - Epoch [38][3200/3746] lr: 8.509e-02, eta: 3 days, 16:21:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4534, loss_cls: 4.5401, loss: 4.5401 2024-07-17 14:12:00,416 - pyskl - INFO - Epoch [38][3300/3746] lr: 8.507e-02, eta: 3 days, 16:20:25, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4622, loss_cls: 4.5569, loss: 4.5569 2024-07-17 14:13:22,351 - pyskl - INFO - Epoch [38][3400/3746] lr: 8.505e-02, eta: 3 days, 16:19:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4550, loss_cls: 4.5861, loss: 4.5861 2024-07-17 14:14:44,214 - pyskl - INFO - Epoch [38][3500/3746] lr: 8.503e-02, eta: 3 days, 16:18:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2203, top5_acc: 0.4559, loss_cls: 4.5651, loss: 4.5651 2024-07-17 14:16:06,811 - pyskl - INFO - Epoch [38][3600/3746] lr: 8.501e-02, eta: 3 days, 16:17:35, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4445, loss_cls: 4.6342, loss: 4.6342 2024-07-17 14:17:29,373 - pyskl - INFO - Epoch [38][3700/3746] lr: 8.499e-02, eta: 3 days, 16:16:39, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4486, loss_cls: 4.5846, loss: 4.5846 2024-07-17 14:18:09,080 - pyskl - INFO - Saving checkpoint at 38 epochs 2024-07-17 14:20:01,227 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 14:20:01,896 - pyskl - INFO - top1_acc 0.1706 top5_acc 0.3842 2024-07-17 14:20:01,896 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 14:20:01,939 - pyskl - INFO - mean_acc 0.1704 2024-07-17 14:20:01,945 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_37.pth was removed 2024-07-17 14:20:02,197 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. 2024-07-17 14:20:02,197 - pyskl - INFO - Best top1_acc is 0.1706 at 38 epoch. 2024-07-17 14:20:02,210 - pyskl - INFO - Epoch(val) [38][309] top1_acc: 0.1706, top5_acc: 0.3842, mean_class_accuracy: 0.1704 2024-07-17 14:23:54,359 - pyskl - INFO - Epoch [39][100/3746] lr: 8.496e-02, eta: 3 days, 16:20:47, time: 2.321, data_time: 1.324, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4637, loss_cls: 4.5335, loss: 4.5335 2024-07-17 14:25:18,086 - pyskl - INFO - Epoch [39][200/3746] lr: 8.494e-02, eta: 3 days, 16:19:54, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4673, loss_cls: 4.5135, loss: 4.5135 2024-07-17 14:26:41,332 - pyskl - INFO - Epoch [39][300/3746] lr: 8.492e-02, eta: 3 days, 16:19:00, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4559, loss_cls: 4.5697, loss: 4.5697 2024-07-17 14:28:04,911 - pyskl - INFO - Epoch [39][400/3746] lr: 8.490e-02, eta: 3 days, 16:18:07, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.2152, top5_acc: 0.4587, loss_cls: 4.5470, loss: 4.5470 2024-07-17 14:29:28,404 - pyskl - INFO - Epoch [39][500/3746] lr: 8.488e-02, eta: 3 days, 16:17:14, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4542, loss_cls: 4.5683, loss: 4.5683 2024-07-17 14:30:50,788 - pyskl - INFO - Epoch [39][600/3746] lr: 8.486e-02, eta: 3 days, 16:16:17, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4602, loss_cls: 4.5376, loss: 4.5376 2024-07-17 14:32:12,880 - pyskl - INFO - Epoch [39][700/3746] lr: 8.484e-02, eta: 3 days, 16:15:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4612, loss_cls: 4.5379, loss: 4.5379 2024-07-17 14:33:34,668 - pyskl - INFO - Epoch [39][800/3746] lr: 8.482e-02, eta: 3 days, 16:14:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4600, loss_cls: 4.5450, loss: 4.5450 2024-07-17 14:34:56,815 - pyskl - INFO - Epoch [39][900/3746] lr: 8.480e-02, eta: 3 days, 16:13:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4533, loss_cls: 4.5756, loss: 4.5756 2024-07-17 14:36:19,346 - pyskl - INFO - Epoch [39][1000/3746] lr: 8.478e-02, eta: 3 days, 16:12:27, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2152, top5_acc: 0.4527, loss_cls: 4.5782, loss: 4.5782 2024-07-17 14:37:41,774 - pyskl - INFO - Epoch [39][1100/3746] lr: 8.476e-02, eta: 3 days, 16:11:30, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4420, loss_cls: 4.6198, loss: 4.6198 2024-07-17 14:39:03,760 - pyskl - INFO - Epoch [39][1200/3746] lr: 8.474e-02, eta: 3 days, 16:10:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4516, loss_cls: 4.5398, loss: 4.5398 2024-07-17 14:40:25,999 - pyskl - INFO - Epoch [39][1300/3746] lr: 8.472e-02, eta: 3 days, 16:09:35, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4545, loss_cls: 4.5417, loss: 4.5417 2024-07-17 14:41:48,579 - pyskl - INFO - Epoch [39][1400/3746] lr: 8.470e-02, eta: 3 days, 16:08:38, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4430, loss_cls: 4.5953, loss: 4.5953 2024-07-17 14:43:11,262 - pyskl - INFO - Epoch [39][1500/3746] lr: 8.468e-02, eta: 3 days, 16:07:42, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2216, top5_acc: 0.4597, loss_cls: 4.5797, loss: 4.5797 2024-07-17 14:44:33,337 - pyskl - INFO - Epoch [39][1600/3746] lr: 8.466e-02, eta: 3 days, 16:06:44, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4530, loss_cls: 4.5736, loss: 4.5736 2024-07-17 14:45:55,539 - pyskl - INFO - Epoch [39][1700/3746] lr: 8.464e-02, eta: 3 days, 16:05:47, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4542, loss_cls: 4.5901, loss: 4.5901 2024-07-17 14:47:17,630 - pyskl - INFO - Epoch [39][1800/3746] lr: 8.462e-02, eta: 3 days, 16:04:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4447, loss_cls: 4.6190, loss: 4.6190 2024-07-17 14:48:39,688 - pyskl - INFO - Epoch [39][1900/3746] lr: 8.460e-02, eta: 3 days, 16:03:51, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2217, top5_acc: 0.4552, loss_cls: 4.5762, loss: 4.5762 2024-07-17 14:50:01,403 - pyskl - INFO - Epoch [39][2000/3746] lr: 8.458e-02, eta: 3 days, 16:02:52, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4550, loss_cls: 4.5608, loss: 4.5608 2024-07-17 14:51:23,818 - pyskl - INFO - Epoch [39][2100/3746] lr: 8.456e-02, eta: 3 days, 16:01:54, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2139, top5_acc: 0.4552, loss_cls: 4.5687, loss: 4.5687 2024-07-17 14:52:46,018 - pyskl - INFO - Epoch [39][2200/3746] lr: 8.454e-02, eta: 3 days, 16:00:57, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2108, top5_acc: 0.4495, loss_cls: 4.5875, loss: 4.5875 2024-07-17 14:54:08,094 - pyskl - INFO - Epoch [39][2300/3746] lr: 8.452e-02, eta: 3 days, 15:59:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4477, loss_cls: 4.6021, loss: 4.6021 2024-07-17 14:55:30,450 - pyskl - INFO - Epoch [39][2400/3746] lr: 8.450e-02, eta: 3 days, 15:59:01, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4578, loss_cls: 4.5641, loss: 4.5641 2024-07-17 14:56:52,544 - pyskl - INFO - Epoch [39][2500/3746] lr: 8.448e-02, eta: 3 days, 15:58:03, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4419, loss_cls: 4.6066, loss: 4.6066 2024-07-17 14:58:14,796 - pyskl - INFO - Epoch [39][2600/3746] lr: 8.446e-02, eta: 3 days, 15:57:05, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2180, top5_acc: 0.4559, loss_cls: 4.5870, loss: 4.5870 2024-07-17 14:59:36,385 - pyskl - INFO - Epoch [39][2700/3746] lr: 8.444e-02, eta: 3 days, 15:56:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2220, top5_acc: 0.4533, loss_cls: 4.5715, loss: 4.5715 2024-07-17 15:00:58,719 - pyskl - INFO - Epoch [39][2800/3746] lr: 8.442e-02, eta: 3 days, 15:55:08, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2109, top5_acc: 0.4406, loss_cls: 4.6163, loss: 4.6163 2024-07-17 15:02:20,670 - pyskl - INFO - Epoch [39][2900/3746] lr: 8.440e-02, eta: 3 days, 15:54:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2172, top5_acc: 0.4517, loss_cls: 4.5759, loss: 4.5759 2024-07-17 15:03:43,904 - pyskl - INFO - Epoch [39][3000/3746] lr: 8.438e-02, eta: 3 days, 15:53:14, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4372, loss_cls: 4.6292, loss: 4.6292 2024-07-17 15:05:05,815 - pyskl - INFO - Epoch [39][3100/3746] lr: 8.436e-02, eta: 3 days, 15:52:15, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4534, loss_cls: 4.5556, loss: 4.5556 2024-07-17 15:06:28,510 - pyskl - INFO - Epoch [39][3200/3746] lr: 8.434e-02, eta: 3 days, 15:51:19, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4445, loss_cls: 4.6097, loss: 4.6097 2024-07-17 15:07:50,806 - pyskl - INFO - Epoch [39][3300/3746] lr: 8.432e-02, eta: 3 days, 15:50:21, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2177, top5_acc: 0.4469, loss_cls: 4.5854, loss: 4.5854 2024-07-17 15:09:13,109 - pyskl - INFO - Epoch [39][3400/3746] lr: 8.430e-02, eta: 3 days, 15:49:23, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4480, loss_cls: 4.5793, loss: 4.5793 2024-07-17 15:10:34,997 - pyskl - INFO - Epoch [39][3500/3746] lr: 8.428e-02, eta: 3 days, 15:48:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4575, loss_cls: 4.5464, loss: 4.5464 2024-07-17 15:11:57,491 - pyskl - INFO - Epoch [39][3600/3746] lr: 8.426e-02, eta: 3 days, 15:47:26, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4512, loss_cls: 4.5729, loss: 4.5729 2024-07-17 15:13:19,427 - pyskl - INFO - Epoch [39][3700/3746] lr: 8.424e-02, eta: 3 days, 15:46:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2194, top5_acc: 0.4527, loss_cls: 4.5844, loss: 4.5844 2024-07-17 15:13:58,835 - pyskl - INFO - Saving checkpoint at 39 epochs 2024-07-17 15:15:49,728 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 15:15:50,414 - pyskl - INFO - top1_acc 0.1597 top5_acc 0.3769 2024-07-17 15:15:50,414 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 15:15:50,469 - pyskl - INFO - mean_acc 0.1595 2024-07-17 15:15:50,485 - pyskl - INFO - Epoch(val) [39][309] top1_acc: 0.1597, top5_acc: 0.3769, mean_class_accuracy: 0.1595 2024-07-17 15:19:41,170 - pyskl - INFO - Epoch [40][100/3746] lr: 8.421e-02, eta: 3 days, 15:50:17, time: 2.307, data_time: 1.307, memory: 15990, top1_acc: 0.2284, top5_acc: 0.4627, loss_cls: 4.5613, loss: 4.5613 2024-07-17 15:21:05,273 - pyskl - INFO - Epoch [40][200/3746] lr: 8.419e-02, eta: 3 days, 15:49:24, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4548, loss_cls: 4.5475, loss: 4.5475 2024-07-17 15:22:28,352 - pyskl - INFO - Epoch [40][300/3746] lr: 8.417e-02, eta: 3 days, 15:48:27, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2181, top5_acc: 0.4586, loss_cls: 4.5603, loss: 4.5603 2024-07-17 15:23:51,548 - pyskl - INFO - Epoch [40][400/3746] lr: 8.415e-02, eta: 3 days, 15:47:31, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4512, loss_cls: 4.5467, loss: 4.5467 2024-07-17 15:25:14,681 - pyskl - INFO - Epoch [40][500/3746] lr: 8.413e-02, eta: 3 days, 15:46:35, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2136, top5_acc: 0.4586, loss_cls: 4.5566, loss: 4.5566 2024-07-17 15:26:37,843 - pyskl - INFO - Epoch [40][600/3746] lr: 8.411e-02, eta: 3 days, 15:45:39, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4562, loss_cls: 4.5462, loss: 4.5462 2024-07-17 15:28:01,101 - pyskl - INFO - Epoch [40][700/3746] lr: 8.408e-02, eta: 3 days, 15:44:43, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4500, loss_cls: 4.5674, loss: 4.5674 2024-07-17 15:29:24,507 - pyskl - INFO - Epoch [40][800/3746] lr: 8.406e-02, eta: 3 days, 15:43:48, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4562, loss_cls: 4.5240, loss: 4.5240 2024-07-17 15:30:47,449 - pyskl - INFO - Epoch [40][900/3746] lr: 8.404e-02, eta: 3 days, 15:42:51, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2159, top5_acc: 0.4372, loss_cls: 4.6300, loss: 4.6300 2024-07-17 15:32:09,699 - pyskl - INFO - Epoch [40][1000/3746] lr: 8.402e-02, eta: 3 days, 15:41:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2217, top5_acc: 0.4525, loss_cls: 4.5577, loss: 4.5577 2024-07-17 15:33:32,055 - pyskl - INFO - Epoch [40][1100/3746] lr: 8.400e-02, eta: 3 days, 15:40:54, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2220, top5_acc: 0.4531, loss_cls: 4.5736, loss: 4.5736 2024-07-17 15:34:54,324 - pyskl - INFO - Epoch [40][1200/3746] lr: 8.398e-02, eta: 3 days, 15:39:55, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4552, loss_cls: 4.5733, loss: 4.5733 2024-07-17 15:36:16,562 - pyskl - INFO - Epoch [40][1300/3746] lr: 8.396e-02, eta: 3 days, 15:38:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4508, loss_cls: 4.5853, loss: 4.5853 2024-07-17 15:37:38,424 - pyskl - INFO - Epoch [40][1400/3746] lr: 8.394e-02, eta: 3 days, 15:37:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4600, loss_cls: 4.5434, loss: 4.5434 2024-07-17 15:39:00,351 - pyskl - INFO - Epoch [40][1500/3746] lr: 8.392e-02, eta: 3 days, 15:36:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4502, loss_cls: 4.5613, loss: 4.5613 2024-07-17 15:40:22,615 - pyskl - INFO - Epoch [40][1600/3746] lr: 8.390e-02, eta: 3 days, 15:35:57, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4556, loss_cls: 4.5519, loss: 4.5519 2024-07-17 15:41:45,520 - pyskl - INFO - Epoch [40][1700/3746] lr: 8.388e-02, eta: 3 days, 15:35:00, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4636, loss_cls: 4.5447, loss: 4.5447 2024-07-17 15:43:07,949 - pyskl - INFO - Epoch [40][1800/3746] lr: 8.386e-02, eta: 3 days, 15:34:02, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4450, loss_cls: 4.6081, loss: 4.6081 2024-07-17 15:44:30,340 - pyskl - INFO - Epoch [40][1900/3746] lr: 8.384e-02, eta: 3 days, 15:33:03, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4467, loss_cls: 4.5959, loss: 4.5959 2024-07-17 15:45:52,134 - pyskl - INFO - Epoch [40][2000/3746] lr: 8.382e-02, eta: 3 days, 15:32:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4464, loss_cls: 4.5818, loss: 4.5818 2024-07-17 15:47:14,398 - pyskl - INFO - Epoch [40][2100/3746] lr: 8.380e-02, eta: 3 days, 15:31:04, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2194, top5_acc: 0.4555, loss_cls: 4.5591, loss: 4.5591 2024-07-17 15:48:36,473 - pyskl - INFO - Epoch [40][2200/3746] lr: 8.378e-02, eta: 3 days, 15:30:04, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4473, loss_cls: 4.5631, loss: 4.5631 2024-07-17 15:49:58,180 - pyskl - INFO - Epoch [40][2300/3746] lr: 8.376e-02, eta: 3 days, 15:29:03, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4437, loss_cls: 4.6021, loss: 4.6021 2024-07-17 15:51:19,949 - pyskl - INFO - Epoch [40][2400/3746] lr: 8.374e-02, eta: 3 days, 15:28:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4486, loss_cls: 4.6026, loss: 4.6026 2024-07-17 15:52:42,267 - pyskl - INFO - Epoch [40][2500/3746] lr: 8.371e-02, eta: 3 days, 15:27:04, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4511, loss_cls: 4.5869, loss: 4.5869 2024-07-17 15:54:04,312 - pyskl - INFO - Epoch [40][2600/3746] lr: 8.369e-02, eta: 3 days, 15:26:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4581, loss_cls: 4.5851, loss: 4.5851 2024-07-17 15:55:26,497 - pyskl - INFO - Epoch [40][2700/3746] lr: 8.367e-02, eta: 3 days, 15:25:04, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2083, top5_acc: 0.4442, loss_cls: 4.6084, loss: 4.6084 2024-07-17 15:56:48,586 - pyskl - INFO - Epoch [40][2800/3746] lr: 8.365e-02, eta: 3 days, 15:24:04, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4581, loss_cls: 4.5443, loss: 4.5443 2024-07-17 15:58:11,378 - pyskl - INFO - Epoch [40][2900/3746] lr: 8.363e-02, eta: 3 days, 15:23:07, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4537, loss_cls: 4.5707, loss: 4.5707 2024-07-17 15:59:34,012 - pyskl - INFO - Epoch [40][3000/3746] lr: 8.361e-02, eta: 3 days, 15:22:08, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2148, top5_acc: 0.4483, loss_cls: 4.5934, loss: 4.5934 2024-07-17 16:00:56,148 - pyskl - INFO - Epoch [40][3100/3746] lr: 8.359e-02, eta: 3 days, 15:21:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2116, top5_acc: 0.4430, loss_cls: 4.5942, loss: 4.5942 2024-07-17 16:02:18,680 - pyskl - INFO - Epoch [40][3200/3746] lr: 8.357e-02, eta: 3 days, 15:20:10, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4591, loss_cls: 4.5324, loss: 4.5324 2024-07-17 16:03:40,538 - pyskl - INFO - Epoch [40][3300/3746] lr: 8.355e-02, eta: 3 days, 15:19:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4464, loss_cls: 4.6162, loss: 4.6162 2024-07-17 16:05:03,034 - pyskl - INFO - Epoch [40][3400/3746] lr: 8.353e-02, eta: 3 days, 15:18:10, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2180, top5_acc: 0.4547, loss_cls: 4.5814, loss: 4.5814 2024-07-17 16:06:25,018 - pyskl - INFO - Epoch [40][3500/3746] lr: 8.351e-02, eta: 3 days, 15:17:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4597, loss_cls: 4.5601, loss: 4.5601 2024-07-17 16:07:46,825 - pyskl - INFO - Epoch [40][3600/3746] lr: 8.349e-02, eta: 3 days, 15:16:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4592, loss_cls: 4.5149, loss: 4.5149 2024-07-17 16:09:09,269 - pyskl - INFO - Epoch [40][3700/3746] lr: 8.347e-02, eta: 3 days, 15:15:10, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2142, top5_acc: 0.4530, loss_cls: 4.5805, loss: 4.5805 2024-07-17 16:09:48,865 - pyskl - INFO - Saving checkpoint at 40 epochs 2024-07-17 16:11:41,715 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 16:11:42,403 - pyskl - INFO - top1_acc 0.1549 top5_acc 0.3630 2024-07-17 16:11:42,403 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 16:11:42,451 - pyskl - INFO - mean_acc 0.1549 2024-07-17 16:11:42,466 - pyskl - INFO - Epoch(val) [40][309] top1_acc: 0.1549, top5_acc: 0.3630, mean_class_accuracy: 0.1549 2024-07-17 16:15:32,289 - pyskl - INFO - Epoch [41][100/3746] lr: 8.344e-02, eta: 3 days, 15:18:44, time: 2.298, data_time: 1.304, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4547, loss_cls: 4.5398, loss: 4.5398 2024-07-17 16:16:54,825 - pyskl - INFO - Epoch [41][200/3746] lr: 8.342e-02, eta: 3 days, 15:17:45, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4616, loss_cls: 4.5185, loss: 4.5185 2024-07-17 16:18:17,027 - pyskl - INFO - Epoch [41][300/3746] lr: 8.339e-02, eta: 3 days, 15:16:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4462, loss_cls: 4.5630, loss: 4.5630 2024-07-17 16:19:38,994 - pyskl - INFO - Epoch [41][400/3746] lr: 8.337e-02, eta: 3 days, 15:15:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4592, loss_cls: 4.5501, loss: 4.5501 2024-07-17 16:21:01,121 - pyskl - INFO - Epoch [41][500/3746] lr: 8.335e-02, eta: 3 days, 15:14:44, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4475, loss_cls: 4.5772, loss: 4.5772 2024-07-17 16:22:23,102 - pyskl - INFO - Epoch [41][600/3746] lr: 8.333e-02, eta: 3 days, 15:13:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4509, loss_cls: 4.5679, loss: 4.5679 2024-07-17 16:23:44,919 - pyskl - INFO - Epoch [41][700/3746] lr: 8.331e-02, eta: 3 days, 15:12:42, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2125, top5_acc: 0.4597, loss_cls: 4.5433, loss: 4.5433 2024-07-17 16:25:07,296 - pyskl - INFO - Epoch [41][800/3746] lr: 8.329e-02, eta: 3 days, 15:11:42, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4600, loss_cls: 4.5508, loss: 4.5508 2024-07-17 16:26:29,226 - pyskl - INFO - Epoch [41][900/3746] lr: 8.327e-02, eta: 3 days, 15:10:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4534, loss_cls: 4.5555, loss: 4.5555 2024-07-17 16:27:50,812 - pyskl - INFO - Epoch [41][1000/3746] lr: 8.325e-02, eta: 3 days, 15:09:39, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2114, top5_acc: 0.4511, loss_cls: 4.6105, loss: 4.6105 2024-07-17 16:29:12,688 - pyskl - INFO - Epoch [41][1100/3746] lr: 8.323e-02, eta: 3 days, 15:08:38, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4502, loss_cls: 4.5785, loss: 4.5785 2024-07-17 16:30:34,744 - pyskl - INFO - Epoch [41][1200/3746] lr: 8.321e-02, eta: 3 days, 15:07:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4495, loss_cls: 4.5992, loss: 4.5992 2024-07-17 16:31:57,219 - pyskl - INFO - Epoch [41][1300/3746] lr: 8.319e-02, eta: 3 days, 15:06:37, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4628, loss_cls: 4.5393, loss: 4.5393 2024-07-17 16:33:19,558 - pyskl - INFO - Epoch [41][1400/3746] lr: 8.316e-02, eta: 3 days, 15:05:37, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4531, loss_cls: 4.5812, loss: 4.5812 2024-07-17 16:34:41,513 - pyskl - INFO - Epoch [41][1500/3746] lr: 8.314e-02, eta: 3 days, 15:04:36, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4544, loss_cls: 4.5655, loss: 4.5655 2024-07-17 16:36:04,138 - pyskl - INFO - Epoch [41][1600/3746] lr: 8.312e-02, eta: 3 days, 15:03:37, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4561, loss_cls: 4.5549, loss: 4.5549 2024-07-17 16:37:27,123 - pyskl - INFO - Epoch [41][1700/3746] lr: 8.310e-02, eta: 3 days, 15:02:38, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2169, top5_acc: 0.4459, loss_cls: 4.5955, loss: 4.5955 2024-07-17 16:38:49,077 - pyskl - INFO - Epoch [41][1800/3746] lr: 8.308e-02, eta: 3 days, 15:01:37, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4522, loss_cls: 4.5451, loss: 4.5451 2024-07-17 16:40:10,992 - pyskl - INFO - Epoch [41][1900/3746] lr: 8.306e-02, eta: 3 days, 15:00:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2134, top5_acc: 0.4509, loss_cls: 4.6029, loss: 4.6029 2024-07-17 16:41:33,761 - pyskl - INFO - Epoch [41][2000/3746] lr: 8.304e-02, eta: 3 days, 14:59:37, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2314, top5_acc: 0.4692, loss_cls: 4.4902, loss: 4.4902 2024-07-17 16:42:55,548 - pyskl - INFO - Epoch [41][2100/3746] lr: 8.302e-02, eta: 3 days, 14:58:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4614, loss_cls: 4.5524, loss: 4.5524 2024-07-17 16:44:17,618 - pyskl - INFO - Epoch [41][2200/3746] lr: 8.300e-02, eta: 3 days, 14:57:34, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4478, loss_cls: 4.5977, loss: 4.5977 2024-07-17 16:45:39,450 - pyskl - INFO - Epoch [41][2300/3746] lr: 8.298e-02, eta: 3 days, 14:56:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4589, loss_cls: 4.5468, loss: 4.5468 2024-07-17 16:47:01,276 - pyskl - INFO - Epoch [41][2400/3746] lr: 8.296e-02, eta: 3 days, 14:55:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2216, top5_acc: 0.4512, loss_cls: 4.5859, loss: 4.5859 2024-07-17 16:48:23,329 - pyskl - INFO - Epoch [41][2500/3746] lr: 8.293e-02, eta: 3 days, 14:54:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4519, loss_cls: 4.5519, loss: 4.5519 2024-07-17 16:49:45,319 - pyskl - INFO - Epoch [41][2600/3746] lr: 8.291e-02, eta: 3 days, 14:53:28, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4591, loss_cls: 4.5578, loss: 4.5578 2024-07-17 16:51:08,189 - pyskl - INFO - Epoch [41][2700/3746] lr: 8.289e-02, eta: 3 days, 14:52:29, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4545, loss_cls: 4.5438, loss: 4.5438 2024-07-17 16:52:30,395 - pyskl - INFO - Epoch [41][2800/3746] lr: 8.287e-02, eta: 3 days, 14:51:28, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4577, loss_cls: 4.5749, loss: 4.5749 2024-07-17 16:53:53,331 - pyskl - INFO - Epoch [41][2900/3746] lr: 8.285e-02, eta: 3 days, 14:50:29, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4591, loss_cls: 4.5563, loss: 4.5563 2024-07-17 16:55:15,744 - pyskl - INFO - Epoch [41][3000/3746] lr: 8.283e-02, eta: 3 days, 14:49:29, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4559, loss_cls: 4.5640, loss: 4.5640 2024-07-17 16:56:38,961 - pyskl - INFO - Epoch [41][3100/3746] lr: 8.281e-02, eta: 3 days, 14:48:30, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4537, loss_cls: 4.5792, loss: 4.5792 2024-07-17 16:58:01,363 - pyskl - INFO - Epoch [41][3200/3746] lr: 8.279e-02, eta: 3 days, 14:47:30, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4509, loss_cls: 4.5777, loss: 4.5777 2024-07-17 16:59:23,894 - pyskl - INFO - Epoch [41][3300/3746] lr: 8.277e-02, eta: 3 days, 14:46:30, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4578, loss_cls: 4.5447, loss: 4.5447 2024-07-17 17:00:46,593 - pyskl - INFO - Epoch [41][3400/3746] lr: 8.274e-02, eta: 3 days, 14:45:30, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2189, top5_acc: 0.4523, loss_cls: 4.5806, loss: 4.5806 2024-07-17 17:02:08,569 - pyskl - INFO - Epoch [41][3500/3746] lr: 8.272e-02, eta: 3 days, 14:44:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4555, loss_cls: 4.5651, loss: 4.5651 2024-07-17 17:03:31,001 - pyskl - INFO - Epoch [41][3600/3746] lr: 8.270e-02, eta: 3 days, 14:43:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2123, top5_acc: 0.4548, loss_cls: 4.5748, loss: 4.5748 2024-07-17 17:04:53,187 - pyskl - INFO - Epoch [41][3700/3746] lr: 8.268e-02, eta: 3 days, 14:42:27, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2141, top5_acc: 0.4530, loss_cls: 4.5835, loss: 4.5835 2024-07-17 17:05:33,167 - pyskl - INFO - Saving checkpoint at 41 epochs 2024-07-17 17:07:25,852 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 17:07:26,518 - pyskl - INFO - top1_acc 0.1708 top5_acc 0.3774 2024-07-17 17:07:26,519 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 17:07:26,561 - pyskl - INFO - mean_acc 0.1708 2024-07-17 17:07:26,566 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_38.pth was removed 2024-07-17 17:07:26,822 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2024-07-17 17:07:26,823 - pyskl - INFO - Best top1_acc is 0.1708 at 41 epoch. 2024-07-17 17:07:26,835 - pyskl - INFO - Epoch(val) [41][309] top1_acc: 0.1708, top5_acc: 0.3774, mean_class_accuracy: 0.1708 2024-07-17 17:11:19,147 - pyskl - INFO - Epoch [42][100/3746] lr: 8.265e-02, eta: 3 days, 14:45:56, time: 2.323, data_time: 1.333, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4650, loss_cls: 4.5223, loss: 4.5223 2024-07-17 17:12:41,583 - pyskl - INFO - Epoch [42][200/3746] lr: 8.263e-02, eta: 3 days, 14:44:55, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4559, loss_cls: 4.5579, loss: 4.5579 2024-07-17 17:14:03,334 - pyskl - INFO - Epoch [42][300/3746] lr: 8.261e-02, eta: 3 days, 14:43:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4603, loss_cls: 4.5174, loss: 4.5174 2024-07-17 17:15:25,505 - pyskl - INFO - Epoch [42][400/3746] lr: 8.259e-02, eta: 3 days, 14:42:51, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2152, top5_acc: 0.4533, loss_cls: 4.5545, loss: 4.5545 2024-07-17 17:16:47,735 - pyskl - INFO - Epoch [42][500/3746] lr: 8.257e-02, eta: 3 days, 14:41:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4664, loss_cls: 4.5186, loss: 4.5186 2024-07-17 17:18:09,521 - pyskl - INFO - Epoch [42][600/3746] lr: 8.254e-02, eta: 3 days, 14:40:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4655, loss_cls: 4.5332, loss: 4.5332 2024-07-17 17:19:31,143 - pyskl - INFO - Epoch [42][700/3746] lr: 8.252e-02, eta: 3 days, 14:39:44, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4623, loss_cls: 4.5264, loss: 4.5264 2024-07-17 17:20:52,729 - pyskl - INFO - Epoch [42][800/3746] lr: 8.250e-02, eta: 3 days, 14:38:41, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4595, loss_cls: 4.5551, loss: 4.5551 2024-07-17 17:22:14,847 - pyskl - INFO - Epoch [42][900/3746] lr: 8.248e-02, eta: 3 days, 14:37:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4559, loss_cls: 4.5613, loss: 4.5613 2024-07-17 17:23:36,578 - pyskl - INFO - Epoch [42][1000/3746] lr: 8.246e-02, eta: 3 days, 14:36:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4702, loss_cls: 4.4922, loss: 4.4922 2024-07-17 17:24:58,777 - pyskl - INFO - Epoch [42][1100/3746] lr: 8.244e-02, eta: 3 days, 14:35:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4547, loss_cls: 4.5731, loss: 4.5731 2024-07-17 17:26:21,165 - pyskl - INFO - Epoch [42][1200/3746] lr: 8.242e-02, eta: 3 days, 14:34:33, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2242, top5_acc: 0.4673, loss_cls: 4.5553, loss: 4.5553 2024-07-17 17:27:43,302 - pyskl - INFO - Epoch [42][1300/3746] lr: 8.240e-02, eta: 3 days, 14:33:31, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4550, loss_cls: 4.5800, loss: 4.5800 2024-07-17 17:29:06,043 - pyskl - INFO - Epoch [42][1400/3746] lr: 8.237e-02, eta: 3 days, 14:32:31, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4523, loss_cls: 4.5892, loss: 4.5892 2024-07-17 17:30:27,982 - pyskl - INFO - Epoch [42][1500/3746] lr: 8.235e-02, eta: 3 days, 14:31:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4497, loss_cls: 4.5616, loss: 4.5616 2024-07-17 17:31:51,256 - pyskl - INFO - Epoch [42][1600/3746] lr: 8.233e-02, eta: 3 days, 14:30:29, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4616, loss_cls: 4.5602, loss: 4.5602 2024-07-17 17:33:13,264 - pyskl - INFO - Epoch [42][1700/3746] lr: 8.231e-02, eta: 3 days, 14:29:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4584, loss_cls: 4.5464, loss: 4.5464 2024-07-17 17:34:35,464 - pyskl - INFO - Epoch [42][1800/3746] lr: 8.229e-02, eta: 3 days, 14:28:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4533, loss_cls: 4.5810, loss: 4.5810 2024-07-17 17:35:57,332 - pyskl - INFO - Epoch [42][1900/3746] lr: 8.227e-02, eta: 3 days, 14:27:22, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4569, loss_cls: 4.5483, loss: 4.5483 2024-07-17 17:37:19,256 - pyskl - INFO - Epoch [42][2000/3746] lr: 8.225e-02, eta: 3 days, 14:26:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4614, loss_cls: 4.5694, loss: 4.5694 2024-07-17 17:38:41,126 - pyskl - INFO - Epoch [42][2100/3746] lr: 8.222e-02, eta: 3 days, 14:25:17, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2180, top5_acc: 0.4567, loss_cls: 4.5604, loss: 4.5604 2024-07-17 17:40:03,162 - pyskl - INFO - Epoch [42][2200/3746] lr: 8.220e-02, eta: 3 days, 14:24:14, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4541, loss_cls: 4.5735, loss: 4.5735 2024-07-17 17:41:25,133 - pyskl - INFO - Epoch [42][2300/3746] lr: 8.218e-02, eta: 3 days, 14:23:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4594, loss_cls: 4.5402, loss: 4.5402 2024-07-17 17:42:46,896 - pyskl - INFO - Epoch [42][2400/3746] lr: 8.216e-02, eta: 3 days, 14:22:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4481, loss_cls: 4.5859, loss: 4.5859 2024-07-17 17:44:08,787 - pyskl - INFO - Epoch [42][2500/3746] lr: 8.214e-02, eta: 3 days, 14:21:06, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4587, loss_cls: 4.5359, loss: 4.5359 2024-07-17 17:45:31,408 - pyskl - INFO - Epoch [42][2600/3746] lr: 8.212e-02, eta: 3 days, 14:20:05, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4567, loss_cls: 4.5562, loss: 4.5562 2024-07-17 17:46:53,313 - pyskl - INFO - Epoch [42][2700/3746] lr: 8.210e-02, eta: 3 days, 14:19:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4456, loss_cls: 4.5976, loss: 4.5976 2024-07-17 17:48:15,852 - pyskl - INFO - Epoch [42][2800/3746] lr: 8.207e-02, eta: 3 days, 14:18:01, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4516, loss_cls: 4.5530, loss: 4.5530 2024-07-17 17:49:39,030 - pyskl - INFO - Epoch [42][2900/3746] lr: 8.205e-02, eta: 3 days, 14:17:01, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4541, loss_cls: 4.5755, loss: 4.5755 2024-07-17 17:51:01,306 - pyskl - INFO - Epoch [42][3000/3746] lr: 8.203e-02, eta: 3 days, 14:15:59, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4566, loss_cls: 4.5649, loss: 4.5649 2024-07-17 17:52:24,374 - pyskl - INFO - Epoch [42][3100/3746] lr: 8.201e-02, eta: 3 days, 14:14:59, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4500, loss_cls: 4.5774, loss: 4.5774 2024-07-17 17:53:46,294 - pyskl - INFO - Epoch [42][3200/3746] lr: 8.199e-02, eta: 3 days, 14:13:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2188, top5_acc: 0.4537, loss_cls: 4.5856, loss: 4.5856 2024-07-17 17:55:08,072 - pyskl - INFO - Epoch [42][3300/3746] lr: 8.197e-02, eta: 3 days, 14:12:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2313, top5_acc: 0.4614, loss_cls: 4.5326, loss: 4.5326 2024-07-17 17:56:29,965 - pyskl - INFO - Epoch [42][3400/3746] lr: 8.195e-02, eta: 3 days, 14:11:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4500, loss_cls: 4.5629, loss: 4.5629 2024-07-17 17:57:51,968 - pyskl - INFO - Epoch [42][3500/3746] lr: 8.192e-02, eta: 3 days, 14:10:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4481, loss_cls: 4.5822, loss: 4.5822 2024-07-17 17:59:15,104 - pyskl - INFO - Epoch [42][3600/3746] lr: 8.190e-02, eta: 3 days, 14:09:47, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4467, loss_cls: 4.5742, loss: 4.5742 2024-07-17 18:00:37,709 - pyskl - INFO - Epoch [42][3700/3746] lr: 8.188e-02, eta: 3 days, 14:08:46, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4548, loss_cls: 4.5625, loss: 4.5625 2024-07-17 18:01:17,951 - pyskl - INFO - Saving checkpoint at 42 epochs 2024-07-17 18:03:08,743 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 18:03:09,399 - pyskl - INFO - top1_acc 0.1794 top5_acc 0.3897 2024-07-17 18:03:09,399 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 18:03:09,440 - pyskl - INFO - mean_acc 0.1793 2024-07-17 18:03:09,445 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_41.pth was removed 2024-07-17 18:03:09,685 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2024-07-17 18:03:09,686 - pyskl - INFO - Best top1_acc is 0.1794 at 42 epoch. 2024-07-17 18:03:09,697 - pyskl - INFO - Epoch(val) [42][309] top1_acc: 0.1794, top5_acc: 0.3897, mean_class_accuracy: 0.1793 2024-07-17 18:06:53,353 - pyskl - INFO - Epoch [43][100/3746] lr: 8.185e-02, eta: 3 days, 14:11:41, time: 2.236, data_time: 1.261, memory: 15990, top1_acc: 0.2275, top5_acc: 0.4656, loss_cls: 4.5116, loss: 4.5116 2024-07-17 18:08:15,654 - pyskl - INFO - Epoch [43][200/3746] lr: 8.183e-02, eta: 3 days, 14:10:39, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4659, loss_cls: 4.5085, loss: 4.5085 2024-07-17 18:09:37,691 - pyskl - INFO - Epoch [43][300/3746] lr: 8.181e-02, eta: 3 days, 14:09:36, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4569, loss_cls: 4.5507, loss: 4.5507 2024-07-17 18:10:59,687 - pyskl - INFO - Epoch [43][400/3746] lr: 8.179e-02, eta: 3 days, 14:08:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4572, loss_cls: 4.5791, loss: 4.5791 2024-07-17 18:12:21,528 - pyskl - INFO - Epoch [43][500/3746] lr: 8.176e-02, eta: 3 days, 14:07:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4602, loss_cls: 4.5096, loss: 4.5096 2024-07-17 18:13:43,447 - pyskl - INFO - Epoch [43][600/3746] lr: 8.174e-02, eta: 3 days, 14:06:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4595, loss_cls: 4.5638, loss: 4.5638 2024-07-17 18:15:05,589 - pyskl - INFO - Epoch [43][700/3746] lr: 8.172e-02, eta: 3 days, 14:05:22, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2200, top5_acc: 0.4577, loss_cls: 4.5815, loss: 4.5815 2024-07-17 18:16:27,780 - pyskl - INFO - Epoch [43][800/3746] lr: 8.170e-02, eta: 3 days, 14:04:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2203, top5_acc: 0.4547, loss_cls: 4.5272, loss: 4.5272 2024-07-17 18:17:50,211 - pyskl - INFO - Epoch [43][900/3746] lr: 8.168e-02, eta: 3 days, 14:03:17, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2192, top5_acc: 0.4550, loss_cls: 4.5483, loss: 4.5483 2024-07-17 18:19:12,422 - pyskl - INFO - Epoch [43][1000/3746] lr: 8.166e-02, eta: 3 days, 14:02:14, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4636, loss_cls: 4.5141, loss: 4.5141 2024-07-17 18:20:33,758 - pyskl - INFO - Epoch [43][1100/3746] lr: 8.163e-02, eta: 3 days, 14:01:09, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4503, loss_cls: 4.6226, loss: 4.6226 2024-07-17 18:21:55,569 - pyskl - INFO - Epoch [43][1200/3746] lr: 8.161e-02, eta: 3 days, 14:00:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4670, loss_cls: 4.5261, loss: 4.5261 2024-07-17 18:23:17,015 - pyskl - INFO - Epoch [43][1300/3746] lr: 8.159e-02, eta: 3 days, 13:59:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2295, top5_acc: 0.4695, loss_cls: 4.5091, loss: 4.5091 2024-07-17 18:24:39,495 - pyskl - INFO - Epoch [43][1400/3746] lr: 8.157e-02, eta: 3 days, 13:57:58, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4575, loss_cls: 4.5953, loss: 4.5953 2024-07-17 18:26:01,929 - pyskl - INFO - Epoch [43][1500/3746] lr: 8.155e-02, eta: 3 days, 13:56:56, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4602, loss_cls: 4.5233, loss: 4.5233 2024-07-17 18:27:24,534 - pyskl - INFO - Epoch [43][1600/3746] lr: 8.153e-02, eta: 3 days, 13:55:54, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4642, loss_cls: 4.5350, loss: 4.5350 2024-07-17 18:28:46,801 - pyskl - INFO - Epoch [43][1700/3746] lr: 8.150e-02, eta: 3 days, 13:54:51, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4605, loss_cls: 4.5301, loss: 4.5301 2024-07-17 18:30:08,950 - pyskl - INFO - Epoch [43][1800/3746] lr: 8.148e-02, eta: 3 days, 13:53:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4516, loss_cls: 4.5625, loss: 4.5625 2024-07-17 18:31:30,498 - pyskl - INFO - Epoch [43][1900/3746] lr: 8.146e-02, eta: 3 days, 13:52:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4555, loss_cls: 4.5221, loss: 4.5221 2024-07-17 18:32:52,441 - pyskl - INFO - Epoch [43][2000/3746] lr: 8.144e-02, eta: 3 days, 13:51:40, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4534, loss_cls: 4.5575, loss: 4.5575 2024-07-17 18:34:14,600 - pyskl - INFO - Epoch [43][2100/3746] lr: 8.142e-02, eta: 3 days, 13:50:36, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4587, loss_cls: 4.5387, loss: 4.5387 2024-07-17 18:35:36,877 - pyskl - INFO - Epoch [43][2200/3746] lr: 8.140e-02, eta: 3 days, 13:49:33, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4619, loss_cls: 4.5565, loss: 4.5565 2024-07-17 18:36:58,689 - pyskl - INFO - Epoch [43][2300/3746] lr: 8.137e-02, eta: 3 days, 13:48:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2242, top5_acc: 0.4564, loss_cls: 4.5553, loss: 4.5553 2024-07-17 18:38:20,634 - pyskl - INFO - Epoch [43][2400/3746] lr: 8.135e-02, eta: 3 days, 13:47:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2167, top5_acc: 0.4578, loss_cls: 4.5707, loss: 4.5707 2024-07-17 18:39:43,209 - pyskl - INFO - Epoch [43][2500/3746] lr: 8.133e-02, eta: 3 days, 13:46:23, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4573, loss_cls: 4.5264, loss: 4.5264 2024-07-17 18:41:05,145 - pyskl - INFO - Epoch [43][2600/3746] lr: 8.131e-02, eta: 3 days, 13:45:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4566, loss_cls: 4.5385, loss: 4.5385 2024-07-17 18:42:27,430 - pyskl - INFO - Epoch [43][2700/3746] lr: 8.129e-02, eta: 3 days, 13:44:16, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2084, top5_acc: 0.4400, loss_cls: 4.6468, loss: 4.6468 2024-07-17 18:43:49,982 - pyskl - INFO - Epoch [43][2800/3746] lr: 8.126e-02, eta: 3 days, 13:43:14, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4648, loss_cls: 4.5418, loss: 4.5418 2024-07-17 18:45:13,002 - pyskl - INFO - Epoch [43][2900/3746] lr: 8.124e-02, eta: 3 days, 13:42:13, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4587, loss_cls: 4.5478, loss: 4.5478 2024-07-17 18:46:35,225 - pyskl - INFO - Epoch [43][3000/3746] lr: 8.122e-02, eta: 3 days, 13:41:09, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4537, loss_cls: 4.5497, loss: 4.5497 2024-07-17 18:47:57,685 - pyskl - INFO - Epoch [43][3100/3746] lr: 8.120e-02, eta: 3 days, 13:40:07, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4537, loss_cls: 4.5649, loss: 4.5649 2024-07-17 18:49:19,820 - pyskl - INFO - Epoch [43][3200/3746] lr: 8.118e-02, eta: 3 days, 13:39:03, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2217, top5_acc: 0.4578, loss_cls: 4.5381, loss: 4.5381 2024-07-17 18:50:41,842 - pyskl - INFO - Epoch [43][3300/3746] lr: 8.116e-02, eta: 3 days, 13:37:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4583, loss_cls: 4.5582, loss: 4.5582 2024-07-17 18:52:03,698 - pyskl - INFO - Epoch [43][3400/3746] lr: 8.113e-02, eta: 3 days, 13:36:55, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4619, loss_cls: 4.5195, loss: 4.5195 2024-07-17 18:53:26,161 - pyskl - INFO - Epoch [43][3500/3746] lr: 8.111e-02, eta: 3 days, 13:35:52, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4589, loss_cls: 4.5416, loss: 4.5416 2024-07-17 18:54:48,117 - pyskl - INFO - Epoch [43][3600/3746] lr: 8.109e-02, eta: 3 days, 13:34:48, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2253, top5_acc: 0.4570, loss_cls: 4.5433, loss: 4.5433 2024-07-17 18:56:10,005 - pyskl - INFO - Epoch [43][3700/3746] lr: 8.107e-02, eta: 3 days, 13:33:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4567, loss_cls: 4.5781, loss: 4.5781 2024-07-17 18:56:49,629 - pyskl - INFO - Saving checkpoint at 43 epochs 2024-07-17 18:58:40,480 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 18:58:41,146 - pyskl - INFO - top1_acc 0.1682 top5_acc 0.3803 2024-07-17 18:58:41,146 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 18:58:41,187 - pyskl - INFO - mean_acc 0.1680 2024-07-17 18:58:41,198 - pyskl - INFO - Epoch(val) [43][309] top1_acc: 0.1682, top5_acc: 0.3803, mean_class_accuracy: 0.1680 2024-07-17 19:02:26,611 - pyskl - INFO - Epoch [44][100/3746] lr: 8.104e-02, eta: 3 days, 13:36:33, time: 2.254, data_time: 1.270, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4670, loss_cls: 4.5201, loss: 4.5201 2024-07-17 19:03:48,795 - pyskl - INFO - Epoch [44][200/3746] lr: 8.101e-02, eta: 3 days, 13:35:29, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4633, loss_cls: 4.5365, loss: 4.5365 2024-07-17 19:05:11,062 - pyskl - INFO - Epoch [44][300/3746] lr: 8.099e-02, eta: 3 days, 13:34:26, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4586, loss_cls: 4.5401, loss: 4.5401 2024-07-17 19:06:33,164 - pyskl - INFO - Epoch [44][400/3746] lr: 8.097e-02, eta: 3 days, 13:33:22, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4623, loss_cls: 4.5258, loss: 4.5258 2024-07-17 19:07:55,075 - pyskl - INFO - Epoch [44][500/3746] lr: 8.095e-02, eta: 3 days, 13:32:17, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4689, loss_cls: 4.5335, loss: 4.5335 2024-07-17 19:09:17,006 - pyskl - INFO - Epoch [44][600/3746] lr: 8.093e-02, eta: 3 days, 13:31:13, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4673, loss_cls: 4.4998, loss: 4.4998 2024-07-17 19:10:38,948 - pyskl - INFO - Epoch [44][700/3746] lr: 8.090e-02, eta: 3 days, 13:30:08, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4609, loss_cls: 4.5473, loss: 4.5473 2024-07-17 19:12:01,700 - pyskl - INFO - Epoch [44][800/3746] lr: 8.088e-02, eta: 3 days, 13:29:06, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4486, loss_cls: 4.5928, loss: 4.5928 2024-07-17 19:13:23,683 - pyskl - INFO - Epoch [44][900/3746] lr: 8.086e-02, eta: 3 days, 13:28:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4655, loss_cls: 4.4962, loss: 4.4962 2024-07-17 19:14:45,384 - pyskl - INFO - Epoch [44][1000/3746] lr: 8.084e-02, eta: 3 days, 13:26:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4512, loss_cls: 4.5882, loss: 4.5882 2024-07-17 19:16:07,088 - pyskl - INFO - Epoch [44][1100/3746] lr: 8.082e-02, eta: 3 days, 13:25:51, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2259, top5_acc: 0.4589, loss_cls: 4.5538, loss: 4.5538 2024-07-17 19:17:28,952 - pyskl - INFO - Epoch [44][1200/3746] lr: 8.079e-02, eta: 3 days, 13:24:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4683, loss_cls: 4.5264, loss: 4.5264 2024-07-17 19:18:50,846 - pyskl - INFO - Epoch [44][1300/3746] lr: 8.077e-02, eta: 3 days, 13:23:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4656, loss_cls: 4.5245, loss: 4.5245 2024-07-17 19:20:13,214 - pyskl - INFO - Epoch [44][1400/3746] lr: 8.075e-02, eta: 3 days, 13:22:38, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4603, loss_cls: 4.5580, loss: 4.5580 2024-07-17 19:21:36,082 - pyskl - INFO - Epoch [44][1500/3746] lr: 8.073e-02, eta: 3 days, 13:21:35, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2220, top5_acc: 0.4600, loss_cls: 4.5477, loss: 4.5477 2024-07-17 19:22:58,286 - pyskl - INFO - Epoch [44][1600/3746] lr: 8.071e-02, eta: 3 days, 13:20:31, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4694, loss_cls: 4.5135, loss: 4.5135 2024-07-17 19:24:20,986 - pyskl - INFO - Epoch [44][1700/3746] lr: 8.068e-02, eta: 3 days, 13:19:28, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2220, top5_acc: 0.4641, loss_cls: 4.4847, loss: 4.4847 2024-07-17 19:25:42,501 - pyskl - INFO - Epoch [44][1800/3746] lr: 8.066e-02, eta: 3 days, 13:18:22, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4539, loss_cls: 4.5799, loss: 4.5799 2024-07-17 19:27:04,235 - pyskl - INFO - Epoch [44][1900/3746] lr: 8.064e-02, eta: 3 days, 13:17:17, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4592, loss_cls: 4.5436, loss: 4.5436 2024-07-17 19:28:26,397 - pyskl - INFO - Epoch [44][2000/3746] lr: 8.062e-02, eta: 3 days, 13:16:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2145, top5_acc: 0.4500, loss_cls: 4.5849, loss: 4.5849 2024-07-17 19:29:48,033 - pyskl - INFO - Epoch [44][2100/3746] lr: 8.060e-02, eta: 3 days, 13:15:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4566, loss_cls: 4.5822, loss: 4.5822 2024-07-17 19:31:09,524 - pyskl - INFO - Epoch [44][2200/3746] lr: 8.057e-02, eta: 3 days, 13:14:01, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4541, loss_cls: 4.5872, loss: 4.5872 2024-07-17 19:32:31,384 - pyskl - INFO - Epoch [44][2300/3746] lr: 8.055e-02, eta: 3 days, 13:12:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4652, loss_cls: 4.4928, loss: 4.4928 2024-07-17 19:33:53,290 - pyskl - INFO - Epoch [44][2400/3746] lr: 8.053e-02, eta: 3 days, 13:11:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2147, top5_acc: 0.4436, loss_cls: 4.5740, loss: 4.5740 2024-07-17 19:35:15,915 - pyskl - INFO - Epoch [44][2500/3746] lr: 8.051e-02, eta: 3 days, 13:10:48, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4633, loss_cls: 4.5035, loss: 4.5035 2024-07-17 19:36:38,177 - pyskl - INFO - Epoch [44][2600/3746] lr: 8.048e-02, eta: 3 days, 13:09:44, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4466, loss_cls: 4.5868, loss: 4.5868 2024-07-17 19:38:00,563 - pyskl - INFO - Epoch [44][2700/3746] lr: 8.046e-02, eta: 3 days, 13:08:40, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2242, top5_acc: 0.4581, loss_cls: 4.5674, loss: 4.5674 2024-07-17 19:39:23,053 - pyskl - INFO - Epoch [44][2800/3746] lr: 8.044e-02, eta: 3 days, 13:07:36, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4592, loss_cls: 4.5431, loss: 4.5431 2024-07-17 19:40:45,720 - pyskl - INFO - Epoch [44][2900/3746] lr: 8.042e-02, eta: 3 days, 13:06:33, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4684, loss_cls: 4.5414, loss: 4.5414 2024-07-17 19:42:07,899 - pyskl - INFO - Epoch [44][3000/3746] lr: 8.040e-02, eta: 3 days, 13:05:29, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4581, loss_cls: 4.5540, loss: 4.5540 2024-07-17 19:43:30,104 - pyskl - INFO - Epoch [44][3100/3746] lr: 8.037e-02, eta: 3 days, 13:04:24, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4650, loss_cls: 4.5490, loss: 4.5490 2024-07-17 19:44:52,309 - pyskl - INFO - Epoch [44][3200/3746] lr: 8.035e-02, eta: 3 days, 13:03:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2195, top5_acc: 0.4544, loss_cls: 4.5506, loss: 4.5506 2024-07-17 19:46:14,695 - pyskl - INFO - Epoch [44][3300/3746] lr: 8.033e-02, eta: 3 days, 13:02:16, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2317, top5_acc: 0.4644, loss_cls: 4.5208, loss: 4.5208 2024-07-17 19:47:36,520 - pyskl - INFO - Epoch [44][3400/3746] lr: 8.031e-02, eta: 3 days, 13:01:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4562, loss_cls: 4.5467, loss: 4.5467 2024-07-17 19:48:57,903 - pyskl - INFO - Epoch [44][3500/3746] lr: 8.028e-02, eta: 3 days, 13:00:04, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4612, loss_cls: 4.5381, loss: 4.5381 2024-07-17 19:50:20,344 - pyskl - INFO - Epoch [44][3600/3746] lr: 8.026e-02, eta: 3 days, 12:59:00, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4519, loss_cls: 4.5830, loss: 4.5830 2024-07-17 19:51:42,645 - pyskl - INFO - Epoch [44][3700/3746] lr: 8.024e-02, eta: 3 days, 12:57:56, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4652, loss_cls: 4.5166, loss: 4.5166 2024-07-17 19:52:22,160 - pyskl - INFO - Saving checkpoint at 44 epochs 2024-07-17 19:54:12,773 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 19:54:13,438 - pyskl - INFO - top1_acc 0.1539 top5_acc 0.3480 2024-07-17 19:54:13,438 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 19:54:13,480 - pyskl - INFO - mean_acc 0.1537 2024-07-17 19:54:13,492 - pyskl - INFO - Epoch(val) [44][309] top1_acc: 0.1539, top5_acc: 0.3480, mean_class_accuracy: 0.1537 2024-07-17 19:57:59,259 - pyskl - INFO - Epoch [45][100/3746] lr: 8.021e-02, eta: 3 days, 13:00:36, time: 2.258, data_time: 1.276, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4670, loss_cls: 4.5164, loss: 4.5164 2024-07-17 19:59:21,400 - pyskl - INFO - Epoch [45][200/3746] lr: 8.019e-02, eta: 3 days, 12:59:31, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4539, loss_cls: 4.5622, loss: 4.5622 2024-07-17 20:00:43,002 - pyskl - INFO - Epoch [45][300/3746] lr: 8.016e-02, eta: 3 days, 12:58:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4661, loss_cls: 4.5277, loss: 4.5277 2024-07-17 20:02:04,991 - pyskl - INFO - Epoch [45][400/3746] lr: 8.014e-02, eta: 3 days, 12:57:20, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4548, loss_cls: 4.5391, loss: 4.5391 2024-07-17 20:03:26,923 - pyskl - INFO - Epoch [45][500/3746] lr: 8.012e-02, eta: 3 days, 12:56:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4603, loss_cls: 4.5392, loss: 4.5392 2024-07-17 20:04:48,342 - pyskl - INFO - Epoch [45][600/3746] lr: 8.010e-02, eta: 3 days, 12:55:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4744, loss_cls: 4.4878, loss: 4.4878 2024-07-17 20:06:10,143 - pyskl - INFO - Epoch [45][700/3746] lr: 8.007e-02, eta: 3 days, 12:54:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2178, top5_acc: 0.4503, loss_cls: 4.5531, loss: 4.5531 2024-07-17 20:07:31,734 - pyskl - INFO - Epoch [45][800/3746] lr: 8.005e-02, eta: 3 days, 12:52:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4652, loss_cls: 4.5066, loss: 4.5066 2024-07-17 20:08:54,116 - pyskl - INFO - Epoch [45][900/3746] lr: 8.003e-02, eta: 3 days, 12:51:50, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4653, loss_cls: 4.5355, loss: 4.5355 2024-07-17 20:10:16,451 - pyskl - INFO - Epoch [45][1000/3746] lr: 8.001e-02, eta: 3 days, 12:50:46, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2244, top5_acc: 0.4617, loss_cls: 4.5291, loss: 4.5291 2024-07-17 20:11:38,856 - pyskl - INFO - Epoch [45][1100/3746] lr: 7.998e-02, eta: 3 days, 12:49:41, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2322, top5_acc: 0.4564, loss_cls: 4.5411, loss: 4.5411 2024-07-17 20:13:00,650 - pyskl - INFO - Epoch [45][1200/3746] lr: 7.996e-02, eta: 3 days, 12:48:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2247, top5_acc: 0.4639, loss_cls: 4.5263, loss: 4.5263 2024-07-17 20:14:23,333 - pyskl - INFO - Epoch [45][1300/3746] lr: 7.994e-02, eta: 3 days, 12:47:31, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4652, loss_cls: 4.5237, loss: 4.5237 2024-07-17 20:15:46,097 - pyskl - INFO - Epoch [45][1400/3746] lr: 7.992e-02, eta: 3 days, 12:46:28, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2217, top5_acc: 0.4655, loss_cls: 4.5075, loss: 4.5075 2024-07-17 20:17:08,772 - pyskl - INFO - Epoch [45][1500/3746] lr: 7.990e-02, eta: 3 days, 12:45:24, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2275, top5_acc: 0.4653, loss_cls: 4.5290, loss: 4.5290 2024-07-17 20:18:30,795 - pyskl - INFO - Epoch [45][1600/3746] lr: 7.987e-02, eta: 3 days, 12:44:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4633, loss_cls: 4.5309, loss: 4.5309 2024-07-17 20:19:52,951 - pyskl - INFO - Epoch [45][1700/3746] lr: 7.985e-02, eta: 3 days, 12:43:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4658, loss_cls: 4.5118, loss: 4.5118 2024-07-17 20:21:14,390 - pyskl - INFO - Epoch [45][1800/3746] lr: 7.983e-02, eta: 3 days, 12:42:06, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4575, loss_cls: 4.5895, loss: 4.5895 2024-07-17 20:22:36,703 - pyskl - INFO - Epoch [45][1900/3746] lr: 7.981e-02, eta: 3 days, 12:41:01, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4541, loss_cls: 4.5489, loss: 4.5489 2024-07-17 20:23:58,475 - pyskl - INFO - Epoch [45][2000/3746] lr: 7.978e-02, eta: 3 days, 12:39:55, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4744, loss_cls: 4.4946, loss: 4.4946 2024-07-17 20:25:20,196 - pyskl - INFO - Epoch [45][2100/3746] lr: 7.976e-02, eta: 3 days, 12:38:49, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4498, loss_cls: 4.5926, loss: 4.5926 2024-07-17 20:26:41,979 - pyskl - INFO - Epoch [45][2200/3746] lr: 7.974e-02, eta: 3 days, 12:37:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4677, loss_cls: 4.5203, loss: 4.5203 2024-07-17 20:28:03,521 - pyskl - INFO - Epoch [45][2300/3746] lr: 7.972e-02, eta: 3 days, 12:36:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2194, top5_acc: 0.4556, loss_cls: 4.5364, loss: 4.5364 2024-07-17 20:29:25,871 - pyskl - INFO - Epoch [45][2400/3746] lr: 7.969e-02, eta: 3 days, 12:35:31, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2300, top5_acc: 0.4634, loss_cls: 4.4997, loss: 4.4997 2024-07-17 20:30:47,410 - pyskl - INFO - Epoch [45][2500/3746] lr: 7.967e-02, eta: 3 days, 12:34:24, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2114, top5_acc: 0.4473, loss_cls: 4.6055, loss: 4.6055 2024-07-17 20:32:10,079 - pyskl - INFO - Epoch [45][2600/3746] lr: 7.965e-02, eta: 3 days, 12:33:20, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2175, top5_acc: 0.4536, loss_cls: 4.5751, loss: 4.5751 2024-07-17 20:33:32,063 - pyskl - INFO - Epoch [45][2700/3746] lr: 7.963e-02, eta: 3 days, 12:32:14, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4592, loss_cls: 4.5276, loss: 4.5276 2024-07-17 20:34:54,759 - pyskl - INFO - Epoch [45][2800/3746] lr: 7.960e-02, eta: 3 days, 12:31:10, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4522, loss_cls: 4.5577, loss: 4.5577 2024-07-17 20:36:17,429 - pyskl - INFO - Epoch [45][2900/3746] lr: 7.958e-02, eta: 3 days, 12:30:06, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4602, loss_cls: 4.5622, loss: 4.5622 2024-07-17 20:37:40,095 - pyskl - INFO - Epoch [45][3000/3746] lr: 7.956e-02, eta: 3 days, 12:29:01, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2253, top5_acc: 0.4609, loss_cls: 4.5256, loss: 4.5256 2024-07-17 20:39:02,274 - pyskl - INFO - Epoch [45][3100/3746] lr: 7.954e-02, eta: 3 days, 12:27:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4562, loss_cls: 4.5588, loss: 4.5588 2024-07-17 20:40:24,185 - pyskl - INFO - Epoch [45][3200/3746] lr: 7.951e-02, eta: 3 days, 12:26:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4686, loss_cls: 4.5052, loss: 4.5052 2024-07-17 20:41:46,264 - pyskl - INFO - Epoch [45][3300/3746] lr: 7.949e-02, eta: 3 days, 12:25:44, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2172, top5_acc: 0.4573, loss_cls: 4.5611, loss: 4.5611 2024-07-17 20:43:08,648 - pyskl - INFO - Epoch [45][3400/3746] lr: 7.947e-02, eta: 3 days, 12:24:39, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4581, loss_cls: 4.5334, loss: 4.5334 2024-07-17 20:44:30,037 - pyskl - INFO - Epoch [45][3500/3746] lr: 7.945e-02, eta: 3 days, 12:23:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4552, loss_cls: 4.5944, loss: 4.5944 2024-07-17 20:45:52,656 - pyskl - INFO - Epoch [45][3600/3746] lr: 7.942e-02, eta: 3 days, 12:22:27, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4672, loss_cls: 4.5084, loss: 4.5084 2024-07-17 20:47:14,582 - pyskl - INFO - Epoch [45][3700/3746] lr: 7.940e-02, eta: 3 days, 12:21:21, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4586, loss_cls: 4.5327, loss: 4.5327 2024-07-17 20:47:54,267 - pyskl - INFO - Saving checkpoint at 45 epochs 2024-07-17 20:49:45,316 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 20:49:46,017 - pyskl - INFO - top1_acc 0.1371 top5_acc 0.3399 2024-07-17 20:49:46,017 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 20:49:46,068 - pyskl - INFO - mean_acc 0.1371 2024-07-17 20:49:46,082 - pyskl - INFO - Epoch(val) [45][309] top1_acc: 0.1371, top5_acc: 0.3399, mean_class_accuracy: 0.1371 2024-07-17 20:53:41,537 - pyskl - INFO - Epoch [46][100/3746] lr: 7.937e-02, eta: 3 days, 12:24:14, time: 2.354, data_time: 1.346, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4727, loss_cls: 4.4757, loss: 4.4757 2024-07-17 20:55:04,600 - pyskl - INFO - Epoch [46][200/3746] lr: 7.934e-02, eta: 3 days, 12:23:11, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2275, top5_acc: 0.4639, loss_cls: 4.5215, loss: 4.5215 2024-07-17 20:56:27,465 - pyskl - INFO - Epoch [46][300/3746] lr: 7.932e-02, eta: 3 days, 12:22:06, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2300, top5_acc: 0.4658, loss_cls: 4.4793, loss: 4.4793 2024-07-17 20:57:49,903 - pyskl - INFO - Epoch [46][400/3746] lr: 7.930e-02, eta: 3 days, 12:21:01, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4684, loss_cls: 4.5059, loss: 4.5059 2024-07-17 20:59:12,340 - pyskl - INFO - Epoch [46][500/3746] lr: 7.928e-02, eta: 3 days, 12:19:56, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4516, loss_cls: 4.5610, loss: 4.5610 2024-07-17 21:00:34,149 - pyskl - INFO - Epoch [46][600/3746] lr: 7.925e-02, eta: 3 days, 12:18:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4631, loss_cls: 4.5275, loss: 4.5275 2024-07-17 21:01:55,925 - pyskl - INFO - Epoch [46][700/3746] lr: 7.923e-02, eta: 3 days, 12:17:42, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4580, loss_cls: 4.5865, loss: 4.5865 2024-07-17 21:03:17,879 - pyskl - INFO - Epoch [46][800/3746] lr: 7.921e-02, eta: 3 days, 12:16:36, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2244, top5_acc: 0.4611, loss_cls: 4.5399, loss: 4.5399 2024-07-17 21:04:40,178 - pyskl - INFO - Epoch [46][900/3746] lr: 7.919e-02, eta: 3 days, 12:15:30, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4589, loss_cls: 4.5100, loss: 4.5100 2024-07-17 21:06:02,568 - pyskl - INFO - Epoch [46][1000/3746] lr: 7.916e-02, eta: 3 days, 12:14:24, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4583, loss_cls: 4.5121, loss: 4.5121 2024-07-17 21:07:24,138 - pyskl - INFO - Epoch [46][1100/3746] lr: 7.914e-02, eta: 3 days, 12:13:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4509, loss_cls: 4.5765, loss: 4.5765 2024-07-17 21:08:46,128 - pyskl - INFO - Epoch [46][1200/3746] lr: 7.912e-02, eta: 3 days, 12:12:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4480, loss_cls: 4.5777, loss: 4.5777 2024-07-17 21:10:08,555 - pyskl - INFO - Epoch [46][1300/3746] lr: 7.909e-02, eta: 3 days, 12:11:05, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4595, loss_cls: 4.5537, loss: 4.5537 2024-07-17 21:11:31,196 - pyskl - INFO - Epoch [46][1400/3746] lr: 7.907e-02, eta: 3 days, 12:10:00, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2317, top5_acc: 0.4695, loss_cls: 4.4808, loss: 4.4808 2024-07-17 21:12:54,139 - pyskl - INFO - Epoch [46][1500/3746] lr: 7.905e-02, eta: 3 days, 12:08:56, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4597, loss_cls: 4.5310, loss: 4.5310 2024-07-17 21:14:16,771 - pyskl - INFO - Epoch [46][1600/3746] lr: 7.903e-02, eta: 3 days, 12:07:51, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4662, loss_cls: 4.4938, loss: 4.4938 2024-07-17 21:15:38,370 - pyskl - INFO - Epoch [46][1700/3746] lr: 7.900e-02, eta: 3 days, 12:06:43, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4689, loss_cls: 4.5136, loss: 4.5136 2024-07-17 21:17:00,127 - pyskl - INFO - Epoch [46][1800/3746] lr: 7.898e-02, eta: 3 days, 12:05:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2381, top5_acc: 0.4677, loss_cls: 4.4918, loss: 4.4918 2024-07-17 21:18:22,384 - pyskl - INFO - Epoch [46][1900/3746] lr: 7.896e-02, eta: 3 days, 12:04:30, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4577, loss_cls: 4.5224, loss: 4.5224 2024-07-17 21:19:44,485 - pyskl - INFO - Epoch [46][2000/3746] lr: 7.894e-02, eta: 3 days, 12:03:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4628, loss_cls: 4.5337, loss: 4.5337 2024-07-17 21:21:06,115 - pyskl - INFO - Epoch [46][2100/3746] lr: 7.891e-02, eta: 3 days, 12:02:16, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4637, loss_cls: 4.4874, loss: 4.4874 2024-07-17 21:22:28,596 - pyskl - INFO - Epoch [46][2200/3746] lr: 7.889e-02, eta: 3 days, 12:01:11, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4641, loss_cls: 4.5410, loss: 4.5410 2024-07-17 21:23:50,551 - pyskl - INFO - Epoch [46][2300/3746] lr: 7.887e-02, eta: 3 days, 12:00:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4645, loss_cls: 4.5450, loss: 4.5450 2024-07-17 21:25:12,577 - pyskl - INFO - Epoch [46][2400/3746] lr: 7.884e-02, eta: 3 days, 11:58:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4642, loss_cls: 4.5096, loss: 4.5096 2024-07-17 21:26:34,620 - pyskl - INFO - Epoch [46][2500/3746] lr: 7.882e-02, eta: 3 days, 11:57:51, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2200, top5_acc: 0.4666, loss_cls: 4.5334, loss: 4.5334 2024-07-17 21:27:56,698 - pyskl - INFO - Epoch [46][2600/3746] lr: 7.880e-02, eta: 3 days, 11:56:44, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2137, top5_acc: 0.4514, loss_cls: 4.5899, loss: 4.5899 2024-07-17 21:29:18,614 - pyskl - INFO - Epoch [46][2700/3746] lr: 7.878e-02, eta: 3 days, 11:55:37, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4466, loss_cls: 4.5684, loss: 4.5684 2024-07-17 21:30:41,362 - pyskl - INFO - Epoch [46][2800/3746] lr: 7.875e-02, eta: 3 days, 11:54:32, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4583, loss_cls: 4.5762, loss: 4.5762 2024-07-17 21:32:04,156 - pyskl - INFO - Epoch [46][2900/3746] lr: 7.873e-02, eta: 3 days, 11:53:27, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4633, loss_cls: 4.5195, loss: 4.5195 2024-07-17 21:33:26,550 - pyskl - INFO - Epoch [46][3000/3746] lr: 7.871e-02, eta: 3 days, 11:52:21, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4675, loss_cls: 4.5192, loss: 4.5192 2024-07-17 21:34:49,207 - pyskl - INFO - Epoch [46][3100/3746] lr: 7.868e-02, eta: 3 days, 11:51:16, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4609, loss_cls: 4.5351, loss: 4.5351 2024-07-17 21:36:11,485 - pyskl - INFO - Epoch [46][3200/3746] lr: 7.866e-02, eta: 3 days, 11:50:10, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4505, loss_cls: 4.5821, loss: 4.5821 2024-07-17 21:37:34,075 - pyskl - INFO - Epoch [46][3300/3746] lr: 7.864e-02, eta: 3 days, 11:49:04, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4727, loss_cls: 4.4964, loss: 4.4964 2024-07-17 21:38:56,213 - pyskl - INFO - Epoch [46][3400/3746] lr: 7.862e-02, eta: 3 days, 11:47:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4495, loss_cls: 4.5687, loss: 4.5687 2024-07-17 21:40:18,029 - pyskl - INFO - Epoch [46][3500/3746] lr: 7.859e-02, eta: 3 days, 11:46:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2284, top5_acc: 0.4684, loss_cls: 4.5204, loss: 4.5204 2024-07-17 21:41:40,698 - pyskl - INFO - Epoch [46][3600/3746] lr: 7.857e-02, eta: 3 days, 11:45:45, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2238, top5_acc: 0.4603, loss_cls: 4.5451, loss: 4.5451 2024-07-17 21:43:03,643 - pyskl - INFO - Epoch [46][3700/3746] lr: 7.855e-02, eta: 3 days, 11:44:40, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4602, loss_cls: 4.5499, loss: 4.5499 2024-07-17 21:43:43,095 - pyskl - INFO - Saving checkpoint at 46 epochs 2024-07-17 21:45:34,452 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 21:45:35,132 - pyskl - INFO - top1_acc 0.1763 top5_acc 0.3928 2024-07-17 21:45:35,132 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 21:45:35,178 - pyskl - INFO - mean_acc 0.1761 2024-07-17 21:45:35,192 - pyskl - INFO - Epoch(val) [46][309] top1_acc: 0.1763, top5_acc: 0.3928, mean_class_accuracy: 0.1761 2024-07-17 21:49:29,687 - pyskl - INFO - Epoch [47][100/3746] lr: 7.851e-02, eta: 3 days, 11:47:22, time: 2.345, data_time: 1.345, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4738, loss_cls: 4.4870, loss: 4.4870 2024-07-17 21:50:53,130 - pyskl - INFO - Epoch [47][200/3746] lr: 7.849e-02, eta: 3 days, 11:46:18, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4509, loss_cls: 4.5331, loss: 4.5331 2024-07-17 21:52:16,736 - pyskl - INFO - Epoch [47][300/3746] lr: 7.847e-02, eta: 3 days, 11:45:14, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.2313, top5_acc: 0.4758, loss_cls: 4.4661, loss: 4.4661 2024-07-17 21:53:39,804 - pyskl - INFO - Epoch [47][400/3746] lr: 7.844e-02, eta: 3 days, 11:44:10, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2306, top5_acc: 0.4647, loss_cls: 4.4949, loss: 4.4949 2024-07-17 21:55:02,642 - pyskl - INFO - Epoch [47][500/3746] lr: 7.842e-02, eta: 3 days, 11:43:04, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4561, loss_cls: 4.5325, loss: 4.5325 2024-07-17 21:56:24,600 - pyskl - INFO - Epoch [47][600/3746] lr: 7.840e-02, eta: 3 days, 11:41:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4572, loss_cls: 4.5199, loss: 4.5199 2024-07-17 21:57:46,395 - pyskl - INFO - Epoch [47][700/3746] lr: 7.838e-02, eta: 3 days, 11:40:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4547, loss_cls: 4.5617, loss: 4.5617 2024-07-17 21:59:08,538 - pyskl - INFO - Epoch [47][800/3746] lr: 7.835e-02, eta: 3 days, 11:39:42, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2244, top5_acc: 0.4620, loss_cls: 4.5356, loss: 4.5356 2024-07-17 22:00:30,788 - pyskl - INFO - Epoch [47][900/3746] lr: 7.833e-02, eta: 3 days, 11:38:35, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4652, loss_cls: 4.5020, loss: 4.5020 2024-07-17 22:01:52,736 - pyskl - INFO - Epoch [47][1000/3746] lr: 7.831e-02, eta: 3 days, 11:37:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2200, top5_acc: 0.4636, loss_cls: 4.5343, loss: 4.5343 2024-07-17 22:03:14,987 - pyskl - INFO - Epoch [47][1100/3746] lr: 7.828e-02, eta: 3 days, 11:36:21, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2317, top5_acc: 0.4623, loss_cls: 4.5278, loss: 4.5278 2024-07-17 22:04:36,908 - pyskl - INFO - Epoch [47][1200/3746] lr: 7.826e-02, eta: 3 days, 11:35:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4630, loss_cls: 4.5361, loss: 4.5361 2024-07-17 22:05:59,844 - pyskl - INFO - Epoch [47][1300/3746] lr: 7.824e-02, eta: 3 days, 11:34:08, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4622, loss_cls: 4.5265, loss: 4.5265 2024-07-17 22:07:21,705 - pyskl - INFO - Epoch [47][1400/3746] lr: 7.821e-02, eta: 3 days, 11:33:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4603, loss_cls: 4.5367, loss: 4.5367 2024-07-17 22:08:43,822 - pyskl - INFO - Epoch [47][1500/3746] lr: 7.819e-02, eta: 3 days, 11:31:54, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2362, top5_acc: 0.4688, loss_cls: 4.4907, loss: 4.4907 2024-07-17 22:10:05,793 - pyskl - INFO - Epoch [47][1600/3746] lr: 7.817e-02, eta: 3 days, 11:30:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2333, top5_acc: 0.4673, loss_cls: 4.5218, loss: 4.5218 2024-07-17 22:11:27,918 - pyskl - INFO - Epoch [47][1700/3746] lr: 7.814e-02, eta: 3 days, 11:29:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2300, top5_acc: 0.4664, loss_cls: 4.5287, loss: 4.5287 2024-07-17 22:12:49,872 - pyskl - INFO - Epoch [47][1800/3746] lr: 7.812e-02, eta: 3 days, 11:28:31, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4689, loss_cls: 4.4649, loss: 4.4649 2024-07-17 22:14:12,308 - pyskl - INFO - Epoch [47][1900/3746] lr: 7.810e-02, eta: 3 days, 11:27:25, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4659, loss_cls: 4.4975, loss: 4.4975 2024-07-17 22:15:33,897 - pyskl - INFO - Epoch [47][2000/3746] lr: 7.808e-02, eta: 3 days, 11:26:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4723, loss_cls: 4.5011, loss: 4.5011 2024-07-17 22:16:55,865 - pyskl - INFO - Epoch [47][2100/3746] lr: 7.805e-02, eta: 3 days, 11:25:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2206, top5_acc: 0.4592, loss_cls: 4.5547, loss: 4.5547 2024-07-17 22:18:17,738 - pyskl - INFO - Epoch [47][2200/3746] lr: 7.803e-02, eta: 3 days, 11:24:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4592, loss_cls: 4.5494, loss: 4.5494 2024-07-17 22:19:39,583 - pyskl - INFO - Epoch [47][2300/3746] lr: 7.801e-02, eta: 3 days, 11:22:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4655, loss_cls: 4.5057, loss: 4.5057 2024-07-17 22:21:02,170 - pyskl - INFO - Epoch [47][2400/3746] lr: 7.798e-02, eta: 3 days, 11:21:47, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4637, loss_cls: 4.5270, loss: 4.5270 2024-07-17 22:22:24,637 - pyskl - INFO - Epoch [47][2500/3746] lr: 7.796e-02, eta: 3 days, 11:20:40, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4561, loss_cls: 4.5190, loss: 4.5190 2024-07-17 22:23:46,974 - pyskl - INFO - Epoch [47][2600/3746] lr: 7.794e-02, eta: 3 days, 11:19:34, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2158, top5_acc: 0.4559, loss_cls: 4.5693, loss: 4.5693 2024-07-17 22:25:09,169 - pyskl - INFO - Epoch [47][2700/3746] lr: 7.791e-02, eta: 3 days, 11:18:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2314, top5_acc: 0.4648, loss_cls: 4.5089, loss: 4.5089 2024-07-17 22:26:31,736 - pyskl - INFO - Epoch [47][2800/3746] lr: 7.789e-02, eta: 3 days, 11:17:20, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2322, top5_acc: 0.4731, loss_cls: 4.4787, loss: 4.4787 2024-07-17 22:27:54,420 - pyskl - INFO - Epoch [47][2900/3746] lr: 7.787e-02, eta: 3 days, 11:16:14, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4562, loss_cls: 4.5469, loss: 4.5469 2024-07-17 22:29:16,278 - pyskl - INFO - Epoch [47][3000/3746] lr: 7.784e-02, eta: 3 days, 11:15:06, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2234, top5_acc: 0.4642, loss_cls: 4.5187, loss: 4.5187 2024-07-17 22:30:38,525 - pyskl - INFO - Epoch [47][3100/3746] lr: 7.782e-02, eta: 3 days, 11:13:59, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4609, loss_cls: 4.5348, loss: 4.5348 2024-07-17 22:32:00,126 - pyskl - INFO - Epoch [47][3200/3746] lr: 7.780e-02, eta: 3 days, 11:12:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4633, loss_cls: 4.4932, loss: 4.4932 2024-07-17 22:33:22,310 - pyskl - INFO - Epoch [47][3300/3746] lr: 7.777e-02, eta: 3 days, 11:11:43, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2214, top5_acc: 0.4523, loss_cls: 4.5752, loss: 4.5752 2024-07-17 22:34:44,342 - pyskl - INFO - Epoch [47][3400/3746] lr: 7.775e-02, eta: 3 days, 11:10:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4570, loss_cls: 4.5490, loss: 4.5490 2024-07-17 22:36:06,623 - pyskl - INFO - Epoch [47][3500/3746] lr: 7.773e-02, eta: 3 days, 11:09:28, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4605, loss_cls: 4.5600, loss: 4.5600 2024-07-17 22:37:29,728 - pyskl - INFO - Epoch [47][3600/3746] lr: 7.770e-02, eta: 3 days, 11:08:23, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4608, loss_cls: 4.5329, loss: 4.5329 2024-07-17 22:38:52,583 - pyskl - INFO - Epoch [47][3700/3746] lr: 7.768e-02, eta: 3 days, 11:07:17, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4633, loss_cls: 4.5044, loss: 4.5044 2024-07-17 22:39:32,009 - pyskl - INFO - Saving checkpoint at 47 epochs 2024-07-17 22:41:23,403 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 22:41:24,199 - pyskl - INFO - top1_acc 0.1465 top5_acc 0.3477 2024-07-17 22:41:24,199 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 22:41:24,252 - pyskl - INFO - mean_acc 0.1464 2024-07-17 22:41:24,273 - pyskl - INFO - Epoch(val) [47][309] top1_acc: 0.1465, top5_acc: 0.3477, mean_class_accuracy: 0.1464 2024-07-17 22:45:19,106 - pyskl - INFO - Epoch [48][100/3746] lr: 7.765e-02, eta: 3 days, 11:09:50, time: 2.348, data_time: 1.352, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4736, loss_cls: 4.4374, loss: 4.4374 2024-07-17 22:46:41,513 - pyskl - INFO - Epoch [48][200/3746] lr: 7.762e-02, eta: 3 days, 11:08:43, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4609, loss_cls: 4.5516, loss: 4.5516 2024-07-17 22:48:03,814 - pyskl - INFO - Epoch [48][300/3746] lr: 7.760e-02, eta: 3 days, 11:07:36, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4719, loss_cls: 4.5098, loss: 4.5098 2024-07-17 22:49:25,911 - pyskl - INFO - Epoch [48][400/3746] lr: 7.758e-02, eta: 3 days, 11:06:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4611, loss_cls: 4.5065, loss: 4.5065 2024-07-17 22:50:47,721 - pyskl - INFO - Epoch [48][500/3746] lr: 7.755e-02, eta: 3 days, 11:05:19, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4681, loss_cls: 4.5213, loss: 4.5213 2024-07-17 22:52:10,464 - pyskl - INFO - Epoch [48][600/3746] lr: 7.753e-02, eta: 3 days, 11:04:13, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4675, loss_cls: 4.5237, loss: 4.5237 2024-07-17 22:53:33,258 - pyskl - INFO - Epoch [48][700/3746] lr: 7.751e-02, eta: 3 days, 11:03:06, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4647, loss_cls: 4.5397, loss: 4.5397 2024-07-17 22:54:55,138 - pyskl - INFO - Epoch [48][800/3746] lr: 7.748e-02, eta: 3 days, 11:01:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4634, loss_cls: 4.5179, loss: 4.5179 2024-07-17 22:56:16,768 - pyskl - INFO - Epoch [48][900/3746] lr: 7.746e-02, eta: 3 days, 11:00:49, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2295, top5_acc: 0.4673, loss_cls: 4.5003, loss: 4.5003 2024-07-17 22:57:39,171 - pyskl - INFO - Epoch [48][1000/3746] lr: 7.744e-02, eta: 3 days, 10:59:42, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2238, top5_acc: 0.4647, loss_cls: 4.5405, loss: 4.5405 2024-07-17 22:59:00,842 - pyskl - INFO - Epoch [48][1100/3746] lr: 7.741e-02, eta: 3 days, 10:58:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4689, loss_cls: 4.4964, loss: 4.4964 2024-07-17 23:00:23,064 - pyskl - INFO - Epoch [48][1200/3746] lr: 7.739e-02, eta: 3 days, 10:57:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4648, loss_cls: 4.5134, loss: 4.5134 2024-07-17 23:01:45,466 - pyskl - INFO - Epoch [48][1300/3746] lr: 7.737e-02, eta: 3 days, 10:56:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2216, top5_acc: 0.4612, loss_cls: 4.5284, loss: 4.5284 2024-07-17 23:03:07,826 - pyskl - INFO - Epoch [48][1400/3746] lr: 7.734e-02, eta: 3 days, 10:55:10, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4750, loss_cls: 4.4507, loss: 4.4507 2024-07-17 23:04:30,118 - pyskl - INFO - Epoch [48][1500/3746] lr: 7.732e-02, eta: 3 days, 10:54:03, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4634, loss_cls: 4.5187, loss: 4.5187 2024-07-17 23:05:51,804 - pyskl - INFO - Epoch [48][1600/3746] lr: 7.730e-02, eta: 3 days, 10:52:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2202, top5_acc: 0.4606, loss_cls: 4.5575, loss: 4.5575 2024-07-17 23:07:13,741 - pyskl - INFO - Epoch [48][1700/3746] lr: 7.727e-02, eta: 3 days, 10:51:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2395, top5_acc: 0.4750, loss_cls: 4.4470, loss: 4.4470 2024-07-17 23:08:35,615 - pyskl - INFO - Epoch [48][1800/3746] lr: 7.725e-02, eta: 3 days, 10:50:37, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4622, loss_cls: 4.5515, loss: 4.5515 2024-07-17 23:09:57,381 - pyskl - INFO - Epoch [48][1900/3746] lr: 7.723e-02, eta: 3 days, 10:49:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4555, loss_cls: 4.5477, loss: 4.5477 2024-07-17 23:11:19,270 - pyskl - INFO - Epoch [48][2000/3746] lr: 7.720e-02, eta: 3 days, 10:48:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4714, loss_cls: 4.4957, loss: 4.4957 2024-07-17 23:12:41,567 - pyskl - INFO - Epoch [48][2100/3746] lr: 7.718e-02, eta: 3 days, 10:47:12, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4616, loss_cls: 4.5560, loss: 4.5560 2024-07-17 23:14:03,350 - pyskl - INFO - Epoch [48][2200/3746] lr: 7.716e-02, eta: 3 days, 10:46:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4694, loss_cls: 4.5238, loss: 4.5238 2024-07-17 23:15:25,283 - pyskl - INFO - Epoch [48][2300/3746] lr: 7.713e-02, eta: 3 days, 10:44:55, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2300, top5_acc: 0.4666, loss_cls: 4.4832, loss: 4.4832 2024-07-17 23:16:47,115 - pyskl - INFO - Epoch [48][2400/3746] lr: 7.711e-02, eta: 3 days, 10:43:46, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2334, top5_acc: 0.4770, loss_cls: 4.4824, loss: 4.4824 2024-07-17 23:18:10,017 - pyskl - INFO - Epoch [48][2500/3746] lr: 7.709e-02, eta: 3 days, 10:42:39, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4611, loss_cls: 4.5321, loss: 4.5321 2024-07-17 23:19:32,028 - pyskl - INFO - Epoch [48][2600/3746] lr: 7.706e-02, eta: 3 days, 10:41:31, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2195, top5_acc: 0.4605, loss_cls: 4.5198, loss: 4.5198 2024-07-17 23:20:54,587 - pyskl - INFO - Epoch [48][2700/3746] lr: 7.704e-02, eta: 3 days, 10:40:24, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2300, top5_acc: 0.4703, loss_cls: 4.4952, loss: 4.4952 2024-07-17 23:22:16,964 - pyskl - INFO - Epoch [48][2800/3746] lr: 7.701e-02, eta: 3 days, 10:39:16, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4630, loss_cls: 4.5360, loss: 4.5360 2024-07-17 23:23:39,495 - pyskl - INFO - Epoch [48][2900/3746] lr: 7.699e-02, eta: 3 days, 10:38:09, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4603, loss_cls: 4.5266, loss: 4.5266 2024-07-17 23:25:02,179 - pyskl - INFO - Epoch [48][3000/3746] lr: 7.697e-02, eta: 3 days, 10:37:02, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4642, loss_cls: 4.5032, loss: 4.5032 2024-07-17 23:26:23,953 - pyskl - INFO - Epoch [48][3100/3746] lr: 7.694e-02, eta: 3 days, 10:35:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2144, top5_acc: 0.4592, loss_cls: 4.5720, loss: 4.5720 2024-07-17 23:27:46,147 - pyskl - INFO - Epoch [48][3200/3746] lr: 7.692e-02, eta: 3 days, 10:34:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4688, loss_cls: 4.4721, loss: 4.4721 2024-07-17 23:29:07,839 - pyskl - INFO - Epoch [48][3300/3746] lr: 7.690e-02, eta: 3 days, 10:33:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2350, top5_acc: 0.4645, loss_cls: 4.5135, loss: 4.5135 2024-07-17 23:30:29,898 - pyskl - INFO - Epoch [48][3400/3746] lr: 7.687e-02, eta: 3 days, 10:32:27, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4619, loss_cls: 4.5120, loss: 4.5120 2024-07-17 23:31:52,066 - pyskl - INFO - Epoch [48][3500/3746] lr: 7.685e-02, eta: 3 days, 10:31:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4622, loss_cls: 4.5253, loss: 4.5253 2024-07-17 23:33:13,923 - pyskl - INFO - Epoch [48][3600/3746] lr: 7.683e-02, eta: 3 days, 10:30:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4689, loss_cls: 4.5242, loss: 4.5242 2024-07-17 23:34:35,842 - pyskl - INFO - Epoch [48][3700/3746] lr: 7.680e-02, eta: 3 days, 10:29:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2195, top5_acc: 0.4625, loss_cls: 4.5305, loss: 4.5305 2024-07-17 23:35:15,362 - pyskl - INFO - Saving checkpoint at 48 epochs 2024-07-17 23:37:07,140 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-17 23:37:07,825 - pyskl - INFO - top1_acc 0.1602 top5_acc 0.3703 2024-07-17 23:37:07,826 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-17 23:37:07,868 - pyskl - INFO - mean_acc 0.1601 2024-07-17 23:37:07,881 - pyskl - INFO - Epoch(val) [48][309] top1_acc: 0.1602, top5_acc: 0.3703, mean_class_accuracy: 0.1601 2024-07-17 23:41:00,222 - pyskl - INFO - Epoch [49][100/3746] lr: 7.677e-02, eta: 3 days, 10:31:20, time: 2.323, data_time: 1.335, memory: 15990, top1_acc: 0.2295, top5_acc: 0.4698, loss_cls: 4.4619, loss: 4.4619 2024-07-17 23:42:22,485 - pyskl - INFO - Epoch [49][200/3746] lr: 7.674e-02, eta: 3 days, 10:30:12, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2387, top5_acc: 0.4705, loss_cls: 4.4633, loss: 4.4633 2024-07-17 23:43:44,139 - pyskl - INFO - Epoch [49][300/3746] lr: 7.672e-02, eta: 3 days, 10:29:03, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4673, loss_cls: 4.4726, loss: 4.4726 2024-07-17 23:45:06,507 - pyskl - INFO - Epoch [49][400/3746] lr: 7.670e-02, eta: 3 days, 10:27:55, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2345, top5_acc: 0.4734, loss_cls: 4.4419, loss: 4.4419 2024-07-17 23:46:28,521 - pyskl - INFO - Epoch [49][500/3746] lr: 7.667e-02, eta: 3 days, 10:26:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4603, loss_cls: 4.4990, loss: 4.4990 2024-07-17 23:47:50,028 - pyskl - INFO - Epoch [49][600/3746] lr: 7.665e-02, eta: 3 days, 10:25:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2275, top5_acc: 0.4658, loss_cls: 4.4998, loss: 4.4998 2024-07-17 23:49:11,548 - pyskl - INFO - Epoch [49][700/3746] lr: 7.663e-02, eta: 3 days, 10:24:26, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4678, loss_cls: 4.4887, loss: 4.4887 2024-07-17 23:50:33,940 - pyskl - INFO - Epoch [49][800/3746] lr: 7.660e-02, eta: 3 days, 10:23:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4748, loss_cls: 4.5275, loss: 4.5275 2024-07-17 23:51:56,291 - pyskl - INFO - Epoch [49][900/3746] lr: 7.658e-02, eta: 3 days, 10:22:10, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4528, loss_cls: 4.5616, loss: 4.5616 2024-07-17 23:53:18,084 - pyskl - INFO - Epoch [49][1000/3746] lr: 7.656e-02, eta: 3 days, 10:21:00, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4661, loss_cls: 4.5123, loss: 4.5123 2024-07-17 23:54:39,915 - pyskl - INFO - Epoch [49][1100/3746] lr: 7.653e-02, eta: 3 days, 10:19:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4658, loss_cls: 4.4992, loss: 4.4992 2024-07-17 23:56:01,884 - pyskl - INFO - Epoch [49][1200/3746] lr: 7.651e-02, eta: 3 days, 10:18:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4609, loss_cls: 4.4945, loss: 4.4945 2024-07-17 23:57:23,921 - pyskl - INFO - Epoch [49][1300/3746] lr: 7.648e-02, eta: 3 days, 10:17:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2253, top5_acc: 0.4628, loss_cls: 4.4998, loss: 4.4998 2024-07-17 23:58:46,664 - pyskl - INFO - Epoch [49][1400/3746] lr: 7.646e-02, eta: 3 days, 10:16:26, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4669, loss_cls: 4.4918, loss: 4.4918 2024-07-18 00:00:08,935 - pyskl - INFO - Epoch [49][1500/3746] lr: 7.644e-02, eta: 3 days, 10:15:17, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4672, loss_cls: 4.5057, loss: 4.5057 2024-07-18 00:01:30,819 - pyskl - INFO - Epoch [49][1600/3746] lr: 7.641e-02, eta: 3 days, 10:14:08, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4666, loss_cls: 4.4755, loss: 4.4755 2024-07-18 00:02:52,923 - pyskl - INFO - Epoch [49][1700/3746] lr: 7.639e-02, eta: 3 days, 10:12:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4664, loss_cls: 4.4764, loss: 4.4764 2024-07-18 00:04:14,809 - pyskl - INFO - Epoch [49][1800/3746] lr: 7.637e-02, eta: 3 days, 10:11:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4681, loss_cls: 4.5134, loss: 4.5134 2024-07-18 00:05:36,105 - pyskl - INFO - Epoch [49][1900/3746] lr: 7.634e-02, eta: 3 days, 10:10:40, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4523, loss_cls: 4.5214, loss: 4.5214 2024-07-18 00:06:57,994 - pyskl - INFO - Epoch [49][2000/3746] lr: 7.632e-02, eta: 3 days, 10:09:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4675, loss_cls: 4.5073, loss: 4.5073 2024-07-18 00:08:19,738 - pyskl - INFO - Epoch [49][2100/3746] lr: 7.629e-02, eta: 3 days, 10:08:21, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4691, loss_cls: 4.5013, loss: 4.5013 2024-07-18 00:09:41,597 - pyskl - INFO - Epoch [49][2200/3746] lr: 7.627e-02, eta: 3 days, 10:07:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4627, loss_cls: 4.5248, loss: 4.5248 2024-07-18 00:11:03,630 - pyskl - INFO - Epoch [49][2300/3746] lr: 7.625e-02, eta: 3 days, 10:06:02, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2259, top5_acc: 0.4728, loss_cls: 4.4976, loss: 4.4976 2024-07-18 00:12:25,952 - pyskl - INFO - Epoch [49][2400/3746] lr: 7.622e-02, eta: 3 days, 10:04:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4614, loss_cls: 4.5166, loss: 4.5166 2024-07-18 00:13:47,920 - pyskl - INFO - Epoch [49][2500/3746] lr: 7.620e-02, eta: 3 days, 10:03:45, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2219, top5_acc: 0.4653, loss_cls: 4.5468, loss: 4.5468 2024-07-18 00:15:10,103 - pyskl - INFO - Epoch [49][2600/3746] lr: 7.618e-02, eta: 3 days, 10:02:36, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4578, loss_cls: 4.5397, loss: 4.5397 2024-07-18 00:16:32,433 - pyskl - INFO - Epoch [49][2700/3746] lr: 7.615e-02, eta: 3 days, 10:01:27, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4577, loss_cls: 4.5464, loss: 4.5464 2024-07-18 00:17:54,689 - pyskl - INFO - Epoch [49][2800/3746] lr: 7.613e-02, eta: 3 days, 10:00:19, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4587, loss_cls: 4.5389, loss: 4.5389 2024-07-18 00:19:16,721 - pyskl - INFO - Epoch [49][2900/3746] lr: 7.610e-02, eta: 3 days, 9:59:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2222, top5_acc: 0.4592, loss_cls: 4.5329, loss: 4.5329 2024-07-18 00:20:39,154 - pyskl - INFO - Epoch [49][3000/3746] lr: 7.608e-02, eta: 3 days, 9:58:01, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4691, loss_cls: 4.4832, loss: 4.4832 2024-07-18 00:22:01,288 - pyskl - INFO - Epoch [49][3100/3746] lr: 7.606e-02, eta: 3 days, 9:56:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4745, loss_cls: 4.4707, loss: 4.4707 2024-07-18 00:23:23,373 - pyskl - INFO - Epoch [49][3200/3746] lr: 7.603e-02, eta: 3 days, 9:55:43, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4691, loss_cls: 4.4807, loss: 4.4807 2024-07-18 00:24:45,251 - pyskl - INFO - Epoch [49][3300/3746] lr: 7.601e-02, eta: 3 days, 9:54:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4658, loss_cls: 4.4974, loss: 4.4974 2024-07-18 00:26:07,205 - pyskl - INFO - Epoch [49][3400/3746] lr: 7.598e-02, eta: 3 days, 9:53:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4566, loss_cls: 4.5433, loss: 4.5433 2024-07-18 00:27:29,378 - pyskl - INFO - Epoch [49][3500/3746] lr: 7.596e-02, eta: 3 days, 9:52:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4667, loss_cls: 4.4846, loss: 4.4846 2024-07-18 00:28:51,773 - pyskl - INFO - Epoch [49][3600/3746] lr: 7.594e-02, eta: 3 days, 9:51:07, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4694, loss_cls: 4.5199, loss: 4.5199 2024-07-18 00:30:14,151 - pyskl - INFO - Epoch [49][3700/3746] lr: 7.591e-02, eta: 3 days, 9:49:58, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2261, top5_acc: 0.4627, loss_cls: 4.5291, loss: 4.5291 2024-07-18 00:30:54,090 - pyskl - INFO - Saving checkpoint at 49 epochs 2024-07-18 00:32:45,893 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 00:32:46,587 - pyskl - INFO - top1_acc 0.1233 top5_acc 0.3054 2024-07-18 00:32:46,587 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 00:32:46,632 - pyskl - INFO - mean_acc 0.1231 2024-07-18 00:32:46,646 - pyskl - INFO - Epoch(val) [49][309] top1_acc: 0.1233, top5_acc: 0.3054, mean_class_accuracy: 0.1231 2024-07-18 00:36:37,270 - pyskl - INFO - Epoch [50][100/3746] lr: 7.588e-02, eta: 3 days, 9:52:06, time: 2.306, data_time: 1.320, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4692, loss_cls: 4.4429, loss: 4.4429 2024-07-18 00:38:00,283 - pyskl - INFO - Epoch [50][200/3746] lr: 7.585e-02, eta: 3 days, 9:50:58, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2314, top5_acc: 0.4672, loss_cls: 4.4924, loss: 4.4924 2024-07-18 00:39:22,317 - pyskl - INFO - Epoch [50][300/3746] lr: 7.583e-02, eta: 3 days, 9:49:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4723, loss_cls: 4.4698, loss: 4.4698 2024-07-18 00:40:44,553 - pyskl - INFO - Epoch [50][400/3746] lr: 7.581e-02, eta: 3 days, 9:48:40, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2323, top5_acc: 0.4708, loss_cls: 4.4800, loss: 4.4800 2024-07-18 00:42:06,363 - pyskl - INFO - Epoch [50][500/3746] lr: 7.578e-02, eta: 3 days, 9:47:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4748, loss_cls: 4.4428, loss: 4.4428 2024-07-18 00:43:28,234 - pyskl - INFO - Epoch [50][600/3746] lr: 7.576e-02, eta: 3 days, 9:46:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2392, top5_acc: 0.4789, loss_cls: 4.4446, loss: 4.4446 2024-07-18 00:44:50,106 - pyskl - INFO - Epoch [50][700/3746] lr: 7.573e-02, eta: 3 days, 9:45:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4547, loss_cls: 4.5233, loss: 4.5233 2024-07-18 00:46:12,514 - pyskl - INFO - Epoch [50][800/3746] lr: 7.571e-02, eta: 3 days, 9:44:01, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4655, loss_cls: 4.4981, loss: 4.4981 2024-07-18 00:47:35,202 - pyskl - INFO - Epoch [50][900/3746] lr: 7.569e-02, eta: 3 days, 9:42:53, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4703, loss_cls: 4.5141, loss: 4.5141 2024-07-18 00:48:56,862 - pyskl - INFO - Epoch [50][1000/3746] lr: 7.566e-02, eta: 3 days, 9:41:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4784, loss_cls: 4.4652, loss: 4.4652 2024-07-18 00:50:19,163 - pyskl - INFO - Epoch [50][1100/3746] lr: 7.564e-02, eta: 3 days, 9:40:34, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4795, loss_cls: 4.4768, loss: 4.4768 2024-07-18 00:51:41,459 - pyskl - INFO - Epoch [50][1200/3746] lr: 7.561e-02, eta: 3 days, 9:39:25, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4689, loss_cls: 4.5337, loss: 4.5337 2024-07-18 00:53:03,594 - pyskl - INFO - Epoch [50][1300/3746] lr: 7.559e-02, eta: 3 days, 9:38:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4717, loss_cls: 4.4824, loss: 4.4824 2024-07-18 00:54:26,049 - pyskl - INFO - Epoch [50][1400/3746] lr: 7.557e-02, eta: 3 days, 9:37:06, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4648, loss_cls: 4.5284, loss: 4.5284 2024-07-18 00:55:48,229 - pyskl - INFO - Epoch [50][1500/3746] lr: 7.554e-02, eta: 3 days, 9:35:57, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4669, loss_cls: 4.4970, loss: 4.4970 2024-07-18 00:57:09,967 - pyskl - INFO - Epoch [50][1600/3746] lr: 7.552e-02, eta: 3 days, 9:34:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2231, top5_acc: 0.4580, loss_cls: 4.5444, loss: 4.5444 2024-07-18 00:58:31,670 - pyskl - INFO - Epoch [50][1700/3746] lr: 7.549e-02, eta: 3 days, 9:33:37, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2362, top5_acc: 0.4713, loss_cls: 4.4595, loss: 4.4595 2024-07-18 00:59:53,707 - pyskl - INFO - Epoch [50][1800/3746] lr: 7.547e-02, eta: 3 days, 9:32:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4678, loss_cls: 4.5055, loss: 4.5055 2024-07-18 01:01:15,868 - pyskl - INFO - Epoch [50][1900/3746] lr: 7.545e-02, eta: 3 days, 9:31:17, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2347, top5_acc: 0.4672, loss_cls: 4.4935, loss: 4.4935 2024-07-18 01:02:38,035 - pyskl - INFO - Epoch [50][2000/3746] lr: 7.542e-02, eta: 3 days, 9:30:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4647, loss_cls: 4.5147, loss: 4.5147 2024-07-18 01:04:00,024 - pyskl - INFO - Epoch [50][2100/3746] lr: 7.540e-02, eta: 3 days, 9:28:58, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4848, loss_cls: 4.4389, loss: 4.4389 2024-07-18 01:05:21,638 - pyskl - INFO - Epoch [50][2200/3746] lr: 7.537e-02, eta: 3 days, 9:27:48, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2345, top5_acc: 0.4656, loss_cls: 4.4872, loss: 4.4872 2024-07-18 01:06:43,498 - pyskl - INFO - Epoch [50][2300/3746] lr: 7.535e-02, eta: 3 days, 9:26:38, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2225, top5_acc: 0.4681, loss_cls: 4.5303, loss: 4.5303 2024-07-18 01:08:06,332 - pyskl - INFO - Epoch [50][2400/3746] lr: 7.533e-02, eta: 3 days, 9:25:29, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4684, loss_cls: 4.4993, loss: 4.4993 2024-07-18 01:09:27,996 - pyskl - INFO - Epoch [50][2500/3746] lr: 7.530e-02, eta: 3 days, 9:24:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4623, loss_cls: 4.4878, loss: 4.4878 2024-07-18 01:10:49,967 - pyskl - INFO - Epoch [50][2600/3746] lr: 7.528e-02, eta: 3 days, 9:23:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2281, top5_acc: 0.4677, loss_cls: 4.4875, loss: 4.4875 2024-07-18 01:12:12,315 - pyskl - INFO - Epoch [50][2700/3746] lr: 7.525e-02, eta: 3 days, 9:22:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2277, top5_acc: 0.4595, loss_cls: 4.5266, loss: 4.5266 2024-07-18 01:13:34,113 - pyskl - INFO - Epoch [50][2800/3746] lr: 7.523e-02, eta: 3 days, 9:20:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4634, loss_cls: 4.5091, loss: 4.5091 2024-07-18 01:14:56,534 - pyskl - INFO - Epoch [50][2900/3746] lr: 7.520e-02, eta: 3 days, 9:19:41, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4722, loss_cls: 4.4767, loss: 4.4767 2024-07-18 01:16:18,765 - pyskl - INFO - Epoch [50][3000/3746] lr: 7.518e-02, eta: 3 days, 9:18:31, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2305, top5_acc: 0.4731, loss_cls: 4.4888, loss: 4.4888 2024-07-18 01:17:41,065 - pyskl - INFO - Epoch [50][3100/3746] lr: 7.516e-02, eta: 3 days, 9:17:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2197, top5_acc: 0.4477, loss_cls: 4.5646, loss: 4.5646 2024-07-18 01:19:02,665 - pyskl - INFO - Epoch [50][3200/3746] lr: 7.513e-02, eta: 3 days, 9:16:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4609, loss_cls: 4.5320, loss: 4.5320 2024-07-18 01:20:24,877 - pyskl - INFO - Epoch [50][3300/3746] lr: 7.511e-02, eta: 3 days, 9:15:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4684, loss_cls: 4.5059, loss: 4.5059 2024-07-18 01:21:47,538 - pyskl - INFO - Epoch [50][3400/3746] lr: 7.508e-02, eta: 3 days, 9:13:53, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2228, top5_acc: 0.4589, loss_cls: 4.5342, loss: 4.5342 2024-07-18 01:23:10,067 - pyskl - INFO - Epoch [50][3500/3746] lr: 7.506e-02, eta: 3 days, 9:12:44, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4675, loss_cls: 4.5111, loss: 4.5111 2024-07-18 01:24:31,917 - pyskl - INFO - Epoch [50][3600/3746] lr: 7.504e-02, eta: 3 days, 9:11:34, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2377, top5_acc: 0.4717, loss_cls: 4.4822, loss: 4.4822 2024-07-18 01:25:54,150 - pyskl - INFO - Epoch [50][3700/3746] lr: 7.501e-02, eta: 3 days, 9:10:24, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4705, loss_cls: 4.4922, loss: 4.4922 2024-07-18 01:26:34,166 - pyskl - INFO - Saving checkpoint at 50 epochs 2024-07-18 01:28:25,823 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 01:28:26,492 - pyskl - INFO - top1_acc 0.1678 top5_acc 0.3750 2024-07-18 01:28:26,492 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 01:28:26,535 - pyskl - INFO - mean_acc 0.1676 2024-07-18 01:28:26,548 - pyskl - INFO - Epoch(val) [50][309] top1_acc: 0.1678, top5_acc: 0.3750, mean_class_accuracy: 0.1676 2024-07-18 01:32:15,951 - pyskl - INFO - Epoch [51][100/3746] lr: 7.498e-02, eta: 3 days, 9:12:21, time: 2.294, data_time: 1.304, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4733, loss_cls: 4.4680, loss: 4.4680 2024-07-18 01:33:38,410 - pyskl - INFO - Epoch [51][200/3746] lr: 7.495e-02, eta: 3 days, 9:11:12, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4788, loss_cls: 4.4532, loss: 4.4532 2024-07-18 01:35:00,523 - pyskl - INFO - Epoch [51][300/3746] lr: 7.493e-02, eta: 3 days, 9:10:02, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4733, loss_cls: 4.4839, loss: 4.4839 2024-07-18 01:36:23,195 - pyskl - INFO - Epoch [51][400/3746] lr: 7.490e-02, eta: 3 days, 9:08:53, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2273, top5_acc: 0.4703, loss_cls: 4.5015, loss: 4.5015 2024-07-18 01:37:44,821 - pyskl - INFO - Epoch [51][500/3746] lr: 7.488e-02, eta: 3 days, 9:07:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4672, loss_cls: 4.5008, loss: 4.5008 2024-07-18 01:39:06,945 - pyskl - INFO - Epoch [51][600/3746] lr: 7.485e-02, eta: 3 days, 9:06:32, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4723, loss_cls: 4.5003, loss: 4.5003 2024-07-18 01:40:29,633 - pyskl - INFO - Epoch [51][700/3746] lr: 7.483e-02, eta: 3 days, 9:05:23, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4730, loss_cls: 4.5015, loss: 4.5015 2024-07-18 01:41:51,449 - pyskl - INFO - Epoch [51][800/3746] lr: 7.481e-02, eta: 3 days, 9:04:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4748, loss_cls: 4.4516, loss: 4.4516 2024-07-18 01:43:13,242 - pyskl - INFO - Epoch [51][900/3746] lr: 7.478e-02, eta: 3 days, 9:03:02, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4664, loss_cls: 4.5005, loss: 4.5005 2024-07-18 01:44:35,461 - pyskl - INFO - Epoch [51][1000/3746] lr: 7.476e-02, eta: 3 days, 9:01:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2241, top5_acc: 0.4655, loss_cls: 4.5100, loss: 4.5100 2024-07-18 01:45:57,373 - pyskl - INFO - Epoch [51][1100/3746] lr: 7.473e-02, eta: 3 days, 9:00:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4728, loss_cls: 4.4836, loss: 4.4836 2024-07-18 01:47:19,853 - pyskl - INFO - Epoch [51][1200/3746] lr: 7.471e-02, eta: 3 days, 8:59:32, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4567, loss_cls: 4.5353, loss: 4.5353 2024-07-18 01:48:41,748 - pyskl - INFO - Epoch [51][1300/3746] lr: 7.468e-02, eta: 3 days, 8:58:21, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4764, loss_cls: 4.4673, loss: 4.4673 2024-07-18 01:50:03,812 - pyskl - INFO - Epoch [51][1400/3746] lr: 7.466e-02, eta: 3 days, 8:57:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2242, top5_acc: 0.4661, loss_cls: 4.5260, loss: 4.5260 2024-07-18 01:51:25,930 - pyskl - INFO - Epoch [51][1500/3746] lr: 7.464e-02, eta: 3 days, 8:56:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4734, loss_cls: 4.4580, loss: 4.4580 2024-07-18 01:52:48,034 - pyskl - INFO - Epoch [51][1600/3746] lr: 7.461e-02, eta: 3 days, 8:54:51, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4611, loss_cls: 4.4864, loss: 4.4864 2024-07-18 01:54:09,880 - pyskl - INFO - Epoch [51][1700/3746] lr: 7.459e-02, eta: 3 days, 8:53:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4653, loss_cls: 4.5140, loss: 4.5140 2024-07-18 01:55:31,193 - pyskl - INFO - Epoch [51][1800/3746] lr: 7.456e-02, eta: 3 days, 8:52:29, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2239, top5_acc: 0.4681, loss_cls: 4.5042, loss: 4.5042 2024-07-18 01:56:53,142 - pyskl - INFO - Epoch [51][1900/3746] lr: 7.454e-02, eta: 3 days, 8:51:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4731, loss_cls: 4.4526, loss: 4.4526 2024-07-18 01:58:15,321 - pyskl - INFO - Epoch [51][2000/3746] lr: 7.451e-02, eta: 3 days, 8:50:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2387, top5_acc: 0.4827, loss_cls: 4.4294, loss: 4.4294 2024-07-18 01:59:36,613 - pyskl - INFO - Epoch [51][2100/3746] lr: 7.449e-02, eta: 3 days, 8:48:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4639, loss_cls: 4.4988, loss: 4.4988 2024-07-18 02:00:58,174 - pyskl - INFO - Epoch [51][2200/3746] lr: 7.447e-02, eta: 3 days, 8:47:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2345, top5_acc: 0.4802, loss_cls: 4.4413, loss: 4.4413 2024-07-18 02:02:20,201 - pyskl - INFO - Epoch [51][2300/3746] lr: 7.444e-02, eta: 3 days, 8:46:34, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4731, loss_cls: 4.5061, loss: 4.5061 2024-07-18 02:03:43,026 - pyskl - INFO - Epoch [51][2400/3746] lr: 7.442e-02, eta: 3 days, 8:45:26, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4630, loss_cls: 4.5138, loss: 4.5138 2024-07-18 02:05:04,730 - pyskl - INFO - Epoch [51][2500/3746] lr: 7.439e-02, eta: 3 days, 8:44:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4695, loss_cls: 4.5127, loss: 4.5127 2024-07-18 02:06:28,397 - pyskl - INFO - Epoch [51][2600/3746] lr: 7.437e-02, eta: 3 days, 8:43:07, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.2184, top5_acc: 0.4600, loss_cls: 4.5431, loss: 4.5431 2024-07-18 02:07:50,967 - pyskl - INFO - Epoch [51][2700/3746] lr: 7.434e-02, eta: 3 days, 8:41:58, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4597, loss_cls: 4.5339, loss: 4.5339 2024-07-18 02:09:13,727 - pyskl - INFO - Epoch [51][2800/3746] lr: 7.432e-02, eta: 3 days, 8:40:49, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4666, loss_cls: 4.5008, loss: 4.5008 2024-07-18 02:10:36,031 - pyskl - INFO - Epoch [51][2900/3746] lr: 7.429e-02, eta: 3 days, 8:39:39, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4800, loss_cls: 4.4662, loss: 4.4662 2024-07-18 02:11:58,093 - pyskl - INFO - Epoch [51][3000/3746] lr: 7.427e-02, eta: 3 days, 8:38:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2333, top5_acc: 0.4669, loss_cls: 4.4884, loss: 4.4884 2024-07-18 02:13:20,394 - pyskl - INFO - Epoch [51][3100/3746] lr: 7.425e-02, eta: 3 days, 8:37:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4655, loss_cls: 4.4910, loss: 4.4910 2024-07-18 02:14:42,492 - pyskl - INFO - Epoch [51][3200/3746] lr: 7.422e-02, eta: 3 days, 8:36:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4713, loss_cls: 4.4798, loss: 4.4798 2024-07-18 02:16:04,229 - pyskl - INFO - Epoch [51][3300/3746] lr: 7.420e-02, eta: 3 days, 8:34:57, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4772, loss_cls: 4.4894, loss: 4.4894 2024-07-18 02:17:26,221 - pyskl - INFO - Epoch [51][3400/3746] lr: 7.417e-02, eta: 3 days, 8:33:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4722, loss_cls: 4.4785, loss: 4.4785 2024-07-18 02:18:48,309 - pyskl - INFO - Epoch [51][3500/3746] lr: 7.415e-02, eta: 3 days, 8:32:36, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4684, loss_cls: 4.4987, loss: 4.4987 2024-07-18 02:20:10,802 - pyskl - INFO - Epoch [51][3600/3746] lr: 7.412e-02, eta: 3 days, 8:31:26, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4675, loss_cls: 4.4943, loss: 4.4943 2024-07-18 02:21:33,241 - pyskl - INFO - Epoch [51][3700/3746] lr: 7.410e-02, eta: 3 days, 8:30:16, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4633, loss_cls: 4.5244, loss: 4.5244 2024-07-18 02:22:13,151 - pyskl - INFO - Saving checkpoint at 51 epochs 2024-07-18 02:24:04,523 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 02:24:05,208 - pyskl - INFO - top1_acc 0.1492 top5_acc 0.3477 2024-07-18 02:24:05,209 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 02:24:05,256 - pyskl - INFO - mean_acc 0.1491 2024-07-18 02:24:05,269 - pyskl - INFO - Epoch(val) [51][309] top1_acc: 0.1492, top5_acc: 0.3477, mean_class_accuracy: 0.1491 2024-07-18 02:27:54,845 - pyskl - INFO - Epoch [52][100/3746] lr: 7.406e-02, eta: 3 days, 8:32:06, time: 2.296, data_time: 1.308, memory: 15990, top1_acc: 0.2333, top5_acc: 0.4695, loss_cls: 4.4457, loss: 4.4457 2024-07-18 02:29:16,984 - pyskl - INFO - Epoch [52][200/3746] lr: 7.404e-02, eta: 3 days, 8:30:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4753, loss_cls: 4.4834, loss: 4.4834 2024-07-18 02:30:38,744 - pyskl - INFO - Epoch [52][300/3746] lr: 7.401e-02, eta: 3 days, 8:29:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4766, loss_cls: 4.4401, loss: 4.4401 2024-07-18 02:32:00,910 - pyskl - INFO - Epoch [52][400/3746] lr: 7.399e-02, eta: 3 days, 8:28:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4650, loss_cls: 4.5174, loss: 4.5174 2024-07-18 02:33:22,692 - pyskl - INFO - Epoch [52][500/3746] lr: 7.397e-02, eta: 3 days, 8:27:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4817, loss_cls: 4.4124, loss: 4.4124 2024-07-18 02:34:44,282 - pyskl - INFO - Epoch [52][600/3746] lr: 7.394e-02, eta: 3 days, 8:26:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4739, loss_cls: 4.4859, loss: 4.4859 2024-07-18 02:36:06,312 - pyskl - INFO - Epoch [52][700/3746] lr: 7.392e-02, eta: 3 days, 8:25:00, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4734, loss_cls: 4.4685, loss: 4.4685 2024-07-18 02:37:28,376 - pyskl - INFO - Epoch [52][800/3746] lr: 7.389e-02, eta: 3 days, 8:23:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4694, loss_cls: 4.4977, loss: 4.4977 2024-07-18 02:38:50,161 - pyskl - INFO - Epoch [52][900/3746] lr: 7.387e-02, eta: 3 days, 8:22:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2306, top5_acc: 0.4683, loss_cls: 4.4753, loss: 4.4753 2024-07-18 02:40:12,003 - pyskl - INFO - Epoch [52][1000/3746] lr: 7.384e-02, eta: 3 days, 8:21:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2295, top5_acc: 0.4673, loss_cls: 4.5199, loss: 4.5199 2024-07-18 02:41:34,006 - pyskl - INFO - Epoch [52][1100/3746] lr: 7.382e-02, eta: 3 days, 8:20:16, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4688, loss_cls: 4.4637, loss: 4.4637 2024-07-18 02:42:56,423 - pyskl - INFO - Epoch [52][1200/3746] lr: 7.379e-02, eta: 3 days, 8:19:06, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4591, loss_cls: 4.5070, loss: 4.5070 2024-07-18 02:44:19,330 - pyskl - INFO - Epoch [52][1300/3746] lr: 7.377e-02, eta: 3 days, 8:17:57, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4772, loss_cls: 4.4844, loss: 4.4844 2024-07-18 02:45:41,973 - pyskl - INFO - Epoch [52][1400/3746] lr: 7.374e-02, eta: 3 days, 8:16:47, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4711, loss_cls: 4.4685, loss: 4.4685 2024-07-18 02:47:05,060 - pyskl - INFO - Epoch [52][1500/3746] lr: 7.372e-02, eta: 3 days, 8:15:38, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4728, loss_cls: 4.4913, loss: 4.4913 2024-07-18 02:48:27,107 - pyskl - INFO - Epoch [52][1600/3746] lr: 7.370e-02, eta: 3 days, 8:14:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4570, loss_cls: 4.5371, loss: 4.5371 2024-07-18 02:49:49,028 - pyskl - INFO - Epoch [52][1700/3746] lr: 7.367e-02, eta: 3 days, 8:13:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4770, loss_cls: 4.4390, loss: 4.4390 2024-07-18 02:51:10,855 - pyskl - INFO - Epoch [52][1800/3746] lr: 7.365e-02, eta: 3 days, 8:12:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4706, loss_cls: 4.5043, loss: 4.5043 2024-07-18 02:52:32,740 - pyskl - INFO - Epoch [52][1900/3746] lr: 7.362e-02, eta: 3 days, 8:10:53, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4661, loss_cls: 4.5175, loss: 4.5175 2024-07-18 02:53:54,628 - pyskl - INFO - Epoch [52][2000/3746] lr: 7.360e-02, eta: 3 days, 8:09:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4741, loss_cls: 4.4717, loss: 4.4717 2024-07-18 02:55:16,856 - pyskl - INFO - Epoch [52][2100/3746] lr: 7.357e-02, eta: 3 days, 8:08:31, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2284, top5_acc: 0.4653, loss_cls: 4.5192, loss: 4.5192 2024-07-18 02:56:38,970 - pyskl - INFO - Epoch [52][2200/3746] lr: 7.355e-02, eta: 3 days, 8:07:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2238, top5_acc: 0.4627, loss_cls: 4.5350, loss: 4.5350 2024-07-18 02:58:00,890 - pyskl - INFO - Epoch [52][2300/3746] lr: 7.352e-02, eta: 3 days, 8:06:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4766, loss_cls: 4.4667, loss: 4.4667 2024-07-18 02:59:23,083 - pyskl - INFO - Epoch [52][2400/3746] lr: 7.350e-02, eta: 3 days, 8:04:59, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2314, top5_acc: 0.4636, loss_cls: 4.5268, loss: 4.5268 2024-07-18 03:00:45,165 - pyskl - INFO - Epoch [52][2500/3746] lr: 7.347e-02, eta: 3 days, 8:03:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2333, top5_acc: 0.4722, loss_cls: 4.4742, loss: 4.4742 2024-07-18 03:02:08,238 - pyskl - INFO - Epoch [52][2600/3746] lr: 7.345e-02, eta: 3 days, 8:02:38, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2277, top5_acc: 0.4683, loss_cls: 4.4961, loss: 4.4961 2024-07-18 03:03:30,601 - pyskl - INFO - Epoch [52][2700/3746] lr: 7.342e-02, eta: 3 days, 8:01:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4650, loss_cls: 4.5014, loss: 4.5014 2024-07-18 03:04:52,553 - pyskl - INFO - Epoch [52][2800/3746] lr: 7.340e-02, eta: 3 days, 8:00:17, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4639, loss_cls: 4.5061, loss: 4.5061 2024-07-18 03:06:15,121 - pyskl - INFO - Epoch [52][2900/3746] lr: 7.337e-02, eta: 3 days, 7:59:07, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4752, loss_cls: 4.4787, loss: 4.4787 2024-07-18 03:07:36,756 - pyskl - INFO - Epoch [52][3000/3746] lr: 7.335e-02, eta: 3 days, 7:57:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4694, loss_cls: 4.4924, loss: 4.4924 2024-07-18 03:08:58,582 - pyskl - INFO - Epoch [52][3100/3746] lr: 7.332e-02, eta: 3 days, 7:56:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4697, loss_cls: 4.4826, loss: 4.4826 2024-07-18 03:10:20,947 - pyskl - INFO - Epoch [52][3200/3746] lr: 7.330e-02, eta: 3 days, 7:55:33, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4633, loss_cls: 4.5331, loss: 4.5331 2024-07-18 03:11:42,825 - pyskl - INFO - Epoch [52][3300/3746] lr: 7.328e-02, eta: 3 days, 7:54:21, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4806, loss_cls: 4.4495, loss: 4.4495 2024-07-18 03:13:04,862 - pyskl - INFO - Epoch [52][3400/3746] lr: 7.325e-02, eta: 3 days, 7:53:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4739, loss_cls: 4.4833, loss: 4.4833 2024-07-18 03:14:27,487 - pyskl - INFO - Epoch [52][3500/3746] lr: 7.323e-02, eta: 3 days, 7:52:00, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2347, top5_acc: 0.4736, loss_cls: 4.4599, loss: 4.4599 2024-07-18 03:15:49,316 - pyskl - INFO - Epoch [52][3600/3746] lr: 7.320e-02, eta: 3 days, 7:50:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4727, loss_cls: 4.4911, loss: 4.4911 2024-07-18 03:17:11,553 - pyskl - INFO - Epoch [52][3700/3746] lr: 7.318e-02, eta: 3 days, 7:49:38, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4808, loss_cls: 4.4341, loss: 4.4341 2024-07-18 03:17:51,127 - pyskl - INFO - Saving checkpoint at 52 epochs 2024-07-18 03:19:42,080 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 03:19:42,749 - pyskl - INFO - top1_acc 0.1572 top5_acc 0.3710 2024-07-18 03:19:42,750 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 03:19:42,793 - pyskl - INFO - mean_acc 0.1568 2024-07-18 03:19:42,806 - pyskl - INFO - Epoch(val) [52][309] top1_acc: 0.1572, top5_acc: 0.3710, mean_class_accuracy: 0.1568 2024-07-18 03:23:32,752 - pyskl - INFO - Epoch [53][100/3746] lr: 7.314e-02, eta: 3 days, 7:51:21, time: 2.299, data_time: 1.313, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4841, loss_cls: 4.4453, loss: 4.4453 2024-07-18 03:24:55,544 - pyskl - INFO - Epoch [53][200/3746] lr: 7.312e-02, eta: 3 days, 7:50:12, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2275, top5_acc: 0.4750, loss_cls: 4.4875, loss: 4.4875 2024-07-18 03:26:17,459 - pyskl - INFO - Epoch [53][300/3746] lr: 7.309e-02, eta: 3 days, 7:49:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4763, loss_cls: 4.4356, loss: 4.4356 2024-07-18 03:27:39,225 - pyskl - INFO - Epoch [53][400/3746] lr: 7.307e-02, eta: 3 days, 7:47:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2359, top5_acc: 0.4759, loss_cls: 4.4602, loss: 4.4602 2024-07-18 03:29:01,164 - pyskl - INFO - Epoch [53][500/3746] lr: 7.304e-02, eta: 3 days, 7:46:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4747, loss_cls: 4.4561, loss: 4.4561 2024-07-18 03:30:23,083 - pyskl - INFO - Epoch [53][600/3746] lr: 7.302e-02, eta: 3 days, 7:45:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2284, top5_acc: 0.4714, loss_cls: 4.4823, loss: 4.4823 2024-07-18 03:31:45,117 - pyskl - INFO - Epoch [53][700/3746] lr: 7.299e-02, eta: 3 days, 7:44:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2208, top5_acc: 0.4612, loss_cls: 4.5407, loss: 4.5407 2024-07-18 03:33:07,029 - pyskl - INFO - Epoch [53][800/3746] lr: 7.297e-02, eta: 3 days, 7:43:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4605, loss_cls: 4.4927, loss: 4.4927 2024-07-18 03:34:28,896 - pyskl - INFO - Epoch [53][900/3746] lr: 7.294e-02, eta: 3 days, 7:41:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4675, loss_cls: 4.5165, loss: 4.5165 2024-07-18 03:35:51,081 - pyskl - INFO - Epoch [53][1000/3746] lr: 7.292e-02, eta: 3 days, 7:40:39, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4778, loss_cls: 4.4508, loss: 4.4508 2024-07-18 03:37:13,176 - pyskl - INFO - Epoch [53][1100/3746] lr: 7.289e-02, eta: 3 days, 7:39:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4798, loss_cls: 4.4700, loss: 4.4700 2024-07-18 03:38:35,036 - pyskl - INFO - Epoch [53][1200/3746] lr: 7.287e-02, eta: 3 days, 7:38:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2244, top5_acc: 0.4577, loss_cls: 4.5244, loss: 4.5244 2024-07-18 03:39:56,832 - pyskl - INFO - Epoch [53][1300/3746] lr: 7.284e-02, eta: 3 days, 7:37:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4761, loss_cls: 4.4534, loss: 4.4534 2024-07-18 03:41:19,289 - pyskl - INFO - Epoch [53][1400/3746] lr: 7.282e-02, eta: 3 days, 7:35:53, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4758, loss_cls: 4.4588, loss: 4.4588 2024-07-18 03:42:41,566 - pyskl - INFO - Epoch [53][1500/3746] lr: 7.279e-02, eta: 3 days, 7:34:42, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4725, loss_cls: 4.4833, loss: 4.4833 2024-07-18 03:44:03,465 - pyskl - INFO - Epoch [53][1600/3746] lr: 7.277e-02, eta: 3 days, 7:33:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4623, loss_cls: 4.5120, loss: 4.5120 2024-07-18 03:45:24,763 - pyskl - INFO - Epoch [53][1700/3746] lr: 7.274e-02, eta: 3 days, 7:32:17, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4742, loss_cls: 4.4642, loss: 4.4642 2024-07-18 03:46:47,026 - pyskl - INFO - Epoch [53][1800/3746] lr: 7.272e-02, eta: 3 days, 7:31:06, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4744, loss_cls: 4.4649, loss: 4.4649 2024-07-18 03:48:09,022 - pyskl - INFO - Epoch [53][1900/3746] lr: 7.269e-02, eta: 3 days, 7:29:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4727, loss_cls: 4.4917, loss: 4.4917 2024-07-18 03:49:31,083 - pyskl - INFO - Epoch [53][2000/3746] lr: 7.267e-02, eta: 3 days, 7:28:43, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4694, loss_cls: 4.5088, loss: 4.5088 2024-07-18 03:50:53,082 - pyskl - INFO - Epoch [53][2100/3746] lr: 7.264e-02, eta: 3 days, 7:27:31, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2270, top5_acc: 0.4686, loss_cls: 4.4629, loss: 4.4629 2024-07-18 03:52:15,183 - pyskl - INFO - Epoch [53][2200/3746] lr: 7.262e-02, eta: 3 days, 7:26:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4692, loss_cls: 4.4662, loss: 4.4662 2024-07-18 03:53:37,588 - pyskl - INFO - Epoch [53][2300/3746] lr: 7.259e-02, eta: 3 days, 7:25:09, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4808, loss_cls: 4.4335, loss: 4.4335 2024-07-18 03:54:59,224 - pyskl - INFO - Epoch [53][2400/3746] lr: 7.257e-02, eta: 3 days, 7:23:57, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2323, top5_acc: 0.4711, loss_cls: 4.4754, loss: 4.4754 2024-07-18 03:56:21,906 - pyskl - INFO - Epoch [53][2500/3746] lr: 7.254e-02, eta: 3 days, 7:22:46, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2280, top5_acc: 0.4595, loss_cls: 4.5139, loss: 4.5139 2024-07-18 03:57:44,323 - pyskl - INFO - Epoch [53][2600/3746] lr: 7.252e-02, eta: 3 days, 7:21:35, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4755, loss_cls: 4.4641, loss: 4.4641 2024-07-18 03:59:06,647 - pyskl - INFO - Epoch [53][2700/3746] lr: 7.249e-02, eta: 3 days, 7:20:24, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4702, loss_cls: 4.4897, loss: 4.4897 2024-07-18 04:00:29,530 - pyskl - INFO - Epoch [53][2800/3746] lr: 7.247e-02, eta: 3 days, 7:19:14, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4656, loss_cls: 4.4863, loss: 4.4863 2024-07-18 04:01:52,027 - pyskl - INFO - Epoch [53][2900/3746] lr: 7.244e-02, eta: 3 days, 7:18:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2408, top5_acc: 0.4788, loss_cls: 4.4362, loss: 4.4362 2024-07-18 04:03:14,129 - pyskl - INFO - Epoch [53][3000/3746] lr: 7.242e-02, eta: 3 days, 7:16:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4738, loss_cls: 4.4622, loss: 4.4622 2024-07-18 04:04:35,960 - pyskl - INFO - Epoch [53][3100/3746] lr: 7.239e-02, eta: 3 days, 7:15:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4728, loss_cls: 4.4685, loss: 4.4685 2024-07-18 04:05:57,968 - pyskl - INFO - Epoch [53][3200/3746] lr: 7.237e-02, eta: 3 days, 7:14:28, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4714, loss_cls: 4.4621, loss: 4.4621 2024-07-18 04:07:19,407 - pyskl - INFO - Epoch [53][3300/3746] lr: 7.234e-02, eta: 3 days, 7:13:15, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4714, loss_cls: 4.4750, loss: 4.4750 2024-07-18 04:08:40,918 - pyskl - INFO - Epoch [53][3400/3746] lr: 7.232e-02, eta: 3 days, 7:12:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2314, top5_acc: 0.4673, loss_cls: 4.4956, loss: 4.4956 2024-07-18 04:10:02,624 - pyskl - INFO - Epoch [53][3500/3746] lr: 7.229e-02, eta: 3 days, 7:10:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4756, loss_cls: 4.4472, loss: 4.4472 2024-07-18 04:11:24,734 - pyskl - INFO - Epoch [53][3600/3746] lr: 7.227e-02, eta: 3 days, 7:09:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2258, top5_acc: 0.4591, loss_cls: 4.5117, loss: 4.5117 2024-07-18 04:12:47,090 - pyskl - INFO - Epoch [53][3700/3746] lr: 7.224e-02, eta: 3 days, 7:08:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4683, loss_cls: 4.4967, loss: 4.4967 2024-07-18 04:13:27,046 - pyskl - INFO - Saving checkpoint at 53 epochs 2024-07-18 04:15:18,512 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 04:15:19,173 - pyskl - INFO - top1_acc 0.1704 top5_acc 0.3811 2024-07-18 04:15:19,174 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 04:15:19,217 - pyskl - INFO - mean_acc 0.1702 2024-07-18 04:15:19,230 - pyskl - INFO - Epoch(val) [53][309] top1_acc: 0.1704, top5_acc: 0.3811, mean_class_accuracy: 0.1702 2024-07-18 04:19:10,585 - pyskl - INFO - Epoch [54][100/3746] lr: 7.221e-02, eta: 3 days, 7:10:07, time: 2.313, data_time: 1.329, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4764, loss_cls: 4.4377, loss: 4.4377 2024-07-18 04:20:32,680 - pyskl - INFO - Epoch [54][200/3746] lr: 7.218e-02, eta: 3 days, 7:08:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2387, top5_acc: 0.4761, loss_cls: 4.4430, loss: 4.4430 2024-07-18 04:21:54,870 - pyskl - INFO - Epoch [54][300/3746] lr: 7.216e-02, eta: 3 days, 7:07:43, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2305, top5_acc: 0.4713, loss_cls: 4.4941, loss: 4.4941 2024-07-18 04:23:16,713 - pyskl - INFO - Epoch [54][400/3746] lr: 7.213e-02, eta: 3 days, 7:06:31, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4752, loss_cls: 4.4433, loss: 4.4433 2024-07-18 04:24:39,301 - pyskl - INFO - Epoch [54][500/3746] lr: 7.211e-02, eta: 3 days, 7:05:20, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4739, loss_cls: 4.4562, loss: 4.4562 2024-07-18 04:26:01,394 - pyskl - INFO - Epoch [54][600/3746] lr: 7.208e-02, eta: 3 days, 7:04:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2428, top5_acc: 0.4858, loss_cls: 4.4034, loss: 4.4034 2024-07-18 04:27:23,602 - pyskl - INFO - Epoch [54][700/3746] lr: 7.206e-02, eta: 3 days, 7:02:57, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4772, loss_cls: 4.4836, loss: 4.4836 2024-07-18 04:28:45,615 - pyskl - INFO - Epoch [54][800/3746] lr: 7.203e-02, eta: 3 days, 7:01:45, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4783, loss_cls: 4.4730, loss: 4.4730 2024-07-18 04:30:07,722 - pyskl - INFO - Epoch [54][900/3746] lr: 7.201e-02, eta: 3 days, 7:00:33, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4845, loss_cls: 4.4351, loss: 4.4351 2024-07-18 04:31:29,498 - pyskl - INFO - Epoch [54][1000/3746] lr: 7.198e-02, eta: 3 days, 6:59:20, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2377, top5_acc: 0.4791, loss_cls: 4.4341, loss: 4.4341 2024-07-18 04:32:51,569 - pyskl - INFO - Epoch [54][1100/3746] lr: 7.196e-02, eta: 3 days, 6:58:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2295, top5_acc: 0.4625, loss_cls: 4.4899, loss: 4.4899 2024-07-18 04:34:14,034 - pyskl - INFO - Epoch [54][1200/3746] lr: 7.193e-02, eta: 3 days, 6:56:57, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4684, loss_cls: 4.4790, loss: 4.4790 2024-07-18 04:35:36,524 - pyskl - INFO - Epoch [54][1300/3746] lr: 7.191e-02, eta: 3 days, 6:55:46, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2339, top5_acc: 0.4756, loss_cls: 4.4625, loss: 4.4625 2024-07-18 04:36:59,161 - pyskl - INFO - Epoch [54][1400/3746] lr: 7.188e-02, eta: 3 days, 6:54:35, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4606, loss_cls: 4.5041, loss: 4.5041 2024-07-18 04:38:21,387 - pyskl - INFO - Epoch [54][1500/3746] lr: 7.186e-02, eta: 3 days, 6:53:23, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4628, loss_cls: 4.5047, loss: 4.5047 2024-07-18 04:39:43,429 - pyskl - INFO - Epoch [54][1600/3746] lr: 7.183e-02, eta: 3 days, 6:52:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4641, loss_cls: 4.4918, loss: 4.4918 2024-07-18 04:41:05,449 - pyskl - INFO - Epoch [54][1700/3746] lr: 7.181e-02, eta: 3 days, 6:50:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4678, loss_cls: 4.4718, loss: 4.4718 2024-07-18 04:42:28,245 - pyskl - INFO - Epoch [54][1800/3746] lr: 7.178e-02, eta: 3 days, 6:49:48, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4633, loss_cls: 4.5233, loss: 4.5233 2024-07-18 04:43:50,235 - pyskl - INFO - Epoch [54][1900/3746] lr: 7.176e-02, eta: 3 days, 6:48:36, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4689, loss_cls: 4.4884, loss: 4.4884 2024-07-18 04:45:12,096 - pyskl - INFO - Epoch [54][2000/3746] lr: 7.173e-02, eta: 3 days, 6:47:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4786, loss_cls: 4.4444, loss: 4.4444 2024-07-18 04:46:34,867 - pyskl - INFO - Epoch [54][2100/3746] lr: 7.170e-02, eta: 3 days, 6:46:13, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4578, loss_cls: 4.5262, loss: 4.5262 2024-07-18 04:47:57,155 - pyskl - INFO - Epoch [54][2200/3746] lr: 7.168e-02, eta: 3 days, 6:45:01, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2423, top5_acc: 0.4864, loss_cls: 4.4371, loss: 4.4371 2024-07-18 04:49:19,934 - pyskl - INFO - Epoch [54][2300/3746] lr: 7.165e-02, eta: 3 days, 6:43:50, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4636, loss_cls: 4.4909, loss: 4.4909 2024-07-18 04:50:42,272 - pyskl - INFO - Epoch [54][2400/3746] lr: 7.163e-02, eta: 3 days, 6:42:39, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4756, loss_cls: 4.4594, loss: 4.4594 2024-07-18 04:52:05,389 - pyskl - INFO - Epoch [54][2500/3746] lr: 7.160e-02, eta: 3 days, 6:41:29, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4811, loss_cls: 4.4591, loss: 4.4591 2024-07-18 04:53:28,166 - pyskl - INFO - Epoch [54][2600/3746] lr: 7.158e-02, eta: 3 days, 6:40:18, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4641, loss_cls: 4.4863, loss: 4.4863 2024-07-18 04:54:50,722 - pyskl - INFO - Epoch [54][2700/3746] lr: 7.155e-02, eta: 3 days, 6:39:07, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2406, top5_acc: 0.4711, loss_cls: 4.4470, loss: 4.4470 2024-07-18 04:56:13,605 - pyskl - INFO - Epoch [54][2800/3746] lr: 7.153e-02, eta: 3 days, 6:37:56, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4684, loss_cls: 4.4979, loss: 4.4979 2024-07-18 04:57:36,153 - pyskl - INFO - Epoch [54][2900/3746] lr: 7.150e-02, eta: 3 days, 6:36:45, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4697, loss_cls: 4.4964, loss: 4.4964 2024-07-18 04:58:57,612 - pyskl - INFO - Epoch [54][3000/3746] lr: 7.148e-02, eta: 3 days, 6:35:31, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4775, loss_cls: 4.4673, loss: 4.4673 2024-07-18 05:00:19,804 - pyskl - INFO - Epoch [54][3100/3746] lr: 7.145e-02, eta: 3 days, 6:34:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4750, loss_cls: 4.4255, loss: 4.4255 2024-07-18 05:01:41,762 - pyskl - INFO - Epoch [54][3200/3746] lr: 7.143e-02, eta: 3 days, 6:33:07, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4753, loss_cls: 4.4784, loss: 4.4784 2024-07-18 05:03:03,799 - pyskl - INFO - Epoch [54][3300/3746] lr: 7.140e-02, eta: 3 days, 6:31:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4755, loss_cls: 4.4649, loss: 4.4649 2024-07-18 05:04:26,229 - pyskl - INFO - Epoch [54][3400/3746] lr: 7.138e-02, eta: 3 days, 6:30:43, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2295, top5_acc: 0.4636, loss_cls: 4.5163, loss: 4.5163 2024-07-18 05:05:48,138 - pyskl - INFO - Epoch [54][3500/3746] lr: 7.135e-02, eta: 3 days, 6:29:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2238, top5_acc: 0.4645, loss_cls: 4.5250, loss: 4.5250 2024-07-18 05:07:10,337 - pyskl - INFO - Epoch [54][3600/3746] lr: 7.133e-02, eta: 3 days, 6:28:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2250, top5_acc: 0.4627, loss_cls: 4.5327, loss: 4.5327 2024-07-18 05:08:32,508 - pyskl - INFO - Epoch [54][3700/3746] lr: 7.130e-02, eta: 3 days, 6:27:07, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4681, loss_cls: 4.4688, loss: 4.4688 2024-07-18 05:09:12,616 - pyskl - INFO - Saving checkpoint at 54 epochs 2024-07-18 05:11:04,228 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 05:11:04,897 - pyskl - INFO - top1_acc 0.1686 top5_acc 0.3935 2024-07-18 05:11:04,897 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 05:11:04,940 - pyskl - INFO - mean_acc 0.1684 2024-07-18 05:11:04,952 - pyskl - INFO - Epoch(val) [54][309] top1_acc: 0.1686, top5_acc: 0.3935, mean_class_accuracy: 0.1684 2024-07-18 05:14:55,337 - pyskl - INFO - Epoch [55][100/3746] lr: 7.126e-02, eta: 3 days, 6:28:38, time: 2.304, data_time: 1.315, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4992, loss_cls: 4.3855, loss: 4.3855 2024-07-18 05:16:17,180 - pyskl - INFO - Epoch [55][200/3746] lr: 7.124e-02, eta: 3 days, 6:27:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4827, loss_cls: 4.4082, loss: 4.4082 2024-07-18 05:17:39,255 - pyskl - INFO - Epoch [55][300/3746] lr: 7.121e-02, eta: 3 days, 6:26:13, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4788, loss_cls: 4.4476, loss: 4.4476 2024-07-18 05:19:01,145 - pyskl - INFO - Epoch [55][400/3746] lr: 7.119e-02, eta: 3 days, 6:25:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4797, loss_cls: 4.4296, loss: 4.4296 2024-07-18 05:20:23,204 - pyskl - INFO - Epoch [55][500/3746] lr: 7.116e-02, eta: 3 days, 6:23:47, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4742, loss_cls: 4.4494, loss: 4.4494 2024-07-18 05:21:45,694 - pyskl - INFO - Epoch [55][600/3746] lr: 7.114e-02, eta: 3 days, 6:22:36, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4758, loss_cls: 4.4698, loss: 4.4698 2024-07-18 05:23:07,499 - pyskl - INFO - Epoch [55][700/3746] lr: 7.111e-02, eta: 3 days, 6:21:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4872, loss_cls: 4.4252, loss: 4.4252 2024-07-18 05:24:29,826 - pyskl - INFO - Epoch [55][800/3746] lr: 7.109e-02, eta: 3 days, 6:20:11, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4736, loss_cls: 4.4741, loss: 4.4741 2024-07-18 05:25:51,374 - pyskl - INFO - Epoch [55][900/3746] lr: 7.106e-02, eta: 3 days, 6:18:57, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2405, top5_acc: 0.4769, loss_cls: 4.4547, loss: 4.4547 2024-07-18 05:27:13,290 - pyskl - INFO - Epoch [55][1000/3746] lr: 7.104e-02, eta: 3 days, 6:17:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4780, loss_cls: 4.4683, loss: 4.4683 2024-07-18 05:28:35,594 - pyskl - INFO - Epoch [55][1100/3746] lr: 7.101e-02, eta: 3 days, 6:16:33, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2300, top5_acc: 0.4747, loss_cls: 4.4749, loss: 4.4749 2024-07-18 05:29:58,230 - pyskl - INFO - Epoch [55][1200/3746] lr: 7.099e-02, eta: 3 days, 6:15:21, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2406, top5_acc: 0.4766, loss_cls: 4.4533, loss: 4.4533 2024-07-18 05:31:21,038 - pyskl - INFO - Epoch [55][1300/3746] lr: 7.096e-02, eta: 3 days, 6:14:10, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4695, loss_cls: 4.4993, loss: 4.4993 2024-07-18 05:32:43,641 - pyskl - INFO - Epoch [55][1400/3746] lr: 7.093e-02, eta: 3 days, 6:12:58, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4756, loss_cls: 4.4667, loss: 4.4667 2024-07-18 05:34:05,823 - pyskl - INFO - Epoch [55][1500/3746] lr: 7.091e-02, eta: 3 days, 6:11:46, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4642, loss_cls: 4.5005, loss: 4.5005 2024-07-18 05:35:28,009 - pyskl - INFO - Epoch [55][1600/3746] lr: 7.088e-02, eta: 3 days, 6:10:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2431, top5_acc: 0.4877, loss_cls: 4.4151, loss: 4.4151 2024-07-18 05:36:50,131 - pyskl - INFO - Epoch [55][1700/3746] lr: 7.086e-02, eta: 3 days, 6:09:21, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4681, loss_cls: 4.4947, loss: 4.4947 2024-07-18 05:38:11,957 - pyskl - INFO - Epoch [55][1800/3746] lr: 7.083e-02, eta: 3 days, 6:08:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4680, loss_cls: 4.4720, loss: 4.4720 2024-07-18 05:39:33,704 - pyskl - INFO - Epoch [55][1900/3746] lr: 7.081e-02, eta: 3 days, 6:06:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4688, loss_cls: 4.5161, loss: 4.5161 2024-07-18 05:40:55,489 - pyskl - INFO - Epoch [55][2000/3746] lr: 7.078e-02, eta: 3 days, 6:05:42, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2467, top5_acc: 0.4908, loss_cls: 4.4147, loss: 4.4147 2024-07-18 05:42:17,325 - pyskl - INFO - Epoch [55][2100/3746] lr: 7.076e-02, eta: 3 days, 6:04:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4816, loss_cls: 4.4421, loss: 4.4421 2024-07-18 05:43:39,222 - pyskl - INFO - Epoch [55][2200/3746] lr: 7.073e-02, eta: 3 days, 6:03:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4741, loss_cls: 4.4797, loss: 4.4797 2024-07-18 05:45:01,387 - pyskl - INFO - Epoch [55][2300/3746] lr: 7.071e-02, eta: 3 days, 6:02:04, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4808, loss_cls: 4.4124, loss: 4.4124 2024-07-18 05:46:23,493 - pyskl - INFO - Epoch [55][2400/3746] lr: 7.068e-02, eta: 3 days, 6:00:51, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4731, loss_cls: 4.4754, loss: 4.4754 2024-07-18 05:47:46,496 - pyskl - INFO - Epoch [55][2500/3746] lr: 7.065e-02, eta: 3 days, 5:59:40, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2314, top5_acc: 0.4686, loss_cls: 4.4915, loss: 4.4915 2024-07-18 05:49:08,765 - pyskl - INFO - Epoch [55][2600/3746] lr: 7.063e-02, eta: 3 days, 5:58:28, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2391, top5_acc: 0.4727, loss_cls: 4.4635, loss: 4.4635 2024-07-18 05:50:31,370 - pyskl - INFO - Epoch [55][2700/3746] lr: 7.060e-02, eta: 3 days, 5:57:16, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4666, loss_cls: 4.5125, loss: 4.5125 2024-07-18 05:51:53,957 - pyskl - INFO - Epoch [55][2800/3746] lr: 7.058e-02, eta: 3 days, 5:56:04, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4644, loss_cls: 4.5192, loss: 4.5192 2024-07-18 05:53:16,133 - pyskl - INFO - Epoch [55][2900/3746] lr: 7.055e-02, eta: 3 days, 5:54:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4566, loss_cls: 4.5405, loss: 4.5405 2024-07-18 05:54:37,787 - pyskl - INFO - Epoch [55][3000/3746] lr: 7.053e-02, eta: 3 days, 5:53:39, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4688, loss_cls: 4.4659, loss: 4.4659 2024-07-18 05:55:59,596 - pyskl - INFO - Epoch [55][3100/3746] lr: 7.050e-02, eta: 3 days, 5:52:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4677, loss_cls: 4.4802, loss: 4.4802 2024-07-18 05:57:21,983 - pyskl - INFO - Epoch [55][3200/3746] lr: 7.048e-02, eta: 3 days, 5:51:13, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4606, loss_cls: 4.5113, loss: 4.5113 2024-07-18 05:58:43,607 - pyskl - INFO - Epoch [55][3300/3746] lr: 7.045e-02, eta: 3 days, 5:50:00, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4750, loss_cls: 4.4717, loss: 4.4717 2024-07-18 06:00:05,628 - pyskl - INFO - Epoch [55][3400/3746] lr: 7.043e-02, eta: 3 days, 5:48:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4659, loss_cls: 4.4872, loss: 4.4872 2024-07-18 06:01:28,059 - pyskl - INFO - Epoch [55][3500/3746] lr: 7.040e-02, eta: 3 days, 5:47:35, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4763, loss_cls: 4.4402, loss: 4.4402 2024-07-18 06:02:49,839 - pyskl - INFO - Epoch [55][3600/3746] lr: 7.037e-02, eta: 3 days, 5:46:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4770, loss_cls: 4.4653, loss: 4.4653 2024-07-18 06:04:11,587 - pyskl - INFO - Epoch [55][3700/3746] lr: 7.035e-02, eta: 3 days, 5:45:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4809, loss_cls: 4.4587, loss: 4.4587 2024-07-18 06:04:51,576 - pyskl - INFO - Saving checkpoint at 55 epochs 2024-07-18 06:06:43,451 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 06:06:44,140 - pyskl - INFO - top1_acc 0.1763 top5_acc 0.3936 2024-07-18 06:06:44,140 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 06:06:44,187 - pyskl - INFO - mean_acc 0.1760 2024-07-18 06:06:44,201 - pyskl - INFO - Epoch(val) [55][309] top1_acc: 0.1763, top5_acc: 0.3936, mean_class_accuracy: 0.1760 2024-07-18 06:10:35,159 - pyskl - INFO - Epoch [56][100/3746] lr: 7.031e-02, eta: 3 days, 5:46:34, time: 2.309, data_time: 1.321, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4886, loss_cls: 4.4137, loss: 4.4137 2024-07-18 06:11:57,794 - pyskl - INFO - Epoch [56][200/3746] lr: 7.029e-02, eta: 3 days, 5:45:22, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4811, loss_cls: 4.4454, loss: 4.4454 2024-07-18 06:13:19,842 - pyskl - INFO - Epoch [56][300/3746] lr: 7.026e-02, eta: 3 days, 5:44:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2406, top5_acc: 0.4806, loss_cls: 4.3993, loss: 4.3993 2024-07-18 06:14:41,806 - pyskl - INFO - Epoch [56][400/3746] lr: 7.023e-02, eta: 3 days, 5:42:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4691, loss_cls: 4.5065, loss: 4.5065 2024-07-18 06:16:03,348 - pyskl - INFO - Epoch [56][500/3746] lr: 7.021e-02, eta: 3 days, 5:41:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4734, loss_cls: 4.4420, loss: 4.4420 2024-07-18 06:17:25,293 - pyskl - INFO - Epoch [56][600/3746] lr: 7.018e-02, eta: 3 days, 5:40:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4794, loss_cls: 4.4659, loss: 4.4659 2024-07-18 06:18:47,223 - pyskl - INFO - Epoch [56][700/3746] lr: 7.016e-02, eta: 3 days, 5:39:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4700, loss_cls: 4.4782, loss: 4.4782 2024-07-18 06:20:09,614 - pyskl - INFO - Epoch [56][800/3746] lr: 7.013e-02, eta: 3 days, 5:38:04, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4870, loss_cls: 4.4172, loss: 4.4172 2024-07-18 06:21:31,425 - pyskl - INFO - Epoch [56][900/3746] lr: 7.011e-02, eta: 3 days, 5:36:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2334, top5_acc: 0.4700, loss_cls: 4.4828, loss: 4.4828 2024-07-18 06:22:53,685 - pyskl - INFO - Epoch [56][1000/3746] lr: 7.008e-02, eta: 3 days, 5:35:38, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2264, top5_acc: 0.4605, loss_cls: 4.5281, loss: 4.5281 2024-07-18 06:24:15,743 - pyskl - INFO - Epoch [56][1100/3746] lr: 7.006e-02, eta: 3 days, 5:34:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4655, loss_cls: 4.4871, loss: 4.4871 2024-07-18 06:25:37,720 - pyskl - INFO - Epoch [56][1200/3746] lr: 7.003e-02, eta: 3 days, 5:33:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4700, loss_cls: 4.4544, loss: 4.4544 2024-07-18 06:26:59,844 - pyskl - INFO - Epoch [56][1300/3746] lr: 7.000e-02, eta: 3 days, 5:31:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2386, top5_acc: 0.4761, loss_cls: 4.4466, loss: 4.4466 2024-07-18 06:28:21,706 - pyskl - INFO - Epoch [56][1400/3746] lr: 6.998e-02, eta: 3 days, 5:30:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4656, loss_cls: 4.4908, loss: 4.4908 2024-07-18 06:29:44,512 - pyskl - INFO - Epoch [56][1500/3746] lr: 6.995e-02, eta: 3 days, 5:29:34, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2200, top5_acc: 0.4694, loss_cls: 4.4997, loss: 4.4997 2024-07-18 06:31:06,764 - pyskl - INFO - Epoch [56][1600/3746] lr: 6.993e-02, eta: 3 days, 5:28:21, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4847, loss_cls: 4.4116, loss: 4.4116 2024-07-18 06:32:28,469 - pyskl - INFO - Epoch [56][1700/3746] lr: 6.990e-02, eta: 3 days, 5:27:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2412, top5_acc: 0.4806, loss_cls: 4.4303, loss: 4.4303 2024-07-18 06:33:50,238 - pyskl - INFO - Epoch [56][1800/3746] lr: 6.988e-02, eta: 3 days, 5:25:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2314, top5_acc: 0.4667, loss_cls: 4.4860, loss: 4.4860 2024-07-18 06:35:11,942 - pyskl - INFO - Epoch [56][1900/3746] lr: 6.985e-02, eta: 3 days, 5:24:40, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4744, loss_cls: 4.4399, loss: 4.4399 2024-07-18 06:36:33,545 - pyskl - INFO - Epoch [56][2000/3746] lr: 6.983e-02, eta: 3 days, 5:23:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4763, loss_cls: 4.4674, loss: 4.4674 2024-07-18 06:37:55,109 - pyskl - INFO - Epoch [56][2100/3746] lr: 6.980e-02, eta: 3 days, 5:22:12, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2409, top5_acc: 0.4806, loss_cls: 4.4394, loss: 4.4394 2024-07-18 06:39:17,527 - pyskl - INFO - Epoch [56][2200/3746] lr: 6.977e-02, eta: 3 days, 5:21:00, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4756, loss_cls: 4.4681, loss: 4.4681 2024-07-18 06:40:39,169 - pyskl - INFO - Epoch [56][2300/3746] lr: 6.975e-02, eta: 3 days, 5:19:46, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2269, top5_acc: 0.4586, loss_cls: 4.5163, loss: 4.5163 2024-07-18 06:42:01,591 - pyskl - INFO - Epoch [56][2400/3746] lr: 6.972e-02, eta: 3 days, 5:18:33, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4714, loss_cls: 4.4744, loss: 4.4744 2024-07-18 06:43:24,314 - pyskl - INFO - Epoch [56][2500/3746] lr: 6.970e-02, eta: 3 days, 5:17:21, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4769, loss_cls: 4.4625, loss: 4.4625 2024-07-18 06:44:46,461 - pyskl - INFO - Epoch [56][2600/3746] lr: 6.967e-02, eta: 3 days, 5:16:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4750, loss_cls: 4.4562, loss: 4.4562 2024-07-18 06:46:08,560 - pyskl - INFO - Epoch [56][2700/3746] lr: 6.965e-02, eta: 3 days, 5:14:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2267, top5_acc: 0.4637, loss_cls: 4.5192, loss: 4.5192 2024-07-18 06:47:30,872 - pyskl - INFO - Epoch [56][2800/3746] lr: 6.962e-02, eta: 3 days, 5:13:43, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4823, loss_cls: 4.4214, loss: 4.4214 2024-07-18 06:48:52,796 - pyskl - INFO - Epoch [56][2900/3746] lr: 6.959e-02, eta: 3 days, 5:12:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2472, top5_acc: 0.4872, loss_cls: 4.4117, loss: 4.4117 2024-07-18 06:50:15,256 - pyskl - INFO - Epoch [56][3000/3746] lr: 6.957e-02, eta: 3 days, 5:11:17, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4656, loss_cls: 4.5039, loss: 4.5039 2024-07-18 06:51:37,000 - pyskl - INFO - Epoch [56][3100/3746] lr: 6.954e-02, eta: 3 days, 5:10:03, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4783, loss_cls: 4.4330, loss: 4.4330 2024-07-18 06:52:58,834 - pyskl - INFO - Epoch [56][3200/3746] lr: 6.952e-02, eta: 3 days, 5:08:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2431, top5_acc: 0.4730, loss_cls: 4.4522, loss: 4.4522 2024-07-18 06:54:21,179 - pyskl - INFO - Epoch [56][3300/3746] lr: 6.949e-02, eta: 3 days, 5:07:37, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4752, loss_cls: 4.4553, loss: 4.4553 2024-07-18 06:55:43,176 - pyskl - INFO - Epoch [56][3400/3746] lr: 6.947e-02, eta: 3 days, 5:06:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4667, loss_cls: 4.4948, loss: 4.4948 2024-07-18 06:57:05,070 - pyskl - INFO - Epoch [56][3500/3746] lr: 6.944e-02, eta: 3 days, 5:05:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2359, top5_acc: 0.4742, loss_cls: 4.4484, loss: 4.4484 2024-07-18 06:58:27,131 - pyskl - INFO - Epoch [56][3600/3746] lr: 6.941e-02, eta: 3 days, 5:03:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4720, loss_cls: 4.4447, loss: 4.4447 2024-07-18 06:59:49,771 - pyskl - INFO - Epoch [56][3700/3746] lr: 6.939e-02, eta: 3 days, 5:02:45, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4719, loss_cls: 4.5050, loss: 4.5050 2024-07-18 07:00:29,354 - pyskl - INFO - Saving checkpoint at 56 epochs 2024-07-18 07:02:21,574 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 07:02:22,240 - pyskl - INFO - top1_acc 0.1764 top5_acc 0.3958 2024-07-18 07:02:22,240 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 07:02:22,283 - pyskl - INFO - mean_acc 0.1763 2024-07-18 07:02:22,298 - pyskl - INFO - Epoch(val) [56][309] top1_acc: 0.1764, top5_acc: 0.3958, mean_class_accuracy: 0.1763 2024-07-18 07:06:08,336 - pyskl - INFO - Epoch [57][100/3746] lr: 6.935e-02, eta: 3 days, 5:03:56, time: 2.260, data_time: 1.273, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4811, loss_cls: 4.4417, loss: 4.4417 2024-07-18 07:07:30,560 - pyskl - INFO - Epoch [57][200/3746] lr: 6.932e-02, eta: 3 days, 5:02:43, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4819, loss_cls: 4.4249, loss: 4.4249 2024-07-18 07:08:53,035 - pyskl - INFO - Epoch [57][300/3746] lr: 6.930e-02, eta: 3 days, 5:01:30, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2405, top5_acc: 0.4886, loss_cls: 4.4102, loss: 4.4102 2024-07-18 07:10:14,756 - pyskl - INFO - Epoch [57][400/3746] lr: 6.927e-02, eta: 3 days, 5:00:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2377, top5_acc: 0.4822, loss_cls: 4.4624, loss: 4.4624 2024-07-18 07:11:36,646 - pyskl - INFO - Epoch [57][500/3746] lr: 6.925e-02, eta: 3 days, 4:59:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4823, loss_cls: 4.3832, loss: 4.3832 2024-07-18 07:12:58,500 - pyskl - INFO - Epoch [57][600/3746] lr: 6.922e-02, eta: 3 days, 4:57:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4786, loss_cls: 4.4567, loss: 4.4567 2024-07-18 07:14:20,268 - pyskl - INFO - Epoch [57][700/3746] lr: 6.920e-02, eta: 3 days, 4:56:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2431, top5_acc: 0.4820, loss_cls: 4.4299, loss: 4.4299 2024-07-18 07:15:42,535 - pyskl - INFO - Epoch [57][800/3746] lr: 6.917e-02, eta: 3 days, 4:55:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4808, loss_cls: 4.4444, loss: 4.4444 2024-07-18 07:17:04,620 - pyskl - INFO - Epoch [57][900/3746] lr: 6.914e-02, eta: 3 days, 4:54:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4666, loss_cls: 4.4993, loss: 4.4993 2024-07-18 07:18:26,610 - pyskl - INFO - Epoch [57][1000/3746] lr: 6.912e-02, eta: 3 days, 4:52:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4698, loss_cls: 4.4645, loss: 4.4645 2024-07-18 07:19:48,951 - pyskl - INFO - Epoch [57][1100/3746] lr: 6.909e-02, eta: 3 days, 4:51:42, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4773, loss_cls: 4.4257, loss: 4.4257 2024-07-18 07:21:11,053 - pyskl - INFO - Epoch [57][1200/3746] lr: 6.907e-02, eta: 3 days, 4:50:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4861, loss_cls: 4.4282, loss: 4.4282 2024-07-18 07:22:33,196 - pyskl - INFO - Epoch [57][1300/3746] lr: 6.904e-02, eta: 3 days, 4:49:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4836, loss_cls: 4.4069, loss: 4.4069 2024-07-18 07:23:55,738 - pyskl - INFO - Epoch [57][1400/3746] lr: 6.901e-02, eta: 3 days, 4:48:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2391, top5_acc: 0.4722, loss_cls: 4.4469, loss: 4.4469 2024-07-18 07:25:17,792 - pyskl - INFO - Epoch [57][1500/3746] lr: 6.899e-02, eta: 3 days, 4:46:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4670, loss_cls: 4.4877, loss: 4.4877 2024-07-18 07:26:39,638 - pyskl - INFO - Epoch [57][1600/3746] lr: 6.896e-02, eta: 3 days, 4:45:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4725, loss_cls: 4.4640, loss: 4.4640 2024-07-18 07:28:01,636 - pyskl - INFO - Epoch [57][1700/3746] lr: 6.894e-02, eta: 3 days, 4:44:22, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4719, loss_cls: 4.4716, loss: 4.4716 2024-07-18 07:29:24,140 - pyskl - INFO - Epoch [57][1800/3746] lr: 6.891e-02, eta: 3 days, 4:43:09, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4817, loss_cls: 4.4272, loss: 4.4272 2024-07-18 07:30:46,363 - pyskl - INFO - Epoch [57][1900/3746] lr: 6.889e-02, eta: 3 days, 4:41:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2350, top5_acc: 0.4723, loss_cls: 4.4491, loss: 4.4491 2024-07-18 07:32:08,470 - pyskl - INFO - Epoch [57][2000/3746] lr: 6.886e-02, eta: 3 days, 4:40:42, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4808, loss_cls: 4.4584, loss: 4.4584 2024-07-18 07:33:30,706 - pyskl - INFO - Epoch [57][2100/3746] lr: 6.883e-02, eta: 3 days, 4:39:29, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4813, loss_cls: 4.4182, loss: 4.4182 2024-07-18 07:34:52,888 - pyskl - INFO - Epoch [57][2200/3746] lr: 6.881e-02, eta: 3 days, 4:38:16, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4842, loss_cls: 4.4000, loss: 4.4000 2024-07-18 07:36:15,013 - pyskl - INFO - Epoch [57][2300/3746] lr: 6.878e-02, eta: 3 days, 4:37:02, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4755, loss_cls: 4.4639, loss: 4.4639 2024-07-18 07:37:37,478 - pyskl - INFO - Epoch [57][2400/3746] lr: 6.876e-02, eta: 3 days, 4:35:49, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4795, loss_cls: 4.4509, loss: 4.4509 2024-07-18 07:39:00,092 - pyskl - INFO - Epoch [57][2500/3746] lr: 6.873e-02, eta: 3 days, 4:34:37, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4877, loss_cls: 4.4075, loss: 4.4075 2024-07-18 07:40:22,239 - pyskl - INFO - Epoch [57][2600/3746] lr: 6.870e-02, eta: 3 days, 4:33:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4691, loss_cls: 4.5033, loss: 4.5033 2024-07-18 07:41:44,875 - pyskl - INFO - Epoch [57][2700/3746] lr: 6.868e-02, eta: 3 days, 4:32:11, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2369, top5_acc: 0.4795, loss_cls: 4.4312, loss: 4.4312 2024-07-18 07:43:07,234 - pyskl - INFO - Epoch [57][2800/3746] lr: 6.865e-02, eta: 3 days, 4:30:57, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4678, loss_cls: 4.4731, loss: 4.4731 2024-07-18 07:44:29,071 - pyskl - INFO - Epoch [57][2900/3746] lr: 6.863e-02, eta: 3 days, 4:29:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4648, loss_cls: 4.4790, loss: 4.4790 2024-07-18 07:45:50,889 - pyskl - INFO - Epoch [57][3000/3746] lr: 6.860e-02, eta: 3 days, 4:28:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2350, top5_acc: 0.4675, loss_cls: 4.4640, loss: 4.4640 2024-07-18 07:47:12,810 - pyskl - INFO - Epoch [57][3100/3746] lr: 6.857e-02, eta: 3 days, 4:27:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2323, top5_acc: 0.4741, loss_cls: 4.4605, loss: 4.4605 2024-07-18 07:48:34,665 - pyskl - INFO - Epoch [57][3200/3746] lr: 6.855e-02, eta: 3 days, 4:26:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4642, loss_cls: 4.4948, loss: 4.4948 2024-07-18 07:49:56,687 - pyskl - INFO - Epoch [57][3300/3746] lr: 6.852e-02, eta: 3 days, 4:24:48, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2334, top5_acc: 0.4711, loss_cls: 4.4641, loss: 4.4641 2024-07-18 07:51:18,524 - pyskl - INFO - Epoch [57][3400/3746] lr: 6.850e-02, eta: 3 days, 4:23:34, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4823, loss_cls: 4.4341, loss: 4.4341 2024-07-18 07:52:40,622 - pyskl - INFO - Epoch [57][3500/3746] lr: 6.847e-02, eta: 3 days, 4:22:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4742, loss_cls: 4.4933, loss: 4.4933 2024-07-18 07:54:03,091 - pyskl - INFO - Epoch [57][3600/3746] lr: 6.844e-02, eta: 3 days, 4:21:08, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2362, top5_acc: 0.4702, loss_cls: 4.4795, loss: 4.4795 2024-07-18 07:55:25,856 - pyskl - INFO - Epoch [57][3700/3746] lr: 6.842e-02, eta: 3 days, 4:19:55, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4767, loss_cls: 4.4594, loss: 4.4594 2024-07-18 07:56:05,875 - pyskl - INFO - Saving checkpoint at 57 epochs 2024-07-18 07:57:57,787 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 07:57:58,491 - pyskl - INFO - top1_acc 0.1890 top5_acc 0.4135 2024-07-18 07:57:58,491 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 07:57:58,535 - pyskl - INFO - mean_acc 0.1889 2024-07-18 07:57:58,540 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_42.pth was removed 2024-07-18 07:57:58,787 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. 2024-07-18 07:57:58,788 - pyskl - INFO - Best top1_acc is 0.1890 at 57 epoch. 2024-07-18 07:57:58,801 - pyskl - INFO - Epoch(val) [57][309] top1_acc: 0.1890, top5_acc: 0.4135, mean_class_accuracy: 0.1889 2024-07-18 08:01:54,668 - pyskl - INFO - Epoch [58][100/3746] lr: 6.838e-02, eta: 3 days, 4:21:17, time: 2.359, data_time: 1.355, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4702, loss_cls: 4.4746, loss: 4.4746 2024-07-18 08:03:17,827 - pyskl - INFO - Epoch [58][200/3746] lr: 6.835e-02, eta: 3 days, 4:20:05, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4825, loss_cls: 4.4221, loss: 4.4221 2024-07-18 08:04:40,318 - pyskl - INFO - Epoch [58][300/3746] lr: 6.833e-02, eta: 3 days, 4:18:52, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4850, loss_cls: 4.4000, loss: 4.4000 2024-07-18 08:06:02,740 - pyskl - INFO - Epoch [58][400/3746] lr: 6.830e-02, eta: 3 days, 4:17:38, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4803, loss_cls: 4.4204, loss: 4.4204 2024-07-18 08:07:25,107 - pyskl - INFO - Epoch [58][500/3746] lr: 6.828e-02, eta: 3 days, 4:16:25, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.5002, loss_cls: 4.3568, loss: 4.3568 2024-07-18 08:08:46,696 - pyskl - INFO - Epoch [58][600/3746] lr: 6.825e-02, eta: 3 days, 4:15:10, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4798, loss_cls: 4.4094, loss: 4.4094 2024-07-18 08:10:08,700 - pyskl - INFO - Epoch [58][700/3746] lr: 6.822e-02, eta: 3 days, 4:13:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4766, loss_cls: 4.4346, loss: 4.4346 2024-07-18 08:11:30,569 - pyskl - INFO - Epoch [58][800/3746] lr: 6.820e-02, eta: 3 days, 4:12:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4755, loss_cls: 4.4554, loss: 4.4554 2024-07-18 08:12:52,551 - pyskl - INFO - Epoch [58][900/3746] lr: 6.817e-02, eta: 3 days, 4:11:28, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4897, loss_cls: 4.3974, loss: 4.3974 2024-07-18 08:14:14,655 - pyskl - INFO - Epoch [58][1000/3746] lr: 6.815e-02, eta: 3 days, 4:10:14, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4917, loss_cls: 4.3805, loss: 4.3805 2024-07-18 08:15:37,507 - pyskl - INFO - Epoch [58][1100/3746] lr: 6.812e-02, eta: 3 days, 4:09:02, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4900, loss_cls: 4.3961, loss: 4.3961 2024-07-18 08:16:59,895 - pyskl - INFO - Epoch [58][1200/3746] lr: 6.809e-02, eta: 3 days, 4:07:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2377, top5_acc: 0.4820, loss_cls: 4.4314, loss: 4.4314 2024-07-18 08:18:22,202 - pyskl - INFO - Epoch [58][1300/3746] lr: 6.807e-02, eta: 3 days, 4:06:35, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2369, top5_acc: 0.4822, loss_cls: 4.4433, loss: 4.4433 2024-07-18 08:19:44,479 - pyskl - INFO - Epoch [58][1400/3746] lr: 6.804e-02, eta: 3 days, 4:05:21, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4764, loss_cls: 4.4232, loss: 4.4232 2024-07-18 08:21:06,829 - pyskl - INFO - Epoch [58][1500/3746] lr: 6.802e-02, eta: 3 days, 4:04:08, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2344, top5_acc: 0.4766, loss_cls: 4.4666, loss: 4.4666 2024-07-18 08:22:28,448 - pyskl - INFO - Epoch [58][1600/3746] lr: 6.799e-02, eta: 3 days, 4:02:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4670, loss_cls: 4.5143, loss: 4.5143 2024-07-18 08:23:50,325 - pyskl - INFO - Epoch [58][1700/3746] lr: 6.796e-02, eta: 3 days, 4:01:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2359, top5_acc: 0.4767, loss_cls: 4.4255, loss: 4.4255 2024-07-18 08:25:12,006 - pyskl - INFO - Epoch [58][1800/3746] lr: 6.794e-02, eta: 3 days, 4:00:24, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2345, top5_acc: 0.4731, loss_cls: 4.4398, loss: 4.4398 2024-07-18 08:26:34,361 - pyskl - INFO - Epoch [58][1900/3746] lr: 6.791e-02, eta: 3 days, 3:59:11, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4838, loss_cls: 4.4239, loss: 4.4239 2024-07-18 08:27:56,437 - pyskl - INFO - Epoch [58][2000/3746] lr: 6.789e-02, eta: 3 days, 3:57:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2317, top5_acc: 0.4858, loss_cls: 4.4285, loss: 4.4285 2024-07-18 08:29:19,053 - pyskl - INFO - Epoch [58][2100/3746] lr: 6.786e-02, eta: 3 days, 3:56:44, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4769, loss_cls: 4.4551, loss: 4.4551 2024-07-18 08:30:41,549 - pyskl - INFO - Epoch [58][2200/3746] lr: 6.783e-02, eta: 3 days, 3:55:31, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2387, top5_acc: 0.4780, loss_cls: 4.4360, loss: 4.4360 2024-07-18 08:32:04,016 - pyskl - INFO - Epoch [58][2300/3746] lr: 6.781e-02, eta: 3 days, 3:54:17, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4728, loss_cls: 4.4594, loss: 4.4594 2024-07-18 08:33:27,388 - pyskl - INFO - Epoch [58][2400/3746] lr: 6.778e-02, eta: 3 days, 3:53:05, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2277, top5_acc: 0.4716, loss_cls: 4.4823, loss: 4.4823 2024-07-18 08:34:49,366 - pyskl - INFO - Epoch [58][2500/3746] lr: 6.775e-02, eta: 3 days, 3:51:51, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4716, loss_cls: 4.4854, loss: 4.4854 2024-07-18 08:36:12,050 - pyskl - INFO - Epoch [58][2600/3746] lr: 6.773e-02, eta: 3 days, 3:50:38, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2294, top5_acc: 0.4742, loss_cls: 4.4685, loss: 4.4685 2024-07-18 08:37:34,301 - pyskl - INFO - Epoch [58][2700/3746] lr: 6.770e-02, eta: 3 days, 3:49:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4659, loss_cls: 4.5025, loss: 4.5025 2024-07-18 08:38:56,307 - pyskl - INFO - Epoch [58][2800/3746] lr: 6.768e-02, eta: 3 days, 3:48:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4788, loss_cls: 4.4516, loss: 4.4516 2024-07-18 08:40:18,712 - pyskl - INFO - Epoch [58][2900/3746] lr: 6.765e-02, eta: 3 days, 3:46:57, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4828, loss_cls: 4.4246, loss: 4.4246 2024-07-18 08:41:40,772 - pyskl - INFO - Epoch [58][3000/3746] lr: 6.762e-02, eta: 3 days, 3:45:43, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4795, loss_cls: 4.4249, loss: 4.4249 2024-07-18 08:43:02,637 - pyskl - INFO - Epoch [58][3100/3746] lr: 6.760e-02, eta: 3 days, 3:44:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4566, loss_cls: 4.4808, loss: 4.4808 2024-07-18 08:44:24,643 - pyskl - INFO - Epoch [58][3200/3746] lr: 6.757e-02, eta: 3 days, 3:43:15, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2289, top5_acc: 0.4800, loss_cls: 4.4631, loss: 4.4631 2024-07-18 08:45:47,368 - pyskl - INFO - Epoch [58][3300/3746] lr: 6.755e-02, eta: 3 days, 3:42:02, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4736, loss_cls: 4.4754, loss: 4.4754 2024-07-18 08:47:09,195 - pyskl - INFO - Epoch [58][3400/3746] lr: 6.752e-02, eta: 3 days, 3:40:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2397, top5_acc: 0.4795, loss_cls: 4.4328, loss: 4.4328 2024-07-18 08:48:31,798 - pyskl - INFO - Epoch [58][3500/3746] lr: 6.749e-02, eta: 3 days, 3:39:34, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2381, top5_acc: 0.4738, loss_cls: 4.4595, loss: 4.4595 2024-07-18 08:49:53,960 - pyskl - INFO - Epoch [58][3600/3746] lr: 6.747e-02, eta: 3 days, 3:38:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4803, loss_cls: 4.4476, loss: 4.4476 2024-07-18 08:51:17,009 - pyskl - INFO - Epoch [58][3700/3746] lr: 6.744e-02, eta: 3 days, 3:37:07, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4814, loss_cls: 4.4680, loss: 4.4680 2024-07-18 08:51:56,937 - pyskl - INFO - Saving checkpoint at 58 epochs 2024-07-18 08:53:47,841 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 08:53:48,520 - pyskl - INFO - top1_acc 0.1618 top5_acc 0.3629 2024-07-18 08:53:48,520 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 08:53:48,565 - pyskl - INFO - mean_acc 0.1618 2024-07-18 08:53:48,579 - pyskl - INFO - Epoch(val) [58][309] top1_acc: 0.1618, top5_acc: 0.3629, mean_class_accuracy: 0.1618 2024-07-18 08:57:43,378 - pyskl - INFO - Epoch [59][100/3746] lr: 6.740e-02, eta: 3 days, 3:38:21, time: 2.348, data_time: 1.361, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4823, loss_cls: 4.4248, loss: 4.4248 2024-07-18 08:59:05,908 - pyskl - INFO - Epoch [59][200/3746] lr: 6.738e-02, eta: 3 days, 3:37:08, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4841, loss_cls: 4.3808, loss: 4.3808 2024-07-18 09:00:28,253 - pyskl - INFO - Epoch [59][300/3746] lr: 6.735e-02, eta: 3 days, 3:35:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4773, loss_cls: 4.4432, loss: 4.4432 2024-07-18 09:01:50,410 - pyskl - INFO - Epoch [59][400/3746] lr: 6.732e-02, eta: 3 days, 3:34:40, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4952, loss_cls: 4.3570, loss: 4.3570 2024-07-18 09:03:12,078 - pyskl - INFO - Epoch [59][500/3746] lr: 6.730e-02, eta: 3 days, 3:33:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2317, top5_acc: 0.4798, loss_cls: 4.4613, loss: 4.4613 2024-07-18 09:04:34,354 - pyskl - INFO - Epoch [59][600/3746] lr: 6.727e-02, eta: 3 days, 3:32:11, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4880, loss_cls: 4.4078, loss: 4.4078 2024-07-18 09:05:56,172 - pyskl - INFO - Epoch [59][700/3746] lr: 6.725e-02, eta: 3 days, 3:30:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4834, loss_cls: 4.3773, loss: 4.3773 2024-07-18 09:07:17,689 - pyskl - INFO - Epoch [59][800/3746] lr: 6.722e-02, eta: 3 days, 3:29:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2313, top5_acc: 0.4669, loss_cls: 4.4710, loss: 4.4710 2024-07-18 09:08:40,486 - pyskl - INFO - Epoch [59][900/3746] lr: 6.719e-02, eta: 3 days, 3:28:28, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4938, loss_cls: 4.3717, loss: 4.3717 2024-07-18 09:10:02,709 - pyskl - INFO - Epoch [59][1000/3746] lr: 6.717e-02, eta: 3 days, 3:27:14, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4763, loss_cls: 4.4262, loss: 4.4262 2024-07-18 09:11:25,039 - pyskl - INFO - Epoch [59][1100/3746] lr: 6.714e-02, eta: 3 days, 3:26:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4669, loss_cls: 4.4736, loss: 4.4736 2024-07-18 09:12:47,046 - pyskl - INFO - Epoch [59][1200/3746] lr: 6.711e-02, eta: 3 days, 3:24:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2380, top5_acc: 0.4734, loss_cls: 4.4769, loss: 4.4769 2024-07-18 09:14:09,185 - pyskl - INFO - Epoch [59][1300/3746] lr: 6.709e-02, eta: 3 days, 3:23:32, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4834, loss_cls: 4.4007, loss: 4.4007 2024-07-18 09:15:31,483 - pyskl - INFO - Epoch [59][1400/3746] lr: 6.706e-02, eta: 3 days, 3:22:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4788, loss_cls: 4.4789, loss: 4.4789 2024-07-18 09:16:53,150 - pyskl - INFO - Epoch [59][1500/3746] lr: 6.704e-02, eta: 3 days, 3:21:03, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4784, loss_cls: 4.4573, loss: 4.4573 2024-07-18 09:18:15,295 - pyskl - INFO - Epoch [59][1600/3746] lr: 6.701e-02, eta: 3 days, 3:19:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4709, loss_cls: 4.4607, loss: 4.4607 2024-07-18 09:19:37,331 - pyskl - INFO - Epoch [59][1700/3746] lr: 6.698e-02, eta: 3 days, 3:18:34, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2355, top5_acc: 0.4841, loss_cls: 4.4323, loss: 4.4323 2024-07-18 09:20:58,807 - pyskl - INFO - Epoch [59][1800/3746] lr: 6.696e-02, eta: 3 days, 3:17:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4731, loss_cls: 4.4642, loss: 4.4642 2024-07-18 09:22:21,261 - pyskl - INFO - Epoch [59][1900/3746] lr: 6.693e-02, eta: 3 days, 3:16:05, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2331, top5_acc: 0.4816, loss_cls: 4.4401, loss: 4.4401 2024-07-18 09:23:43,082 - pyskl - INFO - Epoch [59][2000/3746] lr: 6.690e-02, eta: 3 days, 3:14:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4789, loss_cls: 4.4313, loss: 4.4313 2024-07-18 09:25:05,408 - pyskl - INFO - Epoch [59][2100/3746] lr: 6.688e-02, eta: 3 days, 3:13:36, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4811, loss_cls: 4.4545, loss: 4.4545 2024-07-18 09:26:27,126 - pyskl - INFO - Epoch [59][2200/3746] lr: 6.685e-02, eta: 3 days, 3:12:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4855, loss_cls: 4.3901, loss: 4.3901 2024-07-18 09:27:49,571 - pyskl - INFO - Epoch [59][2300/3746] lr: 6.682e-02, eta: 3 days, 3:11:08, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2406, top5_acc: 0.4773, loss_cls: 4.4552, loss: 4.4552 2024-07-18 09:29:12,895 - pyskl - INFO - Epoch [59][2400/3746] lr: 6.680e-02, eta: 3 days, 3:09:55, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4805, loss_cls: 4.4234, loss: 4.4234 2024-07-18 09:30:35,294 - pyskl - INFO - Epoch [59][2500/3746] lr: 6.677e-02, eta: 3 days, 3:08:41, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4728, loss_cls: 4.4458, loss: 4.4458 2024-07-18 09:31:57,480 - pyskl - INFO - Epoch [59][2600/3746] lr: 6.675e-02, eta: 3 days, 3:07:27, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4806, loss_cls: 4.4326, loss: 4.4326 2024-07-18 09:33:19,347 - pyskl - INFO - Epoch [59][2700/3746] lr: 6.672e-02, eta: 3 days, 3:06:13, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4800, loss_cls: 4.4042, loss: 4.4042 2024-07-18 09:34:41,617 - pyskl - INFO - Epoch [59][2800/3746] lr: 6.669e-02, eta: 3 days, 3:04:58, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4817, loss_cls: 4.4387, loss: 4.4387 2024-07-18 09:36:03,258 - pyskl - INFO - Epoch [59][2900/3746] lr: 6.667e-02, eta: 3 days, 3:03:43, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4795, loss_cls: 4.4405, loss: 4.4405 2024-07-18 09:37:25,326 - pyskl - INFO - Epoch [59][3000/3746] lr: 6.664e-02, eta: 3 days, 3:02:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2452, top5_acc: 0.4752, loss_cls: 4.4346, loss: 4.4346 2024-07-18 09:38:46,861 - pyskl - INFO - Epoch [59][3100/3746] lr: 6.661e-02, eta: 3 days, 3:01:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4770, loss_cls: 4.4422, loss: 4.4422 2024-07-18 09:40:08,521 - pyskl - INFO - Epoch [59][3200/3746] lr: 6.659e-02, eta: 3 days, 2:59:59, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4738, loss_cls: 4.4548, loss: 4.4548 2024-07-18 09:41:30,299 - pyskl - INFO - Epoch [59][3300/3746] lr: 6.656e-02, eta: 3 days, 2:58:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4727, loss_cls: 4.4642, loss: 4.4642 2024-07-18 09:42:52,824 - pyskl - INFO - Epoch [59][3400/3746] lr: 6.653e-02, eta: 3 days, 2:57:30, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2355, top5_acc: 0.4725, loss_cls: 4.4533, loss: 4.4533 2024-07-18 09:44:15,154 - pyskl - INFO - Epoch [59][3500/3746] lr: 6.651e-02, eta: 3 days, 2:56:16, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4842, loss_cls: 4.3964, loss: 4.3964 2024-07-18 09:45:37,665 - pyskl - INFO - Epoch [59][3600/3746] lr: 6.648e-02, eta: 3 days, 2:55:02, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4802, loss_cls: 4.4390, loss: 4.4390 2024-07-18 09:46:59,494 - pyskl - INFO - Epoch [59][3700/3746] lr: 6.646e-02, eta: 3 days, 2:53:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2455, top5_acc: 0.4816, loss_cls: 4.4282, loss: 4.4282 2024-07-18 09:47:39,537 - pyskl - INFO - Saving checkpoint at 59 epochs 2024-07-18 09:49:31,040 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 09:49:31,726 - pyskl - INFO - top1_acc 0.1881 top5_acc 0.4032 2024-07-18 09:49:31,726 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 09:49:31,769 - pyskl - INFO - mean_acc 0.1880 2024-07-18 09:49:31,781 - pyskl - INFO - Epoch(val) [59][309] top1_acc: 0.1881, top5_acc: 0.4032, mean_class_accuracy: 0.1880 2024-07-18 09:53:22,862 - pyskl - INFO - Epoch [60][100/3746] lr: 6.642e-02, eta: 3 days, 2:54:50, time: 2.311, data_time: 1.321, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4881, loss_cls: 4.3604, loss: 4.3604 2024-07-18 09:54:44,930 - pyskl - INFO - Epoch [60][200/3746] lr: 6.639e-02, eta: 3 days, 2:53:35, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2431, top5_acc: 0.4883, loss_cls: 4.3720, loss: 4.3720 2024-07-18 09:56:06,978 - pyskl - INFO - Epoch [60][300/3746] lr: 6.636e-02, eta: 3 days, 2:52:21, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4898, loss_cls: 4.4038, loss: 4.4038 2024-07-18 09:57:29,401 - pyskl - INFO - Epoch [60][400/3746] lr: 6.634e-02, eta: 3 days, 2:51:07, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4705, loss_cls: 4.4551, loss: 4.4551 2024-07-18 09:58:51,270 - pyskl - INFO - Epoch [60][500/3746] lr: 6.631e-02, eta: 3 days, 2:49:52, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2508, top5_acc: 0.4920, loss_cls: 4.3610, loss: 4.3610 2024-07-18 10:00:13,804 - pyskl - INFO - Epoch [60][600/3746] lr: 6.629e-02, eta: 3 days, 2:48:38, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4803, loss_cls: 4.4118, loss: 4.4118 2024-07-18 10:01:35,764 - pyskl - INFO - Epoch [60][700/3746] lr: 6.626e-02, eta: 3 days, 2:47:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4895, loss_cls: 4.3906, loss: 4.3906 2024-07-18 10:02:57,430 - pyskl - INFO - Epoch [60][800/3746] lr: 6.623e-02, eta: 3 days, 2:46:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4795, loss_cls: 4.4288, loss: 4.4288 2024-07-18 10:04:19,659 - pyskl - INFO - Epoch [60][900/3746] lr: 6.621e-02, eta: 3 days, 2:44:53, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2322, top5_acc: 0.4770, loss_cls: 4.4183, loss: 4.4183 2024-07-18 10:05:41,871 - pyskl - INFO - Epoch [60][1000/3746] lr: 6.618e-02, eta: 3 days, 2:43:39, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4819, loss_cls: 4.4273, loss: 4.4273 2024-07-18 10:07:04,579 - pyskl - INFO - Epoch [60][1100/3746] lr: 6.615e-02, eta: 3 days, 2:42:25, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2495, top5_acc: 0.4878, loss_cls: 4.4081, loss: 4.4081 2024-07-18 10:08:26,771 - pyskl - INFO - Epoch [60][1200/3746] lr: 6.613e-02, eta: 3 days, 2:41:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2433, top5_acc: 0.4916, loss_cls: 4.3738, loss: 4.3738 2024-07-18 10:09:48,896 - pyskl - INFO - Epoch [60][1300/3746] lr: 6.610e-02, eta: 3 days, 2:39:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4742, loss_cls: 4.4727, loss: 4.4727 2024-07-18 10:11:10,820 - pyskl - INFO - Epoch [60][1400/3746] lr: 6.607e-02, eta: 3 days, 2:38:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4798, loss_cls: 4.4225, loss: 4.4225 2024-07-18 10:12:32,702 - pyskl - INFO - Epoch [60][1500/3746] lr: 6.605e-02, eta: 3 days, 2:37:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4817, loss_cls: 4.4244, loss: 4.4244 2024-07-18 10:13:55,064 - pyskl - INFO - Epoch [60][1600/3746] lr: 6.602e-02, eta: 3 days, 2:36:12, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4833, loss_cls: 4.4589, loss: 4.4589 2024-07-18 10:15:16,671 - pyskl - INFO - Epoch [60][1700/3746] lr: 6.599e-02, eta: 3 days, 2:34:56, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4688, loss_cls: 4.4704, loss: 4.4704 2024-07-18 10:16:38,882 - pyskl - INFO - Epoch [60][1800/3746] lr: 6.597e-02, eta: 3 days, 2:33:42, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4809, loss_cls: 4.4094, loss: 4.4094 2024-07-18 10:18:00,588 - pyskl - INFO - Epoch [60][1900/3746] lr: 6.594e-02, eta: 3 days, 2:32:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2452, top5_acc: 0.4863, loss_cls: 4.3943, loss: 4.3943 2024-07-18 10:19:22,578 - pyskl - INFO - Epoch [60][2000/3746] lr: 6.591e-02, eta: 3 days, 2:31:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4722, loss_cls: 4.4782, loss: 4.4782 2024-07-18 10:20:45,178 - pyskl - INFO - Epoch [60][2100/3746] lr: 6.589e-02, eta: 3 days, 2:29:58, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2334, top5_acc: 0.4794, loss_cls: 4.4156, loss: 4.4156 2024-07-18 10:22:07,387 - pyskl - INFO - Epoch [60][2200/3746] lr: 6.586e-02, eta: 3 days, 2:28:43, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4836, loss_cls: 4.4413, loss: 4.4413 2024-07-18 10:23:30,109 - pyskl - INFO - Epoch [60][2300/3746] lr: 6.584e-02, eta: 3 days, 2:27:29, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4713, loss_cls: 4.4517, loss: 4.4517 2024-07-18 10:24:52,721 - pyskl - INFO - Epoch [60][2400/3746] lr: 6.581e-02, eta: 3 days, 2:26:15, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4834, loss_cls: 4.4338, loss: 4.4338 2024-07-18 10:26:14,867 - pyskl - INFO - Epoch [60][2500/3746] lr: 6.578e-02, eta: 3 days, 2:25:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4727, loss_cls: 4.4660, loss: 4.4660 2024-07-18 10:27:37,026 - pyskl - INFO - Epoch [60][2600/3746] lr: 6.576e-02, eta: 3 days, 2:23:46, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4853, loss_cls: 4.4138, loss: 4.4138 2024-07-18 10:28:58,829 - pyskl - INFO - Epoch [60][2700/3746] lr: 6.573e-02, eta: 3 days, 2:22:31, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4773, loss_cls: 4.4793, loss: 4.4793 2024-07-18 10:30:21,175 - pyskl - INFO - Epoch [60][2800/3746] lr: 6.570e-02, eta: 3 days, 2:21:16, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4766, loss_cls: 4.4720, loss: 4.4720 2024-07-18 10:31:43,329 - pyskl - INFO - Epoch [60][2900/3746] lr: 6.568e-02, eta: 3 days, 2:20:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4853, loss_cls: 4.3878, loss: 4.3878 2024-07-18 10:33:05,826 - pyskl - INFO - Epoch [60][3000/3746] lr: 6.565e-02, eta: 3 days, 2:18:48, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4708, loss_cls: 4.4590, loss: 4.4590 2024-07-18 10:34:28,169 - pyskl - INFO - Epoch [60][3100/3746] lr: 6.562e-02, eta: 3 days, 2:17:33, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4828, loss_cls: 4.3960, loss: 4.3960 2024-07-18 10:35:50,057 - pyskl - INFO - Epoch [60][3200/3746] lr: 6.560e-02, eta: 3 days, 2:16:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4775, loss_cls: 4.4180, loss: 4.4180 2024-07-18 10:37:12,337 - pyskl - INFO - Epoch [60][3300/3746] lr: 6.557e-02, eta: 3 days, 2:15:04, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4822, loss_cls: 4.4385, loss: 4.4385 2024-07-18 10:38:35,001 - pyskl - INFO - Epoch [60][3400/3746] lr: 6.554e-02, eta: 3 days, 2:13:50, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4684, loss_cls: 4.4778, loss: 4.4778 2024-07-18 10:39:57,971 - pyskl - INFO - Epoch [60][3500/3746] lr: 6.552e-02, eta: 3 days, 2:12:36, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4730, loss_cls: 4.4345, loss: 4.4345 2024-07-18 10:41:20,265 - pyskl - INFO - Epoch [60][3600/3746] lr: 6.549e-02, eta: 3 days, 2:11:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2359, top5_acc: 0.4819, loss_cls: 4.4443, loss: 4.4443 2024-07-18 10:42:43,043 - pyskl - INFO - Epoch [60][3700/3746] lr: 6.546e-02, eta: 3 days, 2:10:08, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4895, loss_cls: 4.3901, loss: 4.3901 2024-07-18 10:43:23,325 - pyskl - INFO - Saving checkpoint at 60 epochs 2024-07-18 10:45:14,998 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 10:45:15,728 - pyskl - INFO - top1_acc 0.1919 top5_acc 0.4056 2024-07-18 10:45:15,728 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 10:45:15,776 - pyskl - INFO - mean_acc 0.1918 2024-07-18 10:45:15,781 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_57.pth was removed 2024-07-18 10:45:16,041 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2024-07-18 10:45:16,042 - pyskl - INFO - Best top1_acc is 0.1919 at 60 epoch. 2024-07-18 10:45:16,053 - pyskl - INFO - Epoch(val) [60][309] top1_acc: 0.1919, top5_acc: 0.4056, mean_class_accuracy: 0.1918 2024-07-18 10:49:01,859 - pyskl - INFO - Epoch [61][100/3746] lr: 6.542e-02, eta: 3 days, 2:10:57, time: 2.258, data_time: 1.275, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4925, loss_cls: 4.3930, loss: 4.3930 2024-07-18 10:50:24,345 - pyskl - INFO - Epoch [61][200/3746] lr: 6.540e-02, eta: 3 days, 2:09:43, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4942, loss_cls: 4.3514, loss: 4.3514 2024-07-18 10:51:47,155 - pyskl - INFO - Epoch [61][300/3746] lr: 6.537e-02, eta: 3 days, 2:08:29, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2519, top5_acc: 0.4975, loss_cls: 4.3506, loss: 4.3506 2024-07-18 10:53:08,929 - pyskl - INFO - Epoch [61][400/3746] lr: 6.534e-02, eta: 3 days, 2:07:14, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2316, top5_acc: 0.4716, loss_cls: 4.4705, loss: 4.4705 2024-07-18 10:54:31,067 - pyskl - INFO - Epoch [61][500/3746] lr: 6.532e-02, eta: 3 days, 2:05:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4836, loss_cls: 4.3846, loss: 4.3846 2024-07-18 10:55:52,981 - pyskl - INFO - Epoch [61][600/3746] lr: 6.529e-02, eta: 3 days, 2:04:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2397, top5_acc: 0.4855, loss_cls: 4.4239, loss: 4.4239 2024-07-18 10:57:14,444 - pyskl - INFO - Epoch [61][700/3746] lr: 6.526e-02, eta: 3 days, 2:03:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4723, loss_cls: 4.4564, loss: 4.4564 2024-07-18 10:58:36,108 - pyskl - INFO - Epoch [61][800/3746] lr: 6.524e-02, eta: 3 days, 2:02:12, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4922, loss_cls: 4.3782, loss: 4.3782 2024-07-18 10:59:58,455 - pyskl - INFO - Epoch [61][900/3746] lr: 6.521e-02, eta: 3 days, 2:00:57, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2461, top5_acc: 0.4902, loss_cls: 4.3981, loss: 4.3981 2024-07-18 11:01:20,340 - pyskl - INFO - Epoch [61][1000/3746] lr: 6.519e-02, eta: 3 days, 1:59:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2423, top5_acc: 0.4758, loss_cls: 4.4375, loss: 4.4375 2024-07-18 11:02:42,277 - pyskl - INFO - Epoch [61][1100/3746] lr: 6.516e-02, eta: 3 days, 1:58:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4770, loss_cls: 4.4230, loss: 4.4230 2024-07-18 11:04:04,432 - pyskl - INFO - Epoch [61][1200/3746] lr: 6.513e-02, eta: 3 days, 1:57:12, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4828, loss_cls: 4.4328, loss: 4.4328 2024-07-18 11:05:26,486 - pyskl - INFO - Epoch [61][1300/3746] lr: 6.511e-02, eta: 3 days, 1:55:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2472, top5_acc: 0.4880, loss_cls: 4.3937, loss: 4.3937 2024-07-18 11:06:48,712 - pyskl - INFO - Epoch [61][1400/3746] lr: 6.508e-02, eta: 3 days, 1:54:42, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2320, top5_acc: 0.4714, loss_cls: 4.4524, loss: 4.4524 2024-07-18 11:08:10,505 - pyskl - INFO - Epoch [61][1500/3746] lr: 6.505e-02, eta: 3 days, 1:53:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2480, top5_acc: 0.4877, loss_cls: 4.3775, loss: 4.3775 2024-07-18 11:09:32,522 - pyskl - INFO - Epoch [61][1600/3746] lr: 6.503e-02, eta: 3 days, 1:52:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2392, top5_acc: 0.4786, loss_cls: 4.4428, loss: 4.4428 2024-07-18 11:10:54,245 - pyskl - INFO - Epoch [61][1700/3746] lr: 6.500e-02, eta: 3 days, 1:50:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4720, loss_cls: 4.4506, loss: 4.4506 2024-07-18 11:12:15,825 - pyskl - INFO - Epoch [61][1800/3746] lr: 6.497e-02, eta: 3 days, 1:49:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4852, loss_cls: 4.3941, loss: 4.3941 2024-07-18 11:13:38,061 - pyskl - INFO - Epoch [61][1900/3746] lr: 6.495e-02, eta: 3 days, 1:48:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4883, loss_cls: 4.3809, loss: 4.3809 2024-07-18 11:14:59,729 - pyskl - INFO - Epoch [61][2000/3746] lr: 6.492e-02, eta: 3 days, 1:47:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2461, top5_acc: 0.4880, loss_cls: 4.3786, loss: 4.3786 2024-07-18 11:16:22,025 - pyskl - INFO - Epoch [61][2100/3746] lr: 6.489e-02, eta: 3 days, 1:45:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4814, loss_cls: 4.4315, loss: 4.4315 2024-07-18 11:17:44,278 - pyskl - INFO - Epoch [61][2200/3746] lr: 6.487e-02, eta: 3 days, 1:44:40, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4816, loss_cls: 4.4290, loss: 4.4290 2024-07-18 11:19:06,622 - pyskl - INFO - Epoch [61][2300/3746] lr: 6.484e-02, eta: 3 days, 1:43:25, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4806, loss_cls: 4.4101, loss: 4.4101 2024-07-18 11:20:28,926 - pyskl - INFO - Epoch [61][2400/3746] lr: 6.481e-02, eta: 3 days, 1:42:10, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4778, loss_cls: 4.4474, loss: 4.4474 2024-07-18 11:21:51,378 - pyskl - INFO - Epoch [61][2500/3746] lr: 6.478e-02, eta: 3 days, 1:40:56, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2409, top5_acc: 0.4784, loss_cls: 4.4362, loss: 4.4362 2024-07-18 11:23:14,038 - pyskl - INFO - Epoch [61][2600/3746] lr: 6.476e-02, eta: 3 days, 1:39:41, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4870, loss_cls: 4.4101, loss: 4.4101 2024-07-18 11:24:36,122 - pyskl - INFO - Epoch [61][2700/3746] lr: 6.473e-02, eta: 3 days, 1:38:26, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4923, loss_cls: 4.3948, loss: 4.3948 2024-07-18 11:25:57,789 - pyskl - INFO - Epoch [61][2800/3746] lr: 6.470e-02, eta: 3 days, 1:37:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4805, loss_cls: 4.4300, loss: 4.4300 2024-07-18 11:27:19,851 - pyskl - INFO - Epoch [61][2900/3746] lr: 6.468e-02, eta: 3 days, 1:35:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4823, loss_cls: 4.4215, loss: 4.4215 2024-07-18 11:28:41,454 - pyskl - INFO - Epoch [61][3000/3746] lr: 6.465e-02, eta: 3 days, 1:34:39, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4775, loss_cls: 4.4421, loss: 4.4421 2024-07-18 11:30:03,810 - pyskl - INFO - Epoch [61][3100/3746] lr: 6.462e-02, eta: 3 days, 1:33:25, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4845, loss_cls: 4.4272, loss: 4.4272 2024-07-18 11:31:25,763 - pyskl - INFO - Epoch [61][3200/3746] lr: 6.460e-02, eta: 3 days, 1:32:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2397, top5_acc: 0.4798, loss_cls: 4.4182, loss: 4.4182 2024-07-18 11:32:47,521 - pyskl - INFO - Epoch [61][3300/3746] lr: 6.457e-02, eta: 3 days, 1:30:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4752, loss_cls: 4.4565, loss: 4.4565 2024-07-18 11:34:09,305 - pyskl - INFO - Epoch [61][3400/3746] lr: 6.454e-02, eta: 3 days, 1:29:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2350, top5_acc: 0.4811, loss_cls: 4.4236, loss: 4.4236 2024-07-18 11:35:31,732 - pyskl - INFO - Epoch [61][3500/3746] lr: 6.452e-02, eta: 3 days, 1:28:23, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4773, loss_cls: 4.4350, loss: 4.4350 2024-07-18 11:36:54,051 - pyskl - INFO - Epoch [61][3600/3746] lr: 6.449e-02, eta: 3 days, 1:27:08, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2366, top5_acc: 0.4775, loss_cls: 4.4310, loss: 4.4310 2024-07-18 11:38:16,397 - pyskl - INFO - Epoch [61][3700/3746] lr: 6.446e-02, eta: 3 days, 1:25:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4777, loss_cls: 4.4594, loss: 4.4594 2024-07-18 11:38:56,511 - pyskl - INFO - Saving checkpoint at 61 epochs 2024-07-18 11:40:47,676 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 11:40:48,342 - pyskl - INFO - top1_acc 0.1765 top5_acc 0.3899 2024-07-18 11:40:48,343 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 11:40:48,384 - pyskl - INFO - mean_acc 0.1762 2024-07-18 11:40:48,396 - pyskl - INFO - Epoch(val) [61][309] top1_acc: 0.1765, top5_acc: 0.3899, mean_class_accuracy: 0.1762 2024-07-18 11:44:35,162 - pyskl - INFO - Epoch [62][100/3746] lr: 6.443e-02, eta: 3 days, 1:26:40, time: 2.268, data_time: 1.277, memory: 15990, top1_acc: 0.2472, top5_acc: 0.4938, loss_cls: 4.3395, loss: 4.3395 2024-07-18 11:45:57,663 - pyskl - INFO - Epoch [62][200/3746] lr: 6.440e-02, eta: 3 days, 1:25:25, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2470, top5_acc: 0.4961, loss_cls: 4.3643, loss: 4.3643 2024-07-18 11:47:19,539 - pyskl - INFO - Epoch [62][300/3746] lr: 6.437e-02, eta: 3 days, 1:24:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2480, top5_acc: 0.4867, loss_cls: 4.3882, loss: 4.3882 2024-07-18 11:48:41,765 - pyskl - INFO - Epoch [62][400/3746] lr: 6.434e-02, eta: 3 days, 1:22:54, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2433, top5_acc: 0.4773, loss_cls: 4.4250, loss: 4.4250 2024-07-18 11:50:03,646 - pyskl - INFO - Epoch [62][500/3746] lr: 6.432e-02, eta: 3 days, 1:21:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4831, loss_cls: 4.4418, loss: 4.4418 2024-07-18 11:51:25,267 - pyskl - INFO - Epoch [62][600/3746] lr: 6.429e-02, eta: 3 days, 1:20:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4853, loss_cls: 4.3777, loss: 4.3777 2024-07-18 11:52:47,143 - pyskl - INFO - Epoch [62][700/3746] lr: 6.426e-02, eta: 3 days, 1:19:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4894, loss_cls: 4.3609, loss: 4.3609 2024-07-18 11:54:09,396 - pyskl - INFO - Epoch [62][800/3746] lr: 6.424e-02, eta: 3 days, 1:17:52, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4830, loss_cls: 4.4171, loss: 4.4171 2024-07-18 11:55:31,293 - pyskl - INFO - Epoch [62][900/3746] lr: 6.421e-02, eta: 3 days, 1:16:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2377, top5_acc: 0.4889, loss_cls: 4.4109, loss: 4.4109 2024-07-18 11:56:53,640 - pyskl - INFO - Epoch [62][1000/3746] lr: 6.418e-02, eta: 3 days, 1:15:21, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4873, loss_cls: 4.4045, loss: 4.4045 2024-07-18 11:58:15,794 - pyskl - INFO - Epoch [62][1100/3746] lr: 6.416e-02, eta: 3 days, 1:14:06, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2406, top5_acc: 0.4806, loss_cls: 4.4165, loss: 4.4165 2024-07-18 11:59:38,516 - pyskl - INFO - Epoch [62][1200/3746] lr: 6.413e-02, eta: 3 days, 1:12:52, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4809, loss_cls: 4.4374, loss: 4.4374 2024-07-18 12:01:00,487 - pyskl - INFO - Epoch [62][1300/3746] lr: 6.410e-02, eta: 3 days, 1:11:36, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4764, loss_cls: 4.4369, loss: 4.4369 2024-07-18 12:02:22,385 - pyskl - INFO - Epoch [62][1400/3746] lr: 6.408e-02, eta: 3 days, 1:10:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2452, top5_acc: 0.4914, loss_cls: 4.3680, loss: 4.3680 2024-07-18 12:03:44,804 - pyskl - INFO - Epoch [62][1500/3746] lr: 6.405e-02, eta: 3 days, 1:09:05, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4891, loss_cls: 4.3912, loss: 4.3912 2024-07-18 12:05:06,762 - pyskl - INFO - Epoch [62][1600/3746] lr: 6.402e-02, eta: 3 days, 1:07:50, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4848, loss_cls: 4.3985, loss: 4.3985 2024-07-18 12:06:28,866 - pyskl - INFO - Epoch [62][1700/3746] lr: 6.400e-02, eta: 3 days, 1:06:34, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2358, top5_acc: 0.4859, loss_cls: 4.3963, loss: 4.3963 2024-07-18 12:07:50,583 - pyskl - INFO - Epoch [62][1800/3746] lr: 6.397e-02, eta: 3 days, 1:05:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2452, top5_acc: 0.4802, loss_cls: 4.4275, loss: 4.4275 2024-07-18 12:09:12,799 - pyskl - INFO - Epoch [62][1900/3746] lr: 6.394e-02, eta: 3 days, 1:04:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4842, loss_cls: 4.4138, loss: 4.4138 2024-07-18 12:10:34,688 - pyskl - INFO - Epoch [62][2000/3746] lr: 6.392e-02, eta: 3 days, 1:02:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4906, loss_cls: 4.4136, loss: 4.4136 2024-07-18 12:11:56,935 - pyskl - INFO - Epoch [62][2100/3746] lr: 6.389e-02, eta: 3 days, 1:01:32, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4811, loss_cls: 4.4301, loss: 4.4301 2024-07-18 12:13:19,154 - pyskl - INFO - Epoch [62][2200/3746] lr: 6.386e-02, eta: 3 days, 1:00:17, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2483, top5_acc: 0.4927, loss_cls: 4.3708, loss: 4.3708 2024-07-18 12:14:41,954 - pyskl - INFO - Epoch [62][2300/3746] lr: 6.384e-02, eta: 3 days, 0:59:03, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4800, loss_cls: 4.4170, loss: 4.4170 2024-07-18 12:16:03,952 - pyskl - INFO - Epoch [62][2400/3746] lr: 6.381e-02, eta: 3 days, 0:57:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2536, top5_acc: 0.4834, loss_cls: 4.3876, loss: 4.3876 2024-07-18 12:17:26,252 - pyskl - INFO - Epoch [62][2500/3746] lr: 6.378e-02, eta: 3 days, 0:56:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4867, loss_cls: 4.4071, loss: 4.4071 2024-07-18 12:18:47,871 - pyskl - INFO - Epoch [62][2600/3746] lr: 6.375e-02, eta: 3 days, 0:55:16, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4836, loss_cls: 4.4205, loss: 4.4205 2024-07-18 12:20:09,622 - pyskl - INFO - Epoch [62][2700/3746] lr: 6.373e-02, eta: 3 days, 0:54:00, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.4863, loss_cls: 4.4029, loss: 4.4029 2024-07-18 12:21:32,075 - pyskl - INFO - Epoch [62][2800/3746] lr: 6.370e-02, eta: 3 days, 0:52:45, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4895, loss_cls: 4.4035, loss: 4.4035 2024-07-18 12:22:54,151 - pyskl - INFO - Epoch [62][2900/3746] lr: 6.367e-02, eta: 3 days, 0:51:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2369, top5_acc: 0.4725, loss_cls: 4.4631, loss: 4.4631 2024-07-18 12:24:15,818 - pyskl - INFO - Epoch [62][3000/3746] lr: 6.365e-02, eta: 3 days, 0:50:13, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2409, top5_acc: 0.4838, loss_cls: 4.4221, loss: 4.4221 2024-07-18 12:25:37,242 - pyskl - INFO - Epoch [62][3100/3746] lr: 6.362e-02, eta: 3 days, 0:48:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4838, loss_cls: 4.4093, loss: 4.4093 2024-07-18 12:26:59,333 - pyskl - INFO - Epoch [62][3200/3746] lr: 6.359e-02, eta: 3 days, 0:47:42, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4816, loss_cls: 4.4268, loss: 4.4268 2024-07-18 12:28:21,492 - pyskl - INFO - Epoch [62][3300/3746] lr: 6.357e-02, eta: 3 days, 0:46:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2336, top5_acc: 0.4755, loss_cls: 4.4532, loss: 4.4532 2024-07-18 12:29:43,419 - pyskl - INFO - Epoch [62][3400/3746] lr: 6.354e-02, eta: 3 days, 0:45:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4747, loss_cls: 4.4631, loss: 4.4631 2024-07-18 12:31:05,823 - pyskl - INFO - Epoch [62][3500/3746] lr: 6.351e-02, eta: 3 days, 0:43:55, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2353, top5_acc: 0.4764, loss_cls: 4.4209, loss: 4.4209 2024-07-18 12:32:27,719 - pyskl - INFO - Epoch [62][3600/3746] lr: 6.349e-02, eta: 3 days, 0:42:40, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4714, loss_cls: 4.4908, loss: 4.4908 2024-07-18 12:33:50,084 - pyskl - INFO - Epoch [62][3700/3746] lr: 6.346e-02, eta: 3 days, 0:41:25, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4795, loss_cls: 4.4195, loss: 4.4195 2024-07-18 12:34:29,753 - pyskl - INFO - Saving checkpoint at 62 epochs 2024-07-18 12:36:21,016 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 12:36:21,727 - pyskl - INFO - top1_acc 0.1864 top5_acc 0.4022 2024-07-18 12:36:21,727 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 12:36:21,769 - pyskl - INFO - mean_acc 0.1865 2024-07-18 12:36:21,780 - pyskl - INFO - Epoch(val) [62][309] top1_acc: 0.1864, top5_acc: 0.4022, mean_class_accuracy: 0.1865 2024-07-18 12:40:10,981 - pyskl - INFO - Epoch [63][100/3746] lr: 6.342e-02, eta: 3 days, 0:42:09, time: 2.292, data_time: 1.308, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4894, loss_cls: 4.3846, loss: 4.3846 2024-07-18 12:41:33,389 - pyskl - INFO - Epoch [63][200/3746] lr: 6.339e-02, eta: 3 days, 0:40:54, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2392, top5_acc: 0.4872, loss_cls: 4.4124, loss: 4.4124 2024-07-18 12:42:55,215 - pyskl - INFO - Epoch [63][300/3746] lr: 6.337e-02, eta: 3 days, 0:39:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.4992, loss_cls: 4.3686, loss: 4.3686 2024-07-18 12:44:17,853 - pyskl - INFO - Epoch [63][400/3746] lr: 6.334e-02, eta: 3 days, 0:38:23, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4755, loss_cls: 4.4544, loss: 4.4544 2024-07-18 12:45:39,975 - pyskl - INFO - Epoch [63][500/3746] lr: 6.331e-02, eta: 3 days, 0:37:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2362, top5_acc: 0.4863, loss_cls: 4.3949, loss: 4.3949 2024-07-18 12:47:01,691 - pyskl - INFO - Epoch [63][600/3746] lr: 6.328e-02, eta: 3 days, 0:35:51, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2522, top5_acc: 0.4931, loss_cls: 4.4017, loss: 4.4017 2024-07-18 12:48:23,434 - pyskl - INFO - Epoch [63][700/3746] lr: 6.326e-02, eta: 3 days, 0:34:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4972, loss_cls: 4.3639, loss: 4.3639 2024-07-18 12:49:45,013 - pyskl - INFO - Epoch [63][800/3746] lr: 6.323e-02, eta: 3 days, 0:33:19, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2395, top5_acc: 0.4834, loss_cls: 4.3952, loss: 4.3952 2024-07-18 12:51:06,862 - pyskl - INFO - Epoch [63][900/3746] lr: 6.320e-02, eta: 3 days, 0:32:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4852, loss_cls: 4.4028, loss: 4.4028 2024-07-18 12:52:30,126 - pyskl - INFO - Epoch [63][1000/3746] lr: 6.318e-02, eta: 3 days, 0:30:49, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2502, top5_acc: 0.4875, loss_cls: 4.4237, loss: 4.4237 2024-07-18 12:53:52,519 - pyskl - INFO - Epoch [63][1100/3746] lr: 6.315e-02, eta: 3 days, 0:29:34, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4902, loss_cls: 4.3855, loss: 4.3855 2024-07-18 12:55:14,823 - pyskl - INFO - Epoch [63][1200/3746] lr: 6.312e-02, eta: 3 days, 0:28:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.4909, loss_cls: 4.3922, loss: 4.3922 2024-07-18 12:56:37,061 - pyskl - INFO - Epoch [63][1300/3746] lr: 6.310e-02, eta: 3 days, 0:27:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2408, top5_acc: 0.4797, loss_cls: 4.4314, loss: 4.4314 2024-07-18 12:57:59,340 - pyskl - INFO - Epoch [63][1400/3746] lr: 6.307e-02, eta: 3 days, 0:25:47, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4855, loss_cls: 4.4125, loss: 4.4125 2024-07-18 12:59:20,814 - pyskl - INFO - Epoch [63][1500/3746] lr: 6.304e-02, eta: 3 days, 0:24:31, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4861, loss_cls: 4.3924, loss: 4.3924 2024-07-18 13:00:42,251 - pyskl - INFO - Epoch [63][1600/3746] lr: 6.301e-02, eta: 3 days, 0:23:14, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2317, top5_acc: 0.4717, loss_cls: 4.4374, loss: 4.4374 2024-07-18 13:02:04,871 - pyskl - INFO - Epoch [63][1700/3746] lr: 6.299e-02, eta: 3 days, 0:21:59, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2409, top5_acc: 0.4828, loss_cls: 4.4303, loss: 4.4303 2024-07-18 13:03:26,853 - pyskl - INFO - Epoch [63][1800/3746] lr: 6.296e-02, eta: 3 days, 0:20:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.4909, loss_cls: 4.3718, loss: 4.3718 2024-07-18 13:04:48,560 - pyskl - INFO - Epoch [63][1900/3746] lr: 6.293e-02, eta: 3 days, 0:19:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4833, loss_cls: 4.4114, loss: 4.4114 2024-07-18 13:06:10,486 - pyskl - INFO - Epoch [63][2000/3746] lr: 6.291e-02, eta: 3 days, 0:18:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.4956, loss_cls: 4.3607, loss: 4.3607 2024-07-18 13:07:33,022 - pyskl - INFO - Epoch [63][2100/3746] lr: 6.288e-02, eta: 3 days, 0:16:56, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.4817, loss_cls: 4.3936, loss: 4.3936 2024-07-18 13:08:55,079 - pyskl - INFO - Epoch [63][2200/3746] lr: 6.285e-02, eta: 3 days, 0:15:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2470, top5_acc: 0.4927, loss_cls: 4.3579, loss: 4.3579 2024-07-18 13:10:18,335 - pyskl - INFO - Epoch [63][2300/3746] lr: 6.283e-02, eta: 3 days, 0:14:26, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4702, loss_cls: 4.4454, loss: 4.4454 2024-07-18 13:11:40,089 - pyskl - INFO - Epoch [63][2400/3746] lr: 6.280e-02, eta: 3 days, 0:13:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4842, loss_cls: 4.4122, loss: 4.4122 2024-07-18 13:13:02,391 - pyskl - INFO - Epoch [63][2500/3746] lr: 6.277e-02, eta: 3 days, 0:11:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2491, top5_acc: 0.4813, loss_cls: 4.4045, loss: 4.4045 2024-07-18 13:14:24,208 - pyskl - INFO - Epoch [63][2600/3746] lr: 6.274e-02, eta: 3 days, 0:10:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2355, top5_acc: 0.4766, loss_cls: 4.4471, loss: 4.4471 2024-07-18 13:15:46,365 - pyskl - INFO - Epoch [63][2700/3746] lr: 6.272e-02, eta: 3 days, 0:09:22, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4803, loss_cls: 4.4541, loss: 4.4541 2024-07-18 13:17:08,263 - pyskl - INFO - Epoch [63][2800/3746] lr: 6.269e-02, eta: 3 days, 0:08:06, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4905, loss_cls: 4.3931, loss: 4.3931 2024-07-18 13:18:30,629 - pyskl - INFO - Epoch [63][2900/3746] lr: 6.266e-02, eta: 3 days, 0:06:51, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4833, loss_cls: 4.4194, loss: 4.4194 2024-07-18 13:19:52,336 - pyskl - INFO - Epoch [63][3000/3746] lr: 6.264e-02, eta: 3 days, 0:05:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.5009, loss_cls: 4.3361, loss: 4.3361 2024-07-18 13:21:14,579 - pyskl - INFO - Epoch [63][3100/3746] lr: 6.261e-02, eta: 3 days, 0:04:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4902, loss_cls: 4.3692, loss: 4.3692 2024-07-18 13:22:36,533 - pyskl - INFO - Epoch [63][3200/3746] lr: 6.258e-02, eta: 3 days, 0:03:03, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2408, top5_acc: 0.4798, loss_cls: 4.4271, loss: 4.4271 2024-07-18 13:23:58,569 - pyskl - INFO - Epoch [63][3300/3746] lr: 6.256e-02, eta: 3 days, 0:01:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4800, loss_cls: 4.4176, loss: 4.4176 2024-07-18 13:25:20,686 - pyskl - INFO - Epoch [63][3400/3746] lr: 6.253e-02, eta: 3 days, 0:00:31, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4903, loss_cls: 4.3636, loss: 4.3636 2024-07-18 13:26:42,858 - pyskl - INFO - Epoch [63][3500/3746] lr: 6.250e-02, eta: 2 days, 23:59:16, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4766, loss_cls: 4.4338, loss: 4.4338 2024-07-18 13:28:05,226 - pyskl - INFO - Epoch [63][3600/3746] lr: 6.247e-02, eta: 2 days, 23:58:00, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2423, top5_acc: 0.4814, loss_cls: 4.4213, loss: 4.4213 2024-07-18 13:29:28,124 - pyskl - INFO - Epoch [63][3700/3746] lr: 6.245e-02, eta: 2 days, 23:56:46, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4877, loss_cls: 4.3803, loss: 4.3803 2024-07-18 13:30:08,189 - pyskl - INFO - Saving checkpoint at 63 epochs 2024-07-18 13:31:59,680 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 13:32:00,448 - pyskl - INFO - top1_acc 0.1651 top5_acc 0.3765 2024-07-18 13:32:00,448 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 13:32:00,496 - pyskl - INFO - mean_acc 0.1650 2024-07-18 13:32:00,514 - pyskl - INFO - Epoch(val) [63][309] top1_acc: 0.1651, top5_acc: 0.3765, mean_class_accuracy: 0.1650 2024-07-18 13:35:58,293 - pyskl - INFO - Epoch [64][100/3746] lr: 6.241e-02, eta: 2 days, 23:57:37, time: 2.378, data_time: 1.384, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4933, loss_cls: 4.3733, loss: 4.3733 2024-07-18 13:37:21,613 - pyskl - INFO - Epoch [64][200/3746] lr: 6.238e-02, eta: 2 days, 23:56:23, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.5022, loss_cls: 4.3291, loss: 4.3291 2024-07-18 13:38:43,506 - pyskl - INFO - Epoch [64][300/3746] lr: 6.235e-02, eta: 2 days, 23:55:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4930, loss_cls: 4.3480, loss: 4.3480 2024-07-18 13:40:05,748 - pyskl - INFO - Epoch [64][400/3746] lr: 6.233e-02, eta: 2 days, 23:53:51, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4878, loss_cls: 4.3954, loss: 4.3954 2024-07-18 13:41:28,156 - pyskl - INFO - Epoch [64][500/3746] lr: 6.230e-02, eta: 2 days, 23:52:36, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.4942, loss_cls: 4.3857, loss: 4.3857 2024-07-18 13:42:49,821 - pyskl - INFO - Epoch [64][600/3746] lr: 6.227e-02, eta: 2 days, 23:51:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4852, loss_cls: 4.3845, loss: 4.3845 2024-07-18 13:44:11,535 - pyskl - INFO - Epoch [64][700/3746] lr: 6.225e-02, eta: 2 days, 23:50:03, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4781, loss_cls: 4.4247, loss: 4.4247 2024-07-18 13:45:34,067 - pyskl - INFO - Epoch [64][800/3746] lr: 6.222e-02, eta: 2 days, 23:48:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2483, top5_acc: 0.4848, loss_cls: 4.3901, loss: 4.3901 2024-07-18 13:46:56,194 - pyskl - INFO - Epoch [64][900/3746] lr: 6.219e-02, eta: 2 days, 23:47:31, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4855, loss_cls: 4.3711, loss: 4.3711 2024-07-18 13:48:18,636 - pyskl - INFO - Epoch [64][1000/3746] lr: 6.216e-02, eta: 2 days, 23:46:16, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2397, top5_acc: 0.4822, loss_cls: 4.4155, loss: 4.4155 2024-07-18 13:49:40,722 - pyskl - INFO - Epoch [64][1100/3746] lr: 6.214e-02, eta: 2 days, 23:45:00, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2409, top5_acc: 0.4780, loss_cls: 4.4089, loss: 4.4089 2024-07-18 13:51:03,110 - pyskl - INFO - Epoch [64][1200/3746] lr: 6.211e-02, eta: 2 days, 23:43:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2431, top5_acc: 0.4813, loss_cls: 4.4192, loss: 4.4192 2024-07-18 13:52:25,255 - pyskl - INFO - Epoch [64][1300/3746] lr: 6.208e-02, eta: 2 days, 23:42:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2381, top5_acc: 0.4731, loss_cls: 4.4193, loss: 4.4193 2024-07-18 13:53:47,264 - pyskl - INFO - Epoch [64][1400/3746] lr: 6.206e-02, eta: 2 days, 23:41:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4863, loss_cls: 4.4216, loss: 4.4216 2024-07-18 13:55:09,591 - pyskl - INFO - Epoch [64][1500/3746] lr: 6.203e-02, eta: 2 days, 23:39:56, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4880, loss_cls: 4.3991, loss: 4.3991 2024-07-18 13:56:31,127 - pyskl - INFO - Epoch [64][1600/3746] lr: 6.200e-02, eta: 2 days, 23:38:40, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.4930, loss_cls: 4.3843, loss: 4.3843 2024-07-18 13:57:53,389 - pyskl - INFO - Epoch [64][1700/3746] lr: 6.197e-02, eta: 2 days, 23:37:24, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.4939, loss_cls: 4.3646, loss: 4.3646 2024-07-18 13:59:15,300 - pyskl - INFO - Epoch [64][1800/3746] lr: 6.195e-02, eta: 2 days, 23:36:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4925, loss_cls: 4.3771, loss: 4.3771 2024-07-18 14:00:37,507 - pyskl - INFO - Epoch [64][1900/3746] lr: 6.192e-02, eta: 2 days, 23:34:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4794, loss_cls: 4.4257, loss: 4.4257 2024-07-18 14:01:59,703 - pyskl - INFO - Epoch [64][2000/3746] lr: 6.189e-02, eta: 2 days, 23:33:36, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4723, loss_cls: 4.4609, loss: 4.4609 2024-07-18 14:03:21,605 - pyskl - INFO - Epoch [64][2100/3746] lr: 6.187e-02, eta: 2 days, 23:32:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4859, loss_cls: 4.3984, loss: 4.3984 2024-07-18 14:04:43,991 - pyskl - INFO - Epoch [64][2200/3746] lr: 6.184e-02, eta: 2 days, 23:31:04, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4825, loss_cls: 4.4259, loss: 4.4259 2024-07-18 14:06:07,145 - pyskl - INFO - Epoch [64][2300/3746] lr: 6.181e-02, eta: 2 days, 23:29:49, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2494, top5_acc: 0.4831, loss_cls: 4.3927, loss: 4.3927 2024-07-18 14:07:28,768 - pyskl - INFO - Epoch [64][2400/3746] lr: 6.178e-02, eta: 2 days, 23:28:32, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4903, loss_cls: 4.4058, loss: 4.4058 2024-07-18 14:08:50,775 - pyskl - INFO - Epoch [64][2500/3746] lr: 6.176e-02, eta: 2 days, 23:27:16, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4852, loss_cls: 4.3874, loss: 4.3874 2024-07-18 14:10:13,951 - pyskl - INFO - Epoch [64][2600/3746] lr: 6.173e-02, eta: 2 days, 23:26:01, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4897, loss_cls: 4.3925, loss: 4.3925 2024-07-18 14:11:35,848 - pyskl - INFO - Epoch [64][2700/3746] lr: 6.170e-02, eta: 2 days, 23:24:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.4856, loss_cls: 4.3705, loss: 4.3705 2024-07-18 14:12:57,852 - pyskl - INFO - Epoch [64][2800/3746] lr: 6.168e-02, eta: 2 days, 23:23:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2386, top5_acc: 0.4842, loss_cls: 4.3841, loss: 4.3841 2024-07-18 14:14:19,323 - pyskl - INFO - Epoch [64][2900/3746] lr: 6.165e-02, eta: 2 days, 23:22:12, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4878, loss_cls: 4.4091, loss: 4.4091 2024-07-18 14:15:41,318 - pyskl - INFO - Epoch [64][3000/3746] lr: 6.162e-02, eta: 2 days, 23:20:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2428, top5_acc: 0.4909, loss_cls: 4.3868, loss: 4.3868 2024-07-18 14:17:03,771 - pyskl - INFO - Epoch [64][3100/3746] lr: 6.159e-02, eta: 2 days, 23:19:40, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2498, top5_acc: 0.4847, loss_cls: 4.4122, loss: 4.4122 2024-07-18 14:18:26,005 - pyskl - INFO - Epoch [64][3200/3746] lr: 6.157e-02, eta: 2 days, 23:18:24, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2491, top5_acc: 0.4828, loss_cls: 4.3816, loss: 4.3816 2024-07-18 14:19:47,785 - pyskl - INFO - Epoch [64][3300/3746] lr: 6.154e-02, eta: 2 days, 23:17:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2495, top5_acc: 0.4877, loss_cls: 4.3842, loss: 4.3842 2024-07-18 14:21:09,414 - pyskl - INFO - Epoch [64][3400/3746] lr: 6.151e-02, eta: 2 days, 23:15:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4828, loss_cls: 4.4162, loss: 4.4162 2024-07-18 14:22:30,767 - pyskl - INFO - Epoch [64][3500/3746] lr: 6.148e-02, eta: 2 days, 23:14:34, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2448, top5_acc: 0.4861, loss_cls: 4.4166, loss: 4.4166 2024-07-18 14:23:53,243 - pyskl - INFO - Epoch [64][3600/3746] lr: 6.146e-02, eta: 2 days, 23:13:18, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.5028, loss_cls: 4.3300, loss: 4.3300 2024-07-18 14:25:14,678 - pyskl - INFO - Epoch [64][3700/3746] lr: 6.143e-02, eta: 2 days, 23:12:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2544, top5_acc: 0.4888, loss_cls: 4.3763, loss: 4.3763 2024-07-18 14:25:54,417 - pyskl - INFO - Saving checkpoint at 64 epochs 2024-07-18 14:27:45,037 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 14:27:45,708 - pyskl - INFO - top1_acc 0.1692 top5_acc 0.3850 2024-07-18 14:27:45,708 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 14:27:45,752 - pyskl - INFO - mean_acc 0.1691 2024-07-18 14:27:45,765 - pyskl - INFO - Epoch(val) [64][309] top1_acc: 0.1692, top5_acc: 0.3850, mean_class_accuracy: 0.1691 2024-07-18 14:31:34,666 - pyskl - INFO - Epoch [65][100/3746] lr: 6.139e-02, eta: 2 days, 23:12:36, time: 2.289, data_time: 1.284, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4856, loss_cls: 4.3917, loss: 4.3917 2024-07-18 14:32:57,560 - pyskl - INFO - Epoch [65][200/3746] lr: 6.136e-02, eta: 2 days, 23:11:21, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.4956, loss_cls: 4.3387, loss: 4.3387 2024-07-18 14:34:20,420 - pyskl - INFO - Epoch [65][300/3746] lr: 6.134e-02, eta: 2 days, 23:10:06, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2527, top5_acc: 0.5078, loss_cls: 4.3068, loss: 4.3068 2024-07-18 14:35:42,350 - pyskl - INFO - Epoch [65][400/3746] lr: 6.131e-02, eta: 2 days, 23:08:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4894, loss_cls: 4.3687, loss: 4.3687 2024-07-18 14:37:04,311 - pyskl - INFO - Epoch [65][500/3746] lr: 6.128e-02, eta: 2 days, 23:07:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.4981, loss_cls: 4.3668, loss: 4.3668 2024-07-18 14:38:26,032 - pyskl - INFO - Epoch [65][600/3746] lr: 6.125e-02, eta: 2 days, 23:06:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.4958, loss_cls: 4.3259, loss: 4.3259 2024-07-18 14:39:47,673 - pyskl - INFO - Epoch [65][700/3746] lr: 6.123e-02, eta: 2 days, 23:04:59, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4969, loss_cls: 4.3421, loss: 4.3421 2024-07-18 14:41:10,116 - pyskl - INFO - Epoch [65][800/3746] lr: 6.120e-02, eta: 2 days, 23:03:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4834, loss_cls: 4.4170, loss: 4.4170 2024-07-18 14:42:32,254 - pyskl - INFO - Epoch [65][900/3746] lr: 6.117e-02, eta: 2 days, 23:02:27, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2355, top5_acc: 0.4839, loss_cls: 4.4146, loss: 4.4146 2024-07-18 14:43:54,729 - pyskl - INFO - Epoch [65][1000/3746] lr: 6.115e-02, eta: 2 days, 23:01:12, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4853, loss_cls: 4.3803, loss: 4.3803 2024-07-18 14:45:17,009 - pyskl - INFO - Epoch [65][1100/3746] lr: 6.112e-02, eta: 2 days, 22:59:55, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.4994, loss_cls: 4.3502, loss: 4.3502 2024-07-18 14:46:39,291 - pyskl - INFO - Epoch [65][1200/3746] lr: 6.109e-02, eta: 2 days, 22:58:39, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2498, top5_acc: 0.4841, loss_cls: 4.3962, loss: 4.3962 2024-07-18 14:48:01,870 - pyskl - INFO - Epoch [65][1300/3746] lr: 6.106e-02, eta: 2 days, 22:57:24, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.4950, loss_cls: 4.3443, loss: 4.3443 2024-07-18 14:49:23,941 - pyskl - INFO - Epoch [65][1400/3746] lr: 6.104e-02, eta: 2 days, 22:56:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2466, top5_acc: 0.4863, loss_cls: 4.3683, loss: 4.3683 2024-07-18 14:50:46,325 - pyskl - INFO - Epoch [65][1500/3746] lr: 6.101e-02, eta: 2 days, 22:54:51, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2467, top5_acc: 0.4894, loss_cls: 4.3886, loss: 4.3886 2024-07-18 14:52:07,814 - pyskl - INFO - Epoch [65][1600/3746] lr: 6.098e-02, eta: 2 days, 22:53:34, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4800, loss_cls: 4.4122, loss: 4.4122 2024-07-18 14:53:29,425 - pyskl - INFO - Epoch [65][1700/3746] lr: 6.095e-02, eta: 2 days, 22:52:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4864, loss_cls: 4.4082, loss: 4.4082 2024-07-18 14:54:51,145 - pyskl - INFO - Epoch [65][1800/3746] lr: 6.093e-02, eta: 2 days, 22:51:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4847, loss_cls: 4.4033, loss: 4.4033 2024-07-18 14:56:12,898 - pyskl - INFO - Epoch [65][1900/3746] lr: 6.090e-02, eta: 2 days, 22:49:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2508, top5_acc: 0.4814, loss_cls: 4.4032, loss: 4.4032 2024-07-18 14:57:34,979 - pyskl - INFO - Epoch [65][2000/3746] lr: 6.087e-02, eta: 2 days, 22:48:27, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2455, top5_acc: 0.4747, loss_cls: 4.4151, loss: 4.4151 2024-07-18 14:58:57,069 - pyskl - INFO - Epoch [65][2100/3746] lr: 6.085e-02, eta: 2 days, 22:47:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4927, loss_cls: 4.3803, loss: 4.3803 2024-07-18 15:00:19,453 - pyskl - INFO - Epoch [65][2200/3746] lr: 6.082e-02, eta: 2 days, 22:45:55, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4744, loss_cls: 4.4179, loss: 4.4179 2024-07-18 15:01:42,034 - pyskl - INFO - Epoch [65][2300/3746] lr: 6.079e-02, eta: 2 days, 22:44:39, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4925, loss_cls: 4.3864, loss: 4.3864 2024-07-18 15:03:03,718 - pyskl - INFO - Epoch [65][2400/3746] lr: 6.076e-02, eta: 2 days, 22:43:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2391, top5_acc: 0.4866, loss_cls: 4.4051, loss: 4.4051 2024-07-18 15:04:26,347 - pyskl - INFO - Epoch [65][2500/3746] lr: 6.074e-02, eta: 2 days, 22:42:07, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4892, loss_cls: 4.4077, loss: 4.4077 2024-07-18 15:05:48,010 - pyskl - INFO - Epoch [65][2600/3746] lr: 6.071e-02, eta: 2 days, 22:40:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4784, loss_cls: 4.4079, loss: 4.4079 2024-07-18 15:07:10,090 - pyskl - INFO - Epoch [65][2700/3746] lr: 6.068e-02, eta: 2 days, 22:39:33, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2419, top5_acc: 0.4861, loss_cls: 4.4264, loss: 4.4264 2024-07-18 15:08:32,451 - pyskl - INFO - Epoch [65][2800/3746] lr: 6.065e-02, eta: 2 days, 22:38:17, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4800, loss_cls: 4.4495, loss: 4.4495 2024-07-18 15:09:54,424 - pyskl - INFO - Epoch [65][2900/3746] lr: 6.063e-02, eta: 2 days, 22:37:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4828, loss_cls: 4.4103, loss: 4.4103 2024-07-18 15:11:16,543 - pyskl - INFO - Epoch [65][3000/3746] lr: 6.060e-02, eta: 2 days, 22:35:45, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.4953, loss_cls: 4.3610, loss: 4.3610 2024-07-18 15:12:38,436 - pyskl - INFO - Epoch [65][3100/3746] lr: 6.057e-02, eta: 2 days, 22:34:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4884, loss_cls: 4.3856, loss: 4.3856 2024-07-18 15:14:00,005 - pyskl - INFO - Epoch [65][3200/3746] lr: 6.055e-02, eta: 2 days, 22:33:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.4986, loss_cls: 4.3380, loss: 4.3380 2024-07-18 15:15:21,736 - pyskl - INFO - Epoch [65][3300/3746] lr: 6.052e-02, eta: 2 days, 22:31:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4838, loss_cls: 4.3878, loss: 4.3878 2024-07-18 15:16:43,359 - pyskl - INFO - Epoch [65][3400/3746] lr: 6.049e-02, eta: 2 days, 22:30:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4750, loss_cls: 4.4521, loss: 4.4521 2024-07-18 15:18:05,512 - pyskl - INFO - Epoch [65][3500/3746] lr: 6.046e-02, eta: 2 days, 22:29:21, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4931, loss_cls: 4.3559, loss: 4.3559 2024-07-18 15:19:27,298 - pyskl - INFO - Epoch [65][3600/3746] lr: 6.044e-02, eta: 2 days, 22:28:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4839, loss_cls: 4.4007, loss: 4.4007 2024-07-18 15:20:50,400 - pyskl - INFO - Epoch [65][3700/3746] lr: 6.041e-02, eta: 2 days, 22:26:49, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4869, loss_cls: 4.3884, loss: 4.3884 2024-07-18 15:21:30,521 - pyskl - INFO - Saving checkpoint at 65 epochs 2024-07-18 15:23:22,128 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 15:23:22,799 - pyskl - INFO - top1_acc 0.1751 top5_acc 0.3918 2024-07-18 15:23:22,799 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 15:23:22,843 - pyskl - INFO - mean_acc 0.1747 2024-07-18 15:23:22,856 - pyskl - INFO - Epoch(val) [65][309] top1_acc: 0.1751, top5_acc: 0.3918, mean_class_accuracy: 0.1747 2024-07-18 15:27:12,667 - pyskl - INFO - Epoch [66][100/3746] lr: 6.037e-02, eta: 2 days, 22:27:21, time: 2.298, data_time: 1.309, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5020, loss_cls: 4.2938, loss: 4.2938 2024-07-18 15:28:35,305 - pyskl - INFO - Epoch [66][200/3746] lr: 6.034e-02, eta: 2 days, 22:26:05, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2387, top5_acc: 0.4850, loss_cls: 4.3860, loss: 4.3860 2024-07-18 15:29:57,452 - pyskl - INFO - Epoch [66][300/3746] lr: 6.031e-02, eta: 2 days, 22:24:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.4859, loss_cls: 4.3484, loss: 4.3484 2024-07-18 15:31:19,953 - pyskl - INFO - Epoch [66][400/3746] lr: 6.029e-02, eta: 2 days, 22:23:32, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2523, top5_acc: 0.4870, loss_cls: 4.3893, loss: 4.3893 2024-07-18 15:32:41,858 - pyskl - INFO - Epoch [66][500/3746] lr: 6.026e-02, eta: 2 days, 22:22:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2448, top5_acc: 0.4909, loss_cls: 4.3764, loss: 4.3764 2024-07-18 15:34:03,855 - pyskl - INFO - Epoch [66][600/3746] lr: 6.023e-02, eta: 2 days, 22:20:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2523, top5_acc: 0.5077, loss_cls: 4.3098, loss: 4.3098 2024-07-18 15:35:25,562 - pyskl - INFO - Epoch [66][700/3746] lr: 6.020e-02, eta: 2 days, 22:19:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4863, loss_cls: 4.3866, loss: 4.3866 2024-07-18 15:36:46,921 - pyskl - INFO - Epoch [66][800/3746] lr: 6.018e-02, eta: 2 days, 22:18:24, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.4942, loss_cls: 4.3834, loss: 4.3834 2024-07-18 15:38:09,018 - pyskl - INFO - Epoch [66][900/3746] lr: 6.015e-02, eta: 2 days, 22:17:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.4909, loss_cls: 4.3567, loss: 4.3567 2024-07-18 15:39:31,479 - pyskl - INFO - Epoch [66][1000/3746] lr: 6.012e-02, eta: 2 days, 22:15:52, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4975, loss_cls: 4.3577, loss: 4.3577 2024-07-18 15:40:54,437 - pyskl - INFO - Epoch [66][1100/3746] lr: 6.009e-02, eta: 2 days, 22:14:36, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4841, loss_cls: 4.3769, loss: 4.3769 2024-07-18 15:42:16,792 - pyskl - INFO - Epoch [66][1200/3746] lr: 6.007e-02, eta: 2 days, 22:13:20, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4906, loss_cls: 4.3900, loss: 4.3900 2024-07-18 15:43:38,837 - pyskl - INFO - Epoch [66][1300/3746] lr: 6.004e-02, eta: 2 days, 22:12:03, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4977, loss_cls: 4.3641, loss: 4.3641 2024-07-18 15:45:00,785 - pyskl - INFO - Epoch [66][1400/3746] lr: 6.001e-02, eta: 2 days, 22:10:47, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4908, loss_cls: 4.3930, loss: 4.3930 2024-07-18 15:46:22,689 - pyskl - INFO - Epoch [66][1500/3746] lr: 5.999e-02, eta: 2 days, 22:09:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2472, top5_acc: 0.4872, loss_cls: 4.4056, loss: 4.4056 2024-07-18 15:47:44,263 - pyskl - INFO - Epoch [66][1600/3746] lr: 5.996e-02, eta: 2 days, 22:08:12, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.4908, loss_cls: 4.3732, loss: 4.3732 2024-07-18 15:49:06,340 - pyskl - INFO - Epoch [66][1700/3746] lr: 5.993e-02, eta: 2 days, 22:06:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4847, loss_cls: 4.3990, loss: 4.3990 2024-07-18 15:50:28,910 - pyskl - INFO - Epoch [66][1800/3746] lr: 5.990e-02, eta: 2 days, 22:05:40, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4873, loss_cls: 4.3763, loss: 4.3763 2024-07-18 15:51:50,608 - pyskl - INFO - Epoch [66][1900/3746] lr: 5.988e-02, eta: 2 days, 22:04:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4870, loss_cls: 4.4012, loss: 4.4012 2024-07-18 15:53:12,790 - pyskl - INFO - Epoch [66][2000/3746] lr: 5.985e-02, eta: 2 days, 22:03:06, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4992, loss_cls: 4.3565, loss: 4.3565 2024-07-18 15:54:34,647 - pyskl - INFO - Epoch [66][2100/3746] lr: 5.982e-02, eta: 2 days, 22:01:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4898, loss_cls: 4.4040, loss: 4.4040 2024-07-18 15:55:57,482 - pyskl - INFO - Epoch [66][2200/3746] lr: 5.979e-02, eta: 2 days, 22:00:34, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2494, top5_acc: 0.4898, loss_cls: 4.3971, loss: 4.3971 2024-07-18 15:57:20,643 - pyskl - INFO - Epoch [66][2300/3746] lr: 5.977e-02, eta: 2 days, 21:59:18, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2548, top5_acc: 0.4916, loss_cls: 4.3229, loss: 4.3229 2024-07-18 15:58:43,089 - pyskl - INFO - Epoch [66][2400/3746] lr: 5.974e-02, eta: 2 days, 21:58:02, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4848, loss_cls: 4.3612, loss: 4.3612 2024-07-18 16:00:04,945 - pyskl - INFO - Epoch [66][2500/3746] lr: 5.971e-02, eta: 2 days, 21:56:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2466, top5_acc: 0.4897, loss_cls: 4.3984, loss: 4.3984 2024-07-18 16:01:27,363 - pyskl - INFO - Epoch [66][2600/3746] lr: 5.968e-02, eta: 2 days, 21:55:29, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2469, top5_acc: 0.4892, loss_cls: 4.3732, loss: 4.3732 2024-07-18 16:02:49,012 - pyskl - INFO - Epoch [66][2700/3746] lr: 5.966e-02, eta: 2 days, 21:54:12, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2448, top5_acc: 0.4813, loss_cls: 4.4019, loss: 4.4019 2024-07-18 16:04:11,091 - pyskl - INFO - Epoch [66][2800/3746] lr: 5.963e-02, eta: 2 days, 21:52:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4884, loss_cls: 4.3917, loss: 4.3917 2024-07-18 16:05:33,280 - pyskl - INFO - Epoch [66][2900/3746] lr: 5.960e-02, eta: 2 days, 21:51:39, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4773, loss_cls: 4.4481, loss: 4.4481 2024-07-18 16:06:55,573 - pyskl - INFO - Epoch [66][3000/3746] lr: 5.957e-02, eta: 2 days, 21:50:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4884, loss_cls: 4.3833, loss: 4.3833 2024-07-18 16:08:17,114 - pyskl - INFO - Epoch [66][3100/3746] lr: 5.955e-02, eta: 2 days, 21:49:05, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.4995, loss_cls: 4.3562, loss: 4.3562 2024-07-18 16:09:38,781 - pyskl - INFO - Epoch [66][3200/3746] lr: 5.952e-02, eta: 2 days, 21:47:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.4958, loss_cls: 4.3486, loss: 4.3486 2024-07-18 16:11:00,568 - pyskl - INFO - Epoch [66][3300/3746] lr: 5.949e-02, eta: 2 days, 21:46:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4916, loss_cls: 4.3894, loss: 4.3894 2024-07-18 16:12:22,436 - pyskl - INFO - Epoch [66][3400/3746] lr: 5.946e-02, eta: 2 days, 21:45:13, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.4986, loss_cls: 4.3423, loss: 4.3423 2024-07-18 16:13:44,361 - pyskl - INFO - Epoch [66][3500/3746] lr: 5.944e-02, eta: 2 days, 21:43:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.4906, loss_cls: 4.3632, loss: 4.3632 2024-07-18 16:15:06,188 - pyskl - INFO - Epoch [66][3600/3746] lr: 5.941e-02, eta: 2 days, 21:42:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4875, loss_cls: 4.4060, loss: 4.4060 2024-07-18 16:16:28,258 - pyskl - INFO - Epoch [66][3700/3746] lr: 5.938e-02, eta: 2 days, 21:41:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.4864, loss_cls: 4.3558, loss: 4.3558 2024-07-18 16:17:07,834 - pyskl - INFO - Saving checkpoint at 66 epochs 2024-07-18 16:18:58,863 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 16:18:59,550 - pyskl - INFO - top1_acc 0.1663 top5_acc 0.3718 2024-07-18 16:18:59,550 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 16:18:59,601 - pyskl - INFO - mean_acc 0.1658 2024-07-18 16:18:59,616 - pyskl - INFO - Epoch(val) [66][309] top1_acc: 0.1663, top5_acc: 0.3718, mean_class_accuracy: 0.1658 2024-07-18 16:22:49,648 - pyskl - INFO - Epoch [67][100/3746] lr: 5.934e-02, eta: 2 days, 21:41:51, time: 2.300, data_time: 1.311, memory: 15990, top1_acc: 0.2484, top5_acc: 0.5031, loss_cls: 4.3005, loss: 4.3005 2024-07-18 16:24:11,937 - pyskl - INFO - Epoch [67][200/3746] lr: 5.931e-02, eta: 2 days, 21:40:34, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5038, loss_cls: 4.2869, loss: 4.2869 2024-07-18 16:25:34,422 - pyskl - INFO - Epoch [67][300/3746] lr: 5.929e-02, eta: 2 days, 21:39:18, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4841, loss_cls: 4.3920, loss: 4.3920 2024-07-18 16:26:56,667 - pyskl - INFO - Epoch [67][400/3746] lr: 5.926e-02, eta: 2 days, 21:38:01, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.5036, loss_cls: 4.3317, loss: 4.3317 2024-07-18 16:28:18,536 - pyskl - INFO - Epoch [67][500/3746] lr: 5.923e-02, eta: 2 days, 21:36:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.5028, loss_cls: 4.2871, loss: 4.2871 2024-07-18 16:29:40,436 - pyskl - INFO - Epoch [67][600/3746] lr: 5.920e-02, eta: 2 days, 21:35:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.4916, loss_cls: 4.3723, loss: 4.3723 2024-07-18 16:31:02,354 - pyskl - INFO - Epoch [67][700/3746] lr: 5.918e-02, eta: 2 days, 21:34:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2512, top5_acc: 0.5025, loss_cls: 4.3410, loss: 4.3410 2024-07-18 16:32:24,434 - pyskl - INFO - Epoch [67][800/3746] lr: 5.915e-02, eta: 2 days, 21:32:53, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2492, top5_acc: 0.4838, loss_cls: 4.3715, loss: 4.3715 2024-07-18 16:33:46,524 - pyskl - INFO - Epoch [67][900/3746] lr: 5.912e-02, eta: 2 days, 21:31:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.4992, loss_cls: 4.3513, loss: 4.3513 2024-07-18 16:35:08,494 - pyskl - INFO - Epoch [67][1000/3746] lr: 5.909e-02, eta: 2 days, 21:30:20, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.4891, loss_cls: 4.3714, loss: 4.3714 2024-07-18 16:36:30,983 - pyskl - INFO - Epoch [67][1100/3746] lr: 5.907e-02, eta: 2 days, 21:29:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4867, loss_cls: 4.3756, loss: 4.3756 2024-07-18 16:37:53,101 - pyskl - INFO - Epoch [67][1200/3746] lr: 5.904e-02, eta: 2 days, 21:27:46, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4863, loss_cls: 4.4128, loss: 4.4128 2024-07-18 16:39:15,390 - pyskl - INFO - Epoch [67][1300/3746] lr: 5.901e-02, eta: 2 days, 21:26:30, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2553, top5_acc: 0.4925, loss_cls: 4.3228, loss: 4.3228 2024-07-18 16:40:37,638 - pyskl - INFO - Epoch [67][1400/3746] lr: 5.898e-02, eta: 2 days, 21:25:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.4948, loss_cls: 4.3416, loss: 4.3416 2024-07-18 16:41:59,890 - pyskl - INFO - Epoch [67][1500/3746] lr: 5.896e-02, eta: 2 days, 21:23:56, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.4989, loss_cls: 4.3528, loss: 4.3528 2024-07-18 16:43:22,229 - pyskl - INFO - Epoch [67][1600/3746] lr: 5.893e-02, eta: 2 days, 21:22:40, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.4934, loss_cls: 4.3678, loss: 4.3678 2024-07-18 16:44:43,591 - pyskl - INFO - Epoch [67][1700/3746] lr: 5.890e-02, eta: 2 days, 21:21:22, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.4934, loss_cls: 4.3906, loss: 4.3906 2024-07-18 16:46:05,114 - pyskl - INFO - Epoch [67][1800/3746] lr: 5.887e-02, eta: 2 days, 21:20:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4945, loss_cls: 4.3606, loss: 4.3606 2024-07-18 16:47:27,185 - pyskl - INFO - Epoch [67][1900/3746] lr: 5.885e-02, eta: 2 days, 21:18:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.4978, loss_cls: 4.3685, loss: 4.3685 2024-07-18 16:48:49,421 - pyskl - INFO - Epoch [67][2000/3746] lr: 5.882e-02, eta: 2 days, 21:17:31, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2495, top5_acc: 0.4933, loss_cls: 4.3599, loss: 4.3599 2024-07-18 16:50:11,883 - pyskl - INFO - Epoch [67][2100/3746] lr: 5.879e-02, eta: 2 days, 21:16:14, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.4948, loss_cls: 4.3466, loss: 4.3466 2024-07-18 16:51:34,551 - pyskl - INFO - Epoch [67][2200/3746] lr: 5.876e-02, eta: 2 days, 21:14:58, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4848, loss_cls: 4.3746, loss: 4.3746 2024-07-18 16:52:57,405 - pyskl - INFO - Epoch [67][2300/3746] lr: 5.874e-02, eta: 2 days, 21:13:42, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4969, loss_cls: 4.3315, loss: 4.3315 2024-07-18 16:54:19,948 - pyskl - INFO - Epoch [67][2400/3746] lr: 5.871e-02, eta: 2 days, 21:12:26, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2409, top5_acc: 0.4878, loss_cls: 4.3806, loss: 4.3806 2024-07-18 16:55:42,167 - pyskl - INFO - Epoch [67][2500/3746] lr: 5.868e-02, eta: 2 days, 21:11:09, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.4922, loss_cls: 4.3688, loss: 4.3688 2024-07-18 16:57:04,027 - pyskl - INFO - Epoch [67][2600/3746] lr: 5.865e-02, eta: 2 days, 21:09:52, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4830, loss_cls: 4.4397, loss: 4.4397 2024-07-18 16:58:25,949 - pyskl - INFO - Epoch [67][2700/3746] lr: 5.863e-02, eta: 2 days, 21:08:35, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2487, top5_acc: 0.4934, loss_cls: 4.3454, loss: 4.3454 2024-07-18 16:59:47,543 - pyskl - INFO - Epoch [67][2800/3746] lr: 5.860e-02, eta: 2 days, 21:07:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4898, loss_cls: 4.3955, loss: 4.3955 2024-07-18 17:01:09,404 - pyskl - INFO - Epoch [67][2900/3746] lr: 5.857e-02, eta: 2 days, 21:06:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4920, loss_cls: 4.3593, loss: 4.3593 2024-07-18 17:02:31,160 - pyskl - INFO - Epoch [67][3000/3746] lr: 5.854e-02, eta: 2 days, 21:04:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4816, loss_cls: 4.4144, loss: 4.4144 2024-07-18 17:03:53,200 - pyskl - INFO - Epoch [67][3100/3746] lr: 5.852e-02, eta: 2 days, 21:03:26, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4897, loss_cls: 4.3759, loss: 4.3759 2024-07-18 17:05:15,305 - pyskl - INFO - Epoch [67][3200/3746] lr: 5.849e-02, eta: 2 days, 21:02:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.4883, loss_cls: 4.3384, loss: 4.3384 2024-07-18 17:06:37,645 - pyskl - INFO - Epoch [67][3300/3746] lr: 5.846e-02, eta: 2 days, 21:00:52, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.4917, loss_cls: 4.3726, loss: 4.3726 2024-07-18 17:07:59,293 - pyskl - INFO - Epoch [67][3400/3746] lr: 5.843e-02, eta: 2 days, 20:59:35, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2359, top5_acc: 0.4877, loss_cls: 4.3946, loss: 4.3946 2024-07-18 17:09:21,261 - pyskl - INFO - Epoch [67][3500/3746] lr: 5.841e-02, eta: 2 days, 20:58:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4863, loss_cls: 4.3624, loss: 4.3624 2024-07-18 17:10:42,815 - pyskl - INFO - Epoch [67][3600/3746] lr: 5.838e-02, eta: 2 days, 20:57:00, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4836, loss_cls: 4.4130, loss: 4.4130 2024-07-18 17:12:05,072 - pyskl - INFO - Epoch [67][3700/3746] lr: 5.835e-02, eta: 2 days, 20:55:43, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2470, top5_acc: 0.4917, loss_cls: 4.3525, loss: 4.3525 2024-07-18 17:12:44,764 - pyskl - INFO - Saving checkpoint at 67 epochs 2024-07-18 17:14:36,304 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 17:14:36,975 - pyskl - INFO - top1_acc 0.1788 top5_acc 0.3991 2024-07-18 17:14:36,975 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 17:14:37,018 - pyskl - INFO - mean_acc 0.1786 2024-07-18 17:14:37,031 - pyskl - INFO - Epoch(val) [67][309] top1_acc: 0.1788, top5_acc: 0.3991, mean_class_accuracy: 0.1786 2024-07-18 17:18:29,707 - pyskl - INFO - Epoch [68][100/3746] lr: 5.831e-02, eta: 2 days, 20:56:11, time: 2.327, data_time: 1.338, memory: 15990, top1_acc: 0.2566, top5_acc: 0.5067, loss_cls: 4.3116, loss: 4.3116 2024-07-18 17:19:51,593 - pyskl - INFO - Epoch [68][200/3746] lr: 5.828e-02, eta: 2 days, 20:54:53, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.5008, loss_cls: 4.3236, loss: 4.3236 2024-07-18 17:21:13,354 - pyskl - INFO - Epoch [68][300/3746] lr: 5.826e-02, eta: 2 days, 20:53:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5023, loss_cls: 4.3093, loss: 4.3093 2024-07-18 17:22:35,626 - pyskl - INFO - Epoch [68][400/3746] lr: 5.823e-02, eta: 2 days, 20:52:19, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4970, loss_cls: 4.3390, loss: 4.3390 2024-07-18 17:23:57,733 - pyskl - INFO - Epoch [68][500/3746] lr: 5.820e-02, eta: 2 days, 20:51:02, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2522, top5_acc: 0.4936, loss_cls: 4.3488, loss: 4.3488 2024-07-18 17:25:19,955 - pyskl - INFO - Epoch [68][600/3746] lr: 5.817e-02, eta: 2 days, 20:49:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2523, top5_acc: 0.4938, loss_cls: 4.3543, loss: 4.3543 2024-07-18 17:26:41,785 - pyskl - INFO - Epoch [68][700/3746] lr: 5.815e-02, eta: 2 days, 20:48:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2491, top5_acc: 0.4922, loss_cls: 4.3865, loss: 4.3865 2024-07-18 17:28:03,395 - pyskl - INFO - Epoch [68][800/3746] lr: 5.812e-02, eta: 2 days, 20:47:10, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.4966, loss_cls: 4.3174, loss: 4.3174 2024-07-18 17:29:25,640 - pyskl - INFO - Epoch [68][900/3746] lr: 5.809e-02, eta: 2 days, 20:45:53, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2516, top5_acc: 0.4959, loss_cls: 4.3511, loss: 4.3511 2024-07-18 17:30:47,869 - pyskl - INFO - Epoch [68][1000/3746] lr: 5.806e-02, eta: 2 days, 20:44:36, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.5041, loss_cls: 4.3079, loss: 4.3079 2024-07-18 17:32:10,529 - pyskl - INFO - Epoch [68][1100/3746] lr: 5.804e-02, eta: 2 days, 20:43:20, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4863, loss_cls: 4.4012, loss: 4.4012 2024-07-18 17:33:32,248 - pyskl - INFO - Epoch [68][1200/3746] lr: 5.801e-02, eta: 2 days, 20:42:02, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.4888, loss_cls: 4.3706, loss: 4.3706 2024-07-18 17:34:54,294 - pyskl - INFO - Epoch [68][1300/3746] lr: 5.798e-02, eta: 2 days, 20:40:45, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.4986, loss_cls: 4.3419, loss: 4.3419 2024-07-18 17:36:15,944 - pyskl - INFO - Epoch [68][1400/3746] lr: 5.795e-02, eta: 2 days, 20:39:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4955, loss_cls: 4.3885, loss: 4.3885 2024-07-18 17:37:37,606 - pyskl - INFO - Epoch [68][1500/3746] lr: 5.792e-02, eta: 2 days, 20:38:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.4998, loss_cls: 4.2942, loss: 4.2942 2024-07-18 17:38:59,580 - pyskl - INFO - Epoch [68][1600/3746] lr: 5.790e-02, eta: 2 days, 20:36:52, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2480, top5_acc: 0.4903, loss_cls: 4.3678, loss: 4.3678 2024-07-18 17:40:21,231 - pyskl - INFO - Epoch [68][1700/3746] lr: 5.787e-02, eta: 2 days, 20:35:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2597, top5_acc: 0.4983, loss_cls: 4.3334, loss: 4.3334 2024-07-18 17:41:43,498 - pyskl - INFO - Epoch [68][1800/3746] lr: 5.784e-02, eta: 2 days, 20:34:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4828, loss_cls: 4.4164, loss: 4.4164 2024-07-18 17:43:05,568 - pyskl - INFO - Epoch [68][1900/3746] lr: 5.781e-02, eta: 2 days, 20:33:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2527, top5_acc: 0.4927, loss_cls: 4.3975, loss: 4.3975 2024-07-18 17:44:27,938 - pyskl - INFO - Epoch [68][2000/3746] lr: 5.779e-02, eta: 2 days, 20:31:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4923, loss_cls: 4.3776, loss: 4.3776 2024-07-18 17:45:50,373 - pyskl - INFO - Epoch [68][2100/3746] lr: 5.776e-02, eta: 2 days, 20:30:27, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2480, top5_acc: 0.4984, loss_cls: 4.3251, loss: 4.3251 2024-07-18 17:47:12,714 - pyskl - INFO - Epoch [68][2200/3746] lr: 5.773e-02, eta: 2 days, 20:29:10, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.4922, loss_cls: 4.3359, loss: 4.3359 2024-07-18 17:48:35,108 - pyskl - INFO - Epoch [68][2300/3746] lr: 5.770e-02, eta: 2 days, 20:27:53, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.4859, loss_cls: 4.3734, loss: 4.3734 2024-07-18 17:49:57,477 - pyskl - INFO - Epoch [68][2400/3746] lr: 5.768e-02, eta: 2 days, 20:26:37, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4891, loss_cls: 4.3796, loss: 4.3796 2024-07-18 17:51:19,452 - pyskl - INFO - Epoch [68][2500/3746] lr: 5.765e-02, eta: 2 days, 20:25:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4889, loss_cls: 4.3978, loss: 4.3978 2024-07-18 17:52:41,126 - pyskl - INFO - Epoch [68][2600/3746] lr: 5.762e-02, eta: 2 days, 20:24:02, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.5003, loss_cls: 4.3371, loss: 4.3371 2024-07-18 17:54:02,826 - pyskl - INFO - Epoch [68][2700/3746] lr: 5.759e-02, eta: 2 days, 20:22:44, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2528, top5_acc: 0.4914, loss_cls: 4.3557, loss: 4.3557 2024-07-18 17:55:25,081 - pyskl - INFO - Epoch [68][2800/3746] lr: 5.757e-02, eta: 2 days, 20:21:27, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.5006, loss_cls: 4.3182, loss: 4.3182 2024-07-18 17:56:46,859 - pyskl - INFO - Epoch [68][2900/3746] lr: 5.754e-02, eta: 2 days, 20:20:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.5042, loss_cls: 4.3208, loss: 4.3208 2024-07-18 17:58:08,659 - pyskl - INFO - Epoch [68][3000/3746] lr: 5.751e-02, eta: 2 days, 20:18:52, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4866, loss_cls: 4.3854, loss: 4.3854 2024-07-18 17:59:31,174 - pyskl - INFO - Epoch [68][3100/3746] lr: 5.748e-02, eta: 2 days, 20:17:35, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.4969, loss_cls: 4.3231, loss: 4.3231 2024-07-18 18:00:53,183 - pyskl - INFO - Epoch [68][3200/3746] lr: 5.746e-02, eta: 2 days, 20:16:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2466, top5_acc: 0.4934, loss_cls: 4.3526, loss: 4.3526 2024-07-18 18:02:15,895 - pyskl - INFO - Epoch [68][3300/3746] lr: 5.743e-02, eta: 2 days, 20:15:02, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4813, loss_cls: 4.3895, loss: 4.3895 2024-07-18 18:03:38,189 - pyskl - INFO - Epoch [68][3400/3746] lr: 5.740e-02, eta: 2 days, 20:13:45, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2508, top5_acc: 0.4927, loss_cls: 4.3681, loss: 4.3681 2024-07-18 18:04:59,965 - pyskl - INFO - Epoch [68][3500/3746] lr: 5.737e-02, eta: 2 days, 20:12:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.4917, loss_cls: 4.3354, loss: 4.3354 2024-07-18 18:06:22,302 - pyskl - INFO - Epoch [68][3600/3746] lr: 5.734e-02, eta: 2 days, 20:11:10, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2522, top5_acc: 0.5012, loss_cls: 4.3437, loss: 4.3437 2024-07-18 18:07:45,102 - pyskl - INFO - Epoch [68][3700/3746] lr: 5.732e-02, eta: 2 days, 20:09:54, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4858, loss_cls: 4.3771, loss: 4.3771 2024-07-18 18:08:24,697 - pyskl - INFO - Saving checkpoint at 68 epochs 2024-07-18 18:10:16,116 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 18:10:16,791 - pyskl - INFO - top1_acc 0.1958 top5_acc 0.4185 2024-07-18 18:10:16,792 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 18:10:16,836 - pyskl - INFO - mean_acc 0.1956 2024-07-18 18:10:16,841 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_60.pth was removed 2024-07-18 18:10:17,102 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. 2024-07-18 18:10:17,102 - pyskl - INFO - Best top1_acc is 0.1958 at 68 epoch. 2024-07-18 18:10:17,117 - pyskl - INFO - Epoch(val) [68][309] top1_acc: 0.1958, top5_acc: 0.4185, mean_class_accuracy: 0.1956 2024-07-18 18:14:07,229 - pyskl - INFO - Epoch [69][100/3746] lr: 5.728e-02, eta: 2 days, 20:10:14, time: 2.301, data_time: 1.310, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5142, loss_cls: 4.3122, loss: 4.3122 2024-07-18 18:15:29,629 - pyskl - INFO - Epoch [69][200/3746] lr: 5.725e-02, eta: 2 days, 20:08:57, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.5047, loss_cls: 4.2818, loss: 4.2818 2024-07-18 18:16:52,067 - pyskl - INFO - Epoch [69][300/3746] lr: 5.722e-02, eta: 2 days, 20:07:40, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4969, loss_cls: 4.3215, loss: 4.3215 2024-07-18 18:18:13,736 - pyskl - INFO - Epoch [69][400/3746] lr: 5.719e-02, eta: 2 days, 20:06:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2522, top5_acc: 0.4961, loss_cls: 4.3381, loss: 4.3381 2024-07-18 18:19:35,805 - pyskl - INFO - Epoch [69][500/3746] lr: 5.717e-02, eta: 2 days, 20:05:05, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.4992, loss_cls: 4.3426, loss: 4.3426 2024-07-18 18:20:57,829 - pyskl - INFO - Epoch [69][600/3746] lr: 5.714e-02, eta: 2 days, 20:03:48, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5100, loss_cls: 4.2954, loss: 4.2954 2024-07-18 18:22:19,553 - pyskl - INFO - Epoch [69][700/3746] lr: 5.711e-02, eta: 2 days, 20:02:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2611, top5_acc: 0.5095, loss_cls: 4.2992, loss: 4.2992 2024-07-18 18:23:41,804 - pyskl - INFO - Epoch [69][800/3746] lr: 5.708e-02, eta: 2 days, 20:01:13, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.5014, loss_cls: 4.3500, loss: 4.3500 2024-07-18 18:25:04,551 - pyskl - INFO - Epoch [69][900/3746] lr: 5.706e-02, eta: 2 days, 19:59:56, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.4900, loss_cls: 4.3441, loss: 4.3441 2024-07-18 18:26:26,751 - pyskl - INFO - Epoch [69][1000/3746] lr: 5.703e-02, eta: 2 days, 19:58:39, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.4984, loss_cls: 4.3334, loss: 4.3334 2024-07-18 18:27:49,065 - pyskl - INFO - Epoch [69][1100/3746] lr: 5.700e-02, eta: 2 days, 19:57:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2553, top5_acc: 0.4944, loss_cls: 4.3350, loss: 4.3350 2024-07-18 18:29:11,291 - pyskl - INFO - Epoch [69][1200/3746] lr: 5.697e-02, eta: 2 days, 19:56:05, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2498, top5_acc: 0.4919, loss_cls: 4.3621, loss: 4.3621 2024-07-18 18:30:33,363 - pyskl - INFO - Epoch [69][1300/3746] lr: 5.694e-02, eta: 2 days, 19:54:47, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4956, loss_cls: 4.3380, loss: 4.3380 2024-07-18 18:31:55,182 - pyskl - INFO - Epoch [69][1400/3746] lr: 5.692e-02, eta: 2 days, 19:53:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.4969, loss_cls: 4.3438, loss: 4.3438 2024-07-18 18:33:17,239 - pyskl - INFO - Epoch [69][1500/3746] lr: 5.689e-02, eta: 2 days, 19:52:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2548, top5_acc: 0.4897, loss_cls: 4.3554, loss: 4.3554 2024-07-18 18:34:39,069 - pyskl - INFO - Epoch [69][1600/3746] lr: 5.686e-02, eta: 2 days, 19:50:55, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4981, loss_cls: 4.3659, loss: 4.3659 2024-07-18 18:36:00,876 - pyskl - INFO - Epoch [69][1700/3746] lr: 5.683e-02, eta: 2 days, 19:49:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.4989, loss_cls: 4.3498, loss: 4.3498 2024-07-18 18:37:23,512 - pyskl - INFO - Epoch [69][1800/3746] lr: 5.681e-02, eta: 2 days, 19:48:20, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.4922, loss_cls: 4.3396, loss: 4.3396 2024-07-18 18:38:46,025 - pyskl - INFO - Epoch [69][1900/3746] lr: 5.678e-02, eta: 2 days, 19:47:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4961, loss_cls: 4.3161, loss: 4.3161 2024-07-18 18:40:08,868 - pyskl - INFO - Epoch [69][2000/3746] lr: 5.675e-02, eta: 2 days, 19:45:47, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5055, loss_cls: 4.2818, loss: 4.2818 2024-07-18 18:41:31,277 - pyskl - INFO - Epoch [69][2100/3746] lr: 5.672e-02, eta: 2 days, 19:44:30, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.4948, loss_cls: 4.3485, loss: 4.3485 2024-07-18 18:42:53,233 - pyskl - INFO - Epoch [69][2200/3746] lr: 5.670e-02, eta: 2 days, 19:43:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4883, loss_cls: 4.3725, loss: 4.3725 2024-07-18 18:44:15,598 - pyskl - INFO - Epoch [69][2300/3746] lr: 5.667e-02, eta: 2 days, 19:41:55, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.4994, loss_cls: 4.3275, loss: 4.3275 2024-07-18 18:45:38,207 - pyskl - INFO - Epoch [69][2400/3746] lr: 5.664e-02, eta: 2 days, 19:40:38, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2452, top5_acc: 0.4922, loss_cls: 4.3884, loss: 4.3884 2024-07-18 18:47:00,440 - pyskl - INFO - Epoch [69][2500/3746] lr: 5.661e-02, eta: 2 days, 19:39:21, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4878, loss_cls: 4.3807, loss: 4.3807 2024-07-18 18:48:22,427 - pyskl - INFO - Epoch [69][2600/3746] lr: 5.658e-02, eta: 2 days, 19:38:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2470, top5_acc: 0.4927, loss_cls: 4.3385, loss: 4.3385 2024-07-18 18:49:44,541 - pyskl - INFO - Epoch [69][2700/3746] lr: 5.656e-02, eta: 2 days, 19:36:46, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2428, top5_acc: 0.4906, loss_cls: 4.3844, loss: 4.3844 2024-07-18 18:51:06,461 - pyskl - INFO - Epoch [69][2800/3746] lr: 5.653e-02, eta: 2 days, 19:35:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.5000, loss_cls: 4.3742, loss: 4.3742 2024-07-18 18:52:28,259 - pyskl - INFO - Epoch [69][2900/3746] lr: 5.650e-02, eta: 2 days, 19:34:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4952, loss_cls: 4.3620, loss: 4.3620 2024-07-18 18:53:50,540 - pyskl - INFO - Epoch [69][3000/3746] lr: 5.647e-02, eta: 2 days, 19:32:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.4922, loss_cls: 4.3620, loss: 4.3620 2024-07-18 18:55:12,451 - pyskl - INFO - Epoch [69][3100/3746] lr: 5.645e-02, eta: 2 days, 19:31:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2408, top5_acc: 0.4833, loss_cls: 4.3753, loss: 4.3753 2024-07-18 18:56:34,316 - pyskl - INFO - Epoch [69][3200/3746] lr: 5.642e-02, eta: 2 days, 19:30:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.4905, loss_cls: 4.3406, loss: 4.3406 2024-07-18 18:57:56,564 - pyskl - INFO - Epoch [69][3300/3746] lr: 5.639e-02, eta: 2 days, 19:29:01, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4966, loss_cls: 4.3560, loss: 4.3560 2024-07-18 18:59:18,506 - pyskl - INFO - Epoch [69][3400/3746] lr: 5.636e-02, eta: 2 days, 19:27:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4970, loss_cls: 4.3670, loss: 4.3670 2024-07-18 19:00:41,389 - pyskl - INFO - Epoch [69][3500/3746] lr: 5.634e-02, eta: 2 days, 19:26:27, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.5027, loss_cls: 4.3218, loss: 4.3218 2024-07-18 19:02:03,470 - pyskl - INFO - Epoch [69][3600/3746] lr: 5.631e-02, eta: 2 days, 19:25:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.4955, loss_cls: 4.3561, loss: 4.3561 2024-07-18 19:03:25,306 - pyskl - INFO - Epoch [69][3700/3746] lr: 5.628e-02, eta: 2 days, 19:23:52, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4881, loss_cls: 4.3526, loss: 4.3526 2024-07-18 19:04:05,511 - pyskl - INFO - Saving checkpoint at 69 epochs 2024-07-18 19:05:55,636 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 19:05:56,298 - pyskl - INFO - top1_acc 0.1939 top5_acc 0.4205 2024-07-18 19:05:56,299 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 19:05:56,344 - pyskl - INFO - mean_acc 0.1938 2024-07-18 19:05:56,357 - pyskl - INFO - Epoch(val) [69][309] top1_acc: 0.1939, top5_acc: 0.4205, mean_class_accuracy: 0.1938 2024-07-18 19:09:42,647 - pyskl - INFO - Epoch [70][100/3746] lr: 5.624e-02, eta: 2 days, 19:24:04, time: 2.263, data_time: 1.274, memory: 15990, top1_acc: 0.2622, top5_acc: 0.4988, loss_cls: 4.3164, loss: 4.3164 2024-07-18 19:11:04,615 - pyskl - INFO - Epoch [70][200/3746] lr: 5.621e-02, eta: 2 days, 19:22:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2677, top5_acc: 0.5088, loss_cls: 4.2524, loss: 4.2524 2024-07-18 19:12:26,443 - pyskl - INFO - Epoch [70][300/3746] lr: 5.618e-02, eta: 2 days, 19:21:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2536, top5_acc: 0.5008, loss_cls: 4.3045, loss: 4.3045 2024-07-18 19:13:48,219 - pyskl - INFO - Epoch [70][400/3746] lr: 5.616e-02, eta: 2 days, 19:20:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2492, top5_acc: 0.4953, loss_cls: 4.3371, loss: 4.3371 2024-07-18 19:15:09,878 - pyskl - INFO - Epoch [70][500/3746] lr: 5.613e-02, eta: 2 days, 19:18:52, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2536, top5_acc: 0.4977, loss_cls: 4.3160, loss: 4.3160 2024-07-18 19:16:31,785 - pyskl - INFO - Epoch [70][600/3746] lr: 5.610e-02, eta: 2 days, 19:17:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2602, top5_acc: 0.5044, loss_cls: 4.3325, loss: 4.3325 2024-07-18 19:17:53,612 - pyskl - INFO - Epoch [70][700/3746] lr: 5.607e-02, eta: 2 days, 19:16:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2531, top5_acc: 0.4950, loss_cls: 4.3377, loss: 4.3377 2024-07-18 19:19:16,169 - pyskl - INFO - Epoch [70][800/3746] lr: 5.605e-02, eta: 2 days, 19:14:59, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.5034, loss_cls: 4.3187, loss: 4.3187 2024-07-18 19:20:38,722 - pyskl - INFO - Epoch [70][900/3746] lr: 5.602e-02, eta: 2 days, 19:13:42, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2408, top5_acc: 0.4997, loss_cls: 4.3674, loss: 4.3674 2024-07-18 19:22:00,342 - pyskl - INFO - Epoch [70][1000/3746] lr: 5.599e-02, eta: 2 days, 19:12:24, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5042, loss_cls: 4.3108, loss: 4.3108 2024-07-18 19:23:22,681 - pyskl - INFO - Epoch [70][1100/3746] lr: 5.596e-02, eta: 2 days, 19:11:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.4948, loss_cls: 4.3374, loss: 4.3374 2024-07-18 19:24:44,724 - pyskl - INFO - Epoch [70][1200/3746] lr: 5.593e-02, eta: 2 days, 19:09:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5088, loss_cls: 4.2795, loss: 4.2795 2024-07-18 19:26:06,925 - pyskl - INFO - Epoch [70][1300/3746] lr: 5.591e-02, eta: 2 days, 19:08:32, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.4920, loss_cls: 4.3423, loss: 4.3423 2024-07-18 19:27:28,808 - pyskl - INFO - Epoch [70][1400/3746] lr: 5.588e-02, eta: 2 days, 19:07:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.5000, loss_cls: 4.3261, loss: 4.3261 2024-07-18 19:28:50,625 - pyskl - INFO - Epoch [70][1500/3746] lr: 5.585e-02, eta: 2 days, 19:05:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4845, loss_cls: 4.3824, loss: 4.3824 2024-07-18 19:30:12,738 - pyskl - INFO - Epoch [70][1600/3746] lr: 5.582e-02, eta: 2 days, 19:04:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.4934, loss_cls: 4.3344, loss: 4.3344 2024-07-18 19:31:35,146 - pyskl - INFO - Epoch [70][1700/3746] lr: 5.580e-02, eta: 2 days, 19:03:21, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.4995, loss_cls: 4.3215, loss: 4.3215 2024-07-18 19:32:57,285 - pyskl - INFO - Epoch [70][1800/3746] lr: 5.577e-02, eta: 2 days, 19:02:04, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.4980, loss_cls: 4.3137, loss: 4.3137 2024-07-18 19:34:19,917 - pyskl - INFO - Epoch [70][1900/3746] lr: 5.574e-02, eta: 2 days, 19:00:47, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5086, loss_cls: 4.2871, loss: 4.2871 2024-07-18 19:35:42,738 - pyskl - INFO - Epoch [70][2000/3746] lr: 5.571e-02, eta: 2 days, 18:59:30, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2487, top5_acc: 0.4886, loss_cls: 4.3853, loss: 4.3853 2024-07-18 19:37:05,854 - pyskl - INFO - Epoch [70][2100/3746] lr: 5.568e-02, eta: 2 days, 18:58:14, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.4994, loss_cls: 4.3133, loss: 4.3133 2024-07-18 19:38:27,916 - pyskl - INFO - Epoch [70][2200/3746] lr: 5.566e-02, eta: 2 days, 18:56:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2487, top5_acc: 0.4897, loss_cls: 4.3852, loss: 4.3852 2024-07-18 19:39:50,544 - pyskl - INFO - Epoch [70][2300/3746] lr: 5.563e-02, eta: 2 days, 18:55:39, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.4995, loss_cls: 4.3420, loss: 4.3420 2024-07-18 19:41:12,390 - pyskl - INFO - Epoch [70][2400/3746] lr: 5.560e-02, eta: 2 days, 18:54:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5014, loss_cls: 4.2973, loss: 4.2973 2024-07-18 19:42:35,024 - pyskl - INFO - Epoch [70][2500/3746] lr: 5.557e-02, eta: 2 days, 18:53:04, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.4938, loss_cls: 4.3094, loss: 4.3094 2024-07-18 19:43:57,227 - pyskl - INFO - Epoch [70][2600/3746] lr: 5.555e-02, eta: 2 days, 18:51:47, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.4903, loss_cls: 4.3526, loss: 4.3526 2024-07-18 19:45:18,853 - pyskl - INFO - Epoch [70][2700/3746] lr: 5.552e-02, eta: 2 days, 18:50:29, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2498, top5_acc: 0.4897, loss_cls: 4.3499, loss: 4.3499 2024-07-18 19:46:40,939 - pyskl - INFO - Epoch [70][2800/3746] lr: 5.549e-02, eta: 2 days, 18:49:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5012, loss_cls: 4.3293, loss: 4.3293 2024-07-18 19:48:02,687 - pyskl - INFO - Epoch [70][2900/3746] lr: 5.546e-02, eta: 2 days, 18:47:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4950, loss_cls: 4.3647, loss: 4.3647 2024-07-18 19:49:24,244 - pyskl - INFO - Epoch [70][3000/3746] lr: 5.543e-02, eta: 2 days, 18:46:35, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4930, loss_cls: 4.3408, loss: 4.3408 2024-07-18 19:50:46,559 - pyskl - INFO - Epoch [70][3100/3746] lr: 5.541e-02, eta: 2 days, 18:45:17, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2502, top5_acc: 0.4955, loss_cls: 4.3505, loss: 4.3505 2024-07-18 19:52:08,643 - pyskl - INFO - Epoch [70][3200/3746] lr: 5.538e-02, eta: 2 days, 18:44:00, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.4992, loss_cls: 4.3513, loss: 4.3513 2024-07-18 19:53:30,677 - pyskl - INFO - Epoch [70][3300/3746] lr: 5.535e-02, eta: 2 days, 18:42:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4972, loss_cls: 4.3526, loss: 4.3526 2024-07-18 19:54:52,750 - pyskl - INFO - Epoch [70][3400/3746] lr: 5.532e-02, eta: 2 days, 18:41:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4995, loss_cls: 4.3328, loss: 4.3328 2024-07-18 19:56:14,970 - pyskl - INFO - Epoch [70][3500/3746] lr: 5.530e-02, eta: 2 days, 18:40:07, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.4880, loss_cls: 4.3537, loss: 4.3537 2024-07-18 19:57:36,686 - pyskl - INFO - Epoch [70][3600/3746] lr: 5.527e-02, eta: 2 days, 18:38:49, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4950, loss_cls: 4.3457, loss: 4.3457 2024-07-18 19:58:58,959 - pyskl - INFO - Epoch [70][3700/3746] lr: 5.524e-02, eta: 2 days, 18:37:31, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5003, loss_cls: 4.3234, loss: 4.3234 2024-07-18 19:59:39,482 - pyskl - INFO - Saving checkpoint at 70 epochs 2024-07-18 20:01:29,918 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 20:01:30,582 - pyskl - INFO - top1_acc 0.1862 top5_acc 0.3987 2024-07-18 20:01:30,582 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 20:01:30,623 - pyskl - INFO - mean_acc 0.1861 2024-07-18 20:01:30,636 - pyskl - INFO - Epoch(val) [70][309] top1_acc: 0.1862, top5_acc: 0.3987, mean_class_accuracy: 0.1861 2024-07-18 20:05:20,429 - pyskl - INFO - Epoch [71][100/3746] lr: 5.520e-02, eta: 2 days, 18:37:43, time: 2.298, data_time: 1.304, memory: 15990, top1_acc: 0.2591, top5_acc: 0.5017, loss_cls: 4.3061, loss: 4.3061 2024-07-18 20:06:42,889 - pyskl - INFO - Epoch [71][200/3746] lr: 5.517e-02, eta: 2 days, 18:36:26, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2469, top5_acc: 0.4931, loss_cls: 4.3197, loss: 4.3197 2024-07-18 20:08:04,466 - pyskl - INFO - Epoch [71][300/3746] lr: 5.514e-02, eta: 2 days, 18:35:08, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5145, loss_cls: 4.2570, loss: 4.2570 2024-07-18 20:09:26,203 - pyskl - INFO - Epoch [71][400/3746] lr: 5.512e-02, eta: 2 days, 18:33:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2491, top5_acc: 0.4964, loss_cls: 4.3301, loss: 4.3301 2024-07-18 20:10:48,173 - pyskl - INFO - Epoch [71][500/3746] lr: 5.509e-02, eta: 2 days, 18:32:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5025, loss_cls: 4.3026, loss: 4.3026 2024-07-18 20:12:10,435 - pyskl - INFO - Epoch [71][600/3746] lr: 5.506e-02, eta: 2 days, 18:31:14, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.5067, loss_cls: 4.2904, loss: 4.2904 2024-07-18 20:13:32,215 - pyskl - INFO - Epoch [71][700/3746] lr: 5.503e-02, eta: 2 days, 18:29:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.4930, loss_cls: 4.3258, loss: 4.3258 2024-07-18 20:14:53,990 - pyskl - INFO - Epoch [71][800/3746] lr: 5.500e-02, eta: 2 days, 18:28:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5055, loss_cls: 4.3095, loss: 4.3095 2024-07-18 20:16:16,114 - pyskl - INFO - Epoch [71][900/3746] lr: 5.498e-02, eta: 2 days, 18:27:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2519, top5_acc: 0.4938, loss_cls: 4.3294, loss: 4.3294 2024-07-18 20:17:38,001 - pyskl - INFO - Epoch [71][1000/3746] lr: 5.495e-02, eta: 2 days, 18:26:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2536, top5_acc: 0.4941, loss_cls: 4.3591, loss: 4.3591 2024-07-18 20:19:00,296 - pyskl - INFO - Epoch [71][1100/3746] lr: 5.492e-02, eta: 2 days, 18:24:45, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5025, loss_cls: 4.3265, loss: 4.3265 2024-07-18 20:20:21,999 - pyskl - INFO - Epoch [71][1200/3746] lr: 5.489e-02, eta: 2 days, 18:23:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2502, top5_acc: 0.5033, loss_cls: 4.3235, loss: 4.3235 2024-07-18 20:21:43,641 - pyskl - INFO - Epoch [71][1300/3746] lr: 5.487e-02, eta: 2 days, 18:22:08, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4880, loss_cls: 4.4089, loss: 4.4089 2024-07-18 20:23:05,437 - pyskl - INFO - Epoch [71][1400/3746] lr: 5.484e-02, eta: 2 days, 18:20:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.4908, loss_cls: 4.3263, loss: 4.3263 2024-07-18 20:24:27,648 - pyskl - INFO - Epoch [71][1500/3746] lr: 5.481e-02, eta: 2 days, 18:19:32, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5005, loss_cls: 4.2974, loss: 4.2974 2024-07-18 20:25:49,538 - pyskl - INFO - Epoch [71][1600/3746] lr: 5.478e-02, eta: 2 days, 18:18:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.4988, loss_cls: 4.3116, loss: 4.3116 2024-07-18 20:27:11,505 - pyskl - INFO - Epoch [71][1700/3746] lr: 5.475e-02, eta: 2 days, 18:16:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2516, top5_acc: 0.4892, loss_cls: 4.3599, loss: 4.3599 2024-07-18 20:28:33,798 - pyskl - INFO - Epoch [71][1800/3746] lr: 5.473e-02, eta: 2 days, 18:15:39, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.4989, loss_cls: 4.3307, loss: 4.3307 2024-07-18 20:29:55,811 - pyskl - INFO - Epoch [71][1900/3746] lr: 5.470e-02, eta: 2 days, 18:14:21, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5008, loss_cls: 4.3090, loss: 4.3090 2024-07-18 20:31:17,910 - pyskl - INFO - Epoch [71][2000/3746] lr: 5.467e-02, eta: 2 days, 18:13:03, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.4998, loss_cls: 4.3162, loss: 4.3162 2024-07-18 20:32:39,896 - pyskl - INFO - Epoch [71][2100/3746] lr: 5.464e-02, eta: 2 days, 18:11:45, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2495, top5_acc: 0.4928, loss_cls: 4.3503, loss: 4.3503 2024-07-18 20:34:01,947 - pyskl - INFO - Epoch [71][2200/3746] lr: 5.461e-02, eta: 2 days, 18:10:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4972, loss_cls: 4.3239, loss: 4.3239 2024-07-18 20:35:24,078 - pyskl - INFO - Epoch [71][2300/3746] lr: 5.459e-02, eta: 2 days, 18:09:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2512, top5_acc: 0.4888, loss_cls: 4.3496, loss: 4.3496 2024-07-18 20:36:46,526 - pyskl - INFO - Epoch [71][2400/3746] lr: 5.456e-02, eta: 2 days, 18:07:52, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.4994, loss_cls: 4.3242, loss: 4.3242 2024-07-18 20:38:09,087 - pyskl - INFO - Epoch [71][2500/3746] lr: 5.453e-02, eta: 2 days, 18:06:35, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.5025, loss_cls: 4.3083, loss: 4.3083 2024-07-18 20:39:30,902 - pyskl - INFO - Epoch [71][2600/3746] lr: 5.450e-02, eta: 2 days, 18:05:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5000, loss_cls: 4.3137, loss: 4.3137 2024-07-18 20:40:53,435 - pyskl - INFO - Epoch [71][2700/3746] lr: 5.448e-02, eta: 2 days, 18:03:59, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.5006, loss_cls: 4.3230, loss: 4.3230 2024-07-18 20:42:15,180 - pyskl - INFO - Epoch [71][2800/3746] lr: 5.445e-02, eta: 2 days, 18:02:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.4975, loss_cls: 4.3126, loss: 4.3126 2024-07-18 20:43:37,121 - pyskl - INFO - Epoch [71][2900/3746] lr: 5.442e-02, eta: 2 days, 18:01:23, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4861, loss_cls: 4.3684, loss: 4.3684 2024-07-18 20:44:58,805 - pyskl - INFO - Epoch [71][3000/3746] lr: 5.439e-02, eta: 2 days, 18:00:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.4977, loss_cls: 4.3370, loss: 4.3370 2024-07-18 20:46:21,095 - pyskl - INFO - Epoch [71][3100/3746] lr: 5.436e-02, eta: 2 days, 17:58:47, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.5009, loss_cls: 4.3184, loss: 4.3184 2024-07-18 20:47:42,716 - pyskl - INFO - Epoch [71][3200/3746] lr: 5.434e-02, eta: 2 days, 17:57:29, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.4977, loss_cls: 4.2933, loss: 4.2933 2024-07-18 20:49:04,990 - pyskl - INFO - Epoch [71][3300/3746] lr: 5.431e-02, eta: 2 days, 17:56:11, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.5045, loss_cls: 4.2859, loss: 4.2859 2024-07-18 20:50:26,728 - pyskl - INFO - Epoch [71][3400/3746] lr: 5.428e-02, eta: 2 days, 17:54:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.5084, loss_cls: 4.3074, loss: 4.3074 2024-07-18 20:51:49,157 - pyskl - INFO - Epoch [71][3500/3746] lr: 5.425e-02, eta: 2 days, 17:53:35, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4941, loss_cls: 4.3725, loss: 4.3725 2024-07-18 20:53:10,686 - pyskl - INFO - Epoch [71][3600/3746] lr: 5.422e-02, eta: 2 days, 17:52:17, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.5002, loss_cls: 4.3316, loss: 4.3316 2024-07-18 20:54:32,880 - pyskl - INFO - Epoch [71][3700/3746] lr: 5.420e-02, eta: 2 days, 17:50:59, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4911, loss_cls: 4.3507, loss: 4.3507 2024-07-18 20:55:12,172 - pyskl - INFO - Saving checkpoint at 71 epochs 2024-07-18 20:57:02,902 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 20:57:03,577 - pyskl - INFO - top1_acc 0.2064 top5_acc 0.4344 2024-07-18 20:57:03,577 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 20:57:03,619 - pyskl - INFO - mean_acc 0.2062 2024-07-18 20:57:03,624 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_68.pth was removed 2024-07-18 20:57:03,865 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. 2024-07-18 20:57:03,866 - pyskl - INFO - Best top1_acc is 0.2064 at 71 epoch. 2024-07-18 20:57:03,879 - pyskl - INFO - Epoch(val) [71][309] top1_acc: 0.2064, top5_acc: 0.4344, mean_class_accuracy: 0.2062 2024-07-18 21:00:53,522 - pyskl - INFO - Epoch [72][100/3746] lr: 5.416e-02, eta: 2 days, 17:51:07, time: 2.296, data_time: 1.293, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5017, loss_cls: 4.3056, loss: 4.3056 2024-07-18 21:02:15,364 - pyskl - INFO - Epoch [72][200/3746] lr: 5.413e-02, eta: 2 days, 17:49:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5186, loss_cls: 4.2400, loss: 4.2400 2024-07-18 21:03:37,362 - pyskl - INFO - Epoch [72][300/3746] lr: 5.410e-02, eta: 2 days, 17:48:31, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5031, loss_cls: 4.2650, loss: 4.2650 2024-07-18 21:04:59,866 - pyskl - INFO - Epoch [72][400/3746] lr: 5.407e-02, eta: 2 days, 17:47:13, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5089, loss_cls: 4.2861, loss: 4.2861 2024-07-18 21:06:22,135 - pyskl - INFO - Epoch [72][500/3746] lr: 5.404e-02, eta: 2 days, 17:45:56, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5062, loss_cls: 4.2914, loss: 4.2914 2024-07-18 21:07:43,986 - pyskl - INFO - Epoch [72][600/3746] lr: 5.402e-02, eta: 2 days, 17:44:37, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.5002, loss_cls: 4.3225, loss: 4.3225 2024-07-18 21:09:06,033 - pyskl - INFO - Epoch [72][700/3746] lr: 5.399e-02, eta: 2 days, 17:43:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4977, loss_cls: 4.3284, loss: 4.3284 2024-07-18 21:10:28,066 - pyskl - INFO - Epoch [72][800/3746] lr: 5.396e-02, eta: 2 days, 17:42:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.4947, loss_cls: 4.3170, loss: 4.3170 2024-07-18 21:11:50,661 - pyskl - INFO - Epoch [72][900/3746] lr: 5.393e-02, eta: 2 days, 17:40:44, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.4963, loss_cls: 4.3165, loss: 4.3165 2024-07-18 21:13:12,996 - pyskl - INFO - Epoch [72][1000/3746] lr: 5.391e-02, eta: 2 days, 17:39:26, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.4994, loss_cls: 4.3372, loss: 4.3372 2024-07-18 21:14:35,104 - pyskl - INFO - Epoch [72][1100/3746] lr: 5.388e-02, eta: 2 days, 17:38:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.4992, loss_cls: 4.3282, loss: 4.3282 2024-07-18 21:15:57,000 - pyskl - INFO - Epoch [72][1200/3746] lr: 5.385e-02, eta: 2 days, 17:36:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.5034, loss_cls: 4.3121, loss: 4.3121 2024-07-18 21:17:19,036 - pyskl - INFO - Epoch [72][1300/3746] lr: 5.382e-02, eta: 2 days, 17:35:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.5070, loss_cls: 4.2761, loss: 4.2761 2024-07-18 21:18:40,982 - pyskl - INFO - Epoch [72][1400/3746] lr: 5.379e-02, eta: 2 days, 17:34:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.5045, loss_cls: 4.3166, loss: 4.3166 2024-07-18 21:20:03,300 - pyskl - INFO - Epoch [72][1500/3746] lr: 5.377e-02, eta: 2 days, 17:32:56, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2455, top5_acc: 0.4920, loss_cls: 4.3837, loss: 4.3837 2024-07-18 21:21:25,385 - pyskl - INFO - Epoch [72][1600/3746] lr: 5.374e-02, eta: 2 days, 17:31:38, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2472, top5_acc: 0.5048, loss_cls: 4.3458, loss: 4.3458 2024-07-18 21:22:47,117 - pyskl - INFO - Epoch [72][1700/3746] lr: 5.371e-02, eta: 2 days, 17:30:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4994, loss_cls: 4.3475, loss: 4.3475 2024-07-18 21:24:09,804 - pyskl - INFO - Epoch [72][1800/3746] lr: 5.368e-02, eta: 2 days, 17:29:02, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.4928, loss_cls: 4.3321, loss: 4.3321 2024-07-18 21:25:31,822 - pyskl - INFO - Epoch [72][1900/3746] lr: 5.365e-02, eta: 2 days, 17:27:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5048, loss_cls: 4.2842, loss: 4.2842 2024-07-18 21:26:53,973 - pyskl - INFO - Epoch [72][2000/3746] lr: 5.363e-02, eta: 2 days, 17:26:26, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.4898, loss_cls: 4.3548, loss: 4.3548 2024-07-18 21:28:15,710 - pyskl - INFO - Epoch [72][2100/3746] lr: 5.360e-02, eta: 2 days, 17:25:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.4997, loss_cls: 4.3093, loss: 4.3093 2024-07-18 21:29:38,558 - pyskl - INFO - Epoch [72][2200/3746] lr: 5.357e-02, eta: 2 days, 17:23:51, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.4986, loss_cls: 4.2983, loss: 4.2983 2024-07-18 21:31:00,606 - pyskl - INFO - Epoch [72][2300/3746] lr: 5.354e-02, eta: 2 days, 17:22:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.4922, loss_cls: 4.3208, loss: 4.3208 2024-07-18 21:32:22,736 - pyskl - INFO - Epoch [72][2400/3746] lr: 5.352e-02, eta: 2 days, 17:21:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5078, loss_cls: 4.2971, loss: 4.2971 2024-07-18 21:33:45,154 - pyskl - INFO - Epoch [72][2500/3746] lr: 5.349e-02, eta: 2 days, 17:19:57, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2527, top5_acc: 0.4967, loss_cls: 4.2939, loss: 4.2939 2024-07-18 21:35:06,781 - pyskl - INFO - Epoch [72][2600/3746] lr: 5.346e-02, eta: 2 days, 17:18:38, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5123, loss_cls: 4.2547, loss: 4.2547 2024-07-18 21:36:28,727 - pyskl - INFO - Epoch [72][2700/3746] lr: 5.343e-02, eta: 2 days, 17:17:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.4947, loss_cls: 4.3619, loss: 4.3619 2024-07-18 21:37:50,402 - pyskl - INFO - Epoch [72][2800/3746] lr: 5.340e-02, eta: 2 days, 17:16:02, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5083, loss_cls: 4.2825, loss: 4.2825 2024-07-18 21:39:12,427 - pyskl - INFO - Epoch [72][2900/3746] lr: 5.338e-02, eta: 2 days, 17:14:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4953, loss_cls: 4.3503, loss: 4.3503 2024-07-18 21:40:34,775 - pyskl - INFO - Epoch [72][3000/3746] lr: 5.335e-02, eta: 2 days, 17:13:26, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.5008, loss_cls: 4.3337, loss: 4.3337 2024-07-18 21:41:56,520 - pyskl - INFO - Epoch [72][3100/3746] lr: 5.332e-02, eta: 2 days, 17:12:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5094, loss_cls: 4.2696, loss: 4.2696 2024-07-18 21:43:18,599 - pyskl - INFO - Epoch [72][3200/3746] lr: 5.329e-02, eta: 2 days, 17:10:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2531, top5_acc: 0.5066, loss_cls: 4.2823, loss: 4.2823 2024-07-18 21:44:40,455 - pyskl - INFO - Epoch [72][3300/3746] lr: 5.326e-02, eta: 2 days, 17:09:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4883, loss_cls: 4.3703, loss: 4.3703 2024-07-18 21:46:02,516 - pyskl - INFO - Epoch [72][3400/3746] lr: 5.324e-02, eta: 2 days, 17:08:13, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.4964, loss_cls: 4.3509, loss: 4.3509 2024-07-18 21:47:24,923 - pyskl - INFO - Epoch [72][3500/3746] lr: 5.321e-02, eta: 2 days, 17:06:55, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2573, top5_acc: 0.5039, loss_cls: 4.2789, loss: 4.2789 2024-07-18 21:48:46,947 - pyskl - INFO - Epoch [72][3600/3746] lr: 5.318e-02, eta: 2 days, 17:05:37, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5022, loss_cls: 4.3042, loss: 4.3042 2024-07-18 21:50:08,818 - pyskl - INFO - Epoch [72][3700/3746] lr: 5.315e-02, eta: 2 days, 17:04:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2519, top5_acc: 0.5027, loss_cls: 4.3101, loss: 4.3101 2024-07-18 21:50:48,585 - pyskl - INFO - Saving checkpoint at 72 epochs 2024-07-18 21:52:39,458 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 21:52:40,127 - pyskl - INFO - top1_acc 0.2004 top5_acc 0.4258 2024-07-18 21:52:40,127 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 21:52:40,170 - pyskl - INFO - mean_acc 0.2002 2024-07-18 21:52:40,183 - pyskl - INFO - Epoch(val) [72][309] top1_acc: 0.2004, top5_acc: 0.4258, mean_class_accuracy: 0.2002 2024-07-18 21:56:32,364 - pyskl - INFO - Epoch [73][100/3746] lr: 5.311e-02, eta: 2 days, 17:04:26, time: 2.322, data_time: 1.330, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5170, loss_cls: 4.2614, loss: 4.2614 2024-07-18 21:57:54,685 - pyskl - INFO - Epoch [73][200/3746] lr: 5.308e-02, eta: 2 days, 17:03:08, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5089, loss_cls: 4.2763, loss: 4.2763 2024-07-18 21:59:16,867 - pyskl - INFO - Epoch [73][300/3746] lr: 5.306e-02, eta: 2 days, 17:01:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2594, top5_acc: 0.5092, loss_cls: 4.2946, loss: 4.2946 2024-07-18 22:00:38,895 - pyskl - INFO - Epoch [73][400/3746] lr: 5.303e-02, eta: 2 days, 17:00:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5052, loss_cls: 4.2905, loss: 4.2905 2024-07-18 22:02:00,847 - pyskl - INFO - Epoch [73][500/3746] lr: 5.300e-02, eta: 2 days, 16:59:14, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5177, loss_cls: 4.2370, loss: 4.2370 2024-07-18 22:03:22,559 - pyskl - INFO - Epoch [73][600/3746] lr: 5.297e-02, eta: 2 days, 16:57:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.4988, loss_cls: 4.3100, loss: 4.3100 2024-07-18 22:04:44,308 - pyskl - INFO - Epoch [73][700/3746] lr: 5.294e-02, eta: 2 days, 16:56:37, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5169, loss_cls: 4.2609, loss: 4.2609 2024-07-18 22:06:06,596 - pyskl - INFO - Epoch [73][800/3746] lr: 5.292e-02, eta: 2 days, 16:55:19, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.5041, loss_cls: 4.3218, loss: 4.3218 2024-07-18 22:07:29,213 - pyskl - INFO - Epoch [73][900/3746] lr: 5.289e-02, eta: 2 days, 16:54:01, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5089, loss_cls: 4.2523, loss: 4.2523 2024-07-18 22:08:51,263 - pyskl - INFO - Epoch [73][1000/3746] lr: 5.286e-02, eta: 2 days, 16:52:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.5086, loss_cls: 4.2907, loss: 4.2907 2024-07-18 22:10:14,079 - pyskl - INFO - Epoch [73][1100/3746] lr: 5.283e-02, eta: 2 days, 16:51:25, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4905, loss_cls: 4.3542, loss: 4.3542 2024-07-18 22:11:36,102 - pyskl - INFO - Epoch [73][1200/3746] lr: 5.280e-02, eta: 2 days, 16:50:07, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.5005, loss_cls: 4.3246, loss: 4.3246 2024-07-18 22:12:57,898 - pyskl - INFO - Epoch [73][1300/3746] lr: 5.278e-02, eta: 2 days, 16:48:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.4986, loss_cls: 4.3162, loss: 4.3162 2024-07-18 22:14:19,577 - pyskl - INFO - Epoch [73][1400/3746] lr: 5.275e-02, eta: 2 days, 16:47:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.4984, loss_cls: 4.3038, loss: 4.3038 2024-07-18 22:15:41,790 - pyskl - INFO - Epoch [73][1500/3746] lr: 5.272e-02, eta: 2 days, 16:46:12, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5048, loss_cls: 4.3082, loss: 4.3082 2024-07-18 22:17:04,230 - pyskl - INFO - Epoch [73][1600/3746] lr: 5.269e-02, eta: 2 days, 16:44:54, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5023, loss_cls: 4.2835, loss: 4.2835 2024-07-18 22:18:26,057 - pyskl - INFO - Epoch [73][1700/3746] lr: 5.267e-02, eta: 2 days, 16:43:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.4891, loss_cls: 4.3646, loss: 4.3646 2024-07-18 22:19:48,729 - pyskl - INFO - Epoch [73][1800/3746] lr: 5.264e-02, eta: 2 days, 16:42:18, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5052, loss_cls: 4.2792, loss: 4.2792 2024-07-18 22:21:11,144 - pyskl - INFO - Epoch [73][1900/3746] lr: 5.261e-02, eta: 2 days, 16:41:00, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.4894, loss_cls: 4.3321, loss: 4.3321 2024-07-18 22:22:33,853 - pyskl - INFO - Epoch [73][2000/3746] lr: 5.258e-02, eta: 2 days, 16:39:43, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2616, top5_acc: 0.5141, loss_cls: 4.2919, loss: 4.2919 2024-07-18 22:23:55,908 - pyskl - INFO - Epoch [73][2100/3746] lr: 5.255e-02, eta: 2 days, 16:38:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5027, loss_cls: 4.2802, loss: 4.2802 2024-07-18 22:25:19,021 - pyskl - INFO - Epoch [73][2200/3746] lr: 5.253e-02, eta: 2 days, 16:37:07, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5091, loss_cls: 4.2975, loss: 4.2975 2024-07-18 22:26:41,245 - pyskl - INFO - Epoch [73][2300/3746] lr: 5.250e-02, eta: 2 days, 16:35:49, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2522, top5_acc: 0.5047, loss_cls: 4.3353, loss: 4.3353 2024-07-18 22:28:03,731 - pyskl - INFO - Epoch [73][2400/3746] lr: 5.247e-02, eta: 2 days, 16:34:31, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.4923, loss_cls: 4.3385, loss: 4.3385 2024-07-18 22:29:26,554 - pyskl - INFO - Epoch [73][2500/3746] lr: 5.244e-02, eta: 2 days, 16:33:14, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.4989, loss_cls: 4.3014, loss: 4.3014 2024-07-18 22:30:48,804 - pyskl - INFO - Epoch [73][2600/3746] lr: 5.241e-02, eta: 2 days, 16:31:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.5020, loss_cls: 4.3408, loss: 4.3408 2024-07-18 22:32:11,192 - pyskl - INFO - Epoch [73][2700/3746] lr: 5.239e-02, eta: 2 days, 16:30:38, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.5092, loss_cls: 4.2997, loss: 4.2997 2024-07-18 22:33:33,135 - pyskl - INFO - Epoch [73][2800/3746] lr: 5.236e-02, eta: 2 days, 16:29:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.5064, loss_cls: 4.3012, loss: 4.3012 2024-07-18 22:34:55,257 - pyskl - INFO - Epoch [73][2900/3746] lr: 5.233e-02, eta: 2 days, 16:28:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.5075, loss_cls: 4.3285, loss: 4.3285 2024-07-18 22:36:17,161 - pyskl - INFO - Epoch [73][3000/3746] lr: 5.230e-02, eta: 2 days, 16:26:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5039, loss_cls: 4.2934, loss: 4.2934 2024-07-18 22:37:38,690 - pyskl - INFO - Epoch [73][3100/3746] lr: 5.227e-02, eta: 2 days, 16:25:24, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.4986, loss_cls: 4.3260, loss: 4.3260 2024-07-18 22:39:00,707 - pyskl - INFO - Epoch [73][3200/3746] lr: 5.225e-02, eta: 2 days, 16:24:06, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5036, loss_cls: 4.2926, loss: 4.2926 2024-07-18 22:40:22,666 - pyskl - INFO - Epoch [73][3300/3746] lr: 5.222e-02, eta: 2 days, 16:22:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5044, loss_cls: 4.2733, loss: 4.2733 2024-07-18 22:41:44,671 - pyskl - INFO - Epoch [73][3400/3746] lr: 5.219e-02, eta: 2 days, 16:21:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2623, top5_acc: 0.4942, loss_cls: 4.3331, loss: 4.3331 2024-07-18 22:43:06,864 - pyskl - INFO - Epoch [73][3500/3746] lr: 5.216e-02, eta: 2 days, 16:20:11, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2528, top5_acc: 0.5103, loss_cls: 4.2671, loss: 4.2671 2024-07-18 22:44:28,842 - pyskl - INFO - Epoch [73][3600/3746] lr: 5.213e-02, eta: 2 days, 16:18:52, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4859, loss_cls: 4.3778, loss: 4.3778 2024-07-18 22:45:50,194 - pyskl - INFO - Epoch [73][3700/3746] lr: 5.211e-02, eta: 2 days, 16:17:33, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5000, loss_cls: 4.3001, loss: 4.3001 2024-07-18 22:46:29,593 - pyskl - INFO - Saving checkpoint at 73 epochs 2024-07-18 22:48:19,493 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 22:48:20,155 - pyskl - INFO - top1_acc 0.2001 top5_acc 0.4285 2024-07-18 22:48:20,155 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 22:48:20,198 - pyskl - INFO - mean_acc 0.1998 2024-07-18 22:48:20,210 - pyskl - INFO - Epoch(val) [73][309] top1_acc: 0.2001, top5_acc: 0.4285, mean_class_accuracy: 0.1998 2024-07-18 22:52:05,050 - pyskl - INFO - Epoch [74][100/3746] lr: 5.207e-02, eta: 2 days, 16:17:30, time: 2.248, data_time: 1.263, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5153, loss_cls: 4.2522, loss: 4.2522 2024-07-18 22:53:27,566 - pyskl - INFO - Epoch [74][200/3746] lr: 5.204e-02, eta: 2 days, 16:16:12, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5100, loss_cls: 4.2491, loss: 4.2491 2024-07-18 22:54:49,472 - pyskl - INFO - Epoch [74][300/3746] lr: 5.201e-02, eta: 2 days, 16:14:53, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.5069, loss_cls: 4.2847, loss: 4.2847 2024-07-18 22:56:11,876 - pyskl - INFO - Epoch [74][400/3746] lr: 5.198e-02, eta: 2 days, 16:13:35, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5122, loss_cls: 4.2767, loss: 4.2767 2024-07-18 22:57:34,249 - pyskl - INFO - Epoch [74][500/3746] lr: 5.195e-02, eta: 2 days, 16:12:17, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5028, loss_cls: 4.2770, loss: 4.2770 2024-07-18 22:58:55,837 - pyskl - INFO - Epoch [74][600/3746] lr: 5.193e-02, eta: 2 days, 16:10:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5138, loss_cls: 4.2728, loss: 4.2728 2024-07-18 23:00:17,831 - pyskl - INFO - Epoch [74][700/3746] lr: 5.190e-02, eta: 2 days, 16:09:40, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4975, loss_cls: 4.3198, loss: 4.3198 2024-07-18 23:01:40,307 - pyskl - INFO - Epoch [74][800/3746] lr: 5.187e-02, eta: 2 days, 16:08:22, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5178, loss_cls: 4.2209, loss: 4.2209 2024-07-18 23:03:03,137 - pyskl - INFO - Epoch [74][900/3746] lr: 5.184e-02, eta: 2 days, 16:07:04, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5025, loss_cls: 4.2831, loss: 4.2831 2024-07-18 23:04:25,681 - pyskl - INFO - Epoch [74][1000/3746] lr: 5.181e-02, eta: 2 days, 16:05:46, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.5006, loss_cls: 4.3366, loss: 4.3366 2024-07-18 23:05:48,217 - pyskl - INFO - Epoch [74][1100/3746] lr: 5.179e-02, eta: 2 days, 16:04:28, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.4969, loss_cls: 4.3170, loss: 4.3170 2024-07-18 23:07:10,841 - pyskl - INFO - Epoch [74][1200/3746] lr: 5.176e-02, eta: 2 days, 16:03:11, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.4942, loss_cls: 4.3132, loss: 4.3132 2024-07-18 23:08:32,751 - pyskl - INFO - Epoch [74][1300/3746] lr: 5.173e-02, eta: 2 days, 16:01:52, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5081, loss_cls: 4.2737, loss: 4.2737 2024-07-18 23:09:54,942 - pyskl - INFO - Epoch [74][1400/3746] lr: 5.170e-02, eta: 2 days, 16:00:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5084, loss_cls: 4.2718, loss: 4.2718 2024-07-18 23:11:17,401 - pyskl - INFO - Epoch [74][1500/3746] lr: 5.168e-02, eta: 2 days, 15:59:16, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5164, loss_cls: 4.2498, loss: 4.2498 2024-07-18 23:12:39,302 - pyskl - INFO - Epoch [74][1600/3746] lr: 5.165e-02, eta: 2 days, 15:57:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4866, loss_cls: 4.3640, loss: 4.3640 2024-07-18 23:14:01,149 - pyskl - INFO - Epoch [74][1700/3746] lr: 5.162e-02, eta: 2 days, 15:56:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5089, loss_cls: 4.2639, loss: 4.2639 2024-07-18 23:15:23,059 - pyskl - INFO - Epoch [74][1800/3746] lr: 5.159e-02, eta: 2 days, 15:55:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.4964, loss_cls: 4.3025, loss: 4.3025 2024-07-18 23:16:45,302 - pyskl - INFO - Epoch [74][1900/3746] lr: 5.156e-02, eta: 2 days, 15:54:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.4952, loss_cls: 4.3335, loss: 4.3335 2024-07-18 23:18:07,978 - pyskl - INFO - Epoch [74][2000/3746] lr: 5.154e-02, eta: 2 days, 15:52:44, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2570, top5_acc: 0.5083, loss_cls: 4.2936, loss: 4.2936 2024-07-18 23:19:30,041 - pyskl - INFO - Epoch [74][2100/3746] lr: 5.151e-02, eta: 2 days, 15:51:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.4930, loss_cls: 4.3261, loss: 4.3261 2024-07-18 23:20:52,706 - pyskl - INFO - Epoch [74][2200/3746] lr: 5.148e-02, eta: 2 days, 15:50:08, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5127, loss_cls: 4.2518, loss: 4.2518 2024-07-18 23:22:15,158 - pyskl - INFO - Epoch [74][2300/3746] lr: 5.145e-02, eta: 2 days, 15:48:50, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5000, loss_cls: 4.3036, loss: 4.3036 2024-07-18 23:23:37,575 - pyskl - INFO - Epoch [74][2400/3746] lr: 5.142e-02, eta: 2 days, 15:47:32, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5062, loss_cls: 4.2751, loss: 4.2751 2024-07-18 23:24:59,993 - pyskl - INFO - Epoch [74][2500/3746] lr: 5.140e-02, eta: 2 days, 15:46:13, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.5009, loss_cls: 4.2934, loss: 4.2934 2024-07-18 23:26:22,110 - pyskl - INFO - Epoch [74][2600/3746] lr: 5.137e-02, eta: 2 days, 15:44:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5064, loss_cls: 4.2468, loss: 4.2468 2024-07-18 23:27:44,342 - pyskl - INFO - Epoch [74][2700/3746] lr: 5.134e-02, eta: 2 days, 15:43:37, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.4988, loss_cls: 4.3187, loss: 4.3187 2024-07-18 23:29:06,215 - pyskl - INFO - Epoch [74][2800/3746] lr: 5.131e-02, eta: 2 days, 15:42:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2516, top5_acc: 0.4991, loss_cls: 4.3195, loss: 4.3195 2024-07-18 23:30:28,432 - pyskl - INFO - Epoch [74][2900/3746] lr: 5.128e-02, eta: 2 days, 15:41:00, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5028, loss_cls: 4.2664, loss: 4.2664 2024-07-18 23:31:50,473 - pyskl - INFO - Epoch [74][3000/3746] lr: 5.126e-02, eta: 2 days, 15:39:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5070, loss_cls: 4.2756, loss: 4.2756 2024-07-18 23:33:12,142 - pyskl - INFO - Epoch [74][3100/3746] lr: 5.123e-02, eta: 2 days, 15:38:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.4952, loss_cls: 4.3351, loss: 4.3351 2024-07-18 23:34:34,301 - pyskl - INFO - Epoch [74][3200/3746] lr: 5.120e-02, eta: 2 days, 15:37:04, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.4952, loss_cls: 4.3274, loss: 4.3274 2024-07-18 23:35:55,907 - pyskl - INFO - Epoch [74][3300/3746] lr: 5.117e-02, eta: 2 days, 15:35:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.5008, loss_cls: 4.3019, loss: 4.3019 2024-07-18 23:37:17,743 - pyskl - INFO - Epoch [74][3400/3746] lr: 5.114e-02, eta: 2 days, 15:34:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5047, loss_cls: 4.2783, loss: 4.2783 2024-07-18 23:38:39,914 - pyskl - INFO - Epoch [74][3500/3746] lr: 5.112e-02, eta: 2 days, 15:33:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2616, top5_acc: 0.5036, loss_cls: 4.2831, loss: 4.2831 2024-07-18 23:40:01,625 - pyskl - INFO - Epoch [74][3600/3746] lr: 5.109e-02, eta: 2 days, 15:31:49, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5089, loss_cls: 4.2915, loss: 4.2915 2024-07-18 23:41:23,271 - pyskl - INFO - Epoch [74][3700/3746] lr: 5.106e-02, eta: 2 days, 15:30:30, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5006, loss_cls: 4.3013, loss: 4.3013 2024-07-18 23:42:02,731 - pyskl - INFO - Saving checkpoint at 74 epochs 2024-07-18 23:43:54,451 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-18 23:43:55,130 - pyskl - INFO - top1_acc 0.1866 top5_acc 0.3944 2024-07-18 23:43:55,130 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-18 23:43:55,172 - pyskl - INFO - mean_acc 0.1863 2024-07-18 23:43:55,183 - pyskl - INFO - Epoch(val) [74][309] top1_acc: 0.1866, top5_acc: 0.3944, mean_class_accuracy: 0.1863 2024-07-18 23:47:41,991 - pyskl - INFO - Epoch [75][100/3746] lr: 5.102e-02, eta: 2 days, 15:30:26, time: 2.268, data_time: 1.280, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5217, loss_cls: 4.2239, loss: 4.2239 2024-07-18 23:49:04,138 - pyskl - INFO - Epoch [75][200/3746] lr: 5.099e-02, eta: 2 days, 15:29:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5048, loss_cls: 4.2500, loss: 4.2500 2024-07-18 23:50:25,868 - pyskl - INFO - Epoch [75][300/3746] lr: 5.096e-02, eta: 2 days, 15:27:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2605, top5_acc: 0.5030, loss_cls: 4.2648, loss: 4.2648 2024-07-18 23:51:47,899 - pyskl - INFO - Epoch [75][400/3746] lr: 5.094e-02, eta: 2 days, 15:26:30, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5175, loss_cls: 4.2223, loss: 4.2223 2024-07-18 23:53:09,620 - pyskl - INFO - Epoch [75][500/3746] lr: 5.091e-02, eta: 2 days, 15:25:11, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2597, top5_acc: 0.4959, loss_cls: 4.3364, loss: 4.3364 2024-07-18 23:54:31,552 - pyskl - INFO - Epoch [75][600/3746] lr: 5.088e-02, eta: 2 days, 15:23:52, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5150, loss_cls: 4.2378, loss: 4.2378 2024-07-18 23:55:53,489 - pyskl - INFO - Epoch [75][700/3746] lr: 5.085e-02, eta: 2 days, 15:22:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5125, loss_cls: 4.2508, loss: 4.2508 2024-07-18 23:57:15,591 - pyskl - INFO - Epoch [75][800/3746] lr: 5.082e-02, eta: 2 days, 15:21:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5106, loss_cls: 4.2730, loss: 4.2730 2024-07-18 23:58:37,771 - pyskl - INFO - Epoch [75][900/3746] lr: 5.080e-02, eta: 2 days, 15:19:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.5175, loss_cls: 4.2688, loss: 4.2688 2024-07-19 00:00:00,359 - pyskl - INFO - Epoch [75][1000/3746] lr: 5.077e-02, eta: 2 days, 15:18:38, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5127, loss_cls: 4.2912, loss: 4.2912 2024-07-19 00:01:22,534 - pyskl - INFO - Epoch [75][1100/3746] lr: 5.074e-02, eta: 2 days, 15:17:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.4978, loss_cls: 4.3159, loss: 4.3159 2024-07-19 00:02:44,533 - pyskl - INFO - Epoch [75][1200/3746] lr: 5.071e-02, eta: 2 days, 15:16:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2544, top5_acc: 0.5025, loss_cls: 4.2740, loss: 4.2740 2024-07-19 00:04:06,940 - pyskl - INFO - Epoch [75][1300/3746] lr: 5.068e-02, eta: 2 days, 15:14:43, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.5019, loss_cls: 4.2996, loss: 4.2996 2024-07-19 00:05:29,243 - pyskl - INFO - Epoch [75][1400/3746] lr: 5.066e-02, eta: 2 days, 15:13:25, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.4955, loss_cls: 4.2993, loss: 4.2993 2024-07-19 00:06:51,232 - pyskl - INFO - Epoch [75][1500/3746] lr: 5.063e-02, eta: 2 days, 15:12:06, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2556, top5_acc: 0.4967, loss_cls: 4.3192, loss: 4.3192 2024-07-19 00:08:13,216 - pyskl - INFO - Epoch [75][1600/3746] lr: 5.060e-02, eta: 2 days, 15:10:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5138, loss_cls: 4.2420, loss: 4.2420 2024-07-19 00:09:36,167 - pyskl - INFO - Epoch [75][1700/3746] lr: 5.057e-02, eta: 2 days, 15:09:29, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5094, loss_cls: 4.2626, loss: 4.2626 2024-07-19 00:10:58,564 - pyskl - INFO - Epoch [75][1800/3746] lr: 5.054e-02, eta: 2 days, 15:08:11, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2536, top5_acc: 0.5030, loss_cls: 4.3166, loss: 4.3166 2024-07-19 00:12:21,258 - pyskl - INFO - Epoch [75][1900/3746] lr: 5.052e-02, eta: 2 days, 15:06:53, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5102, loss_cls: 4.2924, loss: 4.2924 2024-07-19 00:13:43,326 - pyskl - INFO - Epoch [75][2000/3746] lr: 5.049e-02, eta: 2 days, 15:05:35, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2594, top5_acc: 0.5042, loss_cls: 4.2839, loss: 4.2839 2024-07-19 00:15:04,884 - pyskl - INFO - Epoch [75][2100/3746] lr: 5.046e-02, eta: 2 days, 15:04:16, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5067, loss_cls: 4.3027, loss: 4.3027 2024-07-19 00:16:27,423 - pyskl - INFO - Epoch [75][2200/3746] lr: 5.043e-02, eta: 2 days, 15:02:57, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5089, loss_cls: 4.2796, loss: 4.2796 2024-07-19 00:17:49,919 - pyskl - INFO - Epoch [75][2300/3746] lr: 5.040e-02, eta: 2 days, 15:01:39, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5144, loss_cls: 4.2991, loss: 4.2991 2024-07-19 00:19:11,969 - pyskl - INFO - Epoch [75][2400/3746] lr: 5.038e-02, eta: 2 days, 15:00:21, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.5020, loss_cls: 4.3114, loss: 4.3114 2024-07-19 00:20:34,135 - pyskl - INFO - Epoch [75][2500/3746] lr: 5.035e-02, eta: 2 days, 14:59:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5127, loss_cls: 4.2690, loss: 4.2690 2024-07-19 00:21:56,067 - pyskl - INFO - Epoch [75][2600/3746] lr: 5.032e-02, eta: 2 days, 14:57:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2639, top5_acc: 0.5083, loss_cls: 4.2682, loss: 4.2682 2024-07-19 00:23:17,903 - pyskl - INFO - Epoch [75][2700/3746] lr: 5.029e-02, eta: 2 days, 14:56:24, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5153, loss_cls: 4.2447, loss: 4.2447 2024-07-19 00:24:39,524 - pyskl - INFO - Epoch [75][2800/3746] lr: 5.026e-02, eta: 2 days, 14:55:05, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.5070, loss_cls: 4.2766, loss: 4.2766 2024-07-19 00:26:01,542 - pyskl - INFO - Epoch [75][2900/3746] lr: 5.024e-02, eta: 2 days, 14:53:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5077, loss_cls: 4.2736, loss: 4.2736 2024-07-19 00:27:23,266 - pyskl - INFO - Epoch [75][3000/3746] lr: 5.021e-02, eta: 2 days, 14:52:28, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5123, loss_cls: 4.2595, loss: 4.2595 2024-07-19 00:28:45,180 - pyskl - INFO - Epoch [75][3100/3746] lr: 5.018e-02, eta: 2 days, 14:51:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5056, loss_cls: 4.3060, loss: 4.3060 2024-07-19 00:30:06,900 - pyskl - INFO - Epoch [75][3200/3746] lr: 5.015e-02, eta: 2 days, 14:49:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5148, loss_cls: 4.2521, loss: 4.2521 2024-07-19 00:31:28,482 - pyskl - INFO - Epoch [75][3300/3746] lr: 5.012e-02, eta: 2 days, 14:48:31, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.5081, loss_cls: 4.2982, loss: 4.2982 2024-07-19 00:32:51,007 - pyskl - INFO - Epoch [75][3400/3746] lr: 5.010e-02, eta: 2 days, 14:47:13, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2592, top5_acc: 0.5066, loss_cls: 4.2829, loss: 4.2829 2024-07-19 00:34:12,994 - pyskl - INFO - Epoch [75][3500/3746] lr: 5.007e-02, eta: 2 days, 14:45:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5136, loss_cls: 4.2691, loss: 4.2691 2024-07-19 00:35:35,725 - pyskl - INFO - Epoch [75][3600/3746] lr: 5.004e-02, eta: 2 days, 14:44:36, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5044, loss_cls: 4.3079, loss: 4.3079 2024-07-19 00:36:58,318 - pyskl - INFO - Epoch [75][3700/3746] lr: 5.001e-02, eta: 2 days, 14:43:18, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5045, loss_cls: 4.2666, loss: 4.2666 2024-07-19 00:37:38,099 - pyskl - INFO - Saving checkpoint at 75 epochs 2024-07-19 00:39:30,781 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 00:39:31,452 - pyskl - INFO - top1_acc 0.1976 top5_acc 0.4171 2024-07-19 00:39:31,452 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 00:39:31,498 - pyskl - INFO - mean_acc 0.1974 2024-07-19 00:39:31,511 - pyskl - INFO - Epoch(val) [75][309] top1_acc: 0.1976, top5_acc: 0.4171, mean_class_accuracy: 0.1974 2024-07-19 00:43:21,232 - pyskl - INFO - Epoch [76][100/3746] lr: 4.997e-02, eta: 2 days, 14:43:13, time: 2.297, data_time: 1.275, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5108, loss_cls: 4.2362, loss: 4.2362 2024-07-19 00:44:43,895 - pyskl - INFO - Epoch [76][200/3746] lr: 4.994e-02, eta: 2 days, 14:41:55, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5203, loss_cls: 4.1975, loss: 4.1975 2024-07-19 00:46:05,541 - pyskl - INFO - Epoch [76][300/3746] lr: 4.992e-02, eta: 2 days, 14:40:36, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5108, loss_cls: 4.2517, loss: 4.2517 2024-07-19 00:47:27,091 - pyskl - INFO - Epoch [76][400/3746] lr: 4.989e-02, eta: 2 days, 14:39:16, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2736, top5_acc: 0.5120, loss_cls: 4.2424, loss: 4.2424 2024-07-19 00:48:48,788 - pyskl - INFO - Epoch [76][500/3746] lr: 4.986e-02, eta: 2 days, 14:37:57, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5109, loss_cls: 4.2655, loss: 4.2655 2024-07-19 00:50:10,343 - pyskl - INFO - Epoch [76][600/3746] lr: 4.983e-02, eta: 2 days, 14:36:38, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5044, loss_cls: 4.2860, loss: 4.2860 2024-07-19 00:51:32,201 - pyskl - INFO - Epoch [76][700/3746] lr: 4.980e-02, eta: 2 days, 14:35:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5041, loss_cls: 4.2551, loss: 4.2551 2024-07-19 00:52:54,398 - pyskl - INFO - Epoch [76][800/3746] lr: 4.978e-02, eta: 2 days, 14:34:00, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5062, loss_cls: 4.2910, loss: 4.2910 2024-07-19 00:54:16,469 - pyskl - INFO - Epoch [76][900/3746] lr: 4.975e-02, eta: 2 days, 14:32:42, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5167, loss_cls: 4.2472, loss: 4.2472 2024-07-19 00:55:38,900 - pyskl - INFO - Epoch [76][1000/3746] lr: 4.972e-02, eta: 2 days, 14:31:23, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2527, top5_acc: 0.5125, loss_cls: 4.2836, loss: 4.2836 2024-07-19 00:57:00,924 - pyskl - INFO - Epoch [76][1100/3746] lr: 4.969e-02, eta: 2 days, 14:30:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.4956, loss_cls: 4.3082, loss: 4.3082 2024-07-19 00:58:22,982 - pyskl - INFO - Epoch [76][1200/3746] lr: 4.966e-02, eta: 2 days, 14:28:46, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5119, loss_cls: 4.2521, loss: 4.2521 2024-07-19 00:59:44,584 - pyskl - INFO - Epoch [76][1300/3746] lr: 4.964e-02, eta: 2 days, 14:27:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.5000, loss_cls: 4.3099, loss: 4.3099 2024-07-19 01:01:06,602 - pyskl - INFO - Epoch [76][1400/3746] lr: 4.961e-02, eta: 2 days, 14:26:08, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2597, top5_acc: 0.5147, loss_cls: 4.2433, loss: 4.2433 2024-07-19 01:02:28,321 - pyskl - INFO - Epoch [76][1500/3746] lr: 4.958e-02, eta: 2 days, 14:24:49, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5047, loss_cls: 4.2699, loss: 4.2699 2024-07-19 01:03:50,098 - pyskl - INFO - Epoch [76][1600/3746] lr: 4.955e-02, eta: 2 days, 14:23:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5109, loss_cls: 4.2435, loss: 4.2435 2024-07-19 01:05:13,115 - pyskl - INFO - Epoch [76][1700/3746] lr: 4.953e-02, eta: 2 days, 14:22:12, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5120, loss_cls: 4.2613, loss: 4.2613 2024-07-19 01:06:35,106 - pyskl - INFO - Epoch [76][1800/3746] lr: 4.950e-02, eta: 2 days, 14:20:53, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2512, top5_acc: 0.4981, loss_cls: 4.3286, loss: 4.3286 2024-07-19 01:07:57,629 - pyskl - INFO - Epoch [76][1900/3746] lr: 4.947e-02, eta: 2 days, 14:19:35, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2495, top5_acc: 0.5006, loss_cls: 4.3200, loss: 4.3200 2024-07-19 01:09:19,807 - pyskl - INFO - Epoch [76][2000/3746] lr: 4.944e-02, eta: 2 days, 14:18:16, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5066, loss_cls: 4.2698, loss: 4.2698 2024-07-19 01:10:42,049 - pyskl - INFO - Epoch [76][2100/3746] lr: 4.941e-02, eta: 2 days, 14:16:57, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2717, top5_acc: 0.5130, loss_cls: 4.2345, loss: 4.2345 2024-07-19 01:12:04,097 - pyskl - INFO - Epoch [76][2200/3746] lr: 4.939e-02, eta: 2 days, 14:15:39, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2573, top5_acc: 0.5098, loss_cls: 4.2616, loss: 4.2616 2024-07-19 01:13:26,992 - pyskl - INFO - Epoch [76][2300/3746] lr: 4.936e-02, eta: 2 days, 14:14:21, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5064, loss_cls: 4.2724, loss: 4.2724 2024-07-19 01:14:49,487 - pyskl - INFO - Epoch [76][2400/3746] lr: 4.933e-02, eta: 2 days, 14:13:02, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2616, top5_acc: 0.4983, loss_cls: 4.3110, loss: 4.3110 2024-07-19 01:16:11,577 - pyskl - INFO - Epoch [76][2500/3746] lr: 4.930e-02, eta: 2 days, 14:11:43, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5130, loss_cls: 4.2651, loss: 4.2651 2024-07-19 01:17:33,604 - pyskl - INFO - Epoch [76][2600/3746] lr: 4.927e-02, eta: 2 days, 14:10:25, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5167, loss_cls: 4.2419, loss: 4.2419 2024-07-19 01:18:55,705 - pyskl - INFO - Epoch [76][2700/3746] lr: 4.925e-02, eta: 2 days, 14:09:06, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2597, top5_acc: 0.5109, loss_cls: 4.2676, loss: 4.2676 2024-07-19 01:20:18,163 - pyskl - INFO - Epoch [76][2800/3746] lr: 4.922e-02, eta: 2 days, 14:07:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5095, loss_cls: 4.2817, loss: 4.2817 2024-07-19 01:21:40,005 - pyskl - INFO - Epoch [76][2900/3746] lr: 4.919e-02, eta: 2 days, 14:06:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5058, loss_cls: 4.2705, loss: 4.2705 2024-07-19 01:23:01,874 - pyskl - INFO - Epoch [76][3000/3746] lr: 4.916e-02, eta: 2 days, 14:05:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.5089, loss_cls: 4.2675, loss: 4.2675 2024-07-19 01:24:23,694 - pyskl - INFO - Epoch [76][3100/3746] lr: 4.913e-02, eta: 2 days, 14:03:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.4930, loss_cls: 4.3214, loss: 4.3214 2024-07-19 01:25:45,615 - pyskl - INFO - Epoch [76][3200/3746] lr: 4.911e-02, eta: 2 days, 14:02:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5152, loss_cls: 4.2445, loss: 4.2445 2024-07-19 01:27:07,193 - pyskl - INFO - Epoch [76][3300/3746] lr: 4.908e-02, eta: 2 days, 14:01:12, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2556, top5_acc: 0.5041, loss_cls: 4.2925, loss: 4.2925 2024-07-19 01:28:29,575 - pyskl - INFO - Epoch [76][3400/3746] lr: 4.905e-02, eta: 2 days, 13:59:54, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2733, top5_acc: 0.5216, loss_cls: 4.2183, loss: 4.2183 2024-07-19 01:29:52,062 - pyskl - INFO - Epoch [76][3500/3746] lr: 4.902e-02, eta: 2 days, 13:58:35, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.5005, loss_cls: 4.3172, loss: 4.3172 2024-07-19 01:31:14,169 - pyskl - INFO - Epoch [76][3600/3746] lr: 4.899e-02, eta: 2 days, 13:57:17, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5027, loss_cls: 4.2830, loss: 4.2830 2024-07-19 01:32:36,077 - pyskl - INFO - Epoch [76][3700/3746] lr: 4.897e-02, eta: 2 days, 13:55:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5133, loss_cls: 4.2662, loss: 4.2662 2024-07-19 01:33:15,867 - pyskl - INFO - Saving checkpoint at 76 epochs 2024-07-19 01:35:07,112 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 01:35:07,774 - pyskl - INFO - top1_acc 0.2072 top5_acc 0.4373 2024-07-19 01:35:07,774 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 01:35:07,816 - pyskl - INFO - mean_acc 0.2069 2024-07-19 01:35:07,821 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_71.pth was removed 2024-07-19 01:35:08,070 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. 2024-07-19 01:35:08,071 - pyskl - INFO - Best top1_acc is 0.2072 at 76 epoch. 2024-07-19 01:35:08,083 - pyskl - INFO - Epoch(val) [76][309] top1_acc: 0.2072, top5_acc: 0.4373, mean_class_accuracy: 0.2069 2024-07-19 01:38:55,851 - pyskl - INFO - Epoch [77][100/3746] lr: 4.893e-02, eta: 2 days, 13:55:48, time: 2.278, data_time: 1.296, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5239, loss_cls: 4.2030, loss: 4.2030 2024-07-19 01:40:17,864 - pyskl - INFO - Epoch [77][200/3746] lr: 4.890e-02, eta: 2 days, 13:54:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5102, loss_cls: 4.2356, loss: 4.2356 2024-07-19 01:41:39,698 - pyskl - INFO - Epoch [77][300/3746] lr: 4.887e-02, eta: 2 days, 13:53:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5261, loss_cls: 4.1910, loss: 4.1910 2024-07-19 01:43:01,540 - pyskl - INFO - Epoch [77][400/3746] lr: 4.884e-02, eta: 2 days, 13:51:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5100, loss_cls: 4.2505, loss: 4.2505 2024-07-19 01:44:23,651 - pyskl - INFO - Epoch [77][500/3746] lr: 4.881e-02, eta: 2 days, 13:50:31, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5025, loss_cls: 4.2812, loss: 4.2812 2024-07-19 01:45:45,952 - pyskl - INFO - Epoch [77][600/3746] lr: 4.879e-02, eta: 2 days, 13:49:13, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5206, loss_cls: 4.1890, loss: 4.1890 2024-07-19 01:47:07,506 - pyskl - INFO - Epoch [77][700/3746] lr: 4.876e-02, eta: 2 days, 13:47:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5081, loss_cls: 4.2520, loss: 4.2520 2024-07-19 01:48:30,556 - pyskl - INFO - Epoch [77][800/3746] lr: 4.873e-02, eta: 2 days, 13:46:35, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5086, loss_cls: 4.2676, loss: 4.2676 2024-07-19 01:49:52,375 - pyskl - INFO - Epoch [77][900/3746] lr: 4.870e-02, eta: 2 days, 13:45:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5138, loss_cls: 4.2466, loss: 4.2466 2024-07-19 01:51:14,778 - pyskl - INFO - Epoch [77][1000/3746] lr: 4.867e-02, eta: 2 days, 13:43:58, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5233, loss_cls: 4.2012, loss: 4.2012 2024-07-19 01:52:36,870 - pyskl - INFO - Epoch [77][1100/3746] lr: 4.865e-02, eta: 2 days, 13:42:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5114, loss_cls: 4.2761, loss: 4.2761 2024-07-19 01:53:58,440 - pyskl - INFO - Epoch [77][1200/3746] lr: 4.862e-02, eta: 2 days, 13:41:19, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2592, top5_acc: 0.5111, loss_cls: 4.2654, loss: 4.2654 2024-07-19 01:55:20,118 - pyskl - INFO - Epoch [77][1300/3746] lr: 4.859e-02, eta: 2 days, 13:40:00, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5208, loss_cls: 4.2129, loss: 4.2129 2024-07-19 01:56:42,368 - pyskl - INFO - Epoch [77][1400/3746] lr: 4.856e-02, eta: 2 days, 13:38:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2642, top5_acc: 0.5142, loss_cls: 4.2508, loss: 4.2508 2024-07-19 01:58:04,205 - pyskl - INFO - Epoch [77][1500/3746] lr: 4.853e-02, eta: 2 days, 13:37:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5066, loss_cls: 4.2758, loss: 4.2758 2024-07-19 01:59:27,332 - pyskl - INFO - Epoch [77][1600/3746] lr: 4.851e-02, eta: 2 days, 13:36:04, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5138, loss_cls: 4.2353, loss: 4.2353 2024-07-19 02:00:49,352 - pyskl - INFO - Epoch [77][1700/3746] lr: 4.848e-02, eta: 2 days, 13:34:45, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5253, loss_cls: 4.2251, loss: 4.2251 2024-07-19 02:02:11,255 - pyskl - INFO - Epoch [77][1800/3746] lr: 4.845e-02, eta: 2 days, 13:33:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.5061, loss_cls: 4.2796, loss: 4.2796 2024-07-19 02:03:34,186 - pyskl - INFO - Epoch [77][1900/3746] lr: 4.842e-02, eta: 2 days, 13:32:08, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5159, loss_cls: 4.2583, loss: 4.2583 2024-07-19 02:04:56,441 - pyskl - INFO - Epoch [77][2000/3746] lr: 4.839e-02, eta: 2 days, 13:30:49, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5097, loss_cls: 4.2662, loss: 4.2662 2024-07-19 02:06:18,541 - pyskl - INFO - Epoch [77][2100/3746] lr: 4.837e-02, eta: 2 days, 13:29:31, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5105, loss_cls: 4.2463, loss: 4.2463 2024-07-19 02:07:40,975 - pyskl - INFO - Epoch [77][2200/3746] lr: 4.834e-02, eta: 2 days, 13:28:12, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5030, loss_cls: 4.3166, loss: 4.3166 2024-07-19 02:09:03,336 - pyskl - INFO - Epoch [77][2300/3746] lr: 4.831e-02, eta: 2 days, 13:26:53, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5039, loss_cls: 4.2796, loss: 4.2796 2024-07-19 02:10:25,883 - pyskl - INFO - Epoch [77][2400/3746] lr: 4.828e-02, eta: 2 days, 13:25:35, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5145, loss_cls: 4.2619, loss: 4.2619 2024-07-19 02:11:47,970 - pyskl - INFO - Epoch [77][2500/3746] lr: 4.825e-02, eta: 2 days, 13:24:16, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2627, top5_acc: 0.5181, loss_cls: 4.2853, loss: 4.2853 2024-07-19 02:13:10,026 - pyskl - INFO - Epoch [77][2600/3746] lr: 4.823e-02, eta: 2 days, 13:22:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5245, loss_cls: 4.2136, loss: 4.2136 2024-07-19 02:14:31,493 - pyskl - INFO - Epoch [77][2700/3746] lr: 4.820e-02, eta: 2 days, 13:21:37, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5092, loss_cls: 4.2583, loss: 4.2583 2024-07-19 02:15:53,439 - pyskl - INFO - Epoch [77][2800/3746] lr: 4.817e-02, eta: 2 days, 13:20:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.5050, loss_cls: 4.2831, loss: 4.2831 2024-07-19 02:17:14,981 - pyskl - INFO - Epoch [77][2900/3746] lr: 4.814e-02, eta: 2 days, 13:18:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2639, top5_acc: 0.5089, loss_cls: 4.2537, loss: 4.2537 2024-07-19 02:18:37,064 - pyskl - INFO - Epoch [77][3000/3746] lr: 4.811e-02, eta: 2 days, 13:17:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5109, loss_cls: 4.2166, loss: 4.2166 2024-07-19 02:19:59,194 - pyskl - INFO - Epoch [77][3100/3746] lr: 4.809e-02, eta: 2 days, 13:16:21, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5075, loss_cls: 4.2741, loss: 4.2741 2024-07-19 02:21:21,268 - pyskl - INFO - Epoch [77][3200/3746] lr: 4.806e-02, eta: 2 days, 13:15:02, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5039, loss_cls: 4.3032, loss: 4.3032 2024-07-19 02:22:43,093 - pyskl - INFO - Epoch [77][3300/3746] lr: 4.803e-02, eta: 2 days, 13:13:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2616, top5_acc: 0.5136, loss_cls: 4.2602, loss: 4.2602 2024-07-19 02:24:05,056 - pyskl - INFO - Epoch [77][3400/3746] lr: 4.800e-02, eta: 2 days, 13:12:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5197, loss_cls: 4.2420, loss: 4.2420 2024-07-19 02:25:26,850 - pyskl - INFO - Epoch [77][3500/3746] lr: 4.798e-02, eta: 2 days, 13:11:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5023, loss_cls: 4.2746, loss: 4.2746 2024-07-19 02:26:48,984 - pyskl - INFO - Epoch [77][3600/3746] lr: 4.795e-02, eta: 2 days, 13:09:46, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.5122, loss_cls: 4.2734, loss: 4.2734 2024-07-19 02:28:10,853 - pyskl - INFO - Epoch [77][3700/3746] lr: 4.792e-02, eta: 2 days, 13:08:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5052, loss_cls: 4.2939, loss: 4.2939 2024-07-19 02:28:50,856 - pyskl - INFO - Saving checkpoint at 77 epochs 2024-07-19 02:30:41,036 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 02:30:41,772 - pyskl - INFO - top1_acc 0.1911 top5_acc 0.4197 2024-07-19 02:30:41,772 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 02:30:41,818 - pyskl - INFO - mean_acc 0.1909 2024-07-19 02:30:41,830 - pyskl - INFO - Epoch(val) [77][309] top1_acc: 0.1911, top5_acc: 0.4197, mean_class_accuracy: 0.1909 2024-07-19 02:34:31,985 - pyskl - INFO - Epoch [78][100/3746] lr: 4.788e-02, eta: 2 days, 13:08:16, time: 2.301, data_time: 1.317, memory: 15990, top1_acc: 0.2733, top5_acc: 0.5306, loss_cls: 4.1722, loss: 4.1722 2024-07-19 02:35:54,406 - pyskl - INFO - Epoch [78][200/3746] lr: 4.785e-02, eta: 2 days, 13:06:57, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5102, loss_cls: 4.2491, loss: 4.2491 2024-07-19 02:37:16,616 - pyskl - INFO - Epoch [78][300/3746] lr: 4.782e-02, eta: 2 days, 13:05:38, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5067, loss_cls: 4.2579, loss: 4.2579 2024-07-19 02:38:38,581 - pyskl - INFO - Epoch [78][400/3746] lr: 4.779e-02, eta: 2 days, 13:04:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5116, loss_cls: 4.2482, loss: 4.2482 2024-07-19 02:40:00,256 - pyskl - INFO - Epoch [78][500/3746] lr: 4.777e-02, eta: 2 days, 13:03:00, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5158, loss_cls: 4.2288, loss: 4.2288 2024-07-19 02:41:22,282 - pyskl - INFO - Epoch [78][600/3746] lr: 4.774e-02, eta: 2 days, 13:01:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5222, loss_cls: 4.2003, loss: 4.2003 2024-07-19 02:42:44,439 - pyskl - INFO - Epoch [78][700/3746] lr: 4.771e-02, eta: 2 days, 13:00:22, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5202, loss_cls: 4.2190, loss: 4.2190 2024-07-19 02:44:06,695 - pyskl - INFO - Epoch [78][800/3746] lr: 4.768e-02, eta: 2 days, 12:59:03, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2616, top5_acc: 0.5144, loss_cls: 4.2213, loss: 4.2213 2024-07-19 02:45:28,981 - pyskl - INFO - Epoch [78][900/3746] lr: 4.766e-02, eta: 2 days, 12:57:44, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5112, loss_cls: 4.2513, loss: 4.2513 2024-07-19 02:46:51,348 - pyskl - INFO - Epoch [78][1000/3746] lr: 4.763e-02, eta: 2 days, 12:56:25, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5155, loss_cls: 4.2456, loss: 4.2456 2024-07-19 02:48:13,891 - pyskl - INFO - Epoch [78][1100/3746] lr: 4.760e-02, eta: 2 days, 12:55:06, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5145, loss_cls: 4.2582, loss: 4.2582 2024-07-19 02:49:36,373 - pyskl - INFO - Epoch [78][1200/3746] lr: 4.757e-02, eta: 2 days, 12:53:48, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5272, loss_cls: 4.1754, loss: 4.1754 2024-07-19 02:50:58,281 - pyskl - INFO - Epoch [78][1300/3746] lr: 4.754e-02, eta: 2 days, 12:52:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5095, loss_cls: 4.2342, loss: 4.2342 2024-07-19 02:52:20,235 - pyskl - INFO - Epoch [78][1400/3746] lr: 4.752e-02, eta: 2 days, 12:51:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5061, loss_cls: 4.2707, loss: 4.2707 2024-07-19 02:53:42,511 - pyskl - INFO - Epoch [78][1500/3746] lr: 4.749e-02, eta: 2 days, 12:49:50, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5070, loss_cls: 4.2777, loss: 4.2777 2024-07-19 02:55:05,043 - pyskl - INFO - Epoch [78][1600/3746] lr: 4.746e-02, eta: 2 days, 12:48:32, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5188, loss_cls: 4.2425, loss: 4.2425 2024-07-19 02:56:27,014 - pyskl - INFO - Epoch [78][1700/3746] lr: 4.743e-02, eta: 2 days, 12:47:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2605, top5_acc: 0.5105, loss_cls: 4.2822, loss: 4.2822 2024-07-19 02:57:50,003 - pyskl - INFO - Epoch [78][1800/3746] lr: 4.740e-02, eta: 2 days, 12:45:54, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.5052, loss_cls: 4.2978, loss: 4.2978 2024-07-19 02:59:12,011 - pyskl - INFO - Epoch [78][1900/3746] lr: 4.738e-02, eta: 2 days, 12:44:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5155, loss_cls: 4.2245, loss: 4.2245 2024-07-19 03:00:34,152 - pyskl - INFO - Epoch [78][2000/3746] lr: 4.735e-02, eta: 2 days, 12:43:16, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.5028, loss_cls: 4.2806, loss: 4.2806 2024-07-19 03:01:56,317 - pyskl - INFO - Epoch [78][2100/3746] lr: 4.732e-02, eta: 2 days, 12:41:57, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5212, loss_cls: 4.2114, loss: 4.2114 2024-07-19 03:03:18,661 - pyskl - INFO - Epoch [78][2200/3746] lr: 4.729e-02, eta: 2 days, 12:40:38, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5044, loss_cls: 4.2317, loss: 4.2317 2024-07-19 03:04:40,785 - pyskl - INFO - Epoch [78][2300/3746] lr: 4.726e-02, eta: 2 days, 12:39:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5170, loss_cls: 4.2597, loss: 4.2597 2024-07-19 03:06:03,619 - pyskl - INFO - Epoch [78][2400/3746] lr: 4.724e-02, eta: 2 days, 12:38:01, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5094, loss_cls: 4.2522, loss: 4.2522 2024-07-19 03:07:26,125 - pyskl - INFO - Epoch [78][2500/3746] lr: 4.721e-02, eta: 2 days, 12:36:42, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.5184, loss_cls: 4.2652, loss: 4.2652 2024-07-19 03:08:48,159 - pyskl - INFO - Epoch [78][2600/3746] lr: 4.718e-02, eta: 2 days, 12:35:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5145, loss_cls: 4.2629, loss: 4.2629 2024-07-19 03:10:10,009 - pyskl - INFO - Epoch [78][2700/3746] lr: 4.715e-02, eta: 2 days, 12:34:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.4992, loss_cls: 4.2577, loss: 4.2577 2024-07-19 03:11:31,904 - pyskl - INFO - Epoch [78][2800/3746] lr: 4.712e-02, eta: 2 days, 12:32:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5217, loss_cls: 4.2171, loss: 4.2171 2024-07-19 03:12:53,605 - pyskl - INFO - Epoch [78][2900/3746] lr: 4.710e-02, eta: 2 days, 12:31:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2589, top5_acc: 0.4970, loss_cls: 4.3188, loss: 4.3188 2024-07-19 03:14:15,126 - pyskl - INFO - Epoch [78][3000/3746] lr: 4.707e-02, eta: 2 days, 12:30:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5106, loss_cls: 4.2379, loss: 4.2379 2024-07-19 03:15:37,805 - pyskl - INFO - Epoch [78][3100/3746] lr: 4.704e-02, eta: 2 days, 12:28:47, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5112, loss_cls: 4.2683, loss: 4.2683 2024-07-19 03:17:00,002 - pyskl - INFO - Epoch [78][3200/3746] lr: 4.701e-02, eta: 2 days, 12:27:28, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5230, loss_cls: 4.1979, loss: 4.1979 2024-07-19 03:18:22,760 - pyskl - INFO - Epoch [78][3300/3746] lr: 4.699e-02, eta: 2 days, 12:26:10, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2648, top5_acc: 0.5214, loss_cls: 4.2228, loss: 4.2228 2024-07-19 03:19:44,318 - pyskl - INFO - Epoch [78][3400/3746] lr: 4.696e-02, eta: 2 days, 12:24:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2589, top5_acc: 0.5161, loss_cls: 4.2696, loss: 4.2696 2024-07-19 03:21:06,267 - pyskl - INFO - Epoch [78][3500/3746] lr: 4.693e-02, eta: 2 days, 12:23:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2677, top5_acc: 0.5156, loss_cls: 4.2369, loss: 4.2369 2024-07-19 03:22:29,232 - pyskl - INFO - Epoch [78][3600/3746] lr: 4.690e-02, eta: 2 days, 12:22:12, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2669, top5_acc: 0.5162, loss_cls: 4.2584, loss: 4.2584 2024-07-19 03:23:51,199 - pyskl - INFO - Epoch [78][3700/3746] lr: 4.687e-02, eta: 2 days, 12:20:53, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5089, loss_cls: 4.2868, loss: 4.2868 2024-07-19 03:24:31,215 - pyskl - INFO - Saving checkpoint at 78 epochs 2024-07-19 03:26:22,703 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 03:26:23,437 - pyskl - INFO - top1_acc 0.2063 top5_acc 0.4275 2024-07-19 03:26:23,438 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 03:26:23,481 - pyskl - INFO - mean_acc 0.2062 2024-07-19 03:26:23,494 - pyskl - INFO - Epoch(val) [78][309] top1_acc: 0.2063, top5_acc: 0.4275, mean_class_accuracy: 0.2062 2024-07-19 03:30:16,379 - pyskl - INFO - Epoch [79][100/3746] lr: 4.683e-02, eta: 2 days, 12:20:42, time: 2.329, data_time: 1.314, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5262, loss_cls: 4.1655, loss: 4.1655 2024-07-19 03:31:39,385 - pyskl - INFO - Epoch [79][200/3746] lr: 4.680e-02, eta: 2 days, 12:19:24, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5081, loss_cls: 4.2388, loss: 4.2388 2024-07-19 03:33:01,387 - pyskl - INFO - Epoch [79][300/3746] lr: 4.678e-02, eta: 2 days, 12:18:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5133, loss_cls: 4.2313, loss: 4.2313 2024-07-19 03:34:23,691 - pyskl - INFO - Epoch [79][400/3746] lr: 4.675e-02, eta: 2 days, 12:16:45, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2786, top5_acc: 0.5248, loss_cls: 4.1741, loss: 4.1741 2024-07-19 03:35:45,851 - pyskl - INFO - Epoch [79][500/3746] lr: 4.672e-02, eta: 2 days, 12:15:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5203, loss_cls: 4.2166, loss: 4.2166 2024-07-19 03:37:07,827 - pyskl - INFO - Epoch [79][600/3746] lr: 4.669e-02, eta: 2 days, 12:14:07, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5070, loss_cls: 4.2253, loss: 4.2253 2024-07-19 03:38:30,231 - pyskl - INFO - Epoch [79][700/3746] lr: 4.667e-02, eta: 2 days, 12:12:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5133, loss_cls: 4.2301, loss: 4.2301 2024-07-19 03:39:53,083 - pyskl - INFO - Epoch [79][800/3746] lr: 4.664e-02, eta: 2 days, 12:11:30, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5155, loss_cls: 4.2370, loss: 4.2370 2024-07-19 03:41:15,389 - pyskl - INFO - Epoch [79][900/3746] lr: 4.661e-02, eta: 2 days, 12:10:11, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5142, loss_cls: 4.2098, loss: 4.2098 2024-07-19 03:42:37,562 - pyskl - INFO - Epoch [79][1000/3746] lr: 4.658e-02, eta: 2 days, 12:08:51, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5125, loss_cls: 4.2102, loss: 4.2102 2024-07-19 03:43:59,866 - pyskl - INFO - Epoch [79][1100/3746] lr: 4.655e-02, eta: 2 days, 12:07:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2648, top5_acc: 0.5072, loss_cls: 4.2743, loss: 4.2743 2024-07-19 03:45:21,866 - pyskl - INFO - Epoch [79][1200/3746] lr: 4.653e-02, eta: 2 days, 12:06:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2677, top5_acc: 0.5128, loss_cls: 4.2414, loss: 4.2414 2024-07-19 03:46:43,669 - pyskl - INFO - Epoch [79][1300/3746] lr: 4.650e-02, eta: 2 days, 12:04:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2642, top5_acc: 0.5069, loss_cls: 4.2833, loss: 4.2833 2024-07-19 03:48:05,579 - pyskl - INFO - Epoch [79][1400/3746] lr: 4.647e-02, eta: 2 days, 12:03:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5252, loss_cls: 4.1987, loss: 4.1987 2024-07-19 03:49:27,734 - pyskl - INFO - Epoch [79][1500/3746] lr: 4.644e-02, eta: 2 days, 12:02:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5189, loss_cls: 4.2435, loss: 4.2435 2024-07-19 03:50:49,843 - pyskl - INFO - Epoch [79][1600/3746] lr: 4.641e-02, eta: 2 days, 12:00:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.5055, loss_cls: 4.3053, loss: 4.3053 2024-07-19 03:52:12,138 - pyskl - INFO - Epoch [79][1700/3746] lr: 4.639e-02, eta: 2 days, 11:59:37, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2716, top5_acc: 0.5177, loss_cls: 4.2406, loss: 4.2406 2024-07-19 03:53:34,478 - pyskl - INFO - Epoch [79][1800/3746] lr: 4.636e-02, eta: 2 days, 11:58:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5220, loss_cls: 4.2163, loss: 4.2163 2024-07-19 03:54:56,622 - pyskl - INFO - Epoch [79][1900/3746] lr: 4.633e-02, eta: 2 days, 11:56:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5172, loss_cls: 4.2469, loss: 4.2469 2024-07-19 03:56:18,651 - pyskl - INFO - Epoch [79][2000/3746] lr: 4.630e-02, eta: 2 days, 11:55:40, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5180, loss_cls: 4.2458, loss: 4.2458 2024-07-19 03:57:41,020 - pyskl - INFO - Epoch [79][2100/3746] lr: 4.628e-02, eta: 2 days, 11:54:21, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5002, loss_cls: 4.2887, loss: 4.2887 2024-07-19 03:59:03,485 - pyskl - INFO - Epoch [79][2200/3746] lr: 4.625e-02, eta: 2 days, 11:53:02, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5139, loss_cls: 4.2416, loss: 4.2416 2024-07-19 04:00:25,556 - pyskl - INFO - Epoch [79][2300/3746] lr: 4.622e-02, eta: 2 days, 11:51:42, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5147, loss_cls: 4.2362, loss: 4.2362 2024-07-19 04:01:48,305 - pyskl - INFO - Epoch [79][2400/3746] lr: 4.619e-02, eta: 2 days, 11:50:24, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2602, top5_acc: 0.5128, loss_cls: 4.2523, loss: 4.2523 2024-07-19 04:03:10,141 - pyskl - INFO - Epoch [79][2500/3746] lr: 4.616e-02, eta: 2 days, 11:49:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5225, loss_cls: 4.2228, loss: 4.2228 2024-07-19 04:04:31,898 - pyskl - INFO - Epoch [79][2600/3746] lr: 4.614e-02, eta: 2 days, 11:47:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5181, loss_cls: 4.2297, loss: 4.2297 2024-07-19 04:05:54,281 - pyskl - INFO - Epoch [79][2700/3746] lr: 4.611e-02, eta: 2 days, 11:46:26, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5103, loss_cls: 4.2226, loss: 4.2226 2024-07-19 04:07:15,960 - pyskl - INFO - Epoch [79][2800/3746] lr: 4.608e-02, eta: 2 days, 11:45:06, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2623, top5_acc: 0.5086, loss_cls: 4.2634, loss: 4.2634 2024-07-19 04:08:37,589 - pyskl - INFO - Epoch [79][2900/3746] lr: 4.605e-02, eta: 2 days, 11:43:47, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2806, top5_acc: 0.5233, loss_cls: 4.1916, loss: 4.1916 2024-07-19 04:09:59,408 - pyskl - INFO - Epoch [79][3000/3746] lr: 4.602e-02, eta: 2 days, 11:42:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5169, loss_cls: 4.2252, loss: 4.2252 2024-07-19 04:11:20,927 - pyskl - INFO - Epoch [79][3100/3746] lr: 4.600e-02, eta: 2 days, 11:41:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5061, loss_cls: 4.2589, loss: 4.2589 2024-07-19 04:12:42,855 - pyskl - INFO - Epoch [79][3200/3746] lr: 4.597e-02, eta: 2 days, 11:39:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5184, loss_cls: 4.2381, loss: 4.2381 2024-07-19 04:14:04,725 - pyskl - INFO - Epoch [79][3300/3746] lr: 4.594e-02, eta: 2 days, 11:38:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5155, loss_cls: 4.2468, loss: 4.2468 2024-07-19 04:15:26,495 - pyskl - INFO - Epoch [79][3400/3746] lr: 4.591e-02, eta: 2 days, 11:37:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5220, loss_cls: 4.2055, loss: 4.2055 2024-07-19 04:16:48,422 - pyskl - INFO - Epoch [79][3500/3746] lr: 4.588e-02, eta: 2 days, 11:35:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5186, loss_cls: 4.2106, loss: 4.2106 2024-07-19 04:18:10,354 - pyskl - INFO - Epoch [79][3600/3746] lr: 4.586e-02, eta: 2 days, 11:34:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5078, loss_cls: 4.2769, loss: 4.2769 2024-07-19 04:19:32,598 - pyskl - INFO - Epoch [79][3700/3746] lr: 4.583e-02, eta: 2 days, 11:33:11, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5208, loss_cls: 4.2153, loss: 4.2153 2024-07-19 04:20:12,281 - pyskl - INFO - Saving checkpoint at 79 epochs 2024-07-19 04:22:03,415 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 04:22:04,087 - pyskl - INFO - top1_acc 0.2173 top5_acc 0.4597 2024-07-19 04:22:04,087 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 04:22:04,130 - pyskl - INFO - mean_acc 0.2172 2024-07-19 04:22:04,135 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_76.pth was removed 2024-07-19 04:22:04,405 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. 2024-07-19 04:22:04,405 - pyskl - INFO - Best top1_acc is 0.2173 at 79 epoch. 2024-07-19 04:22:04,418 - pyskl - INFO - Epoch(val) [79][309] top1_acc: 0.2173, top5_acc: 0.4597, mean_class_accuracy: 0.2172 2024-07-19 04:25:54,839 - pyskl - INFO - Epoch [80][100/3746] lr: 4.579e-02, eta: 2 days, 11:32:55, time: 2.304, data_time: 1.312, memory: 15990, top1_acc: 0.2739, top5_acc: 0.5253, loss_cls: 4.1816, loss: 4.1816 2024-07-19 04:27:17,783 - pyskl - INFO - Epoch [80][200/3746] lr: 4.576e-02, eta: 2 days, 11:31:36, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5181, loss_cls: 4.1862, loss: 4.1862 2024-07-19 04:28:39,798 - pyskl - INFO - Epoch [80][300/3746] lr: 4.573e-02, eta: 2 days, 11:30:17, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5147, loss_cls: 4.2340, loss: 4.2340 2024-07-19 04:30:01,935 - pyskl - INFO - Epoch [80][400/3746] lr: 4.570e-02, eta: 2 days, 11:28:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.5122, loss_cls: 4.2508, loss: 4.2508 2024-07-19 04:31:24,005 - pyskl - INFO - Epoch [80][500/3746] lr: 4.568e-02, eta: 2 days, 11:27:38, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5189, loss_cls: 4.2483, loss: 4.2483 2024-07-19 04:32:46,033 - pyskl - INFO - Epoch [80][600/3746] lr: 4.565e-02, eta: 2 days, 11:26:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2733, top5_acc: 0.5159, loss_cls: 4.2084, loss: 4.2084 2024-07-19 04:34:08,326 - pyskl - INFO - Epoch [80][700/3746] lr: 4.562e-02, eta: 2 days, 11:25:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5264, loss_cls: 4.1843, loss: 4.1843 2024-07-19 04:35:31,220 - pyskl - INFO - Epoch [80][800/3746] lr: 4.559e-02, eta: 2 days, 11:23:41, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2737, top5_acc: 0.5291, loss_cls: 4.1664, loss: 4.1664 2024-07-19 04:36:53,556 - pyskl - INFO - Epoch [80][900/3746] lr: 4.557e-02, eta: 2 days, 11:22:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5194, loss_cls: 4.2123, loss: 4.2123 2024-07-19 04:38:15,910 - pyskl - INFO - Epoch [80][1000/3746] lr: 4.554e-02, eta: 2 days, 11:21:03, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5169, loss_cls: 4.1825, loss: 4.1825 2024-07-19 04:39:37,914 - pyskl - INFO - Epoch [80][1100/3746] lr: 4.551e-02, eta: 2 days, 11:19:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5059, loss_cls: 4.2660, loss: 4.2660 2024-07-19 04:40:59,940 - pyskl - INFO - Epoch [80][1200/3746] lr: 4.548e-02, eta: 2 days, 11:18:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5153, loss_cls: 4.2507, loss: 4.2507 2024-07-19 04:42:21,620 - pyskl - INFO - Epoch [80][1300/3746] lr: 4.545e-02, eta: 2 days, 11:17:04, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5211, loss_cls: 4.2109, loss: 4.2109 2024-07-19 04:43:43,778 - pyskl - INFO - Epoch [80][1400/3746] lr: 4.543e-02, eta: 2 days, 11:15:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5202, loss_cls: 4.2168, loss: 4.2168 2024-07-19 04:45:05,899 - pyskl - INFO - Epoch [80][1500/3746] lr: 4.540e-02, eta: 2 days, 11:14:26, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2736, top5_acc: 0.5214, loss_cls: 4.2069, loss: 4.2069 2024-07-19 04:46:28,309 - pyskl - INFO - Epoch [80][1600/3746] lr: 4.537e-02, eta: 2 days, 11:13:07, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5178, loss_cls: 4.2217, loss: 4.2217 2024-07-19 04:47:51,032 - pyskl - INFO - Epoch [80][1700/3746] lr: 4.534e-02, eta: 2 days, 11:11:48, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5133, loss_cls: 4.2483, loss: 4.2483 2024-07-19 04:49:13,022 - pyskl - INFO - Epoch [80][1800/3746] lr: 4.532e-02, eta: 2 days, 11:10:28, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5136, loss_cls: 4.2430, loss: 4.2430 2024-07-19 04:50:34,799 - pyskl - INFO - Epoch [80][1900/3746] lr: 4.529e-02, eta: 2 days, 11:09:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5220, loss_cls: 4.1943, loss: 4.1943 2024-07-19 04:51:56,675 - pyskl - INFO - Epoch [80][2000/3746] lr: 4.526e-02, eta: 2 days, 11:07:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5261, loss_cls: 4.1980, loss: 4.1980 2024-07-19 04:53:18,783 - pyskl - INFO - Epoch [80][2100/3746] lr: 4.523e-02, eta: 2 days, 11:06:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.4992, loss_cls: 4.3067, loss: 4.3067 2024-07-19 04:54:41,232 - pyskl - INFO - Epoch [80][2200/3746] lr: 4.520e-02, eta: 2 days, 11:05:11, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5212, loss_cls: 4.2433, loss: 4.2433 2024-07-19 04:56:03,300 - pyskl - INFO - Epoch [80][2300/3746] lr: 4.518e-02, eta: 2 days, 11:03:51, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5188, loss_cls: 4.2351, loss: 4.2351 2024-07-19 04:57:26,279 - pyskl - INFO - Epoch [80][2400/3746] lr: 4.515e-02, eta: 2 days, 11:02:33, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2648, top5_acc: 0.5162, loss_cls: 4.2411, loss: 4.2411 2024-07-19 04:58:48,418 - pyskl - INFO - Epoch [80][2500/3746] lr: 4.512e-02, eta: 2 days, 11:01:13, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5122, loss_cls: 4.2370, loss: 4.2370 2024-07-19 05:00:11,060 - pyskl - INFO - Epoch [80][2600/3746] lr: 4.509e-02, eta: 2 days, 10:59:55, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5312, loss_cls: 4.1712, loss: 4.1712 2024-07-19 05:01:32,950 - pyskl - INFO - Epoch [80][2700/3746] lr: 4.506e-02, eta: 2 days, 10:58:35, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5181, loss_cls: 4.2044, loss: 4.2044 2024-07-19 05:02:55,072 - pyskl - INFO - Epoch [80][2800/3746] lr: 4.504e-02, eta: 2 days, 10:57:16, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5189, loss_cls: 4.2226, loss: 4.2226 2024-07-19 05:04:17,065 - pyskl - INFO - Epoch [80][2900/3746] lr: 4.501e-02, eta: 2 days, 10:55:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2741, top5_acc: 0.5184, loss_cls: 4.2196, loss: 4.2196 2024-07-19 05:05:38,852 - pyskl - INFO - Epoch [80][3000/3746] lr: 4.498e-02, eta: 2 days, 10:54:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5162, loss_cls: 4.2275, loss: 4.2275 2024-07-19 05:07:01,368 - pyskl - INFO - Epoch [80][3100/3746] lr: 4.495e-02, eta: 2 days, 10:53:17, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5236, loss_cls: 4.1958, loss: 4.1958 2024-07-19 05:08:23,210 - pyskl - INFO - Epoch [80][3200/3746] lr: 4.493e-02, eta: 2 days, 10:51:58, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5308, loss_cls: 4.1774, loss: 4.1774 2024-07-19 05:09:45,063 - pyskl - INFO - Epoch [80][3300/3746] lr: 4.490e-02, eta: 2 days, 10:50:38, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5303, loss_cls: 4.1698, loss: 4.1698 2024-07-19 05:11:07,005 - pyskl - INFO - Epoch [80][3400/3746] lr: 4.487e-02, eta: 2 days, 10:49:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5150, loss_cls: 4.2447, loss: 4.2447 2024-07-19 05:12:29,498 - pyskl - INFO - Epoch [80][3500/3746] lr: 4.484e-02, eta: 2 days, 10:48:00, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5212, loss_cls: 4.2055, loss: 4.2055 2024-07-19 05:13:51,941 - pyskl - INFO - Epoch [80][3600/3746] lr: 4.481e-02, eta: 2 days, 10:46:41, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5088, loss_cls: 4.2358, loss: 4.2358 2024-07-19 05:15:13,750 - pyskl - INFO - Epoch [80][3700/3746] lr: 4.479e-02, eta: 2 days, 10:45:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.5111, loss_cls: 4.2590, loss: 4.2590 2024-07-19 05:15:53,220 - pyskl - INFO - Saving checkpoint at 80 epochs 2024-07-19 05:17:44,017 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 05:17:44,691 - pyskl - INFO - top1_acc 0.2084 top5_acc 0.4369 2024-07-19 05:17:44,691 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 05:17:44,734 - pyskl - INFO - mean_acc 0.2082 2024-07-19 05:17:44,747 - pyskl - INFO - Epoch(val) [80][309] top1_acc: 0.2084, top5_acc: 0.4369, mean_class_accuracy: 0.2082 2024-07-19 05:21:36,362 - pyskl - INFO - Epoch [81][100/3746] lr: 4.475e-02, eta: 2 days, 10:45:03, time: 2.316, data_time: 1.328, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5198, loss_cls: 4.1962, loss: 4.1962 2024-07-19 05:22:59,286 - pyskl - INFO - Epoch [81][200/3746] lr: 4.472e-02, eta: 2 days, 10:43:44, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5147, loss_cls: 4.2061, loss: 4.2061 2024-07-19 05:24:21,400 - pyskl - INFO - Epoch [81][300/3746] lr: 4.469e-02, eta: 2 days, 10:42:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2737, top5_acc: 0.5311, loss_cls: 4.1692, loss: 4.1692 2024-07-19 05:25:43,454 - pyskl - INFO - Epoch [81][400/3746] lr: 4.466e-02, eta: 2 days, 10:41:05, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5211, loss_cls: 4.1736, loss: 4.1736 2024-07-19 05:27:06,056 - pyskl - INFO - Epoch [81][500/3746] lr: 4.463e-02, eta: 2 days, 10:39:46, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5330, loss_cls: 4.1269, loss: 4.1269 2024-07-19 05:28:28,014 - pyskl - INFO - Epoch [81][600/3746] lr: 4.461e-02, eta: 2 days, 10:38:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5273, loss_cls: 4.1904, loss: 4.1904 2024-07-19 05:29:50,080 - pyskl - INFO - Epoch [81][700/3746] lr: 4.458e-02, eta: 2 days, 10:37:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5266, loss_cls: 4.1905, loss: 4.1905 2024-07-19 05:31:11,833 - pyskl - INFO - Epoch [81][800/3746] lr: 4.455e-02, eta: 2 days, 10:35:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5294, loss_cls: 4.1791, loss: 4.1791 2024-07-19 05:32:33,797 - pyskl - INFO - Epoch [81][900/3746] lr: 4.452e-02, eta: 2 days, 10:34:28, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5292, loss_cls: 4.1463, loss: 4.1463 2024-07-19 05:33:56,582 - pyskl - INFO - Epoch [81][1000/3746] lr: 4.450e-02, eta: 2 days, 10:33:09, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5206, loss_cls: 4.2064, loss: 4.2064 2024-07-19 05:35:18,744 - pyskl - INFO - Epoch [81][1100/3746] lr: 4.447e-02, eta: 2 days, 10:31:49, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5248, loss_cls: 4.1867, loss: 4.1867 2024-07-19 05:36:40,712 - pyskl - INFO - Epoch [81][1200/3746] lr: 4.444e-02, eta: 2 days, 10:30:30, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5238, loss_cls: 4.1625, loss: 4.1625 2024-07-19 05:38:02,821 - pyskl - INFO - Epoch [81][1300/3746] lr: 4.441e-02, eta: 2 days, 10:29:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2828, top5_acc: 0.5166, loss_cls: 4.1818, loss: 4.1818 2024-07-19 05:39:24,673 - pyskl - INFO - Epoch [81][1400/3746] lr: 4.438e-02, eta: 2 days, 10:27:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5198, loss_cls: 4.1871, loss: 4.1871 2024-07-19 05:40:47,251 - pyskl - INFO - Epoch [81][1500/3746] lr: 4.436e-02, eta: 2 days, 10:26:32, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5273, loss_cls: 4.1965, loss: 4.1965 2024-07-19 05:42:09,199 - pyskl - INFO - Epoch [81][1600/3746] lr: 4.433e-02, eta: 2 days, 10:25:12, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5138, loss_cls: 4.2696, loss: 4.2696 2024-07-19 05:43:31,621 - pyskl - INFO - Epoch [81][1700/3746] lr: 4.430e-02, eta: 2 days, 10:23:53, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5119, loss_cls: 4.2399, loss: 4.2399 2024-07-19 05:44:53,945 - pyskl - INFO - Epoch [81][1800/3746] lr: 4.427e-02, eta: 2 days, 10:22:33, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5198, loss_cls: 4.2029, loss: 4.2029 2024-07-19 05:46:15,749 - pyskl - INFO - Epoch [81][1900/3746] lr: 4.425e-02, eta: 2 days, 10:21:14, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5127, loss_cls: 4.2162, loss: 4.2162 2024-07-19 05:47:38,026 - pyskl - INFO - Epoch [81][2000/3746] lr: 4.422e-02, eta: 2 days, 10:19:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5083, loss_cls: 4.2624, loss: 4.2624 2024-07-19 05:49:00,203 - pyskl - INFO - Epoch [81][2100/3746] lr: 4.419e-02, eta: 2 days, 10:18:35, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5130, loss_cls: 4.2552, loss: 4.2552 2024-07-19 05:50:22,819 - pyskl - INFO - Epoch [81][2200/3746] lr: 4.416e-02, eta: 2 days, 10:17:16, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5177, loss_cls: 4.2179, loss: 4.2179 2024-07-19 05:51:44,881 - pyskl - INFO - Epoch [81][2300/3746] lr: 4.413e-02, eta: 2 days, 10:15:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5284, loss_cls: 4.1468, loss: 4.1468 2024-07-19 05:53:07,048 - pyskl - INFO - Epoch [81][2400/3746] lr: 4.411e-02, eta: 2 days, 10:14:37, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5234, loss_cls: 4.2127, loss: 4.2127 2024-07-19 05:54:29,433 - pyskl - INFO - Epoch [81][2500/3746] lr: 4.408e-02, eta: 2 days, 10:13:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5178, loss_cls: 4.2122, loss: 4.2122 2024-07-19 05:55:52,493 - pyskl - INFO - Epoch [81][2600/3746] lr: 4.405e-02, eta: 2 days, 10:11:59, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5253, loss_cls: 4.1791, loss: 4.1791 2024-07-19 05:57:14,988 - pyskl - INFO - Epoch [81][2700/3746] lr: 4.402e-02, eta: 2 days, 10:10:40, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5155, loss_cls: 4.2228, loss: 4.2228 2024-07-19 05:58:36,898 - pyskl - INFO - Epoch [81][2800/3746] lr: 4.400e-02, eta: 2 days, 10:09:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5088, loss_cls: 4.2689, loss: 4.2689 2024-07-19 05:59:58,904 - pyskl - INFO - Epoch [81][2900/3746] lr: 4.397e-02, eta: 2 days, 10:08:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5131, loss_cls: 4.2499, loss: 4.2499 2024-07-19 06:01:21,943 - pyskl - INFO - Epoch [81][3000/3746] lr: 4.394e-02, eta: 2 days, 10:06:42, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5127, loss_cls: 4.2321, loss: 4.2321 2024-07-19 06:02:43,698 - pyskl - INFO - Epoch [81][3100/3746] lr: 4.391e-02, eta: 2 days, 10:05:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5264, loss_cls: 4.1784, loss: 4.1784 2024-07-19 06:04:05,740 - pyskl - INFO - Epoch [81][3200/3746] lr: 4.389e-02, eta: 2 days, 10:04:02, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5209, loss_cls: 4.2135, loss: 4.2135 2024-07-19 06:05:27,830 - pyskl - INFO - Epoch [81][3300/3746] lr: 4.386e-02, eta: 2 days, 10:02:43, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5164, loss_cls: 4.2320, loss: 4.2320 2024-07-19 06:06:49,790 - pyskl - INFO - Epoch [81][3400/3746] lr: 4.383e-02, eta: 2 days, 10:01:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5144, loss_cls: 4.2432, loss: 4.2432 2024-07-19 06:08:11,642 - pyskl - INFO - Epoch [81][3500/3746] lr: 4.380e-02, eta: 2 days, 10:00:04, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5138, loss_cls: 4.2206, loss: 4.2206 2024-07-19 06:09:33,518 - pyskl - INFO - Epoch [81][3600/3746] lr: 4.377e-02, eta: 2 days, 9:58:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5188, loss_cls: 4.2488, loss: 4.2488 2024-07-19 06:10:55,177 - pyskl - INFO - Epoch [81][3700/3746] lr: 4.375e-02, eta: 2 days, 9:57:24, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5197, loss_cls: 4.2143, loss: 4.2143 2024-07-19 06:11:35,028 - pyskl - INFO - Saving checkpoint at 81 epochs 2024-07-19 06:13:25,740 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 06:13:26,424 - pyskl - INFO - top1_acc 0.1981 top5_acc 0.4199 2024-07-19 06:13:26,424 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 06:13:26,467 - pyskl - INFO - mean_acc 0.1980 2024-07-19 06:13:26,481 - pyskl - INFO - Epoch(val) [81][309] top1_acc: 0.1981, top5_acc: 0.4199, mean_class_accuracy: 0.1980 2024-07-19 06:17:17,122 - pyskl - INFO - Epoch [82][100/3746] lr: 4.371e-02, eta: 2 days, 9:57:02, time: 2.306, data_time: 1.321, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5327, loss_cls: 4.1402, loss: 4.1402 2024-07-19 06:18:39,963 - pyskl - INFO - Epoch [82][200/3746] lr: 4.368e-02, eta: 2 days, 9:55:43, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5280, loss_cls: 4.1458, loss: 4.1458 2024-07-19 06:20:02,078 - pyskl - INFO - Epoch [82][300/3746] lr: 4.365e-02, eta: 2 days, 9:54:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2739, top5_acc: 0.5255, loss_cls: 4.1692, loss: 4.1692 2024-07-19 06:21:24,580 - pyskl - INFO - Epoch [82][400/3746] lr: 4.362e-02, eta: 2 days, 9:53:04, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5173, loss_cls: 4.2106, loss: 4.2106 2024-07-19 06:22:46,482 - pyskl - INFO - Epoch [82][500/3746] lr: 4.359e-02, eta: 2 days, 9:51:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2781, top5_acc: 0.5156, loss_cls: 4.2175, loss: 4.2175 2024-07-19 06:24:08,531 - pyskl - INFO - Epoch [82][600/3746] lr: 4.357e-02, eta: 2 days, 9:50:25, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5105, loss_cls: 4.2283, loss: 4.2283 2024-07-19 06:25:31,032 - pyskl - INFO - Epoch [82][700/3746] lr: 4.354e-02, eta: 2 days, 9:49:06, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5281, loss_cls: 4.2023, loss: 4.2023 2024-07-19 06:26:53,561 - pyskl - INFO - Epoch [82][800/3746] lr: 4.351e-02, eta: 2 days, 9:47:46, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5212, loss_cls: 4.2234, loss: 4.2234 2024-07-19 06:28:15,843 - pyskl - INFO - Epoch [82][900/3746] lr: 4.348e-02, eta: 2 days, 9:46:27, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5194, loss_cls: 4.1985, loss: 4.1985 2024-07-19 06:29:37,941 - pyskl - INFO - Epoch [82][1000/3746] lr: 4.346e-02, eta: 2 days, 9:45:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5273, loss_cls: 4.1736, loss: 4.1736 2024-07-19 06:31:00,490 - pyskl - INFO - Epoch [82][1100/3746] lr: 4.343e-02, eta: 2 days, 9:43:48, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5292, loss_cls: 4.1618, loss: 4.1618 2024-07-19 06:32:22,654 - pyskl - INFO - Epoch [82][1200/3746] lr: 4.340e-02, eta: 2 days, 9:42:29, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5250, loss_cls: 4.1958, loss: 4.1958 2024-07-19 06:33:44,942 - pyskl - INFO - Epoch [82][1300/3746] lr: 4.337e-02, eta: 2 days, 9:41:09, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5288, loss_cls: 4.1680, loss: 4.1680 2024-07-19 06:35:07,059 - pyskl - INFO - Epoch [82][1400/3746] lr: 4.335e-02, eta: 2 days, 9:39:50, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5120, loss_cls: 4.2642, loss: 4.2642 2024-07-19 06:36:30,076 - pyskl - INFO - Epoch [82][1500/3746] lr: 4.332e-02, eta: 2 days, 9:38:31, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5197, loss_cls: 4.2244, loss: 4.2244 2024-07-19 06:37:52,429 - pyskl - INFO - Epoch [82][1600/3746] lr: 4.329e-02, eta: 2 days, 9:37:11, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5183, loss_cls: 4.2168, loss: 4.2168 2024-07-19 06:39:15,238 - pyskl - INFO - Epoch [82][1700/3746] lr: 4.326e-02, eta: 2 days, 9:35:52, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5261, loss_cls: 4.1697, loss: 4.1697 2024-07-19 06:40:37,010 - pyskl - INFO - Epoch [82][1800/3746] lr: 4.323e-02, eta: 2 days, 9:34:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5245, loss_cls: 4.2299, loss: 4.2299 2024-07-19 06:41:58,632 - pyskl - INFO - Epoch [82][1900/3746] lr: 4.321e-02, eta: 2 days, 9:33:12, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5289, loss_cls: 4.1511, loss: 4.1511 2024-07-19 06:43:20,520 - pyskl - INFO - Epoch [82][2000/3746] lr: 4.318e-02, eta: 2 days, 9:31:53, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5270, loss_cls: 4.1990, loss: 4.1990 2024-07-19 06:44:42,430 - pyskl - INFO - Epoch [82][2100/3746] lr: 4.315e-02, eta: 2 days, 9:30:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2845, top5_acc: 0.5317, loss_cls: 4.1627, loss: 4.1627 2024-07-19 06:46:05,197 - pyskl - INFO - Epoch [82][2200/3746] lr: 4.312e-02, eta: 2 days, 9:29:14, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5167, loss_cls: 4.2554, loss: 4.2554 2024-07-19 06:47:27,330 - pyskl - INFO - Epoch [82][2300/3746] lr: 4.310e-02, eta: 2 days, 9:27:54, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5241, loss_cls: 4.1878, loss: 4.1878 2024-07-19 06:48:49,640 - pyskl - INFO - Epoch [82][2400/3746] lr: 4.307e-02, eta: 2 days, 9:26:35, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5245, loss_cls: 4.1897, loss: 4.1897 2024-07-19 06:50:11,845 - pyskl - INFO - Epoch [82][2500/3746] lr: 4.304e-02, eta: 2 days, 9:25:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5252, loss_cls: 4.2328, loss: 4.2328 2024-07-19 06:51:33,876 - pyskl - INFO - Epoch [82][2600/3746] lr: 4.301e-02, eta: 2 days, 9:23:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5192, loss_cls: 4.2063, loss: 4.2063 2024-07-19 06:52:55,688 - pyskl - INFO - Epoch [82][2700/3746] lr: 4.299e-02, eta: 2 days, 9:22:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2712, top5_acc: 0.5122, loss_cls: 4.2199, loss: 4.2199 2024-07-19 06:54:17,767 - pyskl - INFO - Epoch [82][2800/3746] lr: 4.296e-02, eta: 2 days, 9:21:16, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5267, loss_cls: 4.1603, loss: 4.1603 2024-07-19 06:55:39,482 - pyskl - INFO - Epoch [82][2900/3746] lr: 4.293e-02, eta: 2 days, 9:19:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2808, top5_acc: 0.5258, loss_cls: 4.1761, loss: 4.1761 2024-07-19 06:57:01,192 - pyskl - INFO - Epoch [82][3000/3746] lr: 4.290e-02, eta: 2 days, 9:18:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5161, loss_cls: 4.2242, loss: 4.2242 2024-07-19 06:58:22,824 - pyskl - INFO - Epoch [82][3100/3746] lr: 4.287e-02, eta: 2 days, 9:17:16, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2786, top5_acc: 0.5186, loss_cls: 4.1794, loss: 4.1794 2024-07-19 06:59:44,724 - pyskl - INFO - Epoch [82][3200/3746] lr: 4.285e-02, eta: 2 days, 9:15:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2733, top5_acc: 0.5275, loss_cls: 4.1670, loss: 4.1670 2024-07-19 07:01:06,630 - pyskl - INFO - Epoch [82][3300/3746] lr: 4.282e-02, eta: 2 days, 9:14:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5277, loss_cls: 4.1946, loss: 4.1946 2024-07-19 07:02:28,909 - pyskl - INFO - Epoch [82][3400/3746] lr: 4.279e-02, eta: 2 days, 9:13:17, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5134, loss_cls: 4.2231, loss: 4.2231 2024-07-19 07:03:50,873 - pyskl - INFO - Epoch [82][3500/3746] lr: 4.276e-02, eta: 2 days, 9:11:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5173, loss_cls: 4.1907, loss: 4.1907 2024-07-19 07:05:12,809 - pyskl - INFO - Epoch [82][3600/3746] lr: 4.274e-02, eta: 2 days, 9:10:37, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2712, top5_acc: 0.5172, loss_cls: 4.2121, loss: 4.2121 2024-07-19 07:06:34,737 - pyskl - INFO - Epoch [82][3700/3746] lr: 4.271e-02, eta: 2 days, 9:09:17, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5192, loss_cls: 4.2014, loss: 4.2014 2024-07-19 07:07:14,600 - pyskl - INFO - Saving checkpoint at 82 epochs 2024-07-19 07:09:05,787 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 07:09:06,455 - pyskl - INFO - top1_acc 0.2158 top5_acc 0.4452 2024-07-19 07:09:06,455 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 07:09:06,498 - pyskl - INFO - mean_acc 0.2158 2024-07-19 07:09:06,511 - pyskl - INFO - Epoch(val) [82][309] top1_acc: 0.2158, top5_acc: 0.4452, mean_class_accuracy: 0.2158 2024-07-19 07:12:59,761 - pyskl - INFO - Epoch [83][100/3746] lr: 4.267e-02, eta: 2 days, 9:08:55, time: 2.332, data_time: 1.344, memory: 15990, top1_acc: 0.2938, top5_acc: 0.5392, loss_cls: 4.0954, loss: 4.0954 2024-07-19 07:14:22,379 - pyskl - INFO - Epoch [83][200/3746] lr: 4.264e-02, eta: 2 days, 9:07:36, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5358, loss_cls: 4.0994, loss: 4.0994 2024-07-19 07:15:44,939 - pyskl - INFO - Epoch [83][300/3746] lr: 4.261e-02, eta: 2 days, 9:06:17, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5258, loss_cls: 4.1707, loss: 4.1707 2024-07-19 07:17:06,790 - pyskl - INFO - Epoch [83][400/3746] lr: 4.259e-02, eta: 2 days, 9:04:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5300, loss_cls: 4.1431, loss: 4.1431 2024-07-19 07:18:28,854 - pyskl - INFO - Epoch [83][500/3746] lr: 4.256e-02, eta: 2 days, 9:03:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5302, loss_cls: 4.1574, loss: 4.1574 2024-07-19 07:19:50,685 - pyskl - INFO - Epoch [83][600/3746] lr: 4.253e-02, eta: 2 days, 9:02:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5189, loss_cls: 4.1734, loss: 4.1734 2024-07-19 07:21:13,737 - pyskl - INFO - Epoch [83][700/3746] lr: 4.250e-02, eta: 2 days, 9:00:58, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2795, top5_acc: 0.5273, loss_cls: 4.1699, loss: 4.1699 2024-07-19 07:22:35,391 - pyskl - INFO - Epoch [83][800/3746] lr: 4.247e-02, eta: 2 days, 8:59:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5295, loss_cls: 4.1759, loss: 4.1759 2024-07-19 07:23:58,121 - pyskl - INFO - Epoch [83][900/3746] lr: 4.245e-02, eta: 2 days, 8:58:19, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5267, loss_cls: 4.1824, loss: 4.1824 2024-07-19 07:25:20,441 - pyskl - INFO - Epoch [83][1000/3746] lr: 4.242e-02, eta: 2 days, 8:56:59, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5223, loss_cls: 4.1742, loss: 4.1742 2024-07-19 07:26:42,036 - pyskl - INFO - Epoch [83][1100/3746] lr: 4.239e-02, eta: 2 days, 8:55:39, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5242, loss_cls: 4.1839, loss: 4.1839 2024-07-19 07:28:03,712 - pyskl - INFO - Epoch [83][1200/3746] lr: 4.236e-02, eta: 2 days, 8:54:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2716, top5_acc: 0.5180, loss_cls: 4.2261, loss: 4.2261 2024-07-19 07:29:26,111 - pyskl - INFO - Epoch [83][1300/3746] lr: 4.234e-02, eta: 2 days, 8:52:59, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5238, loss_cls: 4.1836, loss: 4.1836 2024-07-19 07:30:48,053 - pyskl - INFO - Epoch [83][1400/3746] lr: 4.231e-02, eta: 2 days, 8:51:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5247, loss_cls: 4.1387, loss: 4.1387 2024-07-19 07:32:10,269 - pyskl - INFO - Epoch [83][1500/3746] lr: 4.228e-02, eta: 2 days, 8:50:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2856, top5_acc: 0.5336, loss_cls: 4.1559, loss: 4.1559 2024-07-19 07:33:32,559 - pyskl - INFO - Epoch [83][1600/3746] lr: 4.225e-02, eta: 2 days, 8:49:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5212, loss_cls: 4.1875, loss: 4.1875 2024-07-19 07:34:55,235 - pyskl - INFO - Epoch [83][1700/3746] lr: 4.223e-02, eta: 2 days, 8:47:41, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5283, loss_cls: 4.1586, loss: 4.1586 2024-07-19 07:36:17,346 - pyskl - INFO - Epoch [83][1800/3746] lr: 4.220e-02, eta: 2 days, 8:46:21, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5286, loss_cls: 4.1551, loss: 4.1551 2024-07-19 07:37:39,510 - pyskl - INFO - Epoch [83][1900/3746] lr: 4.217e-02, eta: 2 days, 8:45:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5188, loss_cls: 4.2480, loss: 4.2480 2024-07-19 07:39:01,430 - pyskl - INFO - Epoch [83][2000/3746] lr: 4.214e-02, eta: 2 days, 8:43:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5273, loss_cls: 4.1779, loss: 4.1779 2024-07-19 07:40:23,134 - pyskl - INFO - Epoch [83][2100/3746] lr: 4.212e-02, eta: 2 days, 8:42:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5230, loss_cls: 4.2042, loss: 4.2042 2024-07-19 07:41:46,518 - pyskl - INFO - Epoch [83][2200/3746] lr: 4.209e-02, eta: 2 days, 8:41:03, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5180, loss_cls: 4.1879, loss: 4.1879 2024-07-19 07:43:08,775 - pyskl - INFO - Epoch [83][2300/3746] lr: 4.206e-02, eta: 2 days, 8:39:43, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5206, loss_cls: 4.2010, loss: 4.2010 2024-07-19 07:44:30,915 - pyskl - INFO - Epoch [83][2400/3746] lr: 4.203e-02, eta: 2 days, 8:38:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5166, loss_cls: 4.2353, loss: 4.2353 2024-07-19 07:45:53,315 - pyskl - INFO - Epoch [83][2500/3746] lr: 4.201e-02, eta: 2 days, 8:37:04, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5197, loss_cls: 4.1774, loss: 4.1774 2024-07-19 07:47:14,808 - pyskl - INFO - Epoch [83][2600/3746] lr: 4.198e-02, eta: 2 days, 8:35:44, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5302, loss_cls: 4.1707, loss: 4.1707 2024-07-19 07:48:36,711 - pyskl - INFO - Epoch [83][2700/3746] lr: 4.195e-02, eta: 2 days, 8:34:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2712, top5_acc: 0.5272, loss_cls: 4.1799, loss: 4.1799 2024-07-19 07:49:58,354 - pyskl - INFO - Epoch [83][2800/3746] lr: 4.192e-02, eta: 2 days, 8:33:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2759, top5_acc: 0.5289, loss_cls: 4.1597, loss: 4.1597 2024-07-19 07:51:19,677 - pyskl - INFO - Epoch [83][2900/3746] lr: 4.190e-02, eta: 2 days, 8:31:43, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5219, loss_cls: 4.2004, loss: 4.2004 2024-07-19 07:52:41,491 - pyskl - INFO - Epoch [83][3000/3746] lr: 4.187e-02, eta: 2 days, 8:30:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5164, loss_cls: 4.2146, loss: 4.2146 2024-07-19 07:54:03,961 - pyskl - INFO - Epoch [83][3100/3746] lr: 4.184e-02, eta: 2 days, 8:29:04, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5233, loss_cls: 4.2011, loss: 4.2011 2024-07-19 07:55:26,265 - pyskl - INFO - Epoch [83][3200/3746] lr: 4.181e-02, eta: 2 days, 8:27:44, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5186, loss_cls: 4.1881, loss: 4.1881 2024-07-19 07:56:48,024 - pyskl - INFO - Epoch [83][3300/3746] lr: 4.178e-02, eta: 2 days, 8:26:24, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5186, loss_cls: 4.2192, loss: 4.2192 2024-07-19 07:58:10,195 - pyskl - INFO - Epoch [83][3400/3746] lr: 4.176e-02, eta: 2 days, 8:25:04, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2642, top5_acc: 0.5167, loss_cls: 4.2123, loss: 4.2123 2024-07-19 07:59:31,710 - pyskl - INFO - Epoch [83][3500/3746] lr: 4.173e-02, eta: 2 days, 8:23:44, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2847, top5_acc: 0.5236, loss_cls: 4.1688, loss: 4.1688 2024-07-19 08:00:54,072 - pyskl - INFO - Epoch [83][3600/3746] lr: 4.170e-02, eta: 2 days, 8:22:25, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5122, loss_cls: 4.2017, loss: 4.2017 2024-07-19 08:02:16,084 - pyskl - INFO - Epoch [83][3700/3746] lr: 4.167e-02, eta: 2 days, 8:21:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5223, loss_cls: 4.2004, loss: 4.2004 2024-07-19 08:02:55,812 - pyskl - INFO - Saving checkpoint at 83 epochs 2024-07-19 08:04:46,020 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 08:04:46,773 - pyskl - INFO - top1_acc 0.2072 top5_acc 0.4344 2024-07-19 08:04:46,773 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 08:04:46,826 - pyskl - INFO - mean_acc 0.2069 2024-07-19 08:04:46,839 - pyskl - INFO - Epoch(val) [83][309] top1_acc: 0.2072, top5_acc: 0.4344, mean_class_accuracy: 0.2069 2024-07-19 08:08:39,794 - pyskl - INFO - Epoch [84][100/3746] lr: 4.163e-02, eta: 2 days, 8:20:40, time: 2.329, data_time: 1.342, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5298, loss_cls: 4.1223, loss: 4.1223 2024-07-19 08:10:02,496 - pyskl - INFO - Epoch [84][200/3746] lr: 4.161e-02, eta: 2 days, 8:19:20, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2812, top5_acc: 0.5342, loss_cls: 4.1212, loss: 4.1212 2024-07-19 08:11:25,671 - pyskl - INFO - Epoch [84][300/3746] lr: 4.158e-02, eta: 2 days, 8:18:01, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2855, top5_acc: 0.5380, loss_cls: 4.1275, loss: 4.1275 2024-07-19 08:12:47,815 - pyskl - INFO - Epoch [84][400/3746] lr: 4.155e-02, eta: 2 days, 8:16:41, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5277, loss_cls: 4.1331, loss: 4.1331 2024-07-19 08:14:10,213 - pyskl - INFO - Epoch [84][500/3746] lr: 4.152e-02, eta: 2 days, 8:15:22, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2723, top5_acc: 0.5283, loss_cls: 4.1774, loss: 4.1774 2024-07-19 08:15:32,543 - pyskl - INFO - Epoch [84][600/3746] lr: 4.150e-02, eta: 2 days, 8:14:02, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5236, loss_cls: 4.2051, loss: 4.2051 2024-07-19 08:16:55,307 - pyskl - INFO - Epoch [84][700/3746] lr: 4.147e-02, eta: 2 days, 8:12:43, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5316, loss_cls: 4.1465, loss: 4.1465 2024-07-19 08:18:17,304 - pyskl - INFO - Epoch [84][800/3746] lr: 4.144e-02, eta: 2 days, 8:11:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5189, loss_cls: 4.2146, loss: 4.2146 2024-07-19 08:19:39,887 - pyskl - INFO - Epoch [84][900/3746] lr: 4.141e-02, eta: 2 days, 8:10:03, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5241, loss_cls: 4.1570, loss: 4.1570 2024-07-19 08:21:01,905 - pyskl - INFO - Epoch [84][1000/3746] lr: 4.139e-02, eta: 2 days, 8:08:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5383, loss_cls: 4.1098, loss: 4.1098 2024-07-19 08:22:24,108 - pyskl - INFO - Epoch [84][1100/3746] lr: 4.136e-02, eta: 2 days, 8:07:24, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5363, loss_cls: 4.1538, loss: 4.1538 2024-07-19 08:23:46,226 - pyskl - INFO - Epoch [84][1200/3746] lr: 4.133e-02, eta: 2 days, 8:06:04, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5308, loss_cls: 4.1389, loss: 4.1389 2024-07-19 08:25:07,943 - pyskl - INFO - Epoch [84][1300/3746] lr: 4.130e-02, eta: 2 days, 8:04:44, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5247, loss_cls: 4.1650, loss: 4.1650 2024-07-19 08:26:30,253 - pyskl - INFO - Epoch [84][1400/3746] lr: 4.128e-02, eta: 2 days, 8:03:24, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5325, loss_cls: 4.1668, loss: 4.1668 2024-07-19 08:27:52,942 - pyskl - INFO - Epoch [84][1500/3746] lr: 4.125e-02, eta: 2 days, 8:02:05, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5247, loss_cls: 4.1915, loss: 4.1915 2024-07-19 08:29:15,045 - pyskl - INFO - Epoch [84][1600/3746] lr: 4.122e-02, eta: 2 days, 8:00:45, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5231, loss_cls: 4.1878, loss: 4.1878 2024-07-19 08:30:37,148 - pyskl - INFO - Epoch [84][1700/3746] lr: 4.119e-02, eta: 2 days, 7:59:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5175, loss_cls: 4.2333, loss: 4.2333 2024-07-19 08:31:59,515 - pyskl - INFO - Epoch [84][1800/3746] lr: 4.117e-02, eta: 2 days, 7:58:05, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5205, loss_cls: 4.1881, loss: 4.1881 2024-07-19 08:33:21,672 - pyskl - INFO - Epoch [84][1900/3746] lr: 4.114e-02, eta: 2 days, 7:56:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5156, loss_cls: 4.2194, loss: 4.2194 2024-07-19 08:34:43,916 - pyskl - INFO - Epoch [84][2000/3746] lr: 4.111e-02, eta: 2 days, 7:55:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5311, loss_cls: 4.1446, loss: 4.1446 2024-07-19 08:36:05,689 - pyskl - INFO - Epoch [84][2100/3746] lr: 4.108e-02, eta: 2 days, 7:54:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5272, loss_cls: 4.1685, loss: 4.1685 2024-07-19 08:37:28,570 - pyskl - INFO - Epoch [84][2200/3746] lr: 4.106e-02, eta: 2 days, 7:52:46, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5295, loss_cls: 4.1612, loss: 4.1612 2024-07-19 08:38:50,945 - pyskl - INFO - Epoch [84][2300/3746] lr: 4.103e-02, eta: 2 days, 7:51:27, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2759, top5_acc: 0.5189, loss_cls: 4.2119, loss: 4.2119 2024-07-19 08:40:13,637 - pyskl - INFO - Epoch [84][2400/3746] lr: 4.100e-02, eta: 2 days, 7:50:07, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2875, top5_acc: 0.5380, loss_cls: 4.1190, loss: 4.1190 2024-07-19 08:41:35,823 - pyskl - INFO - Epoch [84][2500/3746] lr: 4.097e-02, eta: 2 days, 7:48:47, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2786, top5_acc: 0.5278, loss_cls: 4.1705, loss: 4.1705 2024-07-19 08:42:57,834 - pyskl - INFO - Epoch [84][2600/3746] lr: 4.095e-02, eta: 2 days, 7:47:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5344, loss_cls: 4.1602, loss: 4.1602 2024-07-19 08:44:19,652 - pyskl - INFO - Epoch [84][2700/3746] lr: 4.092e-02, eta: 2 days, 7:46:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5314, loss_cls: 4.1699, loss: 4.1699 2024-07-19 08:45:41,489 - pyskl - INFO - Epoch [84][2800/3746] lr: 4.089e-02, eta: 2 days, 7:44:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2741, top5_acc: 0.5227, loss_cls: 4.1960, loss: 4.1960 2024-07-19 08:47:03,360 - pyskl - INFO - Epoch [84][2900/3746] lr: 4.086e-02, eta: 2 days, 7:43:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5292, loss_cls: 4.1465, loss: 4.1465 2024-07-19 08:48:25,445 - pyskl - INFO - Epoch [84][3000/3746] lr: 4.084e-02, eta: 2 days, 7:42:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5259, loss_cls: 4.1637, loss: 4.1637 2024-07-19 08:49:47,362 - pyskl - INFO - Epoch [84][3100/3746] lr: 4.081e-02, eta: 2 days, 7:40:47, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5275, loss_cls: 4.1669, loss: 4.1669 2024-07-19 08:51:08,957 - pyskl - INFO - Epoch [84][3200/3746] lr: 4.078e-02, eta: 2 days, 7:39:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5178, loss_cls: 4.1883, loss: 4.1883 2024-07-19 08:52:30,452 - pyskl - INFO - Epoch [84][3300/3746] lr: 4.075e-02, eta: 2 days, 7:38:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5217, loss_cls: 4.1866, loss: 4.1866 2024-07-19 08:53:52,282 - pyskl - INFO - Epoch [84][3400/3746] lr: 4.073e-02, eta: 2 days, 7:36:46, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2733, top5_acc: 0.5200, loss_cls: 4.2086, loss: 4.2086 2024-07-19 08:55:14,311 - pyskl - INFO - Epoch [84][3500/3746] lr: 4.070e-02, eta: 2 days, 7:35:26, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5244, loss_cls: 4.1744, loss: 4.1744 2024-07-19 08:56:36,582 - pyskl - INFO - Epoch [84][3600/3746] lr: 4.067e-02, eta: 2 days, 7:34:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5305, loss_cls: 4.1703, loss: 4.1703 2024-07-19 08:57:59,624 - pyskl - INFO - Epoch [84][3700/3746] lr: 4.064e-02, eta: 2 days, 7:32:48, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2781, top5_acc: 0.5230, loss_cls: 4.1833, loss: 4.1833 2024-07-19 08:58:39,202 - pyskl - INFO - Saving checkpoint at 84 epochs 2024-07-19 09:00:30,251 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 09:00:30,992 - pyskl - INFO - top1_acc 0.2204 top5_acc 0.4535 2024-07-19 09:00:30,993 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 09:00:31,037 - pyskl - INFO - mean_acc 0.2201 2024-07-19 09:00:31,041 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_79.pth was removed 2024-07-19 09:00:31,294 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. 2024-07-19 09:00:31,295 - pyskl - INFO - Best top1_acc is 0.2204 at 84 epoch. 2024-07-19 09:00:31,307 - pyskl - INFO - Epoch(val) [84][309] top1_acc: 0.2204, top5_acc: 0.4535, mean_class_accuracy: 0.2201 2024-07-19 09:04:32,039 - pyskl - INFO - Epoch [85][100/3746] lr: 4.060e-02, eta: 2 days, 7:32:26, time: 2.407, data_time: 1.406, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5392, loss_cls: 4.1373, loss: 4.1373 2024-07-19 09:05:54,400 - pyskl - INFO - Epoch [85][200/3746] lr: 4.058e-02, eta: 2 days, 7:31:06, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2850, top5_acc: 0.5366, loss_cls: 4.1206, loss: 4.1206 2024-07-19 09:07:17,147 - pyskl - INFO - Epoch [85][300/3746] lr: 4.055e-02, eta: 2 days, 7:29:47, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2773, top5_acc: 0.5364, loss_cls: 4.1088, loss: 4.1088 2024-07-19 09:08:39,360 - pyskl - INFO - Epoch [85][400/3746] lr: 4.052e-02, eta: 2 days, 7:28:27, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5342, loss_cls: 4.1344, loss: 4.1344 2024-07-19 09:10:01,036 - pyskl - INFO - Epoch [85][500/3746] lr: 4.049e-02, eta: 2 days, 7:27:06, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2806, top5_acc: 0.5375, loss_cls: 4.1461, loss: 4.1461 2024-07-19 09:11:23,099 - pyskl - INFO - Epoch [85][600/3746] lr: 4.047e-02, eta: 2 days, 7:25:46, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2830, top5_acc: 0.5289, loss_cls: 4.1417, loss: 4.1417 2024-07-19 09:12:45,256 - pyskl - INFO - Epoch [85][700/3746] lr: 4.044e-02, eta: 2 days, 7:24:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5220, loss_cls: 4.1856, loss: 4.1856 2024-07-19 09:14:07,480 - pyskl - INFO - Epoch [85][800/3746] lr: 4.041e-02, eta: 2 days, 7:23:07, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5238, loss_cls: 4.1824, loss: 4.1824 2024-07-19 09:15:29,898 - pyskl - INFO - Epoch [85][900/3746] lr: 4.038e-02, eta: 2 days, 7:21:47, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5347, loss_cls: 4.1433, loss: 4.1433 2024-07-19 09:16:51,868 - pyskl - INFO - Epoch [85][1000/3746] lr: 4.036e-02, eta: 2 days, 7:20:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2836, top5_acc: 0.5317, loss_cls: 4.1304, loss: 4.1304 2024-07-19 09:18:13,525 - pyskl - INFO - Epoch [85][1100/3746] lr: 4.033e-02, eta: 2 days, 7:19:06, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2781, top5_acc: 0.5339, loss_cls: 4.1296, loss: 4.1296 2024-07-19 09:19:35,416 - pyskl - INFO - Epoch [85][1200/3746] lr: 4.030e-02, eta: 2 days, 7:17:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2828, top5_acc: 0.5291, loss_cls: 4.1515, loss: 4.1515 2024-07-19 09:20:57,834 - pyskl - INFO - Epoch [85][1300/3746] lr: 4.027e-02, eta: 2 days, 7:16:27, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5300, loss_cls: 4.1606, loss: 4.1606 2024-07-19 09:22:20,770 - pyskl - INFO - Epoch [85][1400/3746] lr: 4.025e-02, eta: 2 days, 7:15:07, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2806, top5_acc: 0.5245, loss_cls: 4.1590, loss: 4.1590 2024-07-19 09:23:43,358 - pyskl - INFO - Epoch [85][1500/3746] lr: 4.022e-02, eta: 2 days, 7:13:48, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5384, loss_cls: 4.1436, loss: 4.1436 2024-07-19 09:25:05,433 - pyskl - INFO - Epoch [85][1600/3746] lr: 4.019e-02, eta: 2 days, 7:12:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2905, top5_acc: 0.5284, loss_cls: 4.1443, loss: 4.1443 2024-07-19 09:26:27,545 - pyskl - INFO - Epoch [85][1700/3746] lr: 4.016e-02, eta: 2 days, 7:11:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2797, top5_acc: 0.5295, loss_cls: 4.1507, loss: 4.1507 2024-07-19 09:27:49,288 - pyskl - INFO - Epoch [85][1800/3746] lr: 4.014e-02, eta: 2 days, 7:09:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5355, loss_cls: 4.1583, loss: 4.1583 2024-07-19 09:29:11,604 - pyskl - INFO - Epoch [85][1900/3746] lr: 4.011e-02, eta: 2 days, 7:08:28, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5227, loss_cls: 4.1892, loss: 4.1892 2024-07-19 09:30:33,202 - pyskl - INFO - Epoch [85][2000/3746] lr: 4.008e-02, eta: 2 days, 7:07:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5316, loss_cls: 4.1437, loss: 4.1437 2024-07-19 09:31:55,219 - pyskl - INFO - Epoch [85][2100/3746] lr: 4.006e-02, eta: 2 days, 7:05:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5352, loss_cls: 4.1448, loss: 4.1448 2024-07-19 09:33:17,451 - pyskl - INFO - Epoch [85][2200/3746] lr: 4.003e-02, eta: 2 days, 7:04:27, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5317, loss_cls: 4.1540, loss: 4.1540 2024-07-19 09:34:39,592 - pyskl - INFO - Epoch [85][2300/3746] lr: 4.000e-02, eta: 2 days, 7:03:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5397, loss_cls: 4.1192, loss: 4.1192 2024-07-19 09:36:02,210 - pyskl - INFO - Epoch [85][2400/3746] lr: 3.997e-02, eta: 2 days, 7:01:48, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5188, loss_cls: 4.1745, loss: 4.1745 2024-07-19 09:37:23,551 - pyskl - INFO - Epoch [85][2500/3746] lr: 3.995e-02, eta: 2 days, 7:00:27, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2770, top5_acc: 0.5300, loss_cls: 4.1551, loss: 4.1551 2024-07-19 09:38:45,614 - pyskl - INFO - Epoch [85][2600/3746] lr: 3.992e-02, eta: 2 days, 6:59:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2759, top5_acc: 0.5250, loss_cls: 4.1725, loss: 4.1725 2024-07-19 09:40:07,952 - pyskl - INFO - Epoch [85][2700/3746] lr: 3.989e-02, eta: 2 days, 6:57:47, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5250, loss_cls: 4.1832, loss: 4.1832 2024-07-19 09:41:30,432 - pyskl - INFO - Epoch [85][2800/3746] lr: 3.986e-02, eta: 2 days, 6:56:27, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2737, top5_acc: 0.5203, loss_cls: 4.1870, loss: 4.1870 2024-07-19 09:42:52,924 - pyskl - INFO - Epoch [85][2900/3746] lr: 3.984e-02, eta: 2 days, 6:55:08, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5292, loss_cls: 4.1179, loss: 4.1179 2024-07-19 09:44:15,159 - pyskl - INFO - Epoch [85][3000/3746] lr: 3.981e-02, eta: 2 days, 6:53:48, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5158, loss_cls: 4.2239, loss: 4.2239 2024-07-19 09:45:37,280 - pyskl - INFO - Epoch [85][3100/3746] lr: 3.978e-02, eta: 2 days, 6:52:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5200, loss_cls: 4.1800, loss: 4.1800 2024-07-19 09:46:59,013 - pyskl - INFO - Epoch [85][3200/3746] lr: 3.975e-02, eta: 2 days, 6:51:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5230, loss_cls: 4.1714, loss: 4.1714 2024-07-19 09:48:21,156 - pyskl - INFO - Epoch [85][3300/3746] lr: 3.973e-02, eta: 2 days, 6:49:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5292, loss_cls: 4.1573, loss: 4.1573 2024-07-19 09:49:42,990 - pyskl - INFO - Epoch [85][3400/3746] lr: 3.970e-02, eta: 2 days, 6:48:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5280, loss_cls: 4.1509, loss: 4.1509 2024-07-19 09:51:04,920 - pyskl - INFO - Epoch [85][3500/3746] lr: 3.967e-02, eta: 2 days, 6:47:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2836, top5_acc: 0.5245, loss_cls: 4.1903, loss: 4.1903 2024-07-19 09:52:26,861 - pyskl - INFO - Epoch [85][3600/3746] lr: 3.964e-02, eta: 2 days, 6:45:47, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5200, loss_cls: 4.1839, loss: 4.1839 2024-07-19 09:53:48,701 - pyskl - INFO - Epoch [85][3700/3746] lr: 3.962e-02, eta: 2 days, 6:44:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5255, loss_cls: 4.1712, loss: 4.1712 2024-07-19 09:54:28,400 - pyskl - INFO - Saving checkpoint at 85 epochs 2024-07-19 09:56:19,824 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 09:56:20,491 - pyskl - INFO - top1_acc 0.2261 top5_acc 0.4663 2024-07-19 09:56:20,491 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 09:56:20,534 - pyskl - INFO - mean_acc 0.2259 2024-07-19 09:56:20,538 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_84.pth was removed 2024-07-19 09:56:20,790 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. 2024-07-19 09:56:20,790 - pyskl - INFO - Best top1_acc is 0.2261 at 85 epoch. 2024-07-19 09:56:20,802 - pyskl - INFO - Epoch(val) [85][309] top1_acc: 0.2261, top5_acc: 0.4663, mean_class_accuracy: 0.2259 2024-07-19 10:00:23,450 - pyskl - INFO - Epoch [86][100/3746] lr: 3.958e-02, eta: 2 days, 6:44:04, time: 2.426, data_time: 1.400, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5467, loss_cls: 4.0864, loss: 4.0864 2024-07-19 10:01:46,453 - pyskl - INFO - Epoch [86][200/3746] lr: 3.955e-02, eta: 2 days, 6:42:44, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5330, loss_cls: 4.1184, loss: 4.1184 2024-07-19 10:03:09,896 - pyskl - INFO - Epoch [86][300/3746] lr: 3.952e-02, eta: 2 days, 6:41:25, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2844, top5_acc: 0.5400, loss_cls: 4.1070, loss: 4.1070 2024-07-19 10:04:32,850 - pyskl - INFO - Epoch [86][400/3746] lr: 3.950e-02, eta: 2 days, 6:40:06, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5294, loss_cls: 4.1509, loss: 4.1509 2024-07-19 10:05:55,546 - pyskl - INFO - Epoch [86][500/3746] lr: 3.947e-02, eta: 2 days, 6:38:46, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5355, loss_cls: 4.1026, loss: 4.1026 2024-07-19 10:07:18,716 - pyskl - INFO - Epoch [86][600/3746] lr: 3.944e-02, eta: 2 days, 6:37:27, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5387, loss_cls: 4.1024, loss: 4.1024 2024-07-19 10:08:40,488 - pyskl - INFO - Epoch [86][700/3746] lr: 3.941e-02, eta: 2 days, 6:36:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5344, loss_cls: 4.1419, loss: 4.1419 2024-07-19 10:10:03,060 - pyskl - INFO - Epoch [86][800/3746] lr: 3.939e-02, eta: 2 days, 6:34:47, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5414, loss_cls: 4.0965, loss: 4.0965 2024-07-19 10:11:24,852 - pyskl - INFO - Epoch [86][900/3746] lr: 3.936e-02, eta: 2 days, 6:33:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5245, loss_cls: 4.1668, loss: 4.1668 2024-07-19 10:12:46,566 - pyskl - INFO - Epoch [86][1000/3746] lr: 3.933e-02, eta: 2 days, 6:32:06, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5266, loss_cls: 4.1487, loss: 4.1487 2024-07-19 10:14:08,825 - pyskl - INFO - Epoch [86][1100/3746] lr: 3.930e-02, eta: 2 days, 6:30:46, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2812, top5_acc: 0.5328, loss_cls: 4.1217, loss: 4.1217 2024-07-19 10:15:31,125 - pyskl - INFO - Epoch [86][1200/3746] lr: 3.928e-02, eta: 2 days, 6:29:26, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5283, loss_cls: 4.1427, loss: 4.1427 2024-07-19 10:16:53,671 - pyskl - INFO - Epoch [86][1300/3746] lr: 3.925e-02, eta: 2 days, 6:28:07, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5227, loss_cls: 4.1603, loss: 4.1603 2024-07-19 10:18:15,619 - pyskl - INFO - Epoch [86][1400/3746] lr: 3.922e-02, eta: 2 days, 6:26:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5481, loss_cls: 4.0849, loss: 4.0849 2024-07-19 10:19:38,200 - pyskl - INFO - Epoch [86][1500/3746] lr: 3.919e-02, eta: 2 days, 6:25:27, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5295, loss_cls: 4.1717, loss: 4.1717 2024-07-19 10:21:00,290 - pyskl - INFO - Epoch [86][1600/3746] lr: 3.917e-02, eta: 2 days, 6:24:06, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5281, loss_cls: 4.1546, loss: 4.1546 2024-07-19 10:22:21,996 - pyskl - INFO - Epoch [86][1700/3746] lr: 3.914e-02, eta: 2 days, 6:22:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2844, top5_acc: 0.5309, loss_cls: 4.1386, loss: 4.1386 2024-07-19 10:23:44,176 - pyskl - INFO - Epoch [86][1800/3746] lr: 3.911e-02, eta: 2 days, 6:21:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5331, loss_cls: 4.1432, loss: 4.1432 2024-07-19 10:25:06,861 - pyskl - INFO - Epoch [86][1900/3746] lr: 3.909e-02, eta: 2 days, 6:20:06, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5323, loss_cls: 4.1446, loss: 4.1446 2024-07-19 10:26:29,322 - pyskl - INFO - Epoch [86][2000/3746] lr: 3.906e-02, eta: 2 days, 6:18:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2830, top5_acc: 0.5347, loss_cls: 4.1292, loss: 4.1292 2024-07-19 10:27:51,815 - pyskl - INFO - Epoch [86][2100/3746] lr: 3.903e-02, eta: 2 days, 6:17:27, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5317, loss_cls: 4.1508, loss: 4.1508 2024-07-19 10:29:13,410 - pyskl - INFO - Epoch [86][2200/3746] lr: 3.900e-02, eta: 2 days, 6:16:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5262, loss_cls: 4.1676, loss: 4.1676 2024-07-19 10:30:36,329 - pyskl - INFO - Epoch [86][2300/3746] lr: 3.898e-02, eta: 2 days, 6:14:47, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5269, loss_cls: 4.2011, loss: 4.2011 2024-07-19 10:31:58,297 - pyskl - INFO - Epoch [86][2400/3746] lr: 3.895e-02, eta: 2 days, 6:13:26, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5220, loss_cls: 4.1711, loss: 4.1711 2024-07-19 10:33:20,639 - pyskl - INFO - Epoch [86][2500/3746] lr: 3.892e-02, eta: 2 days, 6:12:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5373, loss_cls: 4.1488, loss: 4.1488 2024-07-19 10:34:42,758 - pyskl - INFO - Epoch [86][2600/3746] lr: 3.889e-02, eta: 2 days, 6:10:46, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5322, loss_cls: 4.1431, loss: 4.1431 2024-07-19 10:36:05,077 - pyskl - INFO - Epoch [86][2700/3746] lr: 3.887e-02, eta: 2 days, 6:09:26, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5369, loss_cls: 4.0748, loss: 4.0748 2024-07-19 10:37:26,835 - pyskl - INFO - Epoch [86][2800/3746] lr: 3.884e-02, eta: 2 days, 6:08:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2905, top5_acc: 0.5380, loss_cls: 4.0974, loss: 4.0974 2024-07-19 10:38:49,008 - pyskl - INFO - Epoch [86][2900/3746] lr: 3.881e-02, eta: 2 days, 6:06:46, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5258, loss_cls: 4.1975, loss: 4.1975 2024-07-19 10:40:11,617 - pyskl - INFO - Epoch [86][3000/3746] lr: 3.879e-02, eta: 2 days, 6:05:26, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5216, loss_cls: 4.1654, loss: 4.1654 2024-07-19 10:41:33,205 - pyskl - INFO - Epoch [86][3100/3746] lr: 3.876e-02, eta: 2 days, 6:04:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2828, top5_acc: 0.5248, loss_cls: 4.1514, loss: 4.1514 2024-07-19 10:42:54,591 - pyskl - INFO - Epoch [86][3200/3746] lr: 3.873e-02, eta: 2 days, 6:02:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5169, loss_cls: 4.2022, loss: 4.2022 2024-07-19 10:44:16,479 - pyskl - INFO - Epoch [86][3300/3746] lr: 3.870e-02, eta: 2 days, 6:01:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5162, loss_cls: 4.1887, loss: 4.1887 2024-07-19 10:45:38,118 - pyskl - INFO - Epoch [86][3400/3746] lr: 3.868e-02, eta: 2 days, 6:00:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5295, loss_cls: 4.1775, loss: 4.1775 2024-07-19 10:46:59,661 - pyskl - INFO - Epoch [86][3500/3746] lr: 3.865e-02, eta: 2 days, 5:58:44, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2827, top5_acc: 0.5220, loss_cls: 4.1879, loss: 4.1879 2024-07-19 10:48:21,264 - pyskl - INFO - Epoch [86][3600/3746] lr: 3.862e-02, eta: 2 days, 5:57:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5294, loss_cls: 4.1125, loss: 4.1125 2024-07-19 10:49:42,919 - pyskl - INFO - Epoch [86][3700/3746] lr: 3.860e-02, eta: 2 days, 5:56:03, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5289, loss_cls: 4.1506, loss: 4.1506 2024-07-19 10:50:22,041 - pyskl - INFO - Saving checkpoint at 86 epochs 2024-07-19 10:52:14,073 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 10:52:14,740 - pyskl - INFO - top1_acc 0.2296 top5_acc 0.4643 2024-07-19 10:52:14,740 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 10:52:14,788 - pyskl - INFO - mean_acc 0.2295 2024-07-19 10:52:14,793 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_85.pth was removed 2024-07-19 10:52:15,040 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. 2024-07-19 10:52:15,041 - pyskl - INFO - Best top1_acc is 0.2296 at 86 epoch. 2024-07-19 10:52:15,053 - pyskl - INFO - Epoch(val) [86][309] top1_acc: 0.2296, top5_acc: 0.4643, mean_class_accuracy: 0.2295 2024-07-19 10:56:05,212 - pyskl - INFO - Epoch [87][100/3746] lr: 3.856e-02, eta: 2 days, 5:55:28, time: 2.301, data_time: 1.311, memory: 15990, top1_acc: 0.3014, top5_acc: 0.5598, loss_cls: 4.0284, loss: 4.0284 2024-07-19 10:57:27,787 - pyskl - INFO - Epoch [87][200/3746] lr: 3.853e-02, eta: 2 days, 5:54:08, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5336, loss_cls: 4.1280, loss: 4.1280 2024-07-19 10:58:49,889 - pyskl - INFO - Epoch [87][300/3746] lr: 3.850e-02, eta: 2 days, 5:52:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5302, loss_cls: 4.1286, loss: 4.1286 2024-07-19 11:00:11,566 - pyskl - INFO - Epoch [87][400/3746] lr: 3.847e-02, eta: 2 days, 5:51:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5342, loss_cls: 4.1031, loss: 4.1031 2024-07-19 11:01:33,776 - pyskl - INFO - Epoch [87][500/3746] lr: 3.845e-02, eta: 2 days, 5:50:07, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2902, top5_acc: 0.5475, loss_cls: 4.0373, loss: 4.0373 2024-07-19 11:02:56,435 - pyskl - INFO - Epoch [87][600/3746] lr: 3.842e-02, eta: 2 days, 5:48:47, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5377, loss_cls: 4.1215, loss: 4.1215 2024-07-19 11:04:18,414 - pyskl - INFO - Epoch [87][700/3746] lr: 3.839e-02, eta: 2 days, 5:47:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2934, top5_acc: 0.5436, loss_cls: 4.0876, loss: 4.0876 2024-07-19 11:05:40,870 - pyskl - INFO - Epoch [87][800/3746] lr: 3.837e-02, eta: 2 days, 5:46:07, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2863, top5_acc: 0.5375, loss_cls: 4.1232, loss: 4.1232 2024-07-19 11:07:03,248 - pyskl - INFO - Epoch [87][900/3746] lr: 3.834e-02, eta: 2 days, 5:44:47, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2902, top5_acc: 0.5281, loss_cls: 4.1286, loss: 4.1286 2024-07-19 11:08:25,012 - pyskl - INFO - Epoch [87][1000/3746] lr: 3.831e-02, eta: 2 days, 5:43:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5398, loss_cls: 4.0625, loss: 4.0625 2024-07-19 11:09:47,004 - pyskl - INFO - Epoch [87][1100/3746] lr: 3.828e-02, eta: 2 days, 5:42:06, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2919, top5_acc: 0.5294, loss_cls: 4.1008, loss: 4.1008 2024-07-19 11:11:09,534 - pyskl - INFO - Epoch [87][1200/3746] lr: 3.826e-02, eta: 2 days, 5:40:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2856, top5_acc: 0.5337, loss_cls: 4.1012, loss: 4.1012 2024-07-19 11:12:31,712 - pyskl - INFO - Epoch [87][1300/3746] lr: 3.823e-02, eta: 2 days, 5:39:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2791, top5_acc: 0.5284, loss_cls: 4.1396, loss: 4.1396 2024-07-19 11:13:54,203 - pyskl - INFO - Epoch [87][1400/3746] lr: 3.820e-02, eta: 2 days, 5:38:06, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5383, loss_cls: 4.1209, loss: 4.1209 2024-07-19 11:15:16,566 - pyskl - INFO - Epoch [87][1500/3746] lr: 3.817e-02, eta: 2 days, 5:36:46, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2759, top5_acc: 0.5320, loss_cls: 4.1618, loss: 4.1618 2024-07-19 11:16:38,669 - pyskl - INFO - Epoch [87][1600/3746] lr: 3.815e-02, eta: 2 days, 5:35:26, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2877, top5_acc: 0.5380, loss_cls: 4.1282, loss: 4.1282 2024-07-19 11:18:00,710 - pyskl - INFO - Epoch [87][1700/3746] lr: 3.812e-02, eta: 2 days, 5:34:06, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5278, loss_cls: 4.1688, loss: 4.1688 2024-07-19 11:19:22,162 - pyskl - INFO - Epoch [87][1800/3746] lr: 3.809e-02, eta: 2 days, 5:32:45, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2764, top5_acc: 0.5217, loss_cls: 4.1740, loss: 4.1740 2024-07-19 11:20:43,958 - pyskl - INFO - Epoch [87][1900/3746] lr: 3.807e-02, eta: 2 days, 5:31:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2872, top5_acc: 0.5339, loss_cls: 4.1347, loss: 4.1347 2024-07-19 11:22:05,958 - pyskl - INFO - Epoch [87][2000/3746] lr: 3.804e-02, eta: 2 days, 5:30:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5344, loss_cls: 4.1593, loss: 4.1593 2024-07-19 11:23:28,053 - pyskl - INFO - Epoch [87][2100/3746] lr: 3.801e-02, eta: 2 days, 5:28:44, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5413, loss_cls: 4.1327, loss: 4.1327 2024-07-19 11:24:50,055 - pyskl - INFO - Epoch [87][2200/3746] lr: 3.798e-02, eta: 2 days, 5:27:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5294, loss_cls: 4.1328, loss: 4.1328 2024-07-19 11:26:12,652 - pyskl - INFO - Epoch [87][2300/3746] lr: 3.796e-02, eta: 2 days, 5:26:04, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5353, loss_cls: 4.1104, loss: 4.1104 2024-07-19 11:27:35,188 - pyskl - INFO - Epoch [87][2400/3746] lr: 3.793e-02, eta: 2 days, 5:24:44, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5306, loss_cls: 4.1468, loss: 4.1468 2024-07-19 11:28:57,572 - pyskl - INFO - Epoch [87][2500/3746] lr: 3.790e-02, eta: 2 days, 5:23:24, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5325, loss_cls: 4.1281, loss: 4.1281 2024-07-19 11:30:19,885 - pyskl - INFO - Epoch [87][2600/3746] lr: 3.788e-02, eta: 2 days, 5:22:04, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2767, top5_acc: 0.5323, loss_cls: 4.1622, loss: 4.1622 2024-07-19 11:31:41,972 - pyskl - INFO - Epoch [87][2700/3746] lr: 3.785e-02, eta: 2 days, 5:20:44, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5330, loss_cls: 4.1406, loss: 4.1406 2024-07-19 11:33:03,585 - pyskl - INFO - Epoch [87][2800/3746] lr: 3.782e-02, eta: 2 days, 5:19:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2805, top5_acc: 0.5302, loss_cls: 4.1461, loss: 4.1461 2024-07-19 11:34:25,232 - pyskl - INFO - Epoch [87][2900/3746] lr: 3.779e-02, eta: 2 days, 5:18:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5300, loss_cls: 4.1531, loss: 4.1531 2024-07-19 11:35:46,818 - pyskl - INFO - Epoch [87][3000/3746] lr: 3.777e-02, eta: 2 days, 5:16:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5350, loss_cls: 4.1395, loss: 4.1395 2024-07-19 11:37:08,939 - pyskl - INFO - Epoch [87][3100/3746] lr: 3.774e-02, eta: 2 days, 5:15:22, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5238, loss_cls: 4.1654, loss: 4.1654 2024-07-19 11:38:30,670 - pyskl - INFO - Epoch [87][3200/3746] lr: 3.771e-02, eta: 2 days, 5:14:02, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5309, loss_cls: 4.1320, loss: 4.1320 2024-07-19 11:39:52,225 - pyskl - INFO - Epoch [87][3300/3746] lr: 3.769e-02, eta: 2 days, 5:12:41, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5383, loss_cls: 4.1240, loss: 4.1240 2024-07-19 11:41:14,456 - pyskl - INFO - Epoch [87][3400/3746] lr: 3.766e-02, eta: 2 days, 5:11:21, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5275, loss_cls: 4.1529, loss: 4.1529 2024-07-19 11:42:36,337 - pyskl - INFO - Epoch [87][3500/3746] lr: 3.763e-02, eta: 2 days, 5:10:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5295, loss_cls: 4.1581, loss: 4.1581 2024-07-19 11:43:58,675 - pyskl - INFO - Epoch [87][3600/3746] lr: 3.761e-02, eta: 2 days, 5:08:40, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2811, top5_acc: 0.5277, loss_cls: 4.1511, loss: 4.1511 2024-07-19 11:45:20,818 - pyskl - INFO - Epoch [87][3700/3746] lr: 3.758e-02, eta: 2 days, 5:07:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2847, top5_acc: 0.5345, loss_cls: 4.1440, loss: 4.1440 2024-07-19 11:46:00,577 - pyskl - INFO - Saving checkpoint at 87 epochs 2024-07-19 11:47:52,005 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 11:47:52,674 - pyskl - INFO - top1_acc 0.2279 top5_acc 0.4658 2024-07-19 11:47:52,675 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 11:47:52,718 - pyskl - INFO - mean_acc 0.2275 2024-07-19 11:47:52,730 - pyskl - INFO - Epoch(val) [87][309] top1_acc: 0.2279, top5_acc: 0.4658, mean_class_accuracy: 0.2275 2024-07-19 11:51:41,327 - pyskl - INFO - Epoch [88][100/3746] lr: 3.754e-02, eta: 2 days, 5:06:42, time: 2.286, data_time: 1.297, memory: 15990, top1_acc: 0.3014, top5_acc: 0.5530, loss_cls: 4.0177, loss: 4.0177 2024-07-19 11:53:03,780 - pyskl - INFO - Epoch [88][200/3746] lr: 3.751e-02, eta: 2 days, 5:05:22, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2930, top5_acc: 0.5378, loss_cls: 4.0937, loss: 4.0937 2024-07-19 11:54:25,968 - pyskl - INFO - Epoch [88][300/3746] lr: 3.748e-02, eta: 2 days, 5:04:01, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2866, top5_acc: 0.5372, loss_cls: 4.1227, loss: 4.1227 2024-07-19 11:55:47,913 - pyskl - INFO - Epoch [88][400/3746] lr: 3.746e-02, eta: 2 days, 5:02:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5473, loss_cls: 4.0834, loss: 4.0834 2024-07-19 11:57:10,263 - pyskl - INFO - Epoch [88][500/3746] lr: 3.743e-02, eta: 2 days, 5:01:21, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2984, top5_acc: 0.5380, loss_cls: 4.0700, loss: 4.0700 2024-07-19 11:58:32,953 - pyskl - INFO - Epoch [88][600/3746] lr: 3.740e-02, eta: 2 days, 5:00:01, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5353, loss_cls: 4.1241, loss: 4.1241 2024-07-19 11:59:54,640 - pyskl - INFO - Epoch [88][700/3746] lr: 3.738e-02, eta: 2 days, 4:58:40, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2888, top5_acc: 0.5405, loss_cls: 4.0761, loss: 4.0761 2024-07-19 12:01:16,783 - pyskl - INFO - Epoch [88][800/3746] lr: 3.735e-02, eta: 2 days, 4:57:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2894, top5_acc: 0.5286, loss_cls: 4.1148, loss: 4.1148 2024-07-19 12:02:38,740 - pyskl - INFO - Epoch [88][900/3746] lr: 3.732e-02, eta: 2 days, 4:56:00, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5341, loss_cls: 4.1283, loss: 4.1283 2024-07-19 12:04:00,607 - pyskl - INFO - Epoch [88][1000/3746] lr: 3.730e-02, eta: 2 days, 4:54:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5361, loss_cls: 4.1081, loss: 4.1081 2024-07-19 12:05:22,647 - pyskl - INFO - Epoch [88][1100/3746] lr: 3.727e-02, eta: 2 days, 4:53:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5380, loss_cls: 4.1006, loss: 4.1006 2024-07-19 12:06:45,434 - pyskl - INFO - Epoch [88][1200/3746] lr: 3.724e-02, eta: 2 days, 4:51:59, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2797, top5_acc: 0.5281, loss_cls: 4.1465, loss: 4.1465 2024-07-19 12:08:07,485 - pyskl - INFO - Epoch [88][1300/3746] lr: 3.721e-02, eta: 2 days, 4:50:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5337, loss_cls: 4.1046, loss: 4.1046 2024-07-19 12:09:30,487 - pyskl - INFO - Epoch [88][1400/3746] lr: 3.719e-02, eta: 2 days, 4:49:19, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2830, top5_acc: 0.5358, loss_cls: 4.1204, loss: 4.1204 2024-07-19 12:10:52,907 - pyskl - INFO - Epoch [88][1500/3746] lr: 3.716e-02, eta: 2 days, 4:47:59, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5403, loss_cls: 4.1019, loss: 4.1019 2024-07-19 12:12:14,796 - pyskl - INFO - Epoch [88][1600/3746] lr: 3.713e-02, eta: 2 days, 4:46:38, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5327, loss_cls: 4.1079, loss: 4.1079 2024-07-19 12:13:37,080 - pyskl - INFO - Epoch [88][1700/3746] lr: 3.711e-02, eta: 2 days, 4:45:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2827, top5_acc: 0.5372, loss_cls: 4.1233, loss: 4.1233 2024-07-19 12:14:58,897 - pyskl - INFO - Epoch [88][1800/3746] lr: 3.708e-02, eta: 2 days, 4:43:58, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2945, top5_acc: 0.5453, loss_cls: 4.0639, loss: 4.0639 2024-07-19 12:16:20,608 - pyskl - INFO - Epoch [88][1900/3746] lr: 3.705e-02, eta: 2 days, 4:42:37, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5431, loss_cls: 4.0571, loss: 4.0571 2024-07-19 12:17:42,636 - pyskl - INFO - Epoch [88][2000/3746] lr: 3.703e-02, eta: 2 days, 4:41:17, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5336, loss_cls: 4.1311, loss: 4.1311 2024-07-19 12:19:05,157 - pyskl - INFO - Epoch [88][2100/3746] lr: 3.700e-02, eta: 2 days, 4:39:57, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5331, loss_cls: 4.1288, loss: 4.1288 2024-07-19 12:20:27,276 - pyskl - INFO - Epoch [88][2200/3746] lr: 3.697e-02, eta: 2 days, 4:38:36, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2930, top5_acc: 0.5344, loss_cls: 4.1087, loss: 4.1087 2024-07-19 12:21:49,116 - pyskl - INFO - Epoch [88][2300/3746] lr: 3.694e-02, eta: 2 days, 4:37:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2809, top5_acc: 0.5297, loss_cls: 4.1510, loss: 4.1510 2024-07-19 12:23:11,114 - pyskl - INFO - Epoch [88][2400/3746] lr: 3.692e-02, eta: 2 days, 4:35:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2845, top5_acc: 0.5402, loss_cls: 4.1018, loss: 4.1018 2024-07-19 12:24:33,371 - pyskl - INFO - Epoch [88][2500/3746] lr: 3.689e-02, eta: 2 days, 4:34:35, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2848, top5_acc: 0.5395, loss_cls: 4.1288, loss: 4.1288 2024-07-19 12:25:55,510 - pyskl - INFO - Epoch [88][2600/3746] lr: 3.686e-02, eta: 2 days, 4:33:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5339, loss_cls: 4.1285, loss: 4.1285 2024-07-19 12:27:17,580 - pyskl - INFO - Epoch [88][2700/3746] lr: 3.684e-02, eta: 2 days, 4:31:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2848, top5_acc: 0.5288, loss_cls: 4.1371, loss: 4.1371 2024-07-19 12:28:39,353 - pyskl - INFO - Epoch [88][2800/3746] lr: 3.681e-02, eta: 2 days, 4:30:34, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2855, top5_acc: 0.5292, loss_cls: 4.1437, loss: 4.1437 2024-07-19 12:30:01,231 - pyskl - INFO - Epoch [88][2900/3746] lr: 3.678e-02, eta: 2 days, 4:29:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2877, top5_acc: 0.5228, loss_cls: 4.1317, loss: 4.1317 2024-07-19 12:31:23,553 - pyskl - INFO - Epoch [88][3000/3746] lr: 3.676e-02, eta: 2 days, 4:27:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2928, top5_acc: 0.5427, loss_cls: 4.0835, loss: 4.0835 2024-07-19 12:32:45,680 - pyskl - INFO - Epoch [88][3100/3746] lr: 3.673e-02, eta: 2 days, 4:26:33, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5241, loss_cls: 4.1461, loss: 4.1461 2024-07-19 12:34:08,048 - pyskl - INFO - Epoch [88][3200/3746] lr: 3.670e-02, eta: 2 days, 4:25:13, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5247, loss_cls: 4.1867, loss: 4.1867 2024-07-19 12:35:30,047 - pyskl - INFO - Epoch [88][3300/3746] lr: 3.667e-02, eta: 2 days, 4:23:53, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5377, loss_cls: 4.1070, loss: 4.1070 2024-07-19 12:36:52,353 - pyskl - INFO - Epoch [88][3400/3746] lr: 3.665e-02, eta: 2 days, 4:22:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5275, loss_cls: 4.1645, loss: 4.1645 2024-07-19 12:38:14,338 - pyskl - INFO - Epoch [88][3500/3746] lr: 3.662e-02, eta: 2 days, 4:21:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5363, loss_cls: 4.0900, loss: 4.0900 2024-07-19 12:39:36,544 - pyskl - INFO - Epoch [88][3600/3746] lr: 3.659e-02, eta: 2 days, 4:19:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2844, top5_acc: 0.5261, loss_cls: 4.1260, loss: 4.1260 2024-07-19 12:40:57,887 - pyskl - INFO - Epoch [88][3700/3746] lr: 3.657e-02, eta: 2 days, 4:18:31, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2869, top5_acc: 0.5280, loss_cls: 4.1386, loss: 4.1386 2024-07-19 12:41:38,220 - pyskl - INFO - Saving checkpoint at 88 epochs 2024-07-19 12:43:29,605 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 12:43:30,404 - pyskl - INFO - top1_acc 0.2224 top5_acc 0.4504 2024-07-19 12:43:30,404 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 12:43:30,455 - pyskl - INFO - mean_acc 0.2222 2024-07-19 12:43:30,468 - pyskl - INFO - Epoch(val) [88][309] top1_acc: 0.2224, top5_acc: 0.4504, mean_class_accuracy: 0.2222 2024-07-19 12:47:20,979 - pyskl - INFO - Epoch [89][100/3746] lr: 3.653e-02, eta: 2 days, 4:17:52, time: 2.305, data_time: 1.312, memory: 15990, top1_acc: 0.2869, top5_acc: 0.5456, loss_cls: 4.0712, loss: 4.0712 2024-07-19 12:48:44,257 - pyskl - INFO - Epoch [89][200/3746] lr: 3.650e-02, eta: 2 days, 4:16:32, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5386, loss_cls: 4.0768, loss: 4.0768 2024-07-19 12:50:06,875 - pyskl - INFO - Epoch [89][300/3746] lr: 3.647e-02, eta: 2 days, 4:15:12, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5487, loss_cls: 4.0592, loss: 4.0592 2024-07-19 12:51:28,328 - pyskl - INFO - Epoch [89][400/3746] lr: 3.645e-02, eta: 2 days, 4:13:51, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5447, loss_cls: 4.0719, loss: 4.0719 2024-07-19 12:52:50,215 - pyskl - INFO - Epoch [89][500/3746] lr: 3.642e-02, eta: 2 days, 4:12:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5523, loss_cls: 4.0686, loss: 4.0686 2024-07-19 12:54:13,098 - pyskl - INFO - Epoch [89][600/3746] lr: 3.639e-02, eta: 2 days, 4:11:11, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5309, loss_cls: 4.1133, loss: 4.1133 2024-07-19 12:55:35,222 - pyskl - INFO - Epoch [89][700/3746] lr: 3.637e-02, eta: 2 days, 4:09:50, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5434, loss_cls: 4.0842, loss: 4.0842 2024-07-19 12:56:57,814 - pyskl - INFO - Epoch [89][800/3746] lr: 3.634e-02, eta: 2 days, 4:08:30, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5439, loss_cls: 4.0717, loss: 4.0717 2024-07-19 12:58:20,176 - pyskl - INFO - Epoch [89][900/3746] lr: 3.631e-02, eta: 2 days, 4:07:10, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5409, loss_cls: 4.0666, loss: 4.0666 2024-07-19 12:59:42,225 - pyskl - INFO - Epoch [89][1000/3746] lr: 3.629e-02, eta: 2 days, 4:05:50, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2933, top5_acc: 0.5406, loss_cls: 4.0685, loss: 4.0685 2024-07-19 13:01:03,715 - pyskl - INFO - Epoch [89][1100/3746] lr: 3.626e-02, eta: 2 days, 4:04:29, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5461, loss_cls: 4.0801, loss: 4.0801 2024-07-19 13:02:26,547 - pyskl - INFO - Epoch [89][1200/3746] lr: 3.623e-02, eta: 2 days, 4:03:09, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5383, loss_cls: 4.0946, loss: 4.0946 2024-07-19 13:03:48,976 - pyskl - INFO - Epoch [89][1300/3746] lr: 3.620e-02, eta: 2 days, 4:01:49, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5389, loss_cls: 4.1428, loss: 4.1428 2024-07-19 13:05:11,466 - pyskl - INFO - Epoch [89][1400/3746] lr: 3.618e-02, eta: 2 days, 4:00:29, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5452, loss_cls: 4.0637, loss: 4.0637 2024-07-19 13:06:34,037 - pyskl - INFO - Epoch [89][1500/3746] lr: 3.615e-02, eta: 2 days, 3:59:08, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2950, top5_acc: 0.5419, loss_cls: 4.0640, loss: 4.0640 2024-07-19 13:07:56,097 - pyskl - INFO - Epoch [89][1600/3746] lr: 3.612e-02, eta: 2 days, 3:57:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2888, top5_acc: 0.5291, loss_cls: 4.1288, loss: 4.1288 2024-07-19 13:09:17,880 - pyskl - INFO - Epoch [89][1700/3746] lr: 3.610e-02, eta: 2 days, 3:56:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5409, loss_cls: 4.1055, loss: 4.1055 2024-07-19 13:10:40,091 - pyskl - INFO - Epoch [89][1800/3746] lr: 3.607e-02, eta: 2 days, 3:55:07, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2795, top5_acc: 0.5334, loss_cls: 4.1245, loss: 4.1245 2024-07-19 13:12:01,873 - pyskl - INFO - Epoch [89][1900/3746] lr: 3.604e-02, eta: 2 days, 3:53:46, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2900, top5_acc: 0.5377, loss_cls: 4.1267, loss: 4.1267 2024-07-19 13:13:23,920 - pyskl - INFO - Epoch [89][2000/3746] lr: 3.602e-02, eta: 2 days, 3:52:26, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2906, top5_acc: 0.5430, loss_cls: 4.0868, loss: 4.0868 2024-07-19 13:14:46,955 - pyskl - INFO - Epoch [89][2100/3746] lr: 3.599e-02, eta: 2 days, 3:51:06, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5342, loss_cls: 4.1176, loss: 4.1176 2024-07-19 13:16:08,952 - pyskl - INFO - Epoch [89][2200/3746] lr: 3.596e-02, eta: 2 days, 3:49:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5325, loss_cls: 4.1509, loss: 4.1509 2024-07-19 13:17:30,940 - pyskl - INFO - Epoch [89][2300/3746] lr: 3.594e-02, eta: 2 days, 3:48:25, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2836, top5_acc: 0.5367, loss_cls: 4.1213, loss: 4.1213 2024-07-19 13:18:52,843 - pyskl - INFO - Epoch [89][2400/3746] lr: 3.591e-02, eta: 2 days, 3:47:05, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2891, top5_acc: 0.5520, loss_cls: 4.0809, loss: 4.0809 2024-07-19 13:20:15,013 - pyskl - INFO - Epoch [89][2500/3746] lr: 3.588e-02, eta: 2 days, 3:45:44, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5384, loss_cls: 4.0959, loss: 4.0959 2024-07-19 13:21:36,917 - pyskl - INFO - Epoch [89][2600/3746] lr: 3.586e-02, eta: 2 days, 3:44:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5314, loss_cls: 4.0929, loss: 4.0929 2024-07-19 13:22:58,706 - pyskl - INFO - Epoch [89][2700/3746] lr: 3.583e-02, eta: 2 days, 3:43:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5370, loss_cls: 4.0812, loss: 4.0812 2024-07-19 13:24:20,993 - pyskl - INFO - Epoch [89][2800/3746] lr: 3.580e-02, eta: 2 days, 3:41:43, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5373, loss_cls: 4.1412, loss: 4.1412 2024-07-19 13:25:42,801 - pyskl - INFO - Epoch [89][2900/3746] lr: 3.578e-02, eta: 2 days, 3:40:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5345, loss_cls: 4.1167, loss: 4.1167 2024-07-19 13:27:04,438 - pyskl - INFO - Epoch [89][3000/3746] lr: 3.575e-02, eta: 2 days, 3:39:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5367, loss_cls: 4.1042, loss: 4.1042 2024-07-19 13:28:26,404 - pyskl - INFO - Epoch [89][3100/3746] lr: 3.572e-02, eta: 2 days, 3:37:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5352, loss_cls: 4.1058, loss: 4.1058 2024-07-19 13:29:48,435 - pyskl - INFO - Epoch [89][3200/3746] lr: 3.569e-02, eta: 2 days, 3:36:20, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2872, top5_acc: 0.5330, loss_cls: 4.1163, loss: 4.1163 2024-07-19 13:31:10,930 - pyskl - INFO - Epoch [89][3300/3746] lr: 3.567e-02, eta: 2 days, 3:35:00, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2875, top5_acc: 0.5303, loss_cls: 4.1234, loss: 4.1234 2024-07-19 13:32:33,014 - pyskl - INFO - Epoch [89][3400/3746] lr: 3.564e-02, eta: 2 days, 3:33:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5272, loss_cls: 4.1333, loss: 4.1333 2024-07-19 13:33:54,903 - pyskl - INFO - Epoch [89][3500/3746] lr: 3.561e-02, eta: 2 days, 3:32:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2856, top5_acc: 0.5248, loss_cls: 4.1450, loss: 4.1450 2024-07-19 13:35:16,865 - pyskl - INFO - Epoch [89][3600/3746] lr: 3.559e-02, eta: 2 days, 3:30:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2836, top5_acc: 0.5361, loss_cls: 4.1345, loss: 4.1345 2024-07-19 13:36:38,983 - pyskl - INFO - Epoch [89][3700/3746] lr: 3.556e-02, eta: 2 days, 3:29:38, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5355, loss_cls: 4.1298, loss: 4.1298 2024-07-19 13:37:18,712 - pyskl - INFO - Saving checkpoint at 89 epochs 2024-07-19 13:39:10,279 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 13:39:10,951 - pyskl - INFO - top1_acc 0.2096 top5_acc 0.4458 2024-07-19 13:39:10,951 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 13:39:10,996 - pyskl - INFO - mean_acc 0.2094 2024-07-19 13:39:11,008 - pyskl - INFO - Epoch(val) [89][309] top1_acc: 0.2096, top5_acc: 0.4458, mean_class_accuracy: 0.2094 2024-07-19 13:42:59,994 - pyskl - INFO - Epoch [90][100/3746] lr: 3.552e-02, eta: 2 days, 3:28:56, time: 2.290, data_time: 1.302, memory: 15990, top1_acc: 0.2948, top5_acc: 0.5527, loss_cls: 4.0279, loss: 4.0279 2024-07-19 13:44:22,073 - pyskl - INFO - Epoch [90][200/3746] lr: 3.550e-02, eta: 2 days, 3:27:35, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5522, loss_cls: 4.0394, loss: 4.0394 2024-07-19 13:45:44,560 - pyskl - INFO - Epoch [90][300/3746] lr: 3.547e-02, eta: 2 days, 3:26:15, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5473, loss_cls: 4.0340, loss: 4.0340 2024-07-19 13:47:06,359 - pyskl - INFO - Epoch [90][400/3746] lr: 3.544e-02, eta: 2 days, 3:24:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5500, loss_cls: 4.0223, loss: 4.0223 2024-07-19 13:48:28,583 - pyskl - INFO - Epoch [90][500/3746] lr: 3.541e-02, eta: 2 days, 3:23:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5439, loss_cls: 4.0494, loss: 4.0494 2024-07-19 13:49:51,195 - pyskl - INFO - Epoch [90][600/3746] lr: 3.539e-02, eta: 2 days, 3:22:14, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3009, top5_acc: 0.5522, loss_cls: 4.0309, loss: 4.0309 2024-07-19 13:51:13,330 - pyskl - INFO - Epoch [90][700/3746] lr: 3.536e-02, eta: 2 days, 3:20:53, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5370, loss_cls: 4.1159, loss: 4.1159 2024-07-19 13:52:36,114 - pyskl - INFO - Epoch [90][800/3746] lr: 3.533e-02, eta: 2 days, 3:19:33, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2867, top5_acc: 0.5433, loss_cls: 4.0832, loss: 4.0832 2024-07-19 13:53:58,785 - pyskl - INFO - Epoch [90][900/3746] lr: 3.531e-02, eta: 2 days, 3:18:13, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5408, loss_cls: 4.1165, loss: 4.1165 2024-07-19 13:55:20,267 - pyskl - INFO - Epoch [90][1000/3746] lr: 3.528e-02, eta: 2 days, 3:16:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2945, top5_acc: 0.5405, loss_cls: 4.0766, loss: 4.0766 2024-07-19 13:56:42,277 - pyskl - INFO - Epoch [90][1100/3746] lr: 3.525e-02, eta: 2 days, 3:15:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2888, top5_acc: 0.5423, loss_cls: 4.1022, loss: 4.1022 2024-07-19 13:58:04,769 - pyskl - INFO - Epoch [90][1200/3746] lr: 3.523e-02, eta: 2 days, 3:14:11, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5342, loss_cls: 4.1083, loss: 4.1083 2024-07-19 13:59:27,007 - pyskl - INFO - Epoch [90][1300/3746] lr: 3.520e-02, eta: 2 days, 3:12:51, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5469, loss_cls: 4.0474, loss: 4.0474 2024-07-19 14:00:49,130 - pyskl - INFO - Epoch [90][1400/3746] lr: 3.517e-02, eta: 2 days, 3:11:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5330, loss_cls: 4.1173, loss: 4.1173 2024-07-19 14:02:10,948 - pyskl - INFO - Epoch [90][1500/3746] lr: 3.515e-02, eta: 2 days, 3:10:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5317, loss_cls: 4.1324, loss: 4.1324 2024-07-19 14:03:32,926 - pyskl - INFO - Epoch [90][1600/3746] lr: 3.512e-02, eta: 2 days, 3:08:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5373, loss_cls: 4.0929, loss: 4.0929 2024-07-19 14:04:55,190 - pyskl - INFO - Epoch [90][1700/3746] lr: 3.509e-02, eta: 2 days, 3:07:29, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5316, loss_cls: 4.1423, loss: 4.1423 2024-07-19 14:06:17,369 - pyskl - INFO - Epoch [90][1800/3746] lr: 3.507e-02, eta: 2 days, 3:06:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2900, top5_acc: 0.5436, loss_cls: 4.0759, loss: 4.0759 2024-07-19 14:07:39,577 - pyskl - INFO - Epoch [90][1900/3746] lr: 3.504e-02, eta: 2 days, 3:04:48, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5445, loss_cls: 4.0908, loss: 4.0908 2024-07-19 14:09:01,503 - pyskl - INFO - Epoch [90][2000/3746] lr: 3.501e-02, eta: 2 days, 3:03:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5366, loss_cls: 4.1106, loss: 4.1106 2024-07-19 14:10:24,363 - pyskl - INFO - Epoch [90][2100/3746] lr: 3.499e-02, eta: 2 days, 3:02:07, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2978, top5_acc: 0.5475, loss_cls: 4.0834, loss: 4.0834 2024-07-19 14:11:46,505 - pyskl - INFO - Epoch [90][2200/3746] lr: 3.496e-02, eta: 2 days, 3:00:47, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5386, loss_cls: 4.0956, loss: 4.0956 2024-07-19 14:13:09,086 - pyskl - INFO - Epoch [90][2300/3746] lr: 3.493e-02, eta: 2 days, 2:59:27, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2903, top5_acc: 0.5341, loss_cls: 4.1123, loss: 4.1123 2024-07-19 14:14:31,421 - pyskl - INFO - Epoch [90][2400/3746] lr: 3.491e-02, eta: 2 days, 2:58:06, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5517, loss_cls: 4.0260, loss: 4.0260 2024-07-19 14:15:53,301 - pyskl - INFO - Epoch [90][2500/3746] lr: 3.488e-02, eta: 2 days, 2:56:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5391, loss_cls: 4.1014, loss: 4.1014 2024-07-19 14:17:15,724 - pyskl - INFO - Epoch [90][2600/3746] lr: 3.485e-02, eta: 2 days, 2:55:25, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5386, loss_cls: 4.0849, loss: 4.0849 2024-07-19 14:18:37,601 - pyskl - INFO - Epoch [90][2700/3746] lr: 3.483e-02, eta: 2 days, 2:54:05, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5352, loss_cls: 4.1008, loss: 4.1008 2024-07-19 14:19:59,580 - pyskl - INFO - Epoch [90][2800/3746] lr: 3.480e-02, eta: 2 days, 2:52:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2909, top5_acc: 0.5323, loss_cls: 4.1074, loss: 4.1074 2024-07-19 14:21:21,336 - pyskl - INFO - Epoch [90][2900/3746] lr: 3.477e-02, eta: 2 days, 2:51:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5491, loss_cls: 4.0632, loss: 4.0632 2024-07-19 14:22:43,515 - pyskl - INFO - Epoch [90][3000/3746] lr: 3.475e-02, eta: 2 days, 2:50:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2934, top5_acc: 0.5427, loss_cls: 4.0961, loss: 4.0961 2024-07-19 14:24:05,164 - pyskl - INFO - Epoch [90][3100/3746] lr: 3.472e-02, eta: 2 days, 2:48:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5320, loss_cls: 4.1236, loss: 4.1236 2024-07-19 14:25:27,515 - pyskl - INFO - Epoch [90][3200/3746] lr: 3.469e-02, eta: 2 days, 2:47:22, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5342, loss_cls: 4.0915, loss: 4.0915 2024-07-19 14:26:49,712 - pyskl - INFO - Epoch [90][3300/3746] lr: 3.467e-02, eta: 2 days, 2:46:01, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5345, loss_cls: 4.1209, loss: 4.1209 2024-07-19 14:28:11,719 - pyskl - INFO - Epoch [90][3400/3746] lr: 3.464e-02, eta: 2 days, 2:44:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2856, top5_acc: 0.5319, loss_cls: 4.1339, loss: 4.1339 2024-07-19 14:29:33,248 - pyskl - INFO - Epoch [90][3500/3746] lr: 3.461e-02, eta: 2 days, 2:43:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5367, loss_cls: 4.1094, loss: 4.1094 2024-07-19 14:30:55,576 - pyskl - INFO - Epoch [90][3600/3746] lr: 3.459e-02, eta: 2 days, 2:41:59, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5434, loss_cls: 4.0998, loss: 4.0998 2024-07-19 14:32:17,950 - pyskl - INFO - Epoch [90][3700/3746] lr: 3.456e-02, eta: 2 days, 2:40:39, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2903, top5_acc: 0.5408, loss_cls: 4.0854, loss: 4.0854 2024-07-19 14:32:57,696 - pyskl - INFO - Saving checkpoint at 90 epochs 2024-07-19 14:34:50,180 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 14:34:50,857 - pyskl - INFO - top1_acc 0.2389 top5_acc 0.4692 2024-07-19 14:34:50,857 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 14:34:50,899 - pyskl - INFO - mean_acc 0.2388 2024-07-19 14:34:50,903 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_86.pth was removed 2024-07-19 14:34:51,152 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. 2024-07-19 14:34:51,153 - pyskl - INFO - Best top1_acc is 0.2389 at 90 epoch. 2024-07-19 14:34:51,165 - pyskl - INFO - Epoch(val) [90][309] top1_acc: 0.2389, top5_acc: 0.4692, mean_class_accuracy: 0.2388 2024-07-19 14:38:37,430 - pyskl - INFO - Epoch [91][100/3746] lr: 3.452e-02, eta: 2 days, 2:39:52, time: 2.263, data_time: 1.284, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5563, loss_cls: 4.0293, loss: 4.0293 2024-07-19 14:39:59,702 - pyskl - INFO - Epoch [91][200/3746] lr: 3.450e-02, eta: 2 days, 2:38:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5511, loss_cls: 4.0136, loss: 4.0136 2024-07-19 14:41:21,609 - pyskl - INFO - Epoch [91][300/3746] lr: 3.447e-02, eta: 2 days, 2:37:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5439, loss_cls: 4.0686, loss: 4.0686 2024-07-19 14:42:43,622 - pyskl - INFO - Epoch [91][400/3746] lr: 3.444e-02, eta: 2 days, 2:35:50, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2947, top5_acc: 0.5508, loss_cls: 4.0455, loss: 4.0455 2024-07-19 14:44:05,749 - pyskl - INFO - Epoch [91][500/3746] lr: 3.442e-02, eta: 2 days, 2:34:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2869, top5_acc: 0.5378, loss_cls: 4.1005, loss: 4.1005 2024-07-19 14:45:28,765 - pyskl - INFO - Epoch [91][600/3746] lr: 3.439e-02, eta: 2 days, 2:33:10, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2928, top5_acc: 0.5458, loss_cls: 4.0487, loss: 4.0487 2024-07-19 14:46:51,303 - pyskl - INFO - Epoch [91][700/3746] lr: 3.436e-02, eta: 2 days, 2:31:50, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5416, loss_cls: 4.0926, loss: 4.0926 2024-07-19 14:48:14,312 - pyskl - INFO - Epoch [91][800/3746] lr: 3.434e-02, eta: 2 days, 2:30:30, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2928, top5_acc: 0.5414, loss_cls: 4.0592, loss: 4.0592 2024-07-19 14:49:36,448 - pyskl - INFO - Epoch [91][900/3746] lr: 3.431e-02, eta: 2 days, 2:29:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5509, loss_cls: 4.0475, loss: 4.0475 2024-07-19 14:50:58,961 - pyskl - INFO - Epoch [91][1000/3746] lr: 3.428e-02, eta: 2 days, 2:27:49, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5347, loss_cls: 4.0958, loss: 4.0958 2024-07-19 14:52:21,362 - pyskl - INFO - Epoch [91][1100/3746] lr: 3.426e-02, eta: 2 days, 2:26:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5272, loss_cls: 4.1308, loss: 4.1308 2024-07-19 14:53:44,008 - pyskl - INFO - Epoch [91][1200/3746] lr: 3.423e-02, eta: 2 days, 2:25:08, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5428, loss_cls: 4.0690, loss: 4.0690 2024-07-19 14:55:06,557 - pyskl - INFO - Epoch [91][1300/3746] lr: 3.420e-02, eta: 2 days, 2:23:48, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2969, top5_acc: 0.5461, loss_cls: 4.0730, loss: 4.0730 2024-07-19 14:56:28,952 - pyskl - INFO - Epoch [91][1400/3746] lr: 3.418e-02, eta: 2 days, 2:22:27, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2930, top5_acc: 0.5364, loss_cls: 4.0798, loss: 4.0798 2024-07-19 14:57:50,814 - pyskl - INFO - Epoch [91][1500/3746] lr: 3.415e-02, eta: 2 days, 2:21:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3038, top5_acc: 0.5477, loss_cls: 4.0249, loss: 4.0249 2024-07-19 14:59:12,715 - pyskl - INFO - Epoch [91][1600/3746] lr: 3.412e-02, eta: 2 days, 2:19:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2809, top5_acc: 0.5380, loss_cls: 4.1295, loss: 4.1295 2024-07-19 15:00:34,405 - pyskl - INFO - Epoch [91][1700/3746] lr: 3.410e-02, eta: 2 days, 2:18:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2888, top5_acc: 0.5228, loss_cls: 4.1126, loss: 4.1126 2024-07-19 15:01:56,097 - pyskl - INFO - Epoch [91][1800/3746] lr: 3.407e-02, eta: 2 days, 2:17:04, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2863, top5_acc: 0.5408, loss_cls: 4.0869, loss: 4.0869 2024-07-19 15:03:17,840 - pyskl - INFO - Epoch [91][1900/3746] lr: 3.405e-02, eta: 2 days, 2:15:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2834, top5_acc: 0.5366, loss_cls: 4.1309, loss: 4.1309 2024-07-19 15:04:39,830 - pyskl - INFO - Epoch [91][2000/3746] lr: 3.402e-02, eta: 2 days, 2:14:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5486, loss_cls: 4.0583, loss: 4.0583 2024-07-19 15:06:02,114 - pyskl - INFO - Epoch [91][2100/3746] lr: 3.399e-02, eta: 2 days, 2:13:02, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2872, top5_acc: 0.5420, loss_cls: 4.1001, loss: 4.1001 2024-07-19 15:07:24,880 - pyskl - INFO - Epoch [91][2200/3746] lr: 3.397e-02, eta: 2 days, 2:11:42, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5452, loss_cls: 4.0389, loss: 4.0389 2024-07-19 15:08:47,228 - pyskl - INFO - Epoch [91][2300/3746] lr: 3.394e-02, eta: 2 days, 2:10:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2928, top5_acc: 0.5422, loss_cls: 4.0864, loss: 4.0864 2024-07-19 15:10:08,903 - pyskl - INFO - Epoch [91][2400/3746] lr: 3.391e-02, eta: 2 days, 2:09:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5481, loss_cls: 4.0595, loss: 4.0595 2024-07-19 15:11:31,086 - pyskl - INFO - Epoch [91][2500/3746] lr: 3.389e-02, eta: 2 days, 2:07:40, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5403, loss_cls: 4.0704, loss: 4.0704 2024-07-19 15:12:53,251 - pyskl - INFO - Epoch [91][2600/3746] lr: 3.386e-02, eta: 2 days, 2:06:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5498, loss_cls: 4.0628, loss: 4.0628 2024-07-19 15:14:15,282 - pyskl - INFO - Epoch [91][2700/3746] lr: 3.383e-02, eta: 2 days, 2:04:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2875, top5_acc: 0.5364, loss_cls: 4.0966, loss: 4.0966 2024-07-19 15:15:37,500 - pyskl - INFO - Epoch [91][2800/3746] lr: 3.381e-02, eta: 2 days, 2:03:39, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5458, loss_cls: 4.0751, loss: 4.0751 2024-07-19 15:16:59,603 - pyskl - INFO - Epoch [91][2900/3746] lr: 3.378e-02, eta: 2 days, 2:02:18, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3022, top5_acc: 0.5491, loss_cls: 4.0399, loss: 4.0399 2024-07-19 15:18:21,942 - pyskl - INFO - Epoch [91][3000/3746] lr: 3.375e-02, eta: 2 days, 2:00:58, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2977, top5_acc: 0.5442, loss_cls: 4.0510, loss: 4.0510 2024-07-19 15:19:43,790 - pyskl - INFO - Epoch [91][3100/3746] lr: 3.373e-02, eta: 2 days, 1:59:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2922, top5_acc: 0.5492, loss_cls: 4.0323, loss: 4.0323 2024-07-19 15:21:06,233 - pyskl - INFO - Epoch [91][3200/3746] lr: 3.370e-02, eta: 2 days, 1:58:16, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2903, top5_acc: 0.5356, loss_cls: 4.1207, loss: 4.1207 2024-07-19 15:22:27,940 - pyskl - INFO - Epoch [91][3300/3746] lr: 3.367e-02, eta: 2 days, 1:56:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2883, top5_acc: 0.5355, loss_cls: 4.0997, loss: 4.0997 2024-07-19 15:23:49,922 - pyskl - INFO - Epoch [91][3400/3746] lr: 3.365e-02, eta: 2 days, 1:55:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5306, loss_cls: 4.1138, loss: 4.1138 2024-07-19 15:25:11,865 - pyskl - INFO - Epoch [91][3500/3746] lr: 3.362e-02, eta: 2 days, 1:54:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5447, loss_cls: 4.0777, loss: 4.0777 2024-07-19 15:26:33,958 - pyskl - INFO - Epoch [91][3600/3746] lr: 3.360e-02, eta: 2 days, 1:52:53, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5452, loss_cls: 4.0885, loss: 4.0885 2024-07-19 15:27:55,600 - pyskl - INFO - Epoch [91][3700/3746] lr: 3.357e-02, eta: 2 days, 1:51:33, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2889, top5_acc: 0.5436, loss_cls: 4.0599, loss: 4.0599 2024-07-19 15:28:35,167 - pyskl - INFO - Saving checkpoint at 91 epochs 2024-07-19 15:30:26,957 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 15:30:27,632 - pyskl - INFO - top1_acc 0.2244 top5_acc 0.4571 2024-07-19 15:30:27,633 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 15:30:27,676 - pyskl - INFO - mean_acc 0.2243 2024-07-19 15:30:27,688 - pyskl - INFO - Epoch(val) [91][309] top1_acc: 0.2244, top5_acc: 0.4571, mean_class_accuracy: 0.2243 2024-07-19 15:34:16,082 - pyskl - INFO - Epoch [92][100/3746] lr: 3.353e-02, eta: 2 days, 1:50:45, time: 2.284, data_time: 1.295, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5467, loss_cls: 4.0207, loss: 4.0207 2024-07-19 15:35:38,553 - pyskl - INFO - Epoch [92][200/3746] lr: 3.350e-02, eta: 2 days, 1:49:25, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5628, loss_cls: 3.9877, loss: 3.9877 2024-07-19 15:37:01,502 - pyskl - INFO - Epoch [92][300/3746] lr: 3.348e-02, eta: 2 days, 1:48:05, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5623, loss_cls: 4.0087, loss: 4.0087 2024-07-19 15:38:23,865 - pyskl - INFO - Epoch [92][400/3746] lr: 3.345e-02, eta: 2 days, 1:46:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3050, top5_acc: 0.5447, loss_cls: 4.0390, loss: 4.0390 2024-07-19 15:39:46,451 - pyskl - INFO - Epoch [92][500/3746] lr: 3.342e-02, eta: 2 days, 1:45:24, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5527, loss_cls: 3.9988, loss: 3.9988 2024-07-19 15:41:09,774 - pyskl - INFO - Epoch [92][600/3746] lr: 3.340e-02, eta: 2 days, 1:44:04, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5552, loss_cls: 4.0221, loss: 4.0221 2024-07-19 15:42:32,149 - pyskl - INFO - Epoch [92][700/3746] lr: 3.337e-02, eta: 2 days, 1:42:43, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2956, top5_acc: 0.5434, loss_cls: 4.0445, loss: 4.0445 2024-07-19 15:43:54,235 - pyskl - INFO - Epoch [92][800/3746] lr: 3.335e-02, eta: 2 days, 1:41:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5478, loss_cls: 4.0473, loss: 4.0473 2024-07-19 15:45:15,869 - pyskl - INFO - Epoch [92][900/3746] lr: 3.332e-02, eta: 2 days, 1:40:02, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5484, loss_cls: 4.0152, loss: 4.0152 2024-07-19 15:46:38,250 - pyskl - INFO - Epoch [92][1000/3746] lr: 3.329e-02, eta: 2 days, 1:38:41, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3000, top5_acc: 0.5475, loss_cls: 4.0099, loss: 4.0099 2024-07-19 15:48:00,691 - pyskl - INFO - Epoch [92][1100/3746] lr: 3.327e-02, eta: 2 days, 1:37:21, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2997, top5_acc: 0.5486, loss_cls: 4.0414, loss: 4.0414 2024-07-19 15:49:22,844 - pyskl - INFO - Epoch [92][1200/3746] lr: 3.324e-02, eta: 2 days, 1:36:00, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5502, loss_cls: 4.0112, loss: 4.0112 2024-07-19 15:50:45,624 - pyskl - INFO - Epoch [92][1300/3746] lr: 3.321e-02, eta: 2 days, 1:34:40, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2900, top5_acc: 0.5427, loss_cls: 4.0762, loss: 4.0762 2024-07-19 15:52:07,743 - pyskl - INFO - Epoch [92][1400/3746] lr: 3.319e-02, eta: 2 days, 1:33:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5383, loss_cls: 4.1001, loss: 4.1001 2024-07-19 15:53:29,646 - pyskl - INFO - Epoch [92][1500/3746] lr: 3.316e-02, eta: 2 days, 1:31:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5439, loss_cls: 4.0592, loss: 4.0592 2024-07-19 15:54:51,598 - pyskl - INFO - Epoch [92][1600/3746] lr: 3.314e-02, eta: 2 days, 1:30:38, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5422, loss_cls: 4.0565, loss: 4.0565 2024-07-19 15:56:13,422 - pyskl - INFO - Epoch [92][1700/3746] lr: 3.311e-02, eta: 2 days, 1:29:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2944, top5_acc: 0.5553, loss_cls: 4.0257, loss: 4.0257 2024-07-19 15:57:35,150 - pyskl - INFO - Epoch [92][1800/3746] lr: 3.308e-02, eta: 2 days, 1:27:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5541, loss_cls: 4.0319, loss: 4.0319 2024-07-19 15:58:57,607 - pyskl - INFO - Epoch [92][1900/3746] lr: 3.306e-02, eta: 2 days, 1:26:35, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2919, top5_acc: 0.5445, loss_cls: 4.0937, loss: 4.0937 2024-07-19 16:00:19,762 - pyskl - INFO - Epoch [92][2000/3746] lr: 3.303e-02, eta: 2 days, 1:25:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5502, loss_cls: 4.0266, loss: 4.0266 2024-07-19 16:01:42,002 - pyskl - INFO - Epoch [92][2100/3746] lr: 3.300e-02, eta: 2 days, 1:23:54, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5400, loss_cls: 4.0748, loss: 4.0748 2024-07-19 16:03:05,135 - pyskl - INFO - Epoch [92][2200/3746] lr: 3.298e-02, eta: 2 days, 1:22:34, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5400, loss_cls: 4.1060, loss: 4.1060 2024-07-19 16:04:26,844 - pyskl - INFO - Epoch [92][2300/3746] lr: 3.295e-02, eta: 2 days, 1:21:13, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2948, top5_acc: 0.5478, loss_cls: 4.0615, loss: 4.0615 2024-07-19 16:05:49,310 - pyskl - INFO - Epoch [92][2400/3746] lr: 3.292e-02, eta: 2 days, 1:19:53, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5413, loss_cls: 4.0393, loss: 4.0393 2024-07-19 16:07:11,514 - pyskl - INFO - Epoch [92][2500/3746] lr: 3.290e-02, eta: 2 days, 1:18:32, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5484, loss_cls: 4.0462, loss: 4.0462 2024-07-19 16:08:33,711 - pyskl - INFO - Epoch [92][2600/3746] lr: 3.287e-02, eta: 2 days, 1:17:12, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5353, loss_cls: 4.1126, loss: 4.1126 2024-07-19 16:09:55,621 - pyskl - INFO - Epoch [92][2700/3746] lr: 3.285e-02, eta: 2 days, 1:15:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2903, top5_acc: 0.5505, loss_cls: 4.0466, loss: 4.0466 2024-07-19 16:11:17,494 - pyskl - INFO - Epoch [92][2800/3746] lr: 3.282e-02, eta: 2 days, 1:14:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5339, loss_cls: 4.1061, loss: 4.1061 2024-07-19 16:12:39,272 - pyskl - INFO - Epoch [92][2900/3746] lr: 3.279e-02, eta: 2 days, 1:13:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5302, loss_cls: 4.1615, loss: 4.1615 2024-07-19 16:14:00,875 - pyskl - INFO - Epoch [92][3000/3746] lr: 3.277e-02, eta: 2 days, 1:11:48, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5531, loss_cls: 4.0368, loss: 4.0368 2024-07-19 16:15:22,520 - pyskl - INFO - Epoch [92][3100/3746] lr: 3.274e-02, eta: 2 days, 1:10:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2844, top5_acc: 0.5364, loss_cls: 4.0986, loss: 4.0986 2024-07-19 16:16:44,243 - pyskl - INFO - Epoch [92][3200/3746] lr: 3.271e-02, eta: 2 days, 1:09:06, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2938, top5_acc: 0.5430, loss_cls: 4.0488, loss: 4.0488 2024-07-19 16:18:06,491 - pyskl - INFO - Epoch [92][3300/3746] lr: 3.269e-02, eta: 2 days, 1:07:46, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5420, loss_cls: 4.0706, loss: 4.0706 2024-07-19 16:19:27,796 - pyskl - INFO - Epoch [92][3400/3746] lr: 3.266e-02, eta: 2 days, 1:06:24, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5480, loss_cls: 4.0493, loss: 4.0493 2024-07-19 16:20:49,787 - pyskl - INFO - Epoch [92][3500/3746] lr: 3.264e-02, eta: 2 days, 1:05:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2989, top5_acc: 0.5434, loss_cls: 4.0455, loss: 4.0455 2024-07-19 16:22:11,737 - pyskl - INFO - Epoch [92][3600/3746] lr: 3.261e-02, eta: 2 days, 1:03:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2925, top5_acc: 0.5416, loss_cls: 4.0822, loss: 4.0822 2024-07-19 16:23:33,694 - pyskl - INFO - Epoch [92][3700/3746] lr: 3.258e-02, eta: 2 days, 1:02:22, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5444, loss_cls: 4.0448, loss: 4.0448 2024-07-19 16:24:13,545 - pyskl - INFO - Saving checkpoint at 92 epochs 2024-07-19 16:26:02,766 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 16:26:03,436 - pyskl - INFO - top1_acc 0.2441 top5_acc 0.4821 2024-07-19 16:26:03,436 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 16:26:03,479 - pyskl - INFO - mean_acc 0.2441 2024-07-19 16:26:03,483 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_90.pth was removed 2024-07-19 16:26:03,736 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2024-07-19 16:26:03,737 - pyskl - INFO - Best top1_acc is 0.2441 at 92 epoch. 2024-07-19 16:26:03,749 - pyskl - INFO - Epoch(val) [92][309] top1_acc: 0.2441, top5_acc: 0.4821, mean_class_accuracy: 0.2441 2024-07-19 16:29:53,898 - pyskl - INFO - Epoch [93][100/3746] lr: 3.255e-02, eta: 2 days, 1:01:34, time: 2.301, data_time: 1.311, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5572, loss_cls: 4.0037, loss: 4.0037 2024-07-19 16:31:16,392 - pyskl - INFO - Epoch [93][200/3746] lr: 3.252e-02, eta: 2 days, 1:00:13, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5663, loss_cls: 3.9354, loss: 3.9354 2024-07-19 16:32:38,570 - pyskl - INFO - Epoch [93][300/3746] lr: 3.249e-02, eta: 2 days, 0:58:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3009, top5_acc: 0.5495, loss_cls: 4.0314, loss: 4.0314 2024-07-19 16:34:01,412 - pyskl - INFO - Epoch [93][400/3746] lr: 3.247e-02, eta: 2 days, 0:57:32, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5480, loss_cls: 4.0474, loss: 4.0474 2024-07-19 16:35:24,227 - pyskl - INFO - Epoch [93][500/3746] lr: 3.244e-02, eta: 2 days, 0:56:12, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2906, top5_acc: 0.5466, loss_cls: 4.0415, loss: 4.0415 2024-07-19 16:36:46,505 - pyskl - INFO - Epoch [93][600/3746] lr: 3.241e-02, eta: 2 days, 0:54:51, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2931, top5_acc: 0.5394, loss_cls: 4.0806, loss: 4.0806 2024-07-19 16:38:09,390 - pyskl - INFO - Epoch [93][700/3746] lr: 3.239e-02, eta: 2 days, 0:53:31, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2909, top5_acc: 0.5383, loss_cls: 4.0942, loss: 4.0942 2024-07-19 16:39:31,650 - pyskl - INFO - Epoch [93][800/3746] lr: 3.236e-02, eta: 2 days, 0:52:10, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5508, loss_cls: 4.0250, loss: 4.0250 2024-07-19 16:40:53,869 - pyskl - INFO - Epoch [93][900/3746] lr: 3.234e-02, eta: 2 days, 0:50:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5514, loss_cls: 4.0321, loss: 4.0321 2024-07-19 16:42:16,398 - pyskl - INFO - Epoch [93][1000/3746] lr: 3.231e-02, eta: 2 days, 0:49:29, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5472, loss_cls: 4.0305, loss: 4.0305 2024-07-19 16:43:38,885 - pyskl - INFO - Epoch [93][1100/3746] lr: 3.228e-02, eta: 2 days, 0:48:09, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2944, top5_acc: 0.5420, loss_cls: 4.0748, loss: 4.0748 2024-07-19 16:45:01,730 - pyskl - INFO - Epoch [93][1200/3746] lr: 3.226e-02, eta: 2 days, 0:46:48, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5537, loss_cls: 4.0389, loss: 4.0389 2024-07-19 16:46:23,886 - pyskl - INFO - Epoch [93][1300/3746] lr: 3.223e-02, eta: 2 days, 0:45:28, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3108, top5_acc: 0.5539, loss_cls: 4.0079, loss: 4.0079 2024-07-19 16:47:45,894 - pyskl - INFO - Epoch [93][1400/3746] lr: 3.221e-02, eta: 2 days, 0:44:07, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2925, top5_acc: 0.5353, loss_cls: 4.0814, loss: 4.0814 2024-07-19 16:49:08,516 - pyskl - INFO - Epoch [93][1500/3746] lr: 3.218e-02, eta: 2 days, 0:42:46, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5444, loss_cls: 4.0857, loss: 4.0857 2024-07-19 16:50:30,343 - pyskl - INFO - Epoch [93][1600/3746] lr: 3.215e-02, eta: 2 days, 0:41:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5466, loss_cls: 4.0375, loss: 4.0375 2024-07-19 16:51:52,390 - pyskl - INFO - Epoch [93][1700/3746] lr: 3.213e-02, eta: 2 days, 0:40:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5537, loss_cls: 3.9804, loss: 3.9804 2024-07-19 16:53:14,198 - pyskl - INFO - Epoch [93][1800/3746] lr: 3.210e-02, eta: 2 days, 0:38:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2903, top5_acc: 0.5430, loss_cls: 4.0788, loss: 4.0788 2024-07-19 16:54:36,228 - pyskl - INFO - Epoch [93][1900/3746] lr: 3.207e-02, eta: 2 days, 0:37:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5522, loss_cls: 4.0405, loss: 4.0405 2024-07-19 16:55:58,083 - pyskl - INFO - Epoch [93][2000/3746] lr: 3.205e-02, eta: 2 days, 0:36:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5430, loss_cls: 4.0464, loss: 4.0464 2024-07-19 16:57:20,135 - pyskl - INFO - Epoch [93][2100/3746] lr: 3.202e-02, eta: 2 days, 0:34:41, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5548, loss_cls: 4.0088, loss: 4.0088 2024-07-19 16:58:42,953 - pyskl - INFO - Epoch [93][2200/3746] lr: 3.200e-02, eta: 2 days, 0:33:21, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5419, loss_cls: 4.0621, loss: 4.0621 2024-07-19 17:00:05,552 - pyskl - INFO - Epoch [93][2300/3746] lr: 3.197e-02, eta: 2 days, 0:32:00, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3094, top5_acc: 0.5613, loss_cls: 3.9863, loss: 3.9863 2024-07-19 17:01:28,336 - pyskl - INFO - Epoch [93][2400/3746] lr: 3.194e-02, eta: 2 days, 0:30:40, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5522, loss_cls: 4.0558, loss: 4.0558 2024-07-19 17:02:49,894 - pyskl - INFO - Epoch [93][2500/3746] lr: 3.192e-02, eta: 2 days, 0:29:19, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5472, loss_cls: 4.0489, loss: 4.0489 2024-07-19 17:04:12,066 - pyskl - INFO - Epoch [93][2600/3746] lr: 3.189e-02, eta: 2 days, 0:27:58, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5530, loss_cls: 4.0219, loss: 4.0219 2024-07-19 17:05:34,073 - pyskl - INFO - Epoch [93][2700/3746] lr: 3.187e-02, eta: 2 days, 0:26:37, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2969, top5_acc: 0.5550, loss_cls: 4.0338, loss: 4.0338 2024-07-19 17:06:55,645 - pyskl - INFO - Epoch [93][2800/3746] lr: 3.184e-02, eta: 2 days, 0:25:16, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5525, loss_cls: 4.0340, loss: 4.0340 2024-07-19 17:08:17,563 - pyskl - INFO - Epoch [93][2900/3746] lr: 3.181e-02, eta: 2 days, 0:23:55, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5491, loss_cls: 4.0456, loss: 4.0456 2024-07-19 17:09:39,673 - pyskl - INFO - Epoch [93][3000/3746] lr: 3.179e-02, eta: 2 days, 0:22:35, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5450, loss_cls: 4.0843, loss: 4.0843 2024-07-19 17:11:01,368 - pyskl - INFO - Epoch [93][3100/3746] lr: 3.176e-02, eta: 2 days, 0:21:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3120, top5_acc: 0.5605, loss_cls: 3.9989, loss: 3.9989 2024-07-19 17:12:23,473 - pyskl - INFO - Epoch [93][3200/3746] lr: 3.174e-02, eta: 2 days, 0:19:53, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2978, top5_acc: 0.5363, loss_cls: 4.0848, loss: 4.0848 2024-07-19 17:13:45,308 - pyskl - INFO - Epoch [93][3300/3746] lr: 3.171e-02, eta: 2 days, 0:18:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2950, top5_acc: 0.5430, loss_cls: 4.0624, loss: 4.0624 2024-07-19 17:15:08,030 - pyskl - INFO - Epoch [93][3400/3746] lr: 3.168e-02, eta: 2 days, 0:17:11, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2812, top5_acc: 0.5494, loss_cls: 4.0712, loss: 4.0712 2024-07-19 17:16:29,817 - pyskl - INFO - Epoch [93][3500/3746] lr: 3.166e-02, eta: 2 days, 0:15:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5534, loss_cls: 4.0351, loss: 4.0351 2024-07-19 17:17:51,893 - pyskl - INFO - Epoch [93][3600/3746] lr: 3.163e-02, eta: 2 days, 0:14:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5502, loss_cls: 4.0548, loss: 4.0548 2024-07-19 17:19:13,329 - pyskl - INFO - Epoch [93][3700/3746] lr: 3.161e-02, eta: 2 days, 0:13:09, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5406, loss_cls: 4.0654, loss: 4.0654 2024-07-19 17:19:53,136 - pyskl - INFO - Saving checkpoint at 93 epochs 2024-07-19 17:21:44,229 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 17:21:44,896 - pyskl - INFO - top1_acc 0.2334 top5_acc 0.4691 2024-07-19 17:21:44,897 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 17:21:44,944 - pyskl - INFO - mean_acc 0.2335 2024-07-19 17:21:44,957 - pyskl - INFO - Epoch(val) [93][309] top1_acc: 0.2334, top5_acc: 0.4691, mean_class_accuracy: 0.2335 2024-07-19 17:25:32,043 - pyskl - INFO - Epoch [94][100/3746] lr: 3.157e-02, eta: 2 days, 0:12:16, time: 2.271, data_time: 1.286, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5672, loss_cls: 3.9650, loss: 3.9650 2024-07-19 17:26:54,105 - pyskl - INFO - Epoch [94][200/3746] lr: 3.154e-02, eta: 2 days, 0:10:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5463, loss_cls: 4.0466, loss: 4.0466 2024-07-19 17:28:16,196 - pyskl - INFO - Epoch [94][300/3746] lr: 3.152e-02, eta: 2 days, 0:09:35, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3095, top5_acc: 0.5625, loss_cls: 3.9422, loss: 3.9422 2024-07-19 17:29:38,115 - pyskl - INFO - Epoch [94][400/3746] lr: 3.149e-02, eta: 2 days, 0:08:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3041, top5_acc: 0.5553, loss_cls: 3.9876, loss: 3.9876 2024-07-19 17:30:59,838 - pyskl - INFO - Epoch [94][500/3746] lr: 3.146e-02, eta: 2 days, 0:06:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2934, top5_acc: 0.5567, loss_cls: 4.0166, loss: 4.0166 2024-07-19 17:32:22,198 - pyskl - INFO - Epoch [94][600/3746] lr: 3.144e-02, eta: 2 days, 0:05:32, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2950, top5_acc: 0.5505, loss_cls: 4.0325, loss: 4.0325 2024-07-19 17:33:44,777 - pyskl - INFO - Epoch [94][700/3746] lr: 3.141e-02, eta: 2 days, 0:04:11, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5581, loss_cls: 4.0146, loss: 4.0146 2024-07-19 17:35:06,711 - pyskl - INFO - Epoch [94][800/3746] lr: 3.139e-02, eta: 2 days, 0:02:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5489, loss_cls: 4.0550, loss: 4.0550 2024-07-19 17:36:28,421 - pyskl - INFO - Epoch [94][900/3746] lr: 3.136e-02, eta: 2 days, 0:01:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5509, loss_cls: 4.0359, loss: 4.0359 2024-07-19 17:37:50,649 - pyskl - INFO - Epoch [94][1000/3746] lr: 3.133e-02, eta: 2 days, 0:00:09, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3078, top5_acc: 0.5492, loss_cls: 3.9936, loss: 3.9936 2024-07-19 17:39:13,023 - pyskl - INFO - Epoch [94][1100/3746] lr: 3.131e-02, eta: 1 day, 23:58:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5567, loss_cls: 4.0137, loss: 4.0137 2024-07-19 17:40:35,344 - pyskl - INFO - Epoch [94][1200/3746] lr: 3.128e-02, eta: 1 day, 23:57:27, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3137, top5_acc: 0.5608, loss_cls: 3.9944, loss: 3.9944 2024-07-19 17:41:57,157 - pyskl - INFO - Epoch [94][1300/3746] lr: 3.126e-02, eta: 1 day, 23:56:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5450, loss_cls: 4.0573, loss: 4.0573 2024-07-19 17:43:19,545 - pyskl - INFO - Epoch [94][1400/3746] lr: 3.123e-02, eta: 1 day, 23:54:46, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5520, loss_cls: 4.0524, loss: 4.0524 2024-07-19 17:44:41,268 - pyskl - INFO - Epoch [94][1500/3746] lr: 3.120e-02, eta: 1 day, 23:53:24, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3050, top5_acc: 0.5552, loss_cls: 4.0149, loss: 4.0149 2024-07-19 17:46:03,686 - pyskl - INFO - Epoch [94][1600/3746] lr: 3.118e-02, eta: 1 day, 23:52:04, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5366, loss_cls: 4.0820, loss: 4.0820 2024-07-19 17:47:25,652 - pyskl - INFO - Epoch [94][1700/3746] lr: 3.115e-02, eta: 1 day, 23:50:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5537, loss_cls: 4.0166, loss: 4.0166 2024-07-19 17:48:47,665 - pyskl - INFO - Epoch [94][1800/3746] lr: 3.113e-02, eta: 1 day, 23:49:22, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3125, top5_acc: 0.5625, loss_cls: 3.9963, loss: 3.9963 2024-07-19 17:50:09,256 - pyskl - INFO - Epoch [94][1900/3746] lr: 3.110e-02, eta: 1 day, 23:48:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2950, top5_acc: 0.5514, loss_cls: 4.0086, loss: 4.0086 2024-07-19 17:51:31,013 - pyskl - INFO - Epoch [94][2000/3746] lr: 3.108e-02, eta: 1 day, 23:46:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2984, top5_acc: 0.5481, loss_cls: 4.0349, loss: 4.0349 2024-07-19 17:52:53,309 - pyskl - INFO - Epoch [94][2100/3746] lr: 3.105e-02, eta: 1 day, 23:45:19, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5569, loss_cls: 4.0235, loss: 4.0235 2024-07-19 17:54:15,647 - pyskl - INFO - Epoch [94][2200/3746] lr: 3.102e-02, eta: 1 day, 23:43:58, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5431, loss_cls: 4.0819, loss: 4.0819 2024-07-19 17:55:38,112 - pyskl - INFO - Epoch [94][2300/3746] lr: 3.100e-02, eta: 1 day, 23:42:38, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5472, loss_cls: 4.0782, loss: 4.0782 2024-07-19 17:57:00,214 - pyskl - INFO - Epoch [94][2400/3746] lr: 3.097e-02, eta: 1 day, 23:41:17, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5445, loss_cls: 4.0517, loss: 4.0517 2024-07-19 17:58:23,228 - pyskl - INFO - Epoch [94][2500/3746] lr: 3.095e-02, eta: 1 day, 23:39:57, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5592, loss_cls: 3.9921, loss: 3.9921 2024-07-19 17:59:45,449 - pyskl - INFO - Epoch [94][2600/3746] lr: 3.092e-02, eta: 1 day, 23:38:36, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2980, top5_acc: 0.5466, loss_cls: 4.0730, loss: 4.0730 2024-07-19 18:01:07,461 - pyskl - INFO - Epoch [94][2700/3746] lr: 3.089e-02, eta: 1 day, 23:37:15, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5436, loss_cls: 4.0518, loss: 4.0518 2024-07-19 18:02:29,363 - pyskl - INFO - Epoch [94][2800/3746] lr: 3.087e-02, eta: 1 day, 23:35:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5516, loss_cls: 4.0173, loss: 4.0173 2024-07-19 18:03:51,311 - pyskl - INFO - Epoch [94][2900/3746] lr: 3.084e-02, eta: 1 day, 23:34:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5547, loss_cls: 4.0003, loss: 4.0003 2024-07-19 18:05:13,080 - pyskl - INFO - Epoch [94][3000/3746] lr: 3.082e-02, eta: 1 day, 23:33:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5528, loss_cls: 4.0328, loss: 4.0328 2024-07-19 18:06:34,941 - pyskl - INFO - Epoch [94][3100/3746] lr: 3.079e-02, eta: 1 day, 23:31:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5492, loss_cls: 4.0413, loss: 4.0413 2024-07-19 18:07:56,691 - pyskl - INFO - Epoch [94][3200/3746] lr: 3.077e-02, eta: 1 day, 23:30:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5484, loss_cls: 4.0124, loss: 4.0124 2024-07-19 18:09:18,764 - pyskl - INFO - Epoch [94][3300/3746] lr: 3.074e-02, eta: 1 day, 23:29:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3009, top5_acc: 0.5437, loss_cls: 4.0481, loss: 4.0481 2024-07-19 18:10:40,659 - pyskl - INFO - Epoch [94][3400/3746] lr: 3.071e-02, eta: 1 day, 23:27:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5420, loss_cls: 4.0774, loss: 4.0774 2024-07-19 18:12:02,681 - pyskl - INFO - Epoch [94][3500/3746] lr: 3.069e-02, eta: 1 day, 23:26:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5609, loss_cls: 3.9953, loss: 3.9953 2024-07-19 18:13:24,914 - pyskl - INFO - Epoch [94][3600/3746] lr: 3.066e-02, eta: 1 day, 23:25:06, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5502, loss_cls: 4.0088, loss: 4.0088 2024-07-19 18:14:47,436 - pyskl - INFO - Epoch [94][3700/3746] lr: 3.064e-02, eta: 1 day, 23:23:46, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2938, top5_acc: 0.5456, loss_cls: 4.0523, loss: 4.0523 2024-07-19 18:15:27,179 - pyskl - INFO - Saving checkpoint at 94 epochs 2024-07-19 18:17:17,851 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 18:17:18,533 - pyskl - INFO - top1_acc 0.2365 top5_acc 0.4684 2024-07-19 18:17:18,533 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 18:17:18,581 - pyskl - INFO - mean_acc 0.2362 2024-07-19 18:17:18,595 - pyskl - INFO - Epoch(val) [94][309] top1_acc: 0.2365, top5_acc: 0.4684, mean_class_accuracy: 0.2362 2024-07-19 18:21:06,797 - pyskl - INFO - Epoch [95][100/3746] lr: 3.060e-02, eta: 1 day, 23:22:52, time: 2.282, data_time: 1.295, memory: 15990, top1_acc: 0.3070, top5_acc: 0.5622, loss_cls: 3.9791, loss: 3.9791 2024-07-19 18:22:28,951 - pyskl - INFO - Epoch [95][200/3746] lr: 3.057e-02, eta: 1 day, 23:21:31, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3133, top5_acc: 0.5587, loss_cls: 3.9555, loss: 3.9555 2024-07-19 18:23:51,244 - pyskl - INFO - Epoch [95][300/3746] lr: 3.055e-02, eta: 1 day, 23:20:11, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3047, top5_acc: 0.5527, loss_cls: 4.0044, loss: 4.0044 2024-07-19 18:25:13,456 - pyskl - INFO - Epoch [95][400/3746] lr: 3.052e-02, eta: 1 day, 23:18:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5630, loss_cls: 3.9709, loss: 3.9709 2024-07-19 18:26:35,278 - pyskl - INFO - Epoch [95][500/3746] lr: 3.050e-02, eta: 1 day, 23:17:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5464, loss_cls: 4.0307, loss: 4.0307 2024-07-19 18:27:57,130 - pyskl - INFO - Epoch [95][600/3746] lr: 3.047e-02, eta: 1 day, 23:16:08, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3109, top5_acc: 0.5636, loss_cls: 3.9735, loss: 3.9735 2024-07-19 18:29:20,119 - pyskl - INFO - Epoch [95][700/3746] lr: 3.044e-02, eta: 1 day, 23:14:47, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3041, top5_acc: 0.5542, loss_cls: 4.0023, loss: 4.0023 2024-07-19 18:30:42,064 - pyskl - INFO - Epoch [95][800/3746] lr: 3.042e-02, eta: 1 day, 23:13:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3042, top5_acc: 0.5464, loss_cls: 4.0181, loss: 4.0181 2024-07-19 18:32:03,842 - pyskl - INFO - Epoch [95][900/3746] lr: 3.039e-02, eta: 1 day, 23:12:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5587, loss_cls: 4.0110, loss: 4.0110 2024-07-19 18:33:26,466 - pyskl - INFO - Epoch [95][1000/3746] lr: 3.037e-02, eta: 1 day, 23:10:45, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5498, loss_cls: 4.0329, loss: 4.0329 2024-07-19 18:34:48,130 - pyskl - INFO - Epoch [95][1100/3746] lr: 3.034e-02, eta: 1 day, 23:09:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5541, loss_cls: 4.0382, loss: 4.0382 2024-07-19 18:36:11,141 - pyskl - INFO - Epoch [95][1200/3746] lr: 3.032e-02, eta: 1 day, 23:08:03, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5503, loss_cls: 4.0001, loss: 4.0001 2024-07-19 18:37:33,206 - pyskl - INFO - Epoch [95][1300/3746] lr: 3.029e-02, eta: 1 day, 23:06:42, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2931, top5_acc: 0.5475, loss_cls: 4.0611, loss: 4.0611 2024-07-19 18:38:54,979 - pyskl - INFO - Epoch [95][1400/3746] lr: 3.026e-02, eta: 1 day, 23:05:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5519, loss_cls: 4.0454, loss: 4.0454 2024-07-19 18:40:17,058 - pyskl - INFO - Epoch [95][1500/3746] lr: 3.024e-02, eta: 1 day, 23:04:00, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5502, loss_cls: 4.0180, loss: 4.0180 2024-07-19 18:41:39,086 - pyskl - INFO - Epoch [95][1600/3746] lr: 3.021e-02, eta: 1 day, 23:02:39, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3000, top5_acc: 0.5466, loss_cls: 4.0375, loss: 4.0375 2024-07-19 18:43:01,330 - pyskl - INFO - Epoch [95][1700/3746] lr: 3.019e-02, eta: 1 day, 23:01:18, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3069, top5_acc: 0.5545, loss_cls: 3.9873, loss: 3.9873 2024-07-19 18:44:22,918 - pyskl - INFO - Epoch [95][1800/3746] lr: 3.016e-02, eta: 1 day, 22:59:57, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5480, loss_cls: 4.0139, loss: 4.0139 2024-07-19 18:45:44,628 - pyskl - INFO - Epoch [95][1900/3746] lr: 3.014e-02, eta: 1 day, 22:58:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3080, top5_acc: 0.5537, loss_cls: 3.9670, loss: 3.9670 2024-07-19 18:47:06,517 - pyskl - INFO - Epoch [95][2000/3746] lr: 3.011e-02, eta: 1 day, 22:57:15, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5495, loss_cls: 4.0303, loss: 4.0303 2024-07-19 18:48:28,941 - pyskl - INFO - Epoch [95][2100/3746] lr: 3.008e-02, eta: 1 day, 22:55:54, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5655, loss_cls: 3.9802, loss: 3.9802 2024-07-19 18:49:51,088 - pyskl - INFO - Epoch [95][2200/3746] lr: 3.006e-02, eta: 1 day, 22:54:33, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3186, top5_acc: 0.5687, loss_cls: 3.9617, loss: 3.9617 2024-07-19 18:51:14,484 - pyskl - INFO - Epoch [95][2300/3746] lr: 3.003e-02, eta: 1 day, 22:53:13, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2931, top5_acc: 0.5447, loss_cls: 4.0556, loss: 4.0556 2024-07-19 18:52:36,580 - pyskl - INFO - Epoch [95][2400/3746] lr: 3.001e-02, eta: 1 day, 22:51:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5498, loss_cls: 4.0370, loss: 4.0370 2024-07-19 18:53:58,774 - pyskl - INFO - Epoch [95][2500/3746] lr: 2.998e-02, eta: 1 day, 22:50:31, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2998, top5_acc: 0.5664, loss_cls: 4.0089, loss: 4.0089 2024-07-19 18:55:20,562 - pyskl - INFO - Epoch [95][2600/3746] lr: 2.996e-02, eta: 1 day, 22:49:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5620, loss_cls: 3.9721, loss: 3.9721 2024-07-19 18:56:42,173 - pyskl - INFO - Epoch [95][2700/3746] lr: 2.993e-02, eta: 1 day, 22:47:49, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5469, loss_cls: 4.0257, loss: 4.0257 2024-07-19 18:58:04,381 - pyskl - INFO - Epoch [95][2800/3746] lr: 2.991e-02, eta: 1 day, 22:46:28, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5563, loss_cls: 4.0286, loss: 4.0286 2024-07-19 18:59:26,448 - pyskl - INFO - Epoch [95][2900/3746] lr: 2.988e-02, eta: 1 day, 22:45:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3077, top5_acc: 0.5547, loss_cls: 4.0047, loss: 4.0047 2024-07-19 19:00:48,733 - pyskl - INFO - Epoch [95][3000/3746] lr: 2.985e-02, eta: 1 day, 22:43:46, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3030, top5_acc: 0.5577, loss_cls: 3.9841, loss: 3.9841 2024-07-19 19:02:10,492 - pyskl - INFO - Epoch [95][3100/3746] lr: 2.983e-02, eta: 1 day, 22:42:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2997, top5_acc: 0.5686, loss_cls: 3.9625, loss: 3.9625 2024-07-19 19:03:32,045 - pyskl - INFO - Epoch [95][3200/3746] lr: 2.980e-02, eta: 1 day, 22:41:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5547, loss_cls: 4.0200, loss: 4.0200 2024-07-19 19:04:53,833 - pyskl - INFO - Epoch [95][3300/3746] lr: 2.978e-02, eta: 1 day, 22:39:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5605, loss_cls: 4.0120, loss: 4.0120 2024-07-19 19:06:15,667 - pyskl - INFO - Epoch [95][3400/3746] lr: 2.975e-02, eta: 1 day, 22:38:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2980, top5_acc: 0.5523, loss_cls: 4.0700, loss: 4.0700 2024-07-19 19:07:37,588 - pyskl - INFO - Epoch [95][3500/3746] lr: 2.973e-02, eta: 1 day, 22:37:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3039, top5_acc: 0.5530, loss_cls: 4.0189, loss: 4.0189 2024-07-19 19:08:59,618 - pyskl - INFO - Epoch [95][3600/3746] lr: 2.970e-02, eta: 1 day, 22:35:40, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5527, loss_cls: 4.0159, loss: 4.0159 2024-07-19 19:10:21,364 - pyskl - INFO - Epoch [95][3700/3746] lr: 2.968e-02, eta: 1 day, 22:34:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3041, top5_acc: 0.5539, loss_cls: 4.0163, loss: 4.0163 2024-07-19 19:11:00,630 - pyskl - INFO - Saving checkpoint at 95 epochs 2024-07-19 19:12:51,896 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 19:12:52,557 - pyskl - INFO - top1_acc 0.2322 top5_acc 0.4701 2024-07-19 19:12:52,557 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 19:12:52,599 - pyskl - INFO - mean_acc 0.2321 2024-07-19 19:12:52,610 - pyskl - INFO - Epoch(val) [95][309] top1_acc: 0.2322, top5_acc: 0.4701, mean_class_accuracy: 0.2321 2024-07-19 19:16:40,434 - pyskl - INFO - Epoch [96][100/3746] lr: 2.964e-02, eta: 1 day, 22:33:23, time: 2.278, data_time: 1.286, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5722, loss_cls: 3.9362, loss: 3.9362 2024-07-19 19:18:02,480 - pyskl - INFO - Epoch [96][200/3746] lr: 2.961e-02, eta: 1 day, 22:32:02, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3095, top5_acc: 0.5525, loss_cls: 3.9644, loss: 3.9644 2024-07-19 19:19:25,182 - pyskl - INFO - Epoch [96][300/3746] lr: 2.959e-02, eta: 1 day, 22:30:41, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3120, top5_acc: 0.5587, loss_cls: 3.9671, loss: 3.9671 2024-07-19 19:20:47,349 - pyskl - INFO - Epoch [96][400/3746] lr: 2.956e-02, eta: 1 day, 22:29:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3028, top5_acc: 0.5505, loss_cls: 4.0308, loss: 4.0308 2024-07-19 19:22:10,222 - pyskl - INFO - Epoch [96][500/3746] lr: 2.954e-02, eta: 1 day, 22:28:00, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5570, loss_cls: 3.9723, loss: 3.9723 2024-07-19 19:23:32,319 - pyskl - INFO - Epoch [96][600/3746] lr: 2.951e-02, eta: 1 day, 22:26:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5578, loss_cls: 3.9892, loss: 3.9892 2024-07-19 19:24:54,588 - pyskl - INFO - Epoch [96][700/3746] lr: 2.948e-02, eta: 1 day, 22:25:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3070, top5_acc: 0.5605, loss_cls: 3.9828, loss: 3.9828 2024-07-19 19:26:17,179 - pyskl - INFO - Epoch [96][800/3746] lr: 2.946e-02, eta: 1 day, 22:23:57, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3153, top5_acc: 0.5694, loss_cls: 3.9300, loss: 3.9300 2024-07-19 19:27:39,059 - pyskl - INFO - Epoch [96][900/3746] lr: 2.943e-02, eta: 1 day, 22:22:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2889, top5_acc: 0.5441, loss_cls: 4.0807, loss: 4.0807 2024-07-19 19:29:01,459 - pyskl - INFO - Epoch [96][1000/3746] lr: 2.941e-02, eta: 1 day, 22:21:15, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3195, top5_acc: 0.5641, loss_cls: 3.9451, loss: 3.9451 2024-07-19 19:30:23,922 - pyskl - INFO - Epoch [96][1100/3746] lr: 2.938e-02, eta: 1 day, 22:19:55, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5575, loss_cls: 3.9563, loss: 3.9563 2024-07-19 19:31:46,394 - pyskl - INFO - Epoch [96][1200/3746] lr: 2.936e-02, eta: 1 day, 22:18:34, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3042, top5_acc: 0.5611, loss_cls: 3.9941, loss: 3.9941 2024-07-19 19:33:08,394 - pyskl - INFO - Epoch [96][1300/3746] lr: 2.933e-02, eta: 1 day, 22:17:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5498, loss_cls: 4.0498, loss: 4.0498 2024-07-19 19:34:30,531 - pyskl - INFO - Epoch [96][1400/3746] lr: 2.931e-02, eta: 1 day, 22:15:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3091, top5_acc: 0.5548, loss_cls: 3.9807, loss: 3.9807 2024-07-19 19:35:52,455 - pyskl - INFO - Epoch [96][1500/3746] lr: 2.928e-02, eta: 1 day, 22:14:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5609, loss_cls: 4.0011, loss: 4.0011 2024-07-19 19:37:14,470 - pyskl - INFO - Epoch [96][1600/3746] lr: 2.926e-02, eta: 1 day, 22:13:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3080, top5_acc: 0.5539, loss_cls: 3.9921, loss: 3.9921 2024-07-19 19:38:36,940 - pyskl - INFO - Epoch [96][1700/3746] lr: 2.923e-02, eta: 1 day, 22:11:49, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3009, top5_acc: 0.5466, loss_cls: 4.0483, loss: 4.0483 2024-07-19 19:39:58,754 - pyskl - INFO - Epoch [96][1800/3746] lr: 2.920e-02, eta: 1 day, 22:10:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5600, loss_cls: 3.9871, loss: 3.9871 2024-07-19 19:41:20,708 - pyskl - INFO - Epoch [96][1900/3746] lr: 2.918e-02, eta: 1 day, 22:09:07, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2953, top5_acc: 0.5427, loss_cls: 4.0639, loss: 4.0639 2024-07-19 19:42:42,657 - pyskl - INFO - Epoch [96][2000/3746] lr: 2.915e-02, eta: 1 day, 22:07:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3070, top5_acc: 0.5606, loss_cls: 3.9767, loss: 3.9767 2024-07-19 19:44:04,786 - pyskl - INFO - Epoch [96][2100/3746] lr: 2.913e-02, eta: 1 day, 22:06:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2930, top5_acc: 0.5583, loss_cls: 4.0036, loss: 4.0036 2024-07-19 19:45:27,083 - pyskl - INFO - Epoch [96][2200/3746] lr: 2.910e-02, eta: 1 day, 22:05:04, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5561, loss_cls: 3.9788, loss: 3.9788 2024-07-19 19:46:49,792 - pyskl - INFO - Epoch [96][2300/3746] lr: 2.908e-02, eta: 1 day, 22:03:43, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5600, loss_cls: 4.0281, loss: 4.0281 2024-07-19 19:48:11,683 - pyskl - INFO - Epoch [96][2400/3746] lr: 2.905e-02, eta: 1 day, 22:02:22, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5531, loss_cls: 3.9831, loss: 3.9831 2024-07-19 19:49:33,463 - pyskl - INFO - Epoch [96][2500/3746] lr: 2.903e-02, eta: 1 day, 22:01:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3103, top5_acc: 0.5572, loss_cls: 3.9898, loss: 3.9898 2024-07-19 19:50:55,223 - pyskl - INFO - Epoch [96][2600/3746] lr: 2.900e-02, eta: 1 day, 21:59:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3095, top5_acc: 0.5516, loss_cls: 3.9878, loss: 3.9878 2024-07-19 19:52:16,878 - pyskl - INFO - Epoch [96][2700/3746] lr: 2.898e-02, eta: 1 day, 21:58:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5478, loss_cls: 4.0141, loss: 4.0141 2024-07-19 19:53:38,750 - pyskl - INFO - Epoch [96][2800/3746] lr: 2.895e-02, eta: 1 day, 21:56:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2977, top5_acc: 0.5480, loss_cls: 4.0223, loss: 4.0223 2024-07-19 19:55:00,806 - pyskl - INFO - Epoch [96][2900/3746] lr: 2.893e-02, eta: 1 day, 21:55:36, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5567, loss_cls: 3.9751, loss: 3.9751 2024-07-19 19:56:22,846 - pyskl - INFO - Epoch [96][3000/3746] lr: 2.890e-02, eta: 1 day, 21:54:15, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5627, loss_cls: 3.9893, loss: 3.9893 2024-07-19 19:57:44,769 - pyskl - INFO - Epoch [96][3100/3746] lr: 2.887e-02, eta: 1 day, 21:52:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2977, top5_acc: 0.5458, loss_cls: 4.0500, loss: 4.0500 2024-07-19 19:59:06,394 - pyskl - INFO - Epoch [96][3200/3746] lr: 2.885e-02, eta: 1 day, 21:51:33, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5644, loss_cls: 3.9779, loss: 3.9779 2024-07-19 20:00:28,265 - pyskl - INFO - Epoch [96][3300/3746] lr: 2.882e-02, eta: 1 day, 21:50:12, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2934, top5_acc: 0.5531, loss_cls: 4.0096, loss: 4.0096 2024-07-19 20:01:50,114 - pyskl - INFO - Epoch [96][3400/3746] lr: 2.880e-02, eta: 1 day, 21:48:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5470, loss_cls: 4.0129, loss: 4.0129 2024-07-19 20:03:12,278 - pyskl - INFO - Epoch [96][3500/3746] lr: 2.877e-02, eta: 1 day, 21:47:30, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3117, top5_acc: 0.5652, loss_cls: 3.9452, loss: 3.9452 2024-07-19 20:04:34,351 - pyskl - INFO - Epoch [96][3600/3746] lr: 2.875e-02, eta: 1 day, 21:46:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5625, loss_cls: 3.9498, loss: 3.9498 2024-07-19 20:05:56,009 - pyskl - INFO - Epoch [96][3700/3746] lr: 2.872e-02, eta: 1 day, 21:44:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3058, top5_acc: 0.5477, loss_cls: 4.0228, loss: 4.0228 2024-07-19 20:06:35,559 - pyskl - INFO - Saving checkpoint at 96 epochs 2024-07-19 20:08:27,056 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 20:08:27,717 - pyskl - INFO - top1_acc 0.2430 top5_acc 0.4739 2024-07-19 20:08:27,718 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 20:08:27,761 - pyskl - INFO - mean_acc 0.2426 2024-07-19 20:08:27,773 - pyskl - INFO - Epoch(val) [96][309] top1_acc: 0.2430, top5_acc: 0.4739, mean_class_accuracy: 0.2426 2024-07-19 20:12:14,529 - pyskl - INFO - Epoch [97][100/3746] lr: 2.869e-02, eta: 1 day, 21:43:49, time: 2.267, data_time: 1.280, memory: 15990, top1_acc: 0.3147, top5_acc: 0.5730, loss_cls: 3.9011, loss: 3.9011 2024-07-19 20:13:37,120 - pyskl - INFO - Epoch [97][200/3746] lr: 2.866e-02, eta: 1 day, 21:42:28, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5613, loss_cls: 3.9480, loss: 3.9480 2024-07-19 20:14:59,441 - pyskl - INFO - Epoch [97][300/3746] lr: 2.864e-02, eta: 1 day, 21:41:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3081, top5_acc: 0.5711, loss_cls: 3.9223, loss: 3.9223 2024-07-19 20:16:21,403 - pyskl - INFO - Epoch [97][400/3746] lr: 2.861e-02, eta: 1 day, 21:39:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5777, loss_cls: 3.9471, loss: 3.9471 2024-07-19 20:17:44,117 - pyskl - INFO - Epoch [97][500/3746] lr: 2.858e-02, eta: 1 day, 21:38:26, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5523, loss_cls: 4.0158, loss: 4.0158 2024-07-19 20:19:06,064 - pyskl - INFO - Epoch [97][600/3746] lr: 2.856e-02, eta: 1 day, 21:37:04, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5634, loss_cls: 3.9517, loss: 3.9517 2024-07-19 20:20:28,609 - pyskl - INFO - Epoch [97][700/3746] lr: 2.853e-02, eta: 1 day, 21:35:44, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5725, loss_cls: 3.9370, loss: 3.9370 2024-07-19 20:21:50,406 - pyskl - INFO - Epoch [97][800/3746] lr: 2.851e-02, eta: 1 day, 21:34:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3147, top5_acc: 0.5666, loss_cls: 3.9367, loss: 3.9367 2024-07-19 20:23:12,835 - pyskl - INFO - Epoch [97][900/3746] lr: 2.848e-02, eta: 1 day, 21:33:02, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3025, top5_acc: 0.5483, loss_cls: 4.0229, loss: 4.0229 2024-07-19 20:24:35,852 - pyskl - INFO - Epoch [97][1000/3746] lr: 2.846e-02, eta: 1 day, 21:31:41, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5558, loss_cls: 4.0304, loss: 4.0304 2024-07-19 20:25:58,406 - pyskl - INFO - Epoch [97][1100/3746] lr: 2.843e-02, eta: 1 day, 21:30:20, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5586, loss_cls: 3.9817, loss: 3.9817 2024-07-19 20:27:20,436 - pyskl - INFO - Epoch [97][1200/3746] lr: 2.841e-02, eta: 1 day, 21:28:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5645, loss_cls: 3.9562, loss: 3.9562 2024-07-19 20:28:42,172 - pyskl - INFO - Epoch [97][1300/3746] lr: 2.838e-02, eta: 1 day, 21:27:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5653, loss_cls: 3.9631, loss: 3.9631 2024-07-19 20:30:04,398 - pyskl - INFO - Epoch [97][1400/3746] lr: 2.836e-02, eta: 1 day, 21:26:17, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3084, top5_acc: 0.5605, loss_cls: 3.9773, loss: 3.9773 2024-07-19 20:31:26,690 - pyskl - INFO - Epoch [97][1500/3746] lr: 2.833e-02, eta: 1 day, 21:24:56, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5544, loss_cls: 3.9883, loss: 3.9883 2024-07-19 20:32:48,335 - pyskl - INFO - Epoch [97][1600/3746] lr: 2.831e-02, eta: 1 day, 21:23:35, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3016, top5_acc: 0.5583, loss_cls: 4.0001, loss: 4.0001 2024-07-19 20:34:10,124 - pyskl - INFO - Epoch [97][1700/3746] lr: 2.828e-02, eta: 1 day, 21:22:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3073, top5_acc: 0.5561, loss_cls: 3.9816, loss: 3.9816 2024-07-19 20:35:31,556 - pyskl - INFO - Epoch [97][1800/3746] lr: 2.826e-02, eta: 1 day, 21:20:52, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3167, top5_acc: 0.5675, loss_cls: 3.9338, loss: 3.9338 2024-07-19 20:36:53,253 - pyskl - INFO - Epoch [97][1900/3746] lr: 2.823e-02, eta: 1 day, 21:19:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3000, top5_acc: 0.5519, loss_cls: 4.0084, loss: 4.0084 2024-07-19 20:38:14,915 - pyskl - INFO - Epoch [97][2000/3746] lr: 2.821e-02, eta: 1 day, 21:18:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3114, top5_acc: 0.5489, loss_cls: 4.0171, loss: 4.0171 2024-07-19 20:39:36,899 - pyskl - INFO - Epoch [97][2100/3746] lr: 2.818e-02, eta: 1 day, 21:16:48, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3078, top5_acc: 0.5587, loss_cls: 3.9751, loss: 3.9751 2024-07-19 20:40:58,953 - pyskl - INFO - Epoch [97][2200/3746] lr: 2.816e-02, eta: 1 day, 21:15:27, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3075, top5_acc: 0.5553, loss_cls: 3.9734, loss: 3.9734 2024-07-19 20:42:21,284 - pyskl - INFO - Epoch [97][2300/3746] lr: 2.813e-02, eta: 1 day, 21:14:06, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3041, top5_acc: 0.5463, loss_cls: 4.0305, loss: 4.0305 2024-07-19 20:43:43,091 - pyskl - INFO - Epoch [97][2400/3746] lr: 2.811e-02, eta: 1 day, 21:12:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5552, loss_cls: 3.9740, loss: 3.9740 2024-07-19 20:45:05,260 - pyskl - INFO - Epoch [97][2500/3746] lr: 2.808e-02, eta: 1 day, 21:11:24, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3047, top5_acc: 0.5586, loss_cls: 3.9983, loss: 3.9983 2024-07-19 20:46:27,636 - pyskl - INFO - Epoch [97][2600/3746] lr: 2.806e-02, eta: 1 day, 21:10:03, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5514, loss_cls: 4.0006, loss: 4.0006 2024-07-19 20:47:49,604 - pyskl - INFO - Epoch [97][2700/3746] lr: 2.803e-02, eta: 1 day, 21:08:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5602, loss_cls: 3.9910, loss: 3.9910 2024-07-19 20:49:12,088 - pyskl - INFO - Epoch [97][2800/3746] lr: 2.801e-02, eta: 1 day, 21:07:21, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5658, loss_cls: 3.9797, loss: 3.9797 2024-07-19 20:50:34,443 - pyskl - INFO - Epoch [97][2900/3746] lr: 2.798e-02, eta: 1 day, 21:06:00, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5587, loss_cls: 3.9812, loss: 3.9812 2024-07-19 20:51:56,597 - pyskl - INFO - Epoch [97][3000/3746] lr: 2.796e-02, eta: 1 day, 21:04:39, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3161, top5_acc: 0.5666, loss_cls: 3.9276, loss: 3.9276 2024-07-19 20:53:18,146 - pyskl - INFO - Epoch [97][3100/3746] lr: 2.793e-02, eta: 1 day, 21:03:18, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3069, top5_acc: 0.5631, loss_cls: 3.9582, loss: 3.9582 2024-07-19 20:54:39,938 - pyskl - INFO - Epoch [97][3200/3746] lr: 2.791e-02, eta: 1 day, 21:01:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3025, top5_acc: 0.5542, loss_cls: 4.0154, loss: 4.0154 2024-07-19 20:56:01,936 - pyskl - INFO - Epoch [97][3300/3746] lr: 2.788e-02, eta: 1 day, 21:00:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3119, top5_acc: 0.5608, loss_cls: 3.9675, loss: 3.9675 2024-07-19 20:57:23,658 - pyskl - INFO - Epoch [97][3400/3746] lr: 2.786e-02, eta: 1 day, 20:59:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3042, top5_acc: 0.5509, loss_cls: 4.0274, loss: 4.0274 2024-07-19 20:58:45,172 - pyskl - INFO - Epoch [97][3500/3746] lr: 2.783e-02, eta: 1 day, 20:57:53, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5589, loss_cls: 3.9996, loss: 3.9996 2024-07-19 21:00:06,649 - pyskl - INFO - Epoch [97][3600/3746] lr: 2.781e-02, eta: 1 day, 20:56:31, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3075, top5_acc: 0.5587, loss_cls: 3.9749, loss: 3.9749 2024-07-19 21:01:28,836 - pyskl - INFO - Epoch [97][3700/3746] lr: 2.778e-02, eta: 1 day, 20:55:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5511, loss_cls: 4.0032, loss: 4.0032 2024-07-19 21:02:08,415 - pyskl - INFO - Saving checkpoint at 97 epochs 2024-07-19 21:03:59,863 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 21:04:00,528 - pyskl - INFO - top1_acc 0.2584 top5_acc 0.4982 2024-07-19 21:04:00,529 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 21:04:00,570 - pyskl - INFO - mean_acc 0.2582 2024-07-19 21:04:00,575 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_92.pth was removed 2024-07-19 21:04:00,828 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. 2024-07-19 21:04:00,829 - pyskl - INFO - Best top1_acc is 0.2584 at 97 epoch. 2024-07-19 21:04:00,841 - pyskl - INFO - Epoch(val) [97][309] top1_acc: 0.2584, top5_acc: 0.4982, mean_class_accuracy: 0.2582 2024-07-19 21:07:51,606 - pyskl - INFO - Epoch [98][100/3746] lr: 2.774e-02, eta: 1 day, 20:54:13, time: 2.308, data_time: 1.315, memory: 15990, top1_acc: 0.3172, top5_acc: 0.5745, loss_cls: 3.8804, loss: 3.8804 2024-07-19 21:09:13,882 - pyskl - INFO - Epoch [98][200/3746] lr: 2.772e-02, eta: 1 day, 20:52:52, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3131, top5_acc: 0.5611, loss_cls: 3.9617, loss: 3.9617 2024-07-19 21:10:36,228 - pyskl - INFO - Epoch [98][300/3746] lr: 2.769e-02, eta: 1 day, 20:51:31, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3100, top5_acc: 0.5664, loss_cls: 3.9317, loss: 3.9317 2024-07-19 21:11:58,558 - pyskl - INFO - Epoch [98][400/3746] lr: 2.767e-02, eta: 1 day, 20:50:10, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5672, loss_cls: 3.9211, loss: 3.9211 2024-07-19 21:13:21,391 - pyskl - INFO - Epoch [98][500/3746] lr: 2.764e-02, eta: 1 day, 20:48:49, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5652, loss_cls: 3.9569, loss: 3.9569 2024-07-19 21:14:43,737 - pyskl - INFO - Epoch [98][600/3746] lr: 2.762e-02, eta: 1 day, 20:47:28, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3184, top5_acc: 0.5708, loss_cls: 3.9168, loss: 3.9168 2024-07-19 21:16:06,347 - pyskl - INFO - Epoch [98][700/3746] lr: 2.759e-02, eta: 1 day, 20:46:07, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3184, top5_acc: 0.5634, loss_cls: 3.9321, loss: 3.9321 2024-07-19 21:17:28,508 - pyskl - INFO - Epoch [98][800/3746] lr: 2.757e-02, eta: 1 day, 20:44:46, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2953, top5_acc: 0.5517, loss_cls: 4.0049, loss: 4.0049 2024-07-19 21:18:51,194 - pyskl - INFO - Epoch [98][900/3746] lr: 2.754e-02, eta: 1 day, 20:43:25, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5652, loss_cls: 3.9605, loss: 3.9605 2024-07-19 21:20:13,035 - pyskl - INFO - Epoch [98][1000/3746] lr: 2.752e-02, eta: 1 day, 20:42:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5608, loss_cls: 3.9654, loss: 3.9654 2024-07-19 21:21:34,909 - pyskl - INFO - Epoch [98][1100/3746] lr: 2.749e-02, eta: 1 day, 20:40:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5695, loss_cls: 3.9637, loss: 3.9637 2024-07-19 21:22:57,289 - pyskl - INFO - Epoch [98][1200/3746] lr: 2.747e-02, eta: 1 day, 20:39:22, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5664, loss_cls: 3.9146, loss: 3.9146 2024-07-19 21:24:19,426 - pyskl - INFO - Epoch [98][1300/3746] lr: 2.744e-02, eta: 1 day, 20:38:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5681, loss_cls: 3.9155, loss: 3.9155 2024-07-19 21:25:41,346 - pyskl - INFO - Epoch [98][1400/3746] lr: 2.742e-02, eta: 1 day, 20:36:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3103, top5_acc: 0.5647, loss_cls: 3.9420, loss: 3.9420 2024-07-19 21:27:03,254 - pyskl - INFO - Epoch [98][1500/3746] lr: 2.739e-02, eta: 1 day, 20:35:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3214, top5_acc: 0.5656, loss_cls: 3.9199, loss: 3.9199 2024-07-19 21:28:25,283 - pyskl - INFO - Epoch [98][1600/3746] lr: 2.737e-02, eta: 1 day, 20:33:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3098, top5_acc: 0.5613, loss_cls: 3.9619, loss: 3.9619 2024-07-19 21:29:47,282 - pyskl - INFO - Epoch [98][1700/3746] lr: 2.734e-02, eta: 1 day, 20:32:36, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5452, loss_cls: 4.0398, loss: 4.0398 2024-07-19 21:31:09,329 - pyskl - INFO - Epoch [98][1800/3746] lr: 2.732e-02, eta: 1 day, 20:31:15, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3131, top5_acc: 0.5569, loss_cls: 3.9675, loss: 3.9675 2024-07-19 21:32:31,797 - pyskl - INFO - Epoch [98][1900/3746] lr: 2.729e-02, eta: 1 day, 20:29:54, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3175, top5_acc: 0.5652, loss_cls: 3.9415, loss: 3.9415 2024-07-19 21:33:53,585 - pyskl - INFO - Epoch [98][2000/3746] lr: 2.727e-02, eta: 1 day, 20:28:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5533, loss_cls: 3.9954, loss: 3.9954 2024-07-19 21:35:15,483 - pyskl - INFO - Epoch [98][2100/3746] lr: 2.724e-02, eta: 1 day, 20:27:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3105, top5_acc: 0.5625, loss_cls: 3.9709, loss: 3.9709 2024-07-19 21:36:37,794 - pyskl - INFO - Epoch [98][2200/3746] lr: 2.722e-02, eta: 1 day, 20:25:50, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3172, top5_acc: 0.5739, loss_cls: 3.9209, loss: 3.9209 2024-07-19 21:38:00,609 - pyskl - INFO - Epoch [98][2300/3746] lr: 2.719e-02, eta: 1 day, 20:24:29, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3181, top5_acc: 0.5598, loss_cls: 3.9632, loss: 3.9632 2024-07-19 21:39:22,287 - pyskl - INFO - Epoch [98][2400/3746] lr: 2.717e-02, eta: 1 day, 20:23:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3102, top5_acc: 0.5647, loss_cls: 3.9560, loss: 3.9560 2024-07-19 21:40:43,736 - pyskl - INFO - Epoch [98][2500/3746] lr: 2.714e-02, eta: 1 day, 20:21:47, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3123, top5_acc: 0.5572, loss_cls: 3.9760, loss: 3.9760 2024-07-19 21:42:05,145 - pyskl - INFO - Epoch [98][2600/3746] lr: 2.712e-02, eta: 1 day, 20:20:25, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5528, loss_cls: 3.9944, loss: 3.9944 2024-07-19 21:43:27,227 - pyskl - INFO - Epoch [98][2700/3746] lr: 2.709e-02, eta: 1 day, 20:19:04, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3122, top5_acc: 0.5648, loss_cls: 3.9404, loss: 3.9404 2024-07-19 21:44:49,172 - pyskl - INFO - Epoch [98][2800/3746] lr: 2.707e-02, eta: 1 day, 20:17:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5558, loss_cls: 3.9966, loss: 3.9966 2024-07-19 21:46:10,929 - pyskl - INFO - Epoch [98][2900/3746] lr: 2.705e-02, eta: 1 day, 20:16:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3120, top5_acc: 0.5608, loss_cls: 3.9663, loss: 3.9663 2024-07-19 21:47:33,206 - pyskl - INFO - Epoch [98][3000/3746] lr: 2.702e-02, eta: 1 day, 20:15:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5552, loss_cls: 4.0204, loss: 4.0204 2024-07-19 21:48:54,845 - pyskl - INFO - Epoch [98][3100/3746] lr: 2.700e-02, eta: 1 day, 20:13:39, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3162, top5_acc: 0.5678, loss_cls: 3.9369, loss: 3.9369 2024-07-19 21:50:17,042 - pyskl - INFO - Epoch [98][3200/3746] lr: 2.697e-02, eta: 1 day, 20:12:18, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5478, loss_cls: 4.0564, loss: 4.0564 2024-07-19 21:51:39,342 - pyskl - INFO - Epoch [98][3300/3746] lr: 2.695e-02, eta: 1 day, 20:10:57, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3028, top5_acc: 0.5570, loss_cls: 4.0187, loss: 4.0187 2024-07-19 21:53:01,016 - pyskl - INFO - Epoch [98][3400/3746] lr: 2.692e-02, eta: 1 day, 20:09:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3045, top5_acc: 0.5650, loss_cls: 3.9560, loss: 3.9560 2024-07-19 21:54:23,359 - pyskl - INFO - Epoch [98][3500/3746] lr: 2.690e-02, eta: 1 day, 20:08:14, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5636, loss_cls: 3.9963, loss: 3.9963 2024-07-19 21:55:45,049 - pyskl - INFO - Epoch [98][3600/3746] lr: 2.687e-02, eta: 1 day, 20:06:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3102, top5_acc: 0.5619, loss_cls: 3.9788, loss: 3.9788 2024-07-19 21:57:07,065 - pyskl - INFO - Epoch [98][3700/3746] lr: 2.685e-02, eta: 1 day, 20:05:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5475, loss_cls: 4.0577, loss: 4.0577 2024-07-19 21:57:46,917 - pyskl - INFO - Saving checkpoint at 98 epochs 2024-07-19 21:59:38,369 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 21:59:39,081 - pyskl - INFO - top1_acc 0.2491 top5_acc 0.4911 2024-07-19 21:59:39,081 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 21:59:39,128 - pyskl - INFO - mean_acc 0.2488 2024-07-19 21:59:39,141 - pyskl - INFO - Epoch(val) [98][309] top1_acc: 0.2491, top5_acc: 0.4911, mean_class_accuracy: 0.2488 2024-07-19 22:03:30,821 - pyskl - INFO - Epoch [99][100/3746] lr: 2.681e-02, eta: 1 day, 20:04:33, time: 2.317, data_time: 1.327, memory: 15990, top1_acc: 0.3195, top5_acc: 0.5714, loss_cls: 3.9008, loss: 3.9008 2024-07-19 22:04:53,660 - pyskl - INFO - Epoch [99][200/3746] lr: 2.679e-02, eta: 1 day, 20:03:12, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3198, top5_acc: 0.5758, loss_cls: 3.8713, loss: 3.8713 2024-07-19 22:06:16,618 - pyskl - INFO - Epoch [99][300/3746] lr: 2.676e-02, eta: 1 day, 20:01:51, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3095, top5_acc: 0.5670, loss_cls: 3.9525, loss: 3.9525 2024-07-19 22:07:39,544 - pyskl - INFO - Epoch [99][400/3746] lr: 2.674e-02, eta: 1 day, 20:00:31, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3123, top5_acc: 0.5764, loss_cls: 3.8961, loss: 3.8961 2024-07-19 22:09:02,198 - pyskl - INFO - Epoch [99][500/3746] lr: 2.671e-02, eta: 1 day, 19:59:10, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5859, loss_cls: 3.8903, loss: 3.8903 2024-07-19 22:10:24,764 - pyskl - INFO - Epoch [99][600/3746] lr: 2.669e-02, eta: 1 day, 19:57:49, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5631, loss_cls: 3.9270, loss: 3.9270 2024-07-19 22:11:46,927 - pyskl - INFO - Epoch [99][700/3746] lr: 2.666e-02, eta: 1 day, 19:56:28, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5609, loss_cls: 3.9918, loss: 3.9918 2024-07-19 22:13:09,484 - pyskl - INFO - Epoch [99][800/3746] lr: 2.664e-02, eta: 1 day, 19:55:07, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3139, top5_acc: 0.5637, loss_cls: 3.9152, loss: 3.9152 2024-07-19 22:14:32,261 - pyskl - INFO - Epoch [99][900/3746] lr: 2.661e-02, eta: 1 day, 19:53:46, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5673, loss_cls: 3.9556, loss: 3.9556 2024-07-19 22:15:54,198 - pyskl - INFO - Epoch [99][1000/3746] lr: 2.659e-02, eta: 1 day, 19:52:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3075, top5_acc: 0.5608, loss_cls: 3.9665, loss: 3.9665 2024-07-19 22:17:16,828 - pyskl - INFO - Epoch [99][1100/3746] lr: 2.656e-02, eta: 1 day, 19:51:04, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3105, top5_acc: 0.5577, loss_cls: 3.9135, loss: 3.9135 2024-07-19 22:18:39,032 - pyskl - INFO - Epoch [99][1200/3746] lr: 2.654e-02, eta: 1 day, 19:49:42, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3114, top5_acc: 0.5641, loss_cls: 3.9532, loss: 3.9532 2024-07-19 22:20:01,094 - pyskl - INFO - Epoch [99][1300/3746] lr: 2.651e-02, eta: 1 day, 19:48:21, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5616, loss_cls: 3.9347, loss: 3.9347 2024-07-19 22:21:23,007 - pyskl - INFO - Epoch [99][1400/3746] lr: 2.649e-02, eta: 1 day, 19:47:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5670, loss_cls: 3.9000, loss: 3.9000 2024-07-19 22:22:44,899 - pyskl - INFO - Epoch [99][1500/3746] lr: 2.646e-02, eta: 1 day, 19:45:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3222, top5_acc: 0.5666, loss_cls: 3.9197, loss: 3.9197 2024-07-19 22:24:06,543 - pyskl - INFO - Epoch [99][1600/3746] lr: 2.644e-02, eta: 1 day, 19:44:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5723, loss_cls: 3.8943, loss: 3.8943 2024-07-19 22:25:28,796 - pyskl - INFO - Epoch [99][1700/3746] lr: 2.642e-02, eta: 1 day, 19:42:56, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3234, top5_acc: 0.5677, loss_cls: 3.9142, loss: 3.9142 2024-07-19 22:26:50,827 - pyskl - INFO - Epoch [99][1800/3746] lr: 2.639e-02, eta: 1 day, 19:41:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3098, top5_acc: 0.5613, loss_cls: 3.9538, loss: 3.9538 2024-07-19 22:28:13,209 - pyskl - INFO - Epoch [99][1900/3746] lr: 2.637e-02, eta: 1 day, 19:40:14, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3133, top5_acc: 0.5600, loss_cls: 3.9627, loss: 3.9627 2024-07-19 22:29:35,164 - pyskl - INFO - Epoch [99][2000/3746] lr: 2.634e-02, eta: 1 day, 19:38:53, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3119, top5_acc: 0.5731, loss_cls: 3.9066, loss: 3.9066 2024-07-19 22:30:57,875 - pyskl - INFO - Epoch [99][2100/3746] lr: 2.632e-02, eta: 1 day, 19:37:32, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3167, top5_acc: 0.5547, loss_cls: 3.9665, loss: 3.9665 2024-07-19 22:32:20,033 - pyskl - INFO - Epoch [99][2200/3746] lr: 2.629e-02, eta: 1 day, 19:36:11, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3103, top5_acc: 0.5711, loss_cls: 3.9453, loss: 3.9453 2024-07-19 22:33:42,773 - pyskl - INFO - Epoch [99][2300/3746] lr: 2.627e-02, eta: 1 day, 19:34:50, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5536, loss_cls: 3.9792, loss: 3.9792 2024-07-19 22:35:04,530 - pyskl - INFO - Epoch [99][2400/3746] lr: 2.624e-02, eta: 1 day, 19:33:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3119, top5_acc: 0.5672, loss_cls: 3.9470, loss: 3.9470 2024-07-19 22:36:26,861 - pyskl - INFO - Epoch [99][2500/3746] lr: 2.622e-02, eta: 1 day, 19:32:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5697, loss_cls: 3.9505, loss: 3.9505 2024-07-19 22:37:48,638 - pyskl - INFO - Epoch [99][2600/3746] lr: 2.619e-02, eta: 1 day, 19:30:46, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5594, loss_cls: 3.9723, loss: 3.9723 2024-07-19 22:39:10,698 - pyskl - INFO - Epoch [99][2700/3746] lr: 2.617e-02, eta: 1 day, 19:29:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3144, top5_acc: 0.5673, loss_cls: 3.9595, loss: 3.9595 2024-07-19 22:40:32,547 - pyskl - INFO - Epoch [99][2800/3746] lr: 2.614e-02, eta: 1 day, 19:28:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3233, top5_acc: 0.5630, loss_cls: 3.9536, loss: 3.9536 2024-07-19 22:41:54,487 - pyskl - INFO - Epoch [99][2900/3746] lr: 2.612e-02, eta: 1 day, 19:26:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2981, top5_acc: 0.5550, loss_cls: 3.9937, loss: 3.9937 2024-07-19 22:43:17,066 - pyskl - INFO - Epoch [99][3000/3746] lr: 2.610e-02, eta: 1 day, 19:25:21, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5569, loss_cls: 3.9908, loss: 3.9908 2024-07-19 22:44:39,405 - pyskl - INFO - Epoch [99][3100/3746] lr: 2.607e-02, eta: 1 day, 19:24:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5642, loss_cls: 3.9457, loss: 3.9457 2024-07-19 22:46:01,743 - pyskl - INFO - Epoch [99][3200/3746] lr: 2.605e-02, eta: 1 day, 19:22:39, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5673, loss_cls: 3.9597, loss: 3.9597 2024-07-19 22:47:23,910 - pyskl - INFO - Epoch [99][3300/3746] lr: 2.602e-02, eta: 1 day, 19:21:18, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3073, top5_acc: 0.5609, loss_cls: 3.9583, loss: 3.9583 2024-07-19 22:48:46,087 - pyskl - INFO - Epoch [99][3400/3746] lr: 2.600e-02, eta: 1 day, 19:19:57, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3098, top5_acc: 0.5581, loss_cls: 3.9813, loss: 3.9813 2024-07-19 22:50:08,199 - pyskl - INFO - Epoch [99][3500/3746] lr: 2.597e-02, eta: 1 day, 19:18:35, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5616, loss_cls: 3.9943, loss: 3.9943 2024-07-19 22:51:29,776 - pyskl - INFO - Epoch [99][3600/3746] lr: 2.595e-02, eta: 1 day, 19:17:14, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3180, top5_acc: 0.5727, loss_cls: 3.9279, loss: 3.9279 2024-07-19 22:52:51,495 - pyskl - INFO - Epoch [99][3700/3746] lr: 2.592e-02, eta: 1 day, 19:15:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3148, top5_acc: 0.5637, loss_cls: 3.9646, loss: 3.9646 2024-07-19 22:53:31,126 - pyskl - INFO - Saving checkpoint at 99 epochs 2024-07-19 22:55:22,385 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 22:55:23,052 - pyskl - INFO - top1_acc 0.2584 top5_acc 0.4979 2024-07-19 22:55:23,052 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 22:55:23,095 - pyskl - INFO - mean_acc 0.2581 2024-07-19 22:55:23,107 - pyskl - INFO - Epoch(val) [99][309] top1_acc: 0.2584, top5_acc: 0.4979, mean_class_accuracy: 0.2581 2024-07-19 22:59:13,893 - pyskl - INFO - Epoch [100][100/3746] lr: 2.589e-02, eta: 1 day, 19:14:51, time: 2.308, data_time: 1.317, memory: 15990, top1_acc: 0.3167, top5_acc: 0.5677, loss_cls: 3.9302, loss: 3.9302 2024-07-19 23:00:36,833 - pyskl - INFO - Epoch [100][200/3746] lr: 2.586e-02, eta: 1 day, 19:13:30, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5750, loss_cls: 3.8505, loss: 3.8505 2024-07-19 23:01:59,423 - pyskl - INFO - Epoch [100][300/3746] lr: 2.584e-02, eta: 1 day, 19:12:09, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3158, top5_acc: 0.5658, loss_cls: 3.9314, loss: 3.9314 2024-07-19 23:03:21,650 - pyskl - INFO - Epoch [100][400/3746] lr: 2.581e-02, eta: 1 day, 19:10:48, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5733, loss_cls: 3.9153, loss: 3.9153 2024-07-19 23:04:43,513 - pyskl - INFO - Epoch [100][500/3746] lr: 2.579e-02, eta: 1 day, 19:09:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3273, top5_acc: 0.5825, loss_cls: 3.8649, loss: 3.8649 2024-07-19 23:06:06,348 - pyskl - INFO - Epoch [100][600/3746] lr: 2.577e-02, eta: 1 day, 19:08:06, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5691, loss_cls: 3.8989, loss: 3.8989 2024-07-19 23:07:28,457 - pyskl - INFO - Epoch [100][700/3746] lr: 2.574e-02, eta: 1 day, 19:06:45, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5689, loss_cls: 3.9364, loss: 3.9364 2024-07-19 23:08:50,565 - pyskl - INFO - Epoch [100][800/3746] lr: 2.572e-02, eta: 1 day, 19:05:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5578, loss_cls: 3.9510, loss: 3.9510 2024-07-19 23:10:12,892 - pyskl - INFO - Epoch [100][900/3746] lr: 2.569e-02, eta: 1 day, 19:04:02, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5637, loss_cls: 3.9411, loss: 3.9411 2024-07-19 23:11:35,195 - pyskl - INFO - Epoch [100][1000/3746] lr: 2.567e-02, eta: 1 day, 19:02:41, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3183, top5_acc: 0.5695, loss_cls: 3.9359, loss: 3.9359 2024-07-19 23:12:57,124 - pyskl - INFO - Epoch [100][1100/3746] lr: 2.564e-02, eta: 1 day, 19:01:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3106, top5_acc: 0.5675, loss_cls: 3.9432, loss: 3.9432 2024-07-19 23:14:19,318 - pyskl - INFO - Epoch [100][1200/3746] lr: 2.562e-02, eta: 1 day, 18:59:58, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3219, top5_acc: 0.5769, loss_cls: 3.8873, loss: 3.8873 2024-07-19 23:15:41,181 - pyskl - INFO - Epoch [100][1300/3746] lr: 2.559e-02, eta: 1 day, 18:58:37, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5595, loss_cls: 3.9568, loss: 3.9568 2024-07-19 23:17:03,470 - pyskl - INFO - Epoch [100][1400/3746] lr: 2.557e-02, eta: 1 day, 18:57:16, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5689, loss_cls: 3.9289, loss: 3.9289 2024-07-19 23:18:25,247 - pyskl - INFO - Epoch [100][1500/3746] lr: 2.555e-02, eta: 1 day, 18:55:55, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3144, top5_acc: 0.5655, loss_cls: 3.9560, loss: 3.9560 2024-07-19 23:19:47,608 - pyskl - INFO - Epoch [100][1600/3746] lr: 2.552e-02, eta: 1 day, 18:54:33, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3175, top5_acc: 0.5705, loss_cls: 3.9300, loss: 3.9300 2024-07-19 23:21:10,013 - pyskl - INFO - Epoch [100][1700/3746] lr: 2.550e-02, eta: 1 day, 18:53:12, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3195, top5_acc: 0.5736, loss_cls: 3.9282, loss: 3.9282 2024-07-19 23:22:31,642 - pyskl - INFO - Epoch [100][1800/3746] lr: 2.547e-02, eta: 1 day, 18:51:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3136, top5_acc: 0.5736, loss_cls: 3.9150, loss: 3.9150 2024-07-19 23:23:53,518 - pyskl - INFO - Epoch [100][1900/3746] lr: 2.545e-02, eta: 1 day, 18:50:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3233, top5_acc: 0.5791, loss_cls: 3.8840, loss: 3.8840 2024-07-19 23:25:15,710 - pyskl - INFO - Epoch [100][2000/3746] lr: 2.542e-02, eta: 1 day, 18:49:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5652, loss_cls: 3.9384, loss: 3.9384 2024-07-19 23:26:38,128 - pyskl - INFO - Epoch [100][2100/3746] lr: 2.540e-02, eta: 1 day, 18:47:47, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5755, loss_cls: 3.9134, loss: 3.9134 2024-07-19 23:28:00,019 - pyskl - INFO - Epoch [100][2200/3746] lr: 2.538e-02, eta: 1 day, 18:46:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5592, loss_cls: 3.9552, loss: 3.9552 2024-07-19 23:29:22,713 - pyskl - INFO - Epoch [100][2300/3746] lr: 2.535e-02, eta: 1 day, 18:45:05, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5722, loss_cls: 3.9272, loss: 3.9272 2024-07-19 23:30:45,500 - pyskl - INFO - Epoch [100][2400/3746] lr: 2.533e-02, eta: 1 day, 18:43:44, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3022, top5_acc: 0.5673, loss_cls: 3.9611, loss: 3.9611 2024-07-19 23:32:08,054 - pyskl - INFO - Epoch [100][2500/3746] lr: 2.530e-02, eta: 1 day, 18:42:23, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3142, top5_acc: 0.5713, loss_cls: 3.9029, loss: 3.9029 2024-07-19 23:33:30,155 - pyskl - INFO - Epoch [100][2600/3746] lr: 2.528e-02, eta: 1 day, 18:41:02, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3078, top5_acc: 0.5592, loss_cls: 3.9968, loss: 3.9968 2024-07-19 23:34:51,813 - pyskl - INFO - Epoch [100][2700/3746] lr: 2.525e-02, eta: 1 day, 18:39:40, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5595, loss_cls: 3.9751, loss: 3.9751 2024-07-19 23:36:13,547 - pyskl - INFO - Epoch [100][2800/3746] lr: 2.523e-02, eta: 1 day, 18:38:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3122, top5_acc: 0.5673, loss_cls: 3.9500, loss: 3.9500 2024-07-19 23:37:35,401 - pyskl - INFO - Epoch [100][2900/3746] lr: 2.521e-02, eta: 1 day, 18:36:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3181, top5_acc: 0.5734, loss_cls: 3.9088, loss: 3.9088 2024-07-19 23:38:57,108 - pyskl - INFO - Epoch [100][3000/3746] lr: 2.518e-02, eta: 1 day, 18:35:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3161, top5_acc: 0.5780, loss_cls: 3.8919, loss: 3.8919 2024-07-19 23:40:18,560 - pyskl - INFO - Epoch [100][3100/3746] lr: 2.516e-02, eta: 1 day, 18:34:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3217, top5_acc: 0.5708, loss_cls: 3.9336, loss: 3.9336 2024-07-19 23:41:40,363 - pyskl - INFO - Epoch [100][3200/3746] lr: 2.513e-02, eta: 1 day, 18:32:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3161, top5_acc: 0.5728, loss_cls: 3.9094, loss: 3.9094 2024-07-19 23:43:02,165 - pyskl - INFO - Epoch [100][3300/3746] lr: 2.511e-02, eta: 1 day, 18:31:31, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3109, top5_acc: 0.5759, loss_cls: 3.9205, loss: 3.9205 2024-07-19 23:44:24,028 - pyskl - INFO - Epoch [100][3400/3746] lr: 2.508e-02, eta: 1 day, 18:30:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3095, top5_acc: 0.5659, loss_cls: 3.9341, loss: 3.9341 2024-07-19 23:45:46,202 - pyskl - INFO - Epoch [100][3500/3746] lr: 2.506e-02, eta: 1 day, 18:28:49, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5620, loss_cls: 3.9516, loss: 3.9516 2024-07-19 23:47:08,378 - pyskl - INFO - Epoch [100][3600/3746] lr: 2.504e-02, eta: 1 day, 18:27:28, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3052, top5_acc: 0.5564, loss_cls: 3.9730, loss: 3.9730 2024-07-19 23:48:29,904 - pyskl - INFO - Epoch [100][3700/3746] lr: 2.501e-02, eta: 1 day, 18:26:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5739, loss_cls: 3.9070, loss: 3.9070 2024-07-19 23:49:09,731 - pyskl - INFO - Saving checkpoint at 100 epochs 2024-07-19 23:50:59,908 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-19 23:51:00,647 - pyskl - INFO - top1_acc 0.2569 top5_acc 0.4954 2024-07-19 23:51:00,647 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-19 23:51:00,696 - pyskl - INFO - mean_acc 0.2567 2024-07-19 23:51:00,714 - pyskl - INFO - Epoch(val) [100][309] top1_acc: 0.2569, top5_acc: 0.4954, mean_class_accuracy: 0.2567 2024-07-19 23:54:50,552 - pyskl - INFO - Epoch [101][100/3746] lr: 2.498e-02, eta: 1 day, 18:25:02, time: 2.298, data_time: 1.310, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5759, loss_cls: 3.8549, loss: 3.8549 2024-07-19 23:56:13,038 - pyskl - INFO - Epoch [101][200/3746] lr: 2.495e-02, eta: 1 day, 18:23:41, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3261, top5_acc: 0.5791, loss_cls: 3.8640, loss: 3.8640 2024-07-19 23:57:35,202 - pyskl - INFO - Epoch [101][300/3746] lr: 2.493e-02, eta: 1 day, 18:22:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3155, top5_acc: 0.5750, loss_cls: 3.8787, loss: 3.8787 2024-07-19 23:58:57,909 - pyskl - INFO - Epoch [101][400/3746] lr: 2.490e-02, eta: 1 day, 18:20:59, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3261, top5_acc: 0.5720, loss_cls: 3.8827, loss: 3.8827 2024-07-20 00:00:20,380 - pyskl - INFO - Epoch [101][500/3746] lr: 2.488e-02, eta: 1 day, 18:19:38, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3281, top5_acc: 0.5809, loss_cls: 3.8551, loss: 3.8551 2024-07-20 00:01:42,713 - pyskl - INFO - Epoch [101][600/3746] lr: 2.486e-02, eta: 1 day, 18:18:17, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5694, loss_cls: 3.8853, loss: 3.8853 2024-07-20 00:03:04,702 - pyskl - INFO - Epoch [101][700/3746] lr: 2.483e-02, eta: 1 day, 18:16:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5739, loss_cls: 3.9018, loss: 3.9018 2024-07-20 00:04:26,813 - pyskl - INFO - Epoch [101][800/3746] lr: 2.481e-02, eta: 1 day, 18:15:34, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3217, top5_acc: 0.5687, loss_cls: 3.8807, loss: 3.8807 2024-07-20 00:05:49,814 - pyskl - INFO - Epoch [101][900/3746] lr: 2.478e-02, eta: 1 day, 18:14:13, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5697, loss_cls: 3.9001, loss: 3.9001 2024-07-20 00:07:12,197 - pyskl - INFO - Epoch [101][1000/3746] lr: 2.476e-02, eta: 1 day, 18:12:52, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3153, top5_acc: 0.5730, loss_cls: 3.8947, loss: 3.8947 2024-07-20 00:08:34,502 - pyskl - INFO - Epoch [101][1100/3746] lr: 2.473e-02, eta: 1 day, 18:11:31, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5637, loss_cls: 3.9194, loss: 3.9194 2024-07-20 00:09:56,579 - pyskl - INFO - Epoch [101][1200/3746] lr: 2.471e-02, eta: 1 day, 18:10:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3162, top5_acc: 0.5775, loss_cls: 3.9043, loss: 3.9043 2024-07-20 00:11:18,343 - pyskl - INFO - Epoch [101][1300/3746] lr: 2.469e-02, eta: 1 day, 18:08:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5805, loss_cls: 3.8692, loss: 3.8692 2024-07-20 00:12:39,772 - pyskl - INFO - Epoch [101][1400/3746] lr: 2.466e-02, eta: 1 day, 18:07:26, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3102, top5_acc: 0.5680, loss_cls: 3.9163, loss: 3.9163 2024-07-20 00:14:02,061 - pyskl - INFO - Epoch [101][1500/3746] lr: 2.464e-02, eta: 1 day, 18:06:05, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3137, top5_acc: 0.5734, loss_cls: 3.9116, loss: 3.9116 2024-07-20 00:15:24,360 - pyskl - INFO - Epoch [101][1600/3746] lr: 2.461e-02, eta: 1 day, 18:04:44, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3113, top5_acc: 0.5708, loss_cls: 3.9072, loss: 3.9072 2024-07-20 00:16:46,110 - pyskl - INFO - Epoch [101][1700/3746] lr: 2.459e-02, eta: 1 day, 18:03:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5677, loss_cls: 3.9271, loss: 3.9271 2024-07-20 00:18:07,758 - pyskl - INFO - Epoch [101][1800/3746] lr: 2.457e-02, eta: 1 day, 18:02:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3147, top5_acc: 0.5709, loss_cls: 3.9305, loss: 3.9305 2024-07-20 00:19:29,302 - pyskl - INFO - Epoch [101][1900/3746] lr: 2.454e-02, eta: 1 day, 18:00:39, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3223, top5_acc: 0.5817, loss_cls: 3.8606, loss: 3.8606 2024-07-20 00:20:51,342 - pyskl - INFO - Epoch [101][2000/3746] lr: 2.452e-02, eta: 1 day, 17:59:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5695, loss_cls: 3.9139, loss: 3.9139 2024-07-20 00:22:13,720 - pyskl - INFO - Epoch [101][2100/3746] lr: 2.449e-02, eta: 1 day, 17:57:57, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5625, loss_cls: 3.9630, loss: 3.9630 2024-07-20 00:23:36,080 - pyskl - INFO - Epoch [101][2200/3746] lr: 2.447e-02, eta: 1 day, 17:56:35, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3119, top5_acc: 0.5603, loss_cls: 3.9647, loss: 3.9647 2024-07-20 00:24:58,273 - pyskl - INFO - Epoch [101][2300/3746] lr: 2.445e-02, eta: 1 day, 17:55:14, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3178, top5_acc: 0.5748, loss_cls: 3.8905, loss: 3.8905 2024-07-20 00:26:20,629 - pyskl - INFO - Epoch [101][2400/3746] lr: 2.442e-02, eta: 1 day, 17:53:53, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5698, loss_cls: 3.9400, loss: 3.9400 2024-07-20 00:27:42,741 - pyskl - INFO - Epoch [101][2500/3746] lr: 2.440e-02, eta: 1 day, 17:52:32, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3125, top5_acc: 0.5691, loss_cls: 3.9180, loss: 3.9180 2024-07-20 00:29:04,593 - pyskl - INFO - Epoch [101][2600/3746] lr: 2.437e-02, eta: 1 day, 17:51:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2956, top5_acc: 0.5691, loss_cls: 3.9479, loss: 3.9479 2024-07-20 00:30:26,490 - pyskl - INFO - Epoch [101][2700/3746] lr: 2.435e-02, eta: 1 day, 17:49:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5652, loss_cls: 3.9299, loss: 3.9299 2024-07-20 00:31:48,137 - pyskl - INFO - Epoch [101][2800/3746] lr: 2.433e-02, eta: 1 day, 17:48:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3105, top5_acc: 0.5633, loss_cls: 3.9504, loss: 3.9504 2024-07-20 00:33:10,286 - pyskl - INFO - Epoch [101][2900/3746] lr: 2.430e-02, eta: 1 day, 17:47:06, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3108, top5_acc: 0.5647, loss_cls: 3.9659, loss: 3.9659 2024-07-20 00:34:32,206 - pyskl - INFO - Epoch [101][3000/3746] lr: 2.428e-02, eta: 1 day, 17:45:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5858, loss_cls: 3.8605, loss: 3.8605 2024-07-20 00:35:54,058 - pyskl - INFO - Epoch [101][3100/3746] lr: 2.425e-02, eta: 1 day, 17:44:23, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3202, top5_acc: 0.5706, loss_cls: 3.9088, loss: 3.9088 2024-07-20 00:37:16,173 - pyskl - INFO - Epoch [101][3200/3746] lr: 2.423e-02, eta: 1 day, 17:43:02, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3148, top5_acc: 0.5656, loss_cls: 3.9503, loss: 3.9503 2024-07-20 00:38:37,971 - pyskl - INFO - Epoch [101][3300/3746] lr: 2.421e-02, eta: 1 day, 17:41:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3248, top5_acc: 0.5713, loss_cls: 3.8857, loss: 3.8857 2024-07-20 00:39:59,767 - pyskl - INFO - Epoch [101][3400/3746] lr: 2.418e-02, eta: 1 day, 17:40:19, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3219, top5_acc: 0.5736, loss_cls: 3.9086, loss: 3.9086 2024-07-20 00:41:21,523 - pyskl - INFO - Epoch [101][3500/3746] lr: 2.416e-02, eta: 1 day, 17:38:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3109, top5_acc: 0.5594, loss_cls: 3.9590, loss: 3.9590 2024-07-20 00:42:43,556 - pyskl - INFO - Epoch [101][3600/3746] lr: 2.413e-02, eta: 1 day, 17:37:36, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5723, loss_cls: 3.9046, loss: 3.9046 2024-07-20 00:44:05,519 - pyskl - INFO - Epoch [101][3700/3746] lr: 2.411e-02, eta: 1 day, 17:36:15, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3189, top5_acc: 0.5644, loss_cls: 3.9543, loss: 3.9543 2024-07-20 00:44:45,103 - pyskl - INFO - Saving checkpoint at 101 epochs 2024-07-20 00:46:36,311 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 00:46:36,973 - pyskl - INFO - top1_acc 0.2591 top5_acc 0.4956 2024-07-20 00:46:36,973 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 00:46:37,016 - pyskl - INFO - mean_acc 0.2589 2024-07-20 00:46:37,020 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_97.pth was removed 2024-07-20 00:46:37,272 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. 2024-07-20 00:46:37,273 - pyskl - INFO - Best top1_acc is 0.2591 at 101 epoch. 2024-07-20 00:46:37,287 - pyskl - INFO - Epoch(val) [101][309] top1_acc: 0.2591, top5_acc: 0.4956, mean_class_accuracy: 0.2589 2024-07-20 00:50:26,245 - pyskl - INFO - Epoch [102][100/3746] lr: 2.407e-02, eta: 1 day, 17:35:09, time: 2.289, data_time: 1.298, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5728, loss_cls: 3.8959, loss: 3.8959 2024-07-20 00:51:48,882 - pyskl - INFO - Epoch [102][200/3746] lr: 2.405e-02, eta: 1 day, 17:33:48, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3202, top5_acc: 0.5770, loss_cls: 3.8474, loss: 3.8474 2024-07-20 00:53:11,246 - pyskl - INFO - Epoch [102][300/3746] lr: 2.403e-02, eta: 1 day, 17:32:26, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3245, top5_acc: 0.5742, loss_cls: 3.8752, loss: 3.8752 2024-07-20 00:54:34,008 - pyskl - INFO - Epoch [102][400/3746] lr: 2.400e-02, eta: 1 day, 17:31:05, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3227, top5_acc: 0.5742, loss_cls: 3.8996, loss: 3.8996 2024-07-20 00:55:55,741 - pyskl - INFO - Epoch [102][500/3746] lr: 2.398e-02, eta: 1 day, 17:29:44, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3248, top5_acc: 0.5863, loss_cls: 3.8284, loss: 3.8284 2024-07-20 00:57:18,302 - pyskl - INFO - Epoch [102][600/3746] lr: 2.396e-02, eta: 1 day, 17:28:23, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5808, loss_cls: 3.8602, loss: 3.8602 2024-07-20 00:58:40,980 - pyskl - INFO - Epoch [102][700/3746] lr: 2.393e-02, eta: 1 day, 17:27:02, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3206, top5_acc: 0.5687, loss_cls: 3.8939, loss: 3.8939 2024-07-20 01:00:03,748 - pyskl - INFO - Epoch [102][800/3746] lr: 2.391e-02, eta: 1 day, 17:25:41, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3252, top5_acc: 0.5864, loss_cls: 3.8429, loss: 3.8429 2024-07-20 01:01:26,198 - pyskl - INFO - Epoch [102][900/3746] lr: 2.388e-02, eta: 1 day, 17:24:19, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3314, top5_acc: 0.5736, loss_cls: 3.8579, loss: 3.8579 2024-07-20 01:02:48,518 - pyskl - INFO - Epoch [102][1000/3746] lr: 2.386e-02, eta: 1 day, 17:22:58, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3173, top5_acc: 0.5734, loss_cls: 3.8738, loss: 3.8738 2024-07-20 01:04:10,867 - pyskl - INFO - Epoch [102][1100/3746] lr: 2.384e-02, eta: 1 day, 17:21:37, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3148, top5_acc: 0.5661, loss_cls: 3.9182, loss: 3.9182 2024-07-20 01:05:32,382 - pyskl - INFO - Epoch [102][1200/3746] lr: 2.381e-02, eta: 1 day, 17:20:15, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3202, top5_acc: 0.5742, loss_cls: 3.9062, loss: 3.9062 2024-07-20 01:06:54,089 - pyskl - INFO - Epoch [102][1300/3746] lr: 2.379e-02, eta: 1 day, 17:18:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5805, loss_cls: 3.9094, loss: 3.9094 2024-07-20 01:08:16,074 - pyskl - INFO - Epoch [102][1400/3746] lr: 2.376e-02, eta: 1 day, 17:17:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3113, top5_acc: 0.5820, loss_cls: 3.8949, loss: 3.8949 2024-07-20 01:09:37,908 - pyskl - INFO - Epoch [102][1500/3746] lr: 2.374e-02, eta: 1 day, 17:16:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3281, top5_acc: 0.5750, loss_cls: 3.8677, loss: 3.8677 2024-07-20 01:10:59,872 - pyskl - INFO - Epoch [102][1600/3746] lr: 2.372e-02, eta: 1 day, 17:14:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3119, top5_acc: 0.5703, loss_cls: 3.9237, loss: 3.9237 2024-07-20 01:12:21,917 - pyskl - INFO - Epoch [102][1700/3746] lr: 2.369e-02, eta: 1 day, 17:13:28, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5708, loss_cls: 3.9097, loss: 3.9097 2024-07-20 01:13:43,691 - pyskl - INFO - Epoch [102][1800/3746] lr: 2.367e-02, eta: 1 day, 17:12:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3144, top5_acc: 0.5681, loss_cls: 3.9180, loss: 3.9180 2024-07-20 01:15:05,830 - pyskl - INFO - Epoch [102][1900/3746] lr: 2.365e-02, eta: 1 day, 17:10:45, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3150, top5_acc: 0.5689, loss_cls: 3.9087, loss: 3.9087 2024-07-20 01:16:27,892 - pyskl - INFO - Epoch [102][2000/3746] lr: 2.362e-02, eta: 1 day, 17:09:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3117, top5_acc: 0.5677, loss_cls: 3.9487, loss: 3.9487 2024-07-20 01:17:50,131 - pyskl - INFO - Epoch [102][2100/3746] lr: 2.360e-02, eta: 1 day, 17:08:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3241, top5_acc: 0.5692, loss_cls: 3.8788, loss: 3.8788 2024-07-20 01:19:11,698 - pyskl - INFO - Epoch [102][2200/3746] lr: 2.357e-02, eta: 1 day, 17:06:41, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3203, top5_acc: 0.5717, loss_cls: 3.8974, loss: 3.8974 2024-07-20 01:20:34,891 - pyskl - INFO - Epoch [102][2300/3746] lr: 2.355e-02, eta: 1 day, 17:05:20, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5645, loss_cls: 3.9513, loss: 3.9513 2024-07-20 01:21:57,148 - pyskl - INFO - Epoch [102][2400/3746] lr: 2.353e-02, eta: 1 day, 17:03:59, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3194, top5_acc: 0.5744, loss_cls: 3.8775, loss: 3.8775 2024-07-20 01:23:19,714 - pyskl - INFO - Epoch [102][2500/3746] lr: 2.350e-02, eta: 1 day, 17:02:37, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5689, loss_cls: 3.9121, loss: 3.9121 2024-07-20 01:24:42,534 - pyskl - INFO - Epoch [102][2600/3746] lr: 2.348e-02, eta: 1 day, 17:01:16, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3220, top5_acc: 0.5759, loss_cls: 3.8748, loss: 3.8748 2024-07-20 01:26:04,727 - pyskl - INFO - Epoch [102][2700/3746] lr: 2.346e-02, eta: 1 day, 16:59:55, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3189, top5_acc: 0.5761, loss_cls: 3.8841, loss: 3.8841 2024-07-20 01:27:26,691 - pyskl - INFO - Epoch [102][2800/3746] lr: 2.343e-02, eta: 1 day, 16:58:34, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3220, top5_acc: 0.5700, loss_cls: 3.8868, loss: 3.8868 2024-07-20 01:28:48,540 - pyskl - INFO - Epoch [102][2900/3746] lr: 2.341e-02, eta: 1 day, 16:57:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3173, top5_acc: 0.5745, loss_cls: 3.8894, loss: 3.8894 2024-07-20 01:30:10,798 - pyskl - INFO - Epoch [102][3000/3746] lr: 2.339e-02, eta: 1 day, 16:55:51, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3239, top5_acc: 0.5800, loss_cls: 3.8738, loss: 3.8738 2024-07-20 01:31:32,620 - pyskl - INFO - Epoch [102][3100/3746] lr: 2.336e-02, eta: 1 day, 16:54:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3120, top5_acc: 0.5656, loss_cls: 3.9313, loss: 3.9313 2024-07-20 01:32:54,661 - pyskl - INFO - Epoch [102][3200/3746] lr: 2.334e-02, eta: 1 day, 16:53:08, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5767, loss_cls: 3.8881, loss: 3.8881 2024-07-20 01:34:16,635 - pyskl - INFO - Epoch [102][3300/3746] lr: 2.331e-02, eta: 1 day, 16:51:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5631, loss_cls: 3.9281, loss: 3.9281 2024-07-20 01:35:38,871 - pyskl - INFO - Epoch [102][3400/3746] lr: 2.329e-02, eta: 1 day, 16:50:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3131, top5_acc: 0.5727, loss_cls: 3.9261, loss: 3.9261 2024-07-20 01:37:00,468 - pyskl - INFO - Epoch [102][3500/3746] lr: 2.327e-02, eta: 1 day, 16:49:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3155, top5_acc: 0.5648, loss_cls: 3.9266, loss: 3.9266 2024-07-20 01:38:21,999 - pyskl - INFO - Epoch [102][3600/3746] lr: 2.324e-02, eta: 1 day, 16:47:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3252, top5_acc: 0.5764, loss_cls: 3.8812, loss: 3.8812 2024-07-20 01:39:43,584 - pyskl - INFO - Epoch [102][3700/3746] lr: 2.322e-02, eta: 1 day, 16:46:20, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3181, top5_acc: 0.5739, loss_cls: 3.9256, loss: 3.9256 2024-07-20 01:40:23,325 - pyskl - INFO - Saving checkpoint at 102 epochs 2024-07-20 01:42:14,651 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 01:42:15,336 - pyskl - INFO - top1_acc 0.2573 top5_acc 0.5016 2024-07-20 01:42:15,336 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 01:42:15,379 - pyskl - INFO - mean_acc 0.2570 2024-07-20 01:42:15,392 - pyskl - INFO - Epoch(val) [102][309] top1_acc: 0.2573, top5_acc: 0.5016, mean_class_accuracy: 0.2570 2024-07-20 01:46:07,958 - pyskl - INFO - Epoch [103][100/3746] lr: 2.319e-02, eta: 1 day, 16:45:14, time: 2.326, data_time: 1.336, memory: 15990, top1_acc: 0.3358, top5_acc: 0.5914, loss_cls: 3.7780, loss: 3.7780 2024-07-20 01:47:30,803 - pyskl - INFO - Epoch [103][200/3746] lr: 2.316e-02, eta: 1 day, 16:43:53, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3147, top5_acc: 0.5772, loss_cls: 3.8761, loss: 3.8761 2024-07-20 01:48:52,859 - pyskl - INFO - Epoch [103][300/3746] lr: 2.314e-02, eta: 1 day, 16:42:32, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3267, top5_acc: 0.5748, loss_cls: 3.8678, loss: 3.8678 2024-07-20 01:50:15,495 - pyskl - INFO - Epoch [103][400/3746] lr: 2.311e-02, eta: 1 day, 16:41:11, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3367, top5_acc: 0.5833, loss_cls: 3.8011, loss: 3.8011 2024-07-20 01:51:38,080 - pyskl - INFO - Epoch [103][500/3746] lr: 2.309e-02, eta: 1 day, 16:39:49, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3253, top5_acc: 0.5894, loss_cls: 3.8251, loss: 3.8251 2024-07-20 01:53:00,370 - pyskl - INFO - Epoch [103][600/3746] lr: 2.307e-02, eta: 1 day, 16:38:28, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3233, top5_acc: 0.5847, loss_cls: 3.8248, loss: 3.8248 2024-07-20 01:54:22,465 - pyskl - INFO - Epoch [103][700/3746] lr: 2.304e-02, eta: 1 day, 16:37:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3261, top5_acc: 0.5828, loss_cls: 3.8387, loss: 3.8387 2024-07-20 01:55:44,796 - pyskl - INFO - Epoch [103][800/3746] lr: 2.302e-02, eta: 1 day, 16:35:45, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3278, top5_acc: 0.5814, loss_cls: 3.8586, loss: 3.8586 2024-07-20 01:57:07,514 - pyskl - INFO - Epoch [103][900/3746] lr: 2.300e-02, eta: 1 day, 16:34:24, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3273, top5_acc: 0.5789, loss_cls: 3.8554, loss: 3.8554 2024-07-20 01:58:30,323 - pyskl - INFO - Epoch [103][1000/3746] lr: 2.297e-02, eta: 1 day, 16:33:03, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3247, top5_acc: 0.5813, loss_cls: 3.8796, loss: 3.8796 2024-07-20 01:59:52,109 - pyskl - INFO - Epoch [103][1100/3746] lr: 2.295e-02, eta: 1 day, 16:31:42, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3237, top5_acc: 0.5770, loss_cls: 3.8591, loss: 3.8591 2024-07-20 02:01:13,947 - pyskl - INFO - Epoch [103][1200/3746] lr: 2.293e-02, eta: 1 day, 16:30:20, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3273, top5_acc: 0.5839, loss_cls: 3.8486, loss: 3.8486 2024-07-20 02:02:36,693 - pyskl - INFO - Epoch [103][1300/3746] lr: 2.290e-02, eta: 1 day, 16:28:59, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5739, loss_cls: 3.8742, loss: 3.8742 2024-07-20 02:03:58,456 - pyskl - INFO - Epoch [103][1400/3746] lr: 2.288e-02, eta: 1 day, 16:27:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3105, top5_acc: 0.5622, loss_cls: 3.9469, loss: 3.9469 2024-07-20 02:05:20,282 - pyskl - INFO - Epoch [103][1500/3746] lr: 2.286e-02, eta: 1 day, 16:26:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3291, top5_acc: 0.5820, loss_cls: 3.8678, loss: 3.8678 2024-07-20 02:06:42,204 - pyskl - INFO - Epoch [103][1600/3746] lr: 2.283e-02, eta: 1 day, 16:24:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5795, loss_cls: 3.8879, loss: 3.8879 2024-07-20 02:08:03,871 - pyskl - INFO - Epoch [103][1700/3746] lr: 2.281e-02, eta: 1 day, 16:23:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3194, top5_acc: 0.5667, loss_cls: 3.9153, loss: 3.9153 2024-07-20 02:09:25,636 - pyskl - INFO - Epoch [103][1800/3746] lr: 2.279e-02, eta: 1 day, 16:22:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3241, top5_acc: 0.5798, loss_cls: 3.8453, loss: 3.8453 2024-07-20 02:10:47,502 - pyskl - INFO - Epoch [103][1900/3746] lr: 2.276e-02, eta: 1 day, 16:20:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3220, top5_acc: 0.5814, loss_cls: 3.8665, loss: 3.8665 2024-07-20 02:12:09,329 - pyskl - INFO - Epoch [103][2000/3746] lr: 2.274e-02, eta: 1 day, 16:19:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3173, top5_acc: 0.5758, loss_cls: 3.9063, loss: 3.9063 2024-07-20 02:13:32,033 - pyskl - INFO - Epoch [103][2100/3746] lr: 2.272e-02, eta: 1 day, 16:18:07, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3241, top5_acc: 0.5814, loss_cls: 3.8603, loss: 3.8603 2024-07-20 02:14:54,644 - pyskl - INFO - Epoch [103][2200/3746] lr: 2.269e-02, eta: 1 day, 16:16:46, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3172, top5_acc: 0.5691, loss_cls: 3.9203, loss: 3.9203 2024-07-20 02:16:17,010 - pyskl - INFO - Epoch [103][2300/3746] lr: 2.267e-02, eta: 1 day, 16:15:24, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3283, top5_acc: 0.5852, loss_cls: 3.8388, loss: 3.8388 2024-07-20 02:17:39,353 - pyskl - INFO - Epoch [103][2400/3746] lr: 2.264e-02, eta: 1 day, 16:14:03, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5717, loss_cls: 3.8702, loss: 3.8702 2024-07-20 02:19:01,716 - pyskl - INFO - Epoch [103][2500/3746] lr: 2.262e-02, eta: 1 day, 16:12:42, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5775, loss_cls: 3.8963, loss: 3.8963 2024-07-20 02:20:23,569 - pyskl - INFO - Epoch [103][2600/3746] lr: 2.260e-02, eta: 1 day, 16:11:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3209, top5_acc: 0.5780, loss_cls: 3.8720, loss: 3.8720 2024-07-20 02:21:45,717 - pyskl - INFO - Epoch [103][2700/3746] lr: 2.257e-02, eta: 1 day, 16:09:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5648, loss_cls: 3.9161, loss: 3.9161 2024-07-20 02:23:08,053 - pyskl - INFO - Epoch [103][2800/3746] lr: 2.255e-02, eta: 1 day, 16:08:37, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5792, loss_cls: 3.8779, loss: 3.8779 2024-07-20 02:24:30,309 - pyskl - INFO - Epoch [103][2900/3746] lr: 2.253e-02, eta: 1 day, 16:07:16, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3206, top5_acc: 0.5750, loss_cls: 3.8817, loss: 3.8817 2024-07-20 02:25:52,045 - pyskl - INFO - Epoch [103][3000/3746] lr: 2.250e-02, eta: 1 day, 16:05:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3286, top5_acc: 0.5764, loss_cls: 3.8407, loss: 3.8407 2024-07-20 02:27:14,637 - pyskl - INFO - Epoch [103][3100/3746] lr: 2.248e-02, eta: 1 day, 16:04:33, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3167, top5_acc: 0.5728, loss_cls: 3.8997, loss: 3.8997 2024-07-20 02:28:36,178 - pyskl - INFO - Epoch [103][3200/3746] lr: 2.246e-02, eta: 1 day, 16:03:11, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3184, top5_acc: 0.5709, loss_cls: 3.9041, loss: 3.9041 2024-07-20 02:29:58,302 - pyskl - INFO - Epoch [103][3300/3746] lr: 2.243e-02, eta: 1 day, 16:01:50, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5673, loss_cls: 3.9259, loss: 3.9259 2024-07-20 02:31:20,162 - pyskl - INFO - Epoch [103][3400/3746] lr: 2.241e-02, eta: 1 day, 16:00:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5830, loss_cls: 3.8539, loss: 3.8539 2024-07-20 02:32:41,745 - pyskl - INFO - Epoch [103][3500/3746] lr: 2.239e-02, eta: 1 day, 15:59:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3214, top5_acc: 0.5736, loss_cls: 3.8989, loss: 3.8989 2024-07-20 02:34:03,992 - pyskl - INFO - Epoch [103][3600/3746] lr: 2.236e-02, eta: 1 day, 15:57:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5634, loss_cls: 3.9219, loss: 3.9219 2024-07-20 02:35:25,485 - pyskl - INFO - Epoch [103][3700/3746] lr: 2.234e-02, eta: 1 day, 15:56:24, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5747, loss_cls: 3.8791, loss: 3.8791 2024-07-20 02:36:05,089 - pyskl - INFO - Saving checkpoint at 103 epochs 2024-07-20 02:37:56,723 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 02:37:57,409 - pyskl - INFO - top1_acc 0.2625 top5_acc 0.5105 2024-07-20 02:37:57,409 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 02:37:57,458 - pyskl - INFO - mean_acc 0.2623 2024-07-20 02:37:57,463 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_101.pth was removed 2024-07-20 02:37:57,727 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. 2024-07-20 02:37:57,728 - pyskl - INFO - Best top1_acc is 0.2625 at 103 epoch. 2024-07-20 02:37:57,748 - pyskl - INFO - Epoch(val) [103][309] top1_acc: 0.2625, top5_acc: 0.5105, mean_class_accuracy: 0.2623 2024-07-20 02:41:48,875 - pyskl - INFO - Epoch [104][100/3746] lr: 2.231e-02, eta: 1 day, 15:55:16, time: 2.311, data_time: 1.324, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5877, loss_cls: 3.8335, loss: 3.8335 2024-07-20 02:43:11,480 - pyskl - INFO - Epoch [104][200/3746] lr: 2.228e-02, eta: 1 day, 15:53:54, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3217, top5_acc: 0.5798, loss_cls: 3.8578, loss: 3.8578 2024-07-20 02:44:33,894 - pyskl - INFO - Epoch [104][300/3746] lr: 2.226e-02, eta: 1 day, 15:52:33, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3256, top5_acc: 0.5825, loss_cls: 3.8415, loss: 3.8415 2024-07-20 02:45:57,025 - pyskl - INFO - Epoch [104][400/3746] lr: 2.224e-02, eta: 1 day, 15:51:12, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3289, top5_acc: 0.5775, loss_cls: 3.8741, loss: 3.8741 2024-07-20 02:47:20,006 - pyskl - INFO - Epoch [104][500/3746] lr: 2.221e-02, eta: 1 day, 15:49:51, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3200, top5_acc: 0.5756, loss_cls: 3.8566, loss: 3.8566 2024-07-20 02:48:42,944 - pyskl - INFO - Epoch [104][600/3746] lr: 2.219e-02, eta: 1 day, 15:48:30, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3266, top5_acc: 0.5709, loss_cls: 3.8563, loss: 3.8563 2024-07-20 02:50:05,933 - pyskl - INFO - Epoch [104][700/3746] lr: 2.217e-02, eta: 1 day, 15:47:09, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3339, top5_acc: 0.5853, loss_cls: 3.7987, loss: 3.7987 2024-07-20 02:51:28,431 - pyskl - INFO - Epoch [104][800/3746] lr: 2.214e-02, eta: 1 day, 15:45:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5842, loss_cls: 3.8030, loss: 3.8030 2024-07-20 02:52:50,992 - pyskl - INFO - Epoch [104][900/3746] lr: 2.212e-02, eta: 1 day, 15:44:26, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3298, top5_acc: 0.5867, loss_cls: 3.8123, loss: 3.8123 2024-07-20 02:54:13,113 - pyskl - INFO - Epoch [104][1000/3746] lr: 2.210e-02, eta: 1 day, 15:43:05, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5777, loss_cls: 3.8817, loss: 3.8817 2024-07-20 02:55:35,043 - pyskl - INFO - Epoch [104][1100/3746] lr: 2.208e-02, eta: 1 day, 15:41:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5877, loss_cls: 3.8432, loss: 3.8432 2024-07-20 02:56:57,271 - pyskl - INFO - Epoch [104][1200/3746] lr: 2.205e-02, eta: 1 day, 15:40:22, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3253, top5_acc: 0.5720, loss_cls: 3.8658, loss: 3.8658 2024-07-20 02:58:19,008 - pyskl - INFO - Epoch [104][1300/3746] lr: 2.203e-02, eta: 1 day, 15:39:00, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3287, top5_acc: 0.5808, loss_cls: 3.8537, loss: 3.8537 2024-07-20 02:59:41,138 - pyskl - INFO - Epoch [104][1400/3746] lr: 2.201e-02, eta: 1 day, 15:37:38, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5723, loss_cls: 3.8909, loss: 3.8909 2024-07-20 03:01:02,857 - pyskl - INFO - Epoch [104][1500/3746] lr: 2.198e-02, eta: 1 day, 15:36:17, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5908, loss_cls: 3.8249, loss: 3.8249 2024-07-20 03:02:24,749 - pyskl - INFO - Epoch [104][1600/3746] lr: 2.196e-02, eta: 1 day, 15:34:55, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3216, top5_acc: 0.5756, loss_cls: 3.8805, loss: 3.8805 2024-07-20 03:03:46,591 - pyskl - INFO - Epoch [104][1700/3746] lr: 2.194e-02, eta: 1 day, 15:33:34, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3344, top5_acc: 0.5880, loss_cls: 3.8237, loss: 3.8237 2024-07-20 03:05:08,608 - pyskl - INFO - Epoch [104][1800/3746] lr: 2.191e-02, eta: 1 day, 15:32:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3330, top5_acc: 0.5778, loss_cls: 3.8396, loss: 3.8396 2024-07-20 03:06:30,775 - pyskl - INFO - Epoch [104][1900/3746] lr: 2.189e-02, eta: 1 day, 15:30:51, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5837, loss_cls: 3.8644, loss: 3.8644 2024-07-20 03:07:52,300 - pyskl - INFO - Epoch [104][2000/3746] lr: 2.187e-02, eta: 1 day, 15:29:29, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3259, top5_acc: 0.5831, loss_cls: 3.8287, loss: 3.8287 2024-07-20 03:09:14,895 - pyskl - INFO - Epoch [104][2100/3746] lr: 2.184e-02, eta: 1 day, 15:28:08, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3286, top5_acc: 0.5855, loss_cls: 3.8418, loss: 3.8418 2024-07-20 03:10:36,591 - pyskl - INFO - Epoch [104][2200/3746] lr: 2.182e-02, eta: 1 day, 15:26:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5809, loss_cls: 3.8610, loss: 3.8610 2024-07-20 03:11:58,876 - pyskl - INFO - Epoch [104][2300/3746] lr: 2.180e-02, eta: 1 day, 15:25:25, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3214, top5_acc: 0.5783, loss_cls: 3.8773, loss: 3.8773 2024-07-20 03:13:20,941 - pyskl - INFO - Epoch [104][2400/3746] lr: 2.177e-02, eta: 1 day, 15:24:03, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3287, top5_acc: 0.5866, loss_cls: 3.8195, loss: 3.8195 2024-07-20 03:14:43,337 - pyskl - INFO - Epoch [104][2500/3746] lr: 2.175e-02, eta: 1 day, 15:22:42, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3225, top5_acc: 0.5691, loss_cls: 3.8897, loss: 3.8897 2024-07-20 03:16:05,817 - pyskl - INFO - Epoch [104][2600/3746] lr: 2.173e-02, eta: 1 day, 15:21:20, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3239, top5_acc: 0.5770, loss_cls: 3.8857, loss: 3.8857 2024-07-20 03:17:27,805 - pyskl - INFO - Epoch [104][2700/3746] lr: 2.171e-02, eta: 1 day, 15:19:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3352, top5_acc: 0.5858, loss_cls: 3.8364, loss: 3.8364 2024-07-20 03:18:50,130 - pyskl - INFO - Epoch [104][2800/3746] lr: 2.168e-02, eta: 1 day, 15:18:37, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5734, loss_cls: 3.9079, loss: 3.9079 2024-07-20 03:20:12,798 - pyskl - INFO - Epoch [104][2900/3746] lr: 2.166e-02, eta: 1 day, 15:17:16, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3252, top5_acc: 0.5739, loss_cls: 3.8952, loss: 3.8952 2024-07-20 03:21:34,777 - pyskl - INFO - Epoch [104][3000/3746] lr: 2.164e-02, eta: 1 day, 15:15:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3219, top5_acc: 0.5755, loss_cls: 3.8969, loss: 3.8969 2024-07-20 03:22:56,716 - pyskl - INFO - Epoch [104][3100/3746] lr: 2.161e-02, eta: 1 day, 15:14:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3255, top5_acc: 0.5741, loss_cls: 3.8467, loss: 3.8467 2024-07-20 03:24:18,777 - pyskl - INFO - Epoch [104][3200/3746] lr: 2.159e-02, eta: 1 day, 15:13:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3245, top5_acc: 0.5800, loss_cls: 3.8543, loss: 3.8543 2024-07-20 03:25:40,457 - pyskl - INFO - Epoch [104][3300/3746] lr: 2.157e-02, eta: 1 day, 15:11:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3225, top5_acc: 0.5806, loss_cls: 3.8694, loss: 3.8694 2024-07-20 03:27:02,274 - pyskl - INFO - Epoch [104][3400/3746] lr: 2.154e-02, eta: 1 day, 15:10:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3362, top5_acc: 0.5966, loss_cls: 3.7897, loss: 3.7897 2024-07-20 03:28:24,400 - pyskl - INFO - Epoch [104][3500/3746] lr: 2.152e-02, eta: 1 day, 15:09:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3309, top5_acc: 0.5922, loss_cls: 3.8335, loss: 3.8335 2024-07-20 03:29:46,319 - pyskl - INFO - Epoch [104][3600/3746] lr: 2.150e-02, eta: 1 day, 15:07:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3167, top5_acc: 0.5725, loss_cls: 3.9004, loss: 3.9004 2024-07-20 03:31:08,888 - pyskl - INFO - Epoch [104][3700/3746] lr: 2.148e-02, eta: 1 day, 15:06:24, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3281, top5_acc: 0.5742, loss_cls: 3.8699, loss: 3.8699 2024-07-20 03:31:48,660 - pyskl - INFO - Saving checkpoint at 104 epochs 2024-07-20 03:33:39,706 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 03:33:40,522 - pyskl - INFO - top1_acc 0.2689 top5_acc 0.5122 2024-07-20 03:33:40,522 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 03:33:40,573 - pyskl - INFO - mean_acc 0.2687 2024-07-20 03:33:40,578 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_103.pth was removed 2024-07-20 03:33:40,853 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. 2024-07-20 03:33:40,854 - pyskl - INFO - Best top1_acc is 0.2689 at 104 epoch. 2024-07-20 03:33:40,867 - pyskl - INFO - Epoch(val) [104][309] top1_acc: 0.2689, top5_acc: 0.5122, mean_class_accuracy: 0.2687 2024-07-20 03:37:31,070 - pyskl - INFO - Epoch [105][100/3746] lr: 2.144e-02, eta: 1 day, 15:05:14, time: 2.302, data_time: 1.310, memory: 15990, top1_acc: 0.3378, top5_acc: 0.5938, loss_cls: 3.8021, loss: 3.8021 2024-07-20 03:38:53,480 - pyskl - INFO - Epoch [105][200/3746] lr: 2.142e-02, eta: 1 day, 15:03:52, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3314, top5_acc: 0.5866, loss_cls: 3.8377, loss: 3.8377 2024-07-20 03:40:16,035 - pyskl - INFO - Epoch [105][300/3746] lr: 2.140e-02, eta: 1 day, 15:02:31, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3359, top5_acc: 0.5938, loss_cls: 3.7816, loss: 3.7816 2024-07-20 03:41:38,544 - pyskl - INFO - Epoch [105][400/3746] lr: 2.137e-02, eta: 1 day, 15:01:10, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3322, top5_acc: 0.5916, loss_cls: 3.7677, loss: 3.7677 2024-07-20 03:43:00,452 - pyskl - INFO - Epoch [105][500/3746] lr: 2.135e-02, eta: 1 day, 14:59:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3334, top5_acc: 0.5902, loss_cls: 3.7749, loss: 3.7749 2024-07-20 03:44:22,672 - pyskl - INFO - Epoch [105][600/3746] lr: 2.133e-02, eta: 1 day, 14:58:27, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3295, top5_acc: 0.5834, loss_cls: 3.8436, loss: 3.8436 2024-07-20 03:45:45,982 - pyskl - INFO - Epoch [105][700/3746] lr: 2.130e-02, eta: 1 day, 14:57:06, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.3287, top5_acc: 0.5809, loss_cls: 3.8318, loss: 3.8318 2024-07-20 03:47:08,558 - pyskl - INFO - Epoch [105][800/3746] lr: 2.128e-02, eta: 1 day, 14:55:44, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3292, top5_acc: 0.5794, loss_cls: 3.8081, loss: 3.8081 2024-07-20 03:48:31,070 - pyskl - INFO - Epoch [105][900/3746] lr: 2.126e-02, eta: 1 day, 14:54:23, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5837, loss_cls: 3.8556, loss: 3.8556 2024-07-20 03:49:52,879 - pyskl - INFO - Epoch [105][1000/3746] lr: 2.124e-02, eta: 1 day, 14:53:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3350, top5_acc: 0.5837, loss_cls: 3.8183, loss: 3.8183 2024-07-20 03:51:14,798 - pyskl - INFO - Epoch [105][1100/3746] lr: 2.121e-02, eta: 1 day, 14:51:40, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3334, top5_acc: 0.5863, loss_cls: 3.8044, loss: 3.8044 2024-07-20 03:52:36,499 - pyskl - INFO - Epoch [105][1200/3746] lr: 2.119e-02, eta: 1 day, 14:50:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3161, top5_acc: 0.5709, loss_cls: 3.9043, loss: 3.9043 2024-07-20 03:53:58,374 - pyskl - INFO - Epoch [105][1300/3746] lr: 2.117e-02, eta: 1 day, 14:48:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3311, top5_acc: 0.5795, loss_cls: 3.8524, loss: 3.8524 2024-07-20 03:55:20,092 - pyskl - INFO - Epoch [105][1400/3746] lr: 2.114e-02, eta: 1 day, 14:47:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3384, top5_acc: 0.5984, loss_cls: 3.7625, loss: 3.7625 2024-07-20 03:56:42,652 - pyskl - INFO - Epoch [105][1500/3746] lr: 2.112e-02, eta: 1 day, 14:46:13, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3416, top5_acc: 0.5930, loss_cls: 3.7611, loss: 3.7611 2024-07-20 03:58:04,468 - pyskl - INFO - Epoch [105][1600/3746] lr: 2.110e-02, eta: 1 day, 14:44:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3187, top5_acc: 0.5772, loss_cls: 3.8599, loss: 3.8599 2024-07-20 03:59:26,479 - pyskl - INFO - Epoch [105][1700/3746] lr: 2.108e-02, eta: 1 day, 14:43:30, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3237, top5_acc: 0.5798, loss_cls: 3.8722, loss: 3.8722 2024-07-20 04:00:48,250 - pyskl - INFO - Epoch [105][1800/3746] lr: 2.105e-02, eta: 1 day, 14:42:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3227, top5_acc: 0.5750, loss_cls: 3.8716, loss: 3.8716 2024-07-20 04:02:10,067 - pyskl - INFO - Epoch [105][1900/3746] lr: 2.103e-02, eta: 1 day, 14:40:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3272, top5_acc: 0.5637, loss_cls: 3.8842, loss: 3.8842 2024-07-20 04:03:31,839 - pyskl - INFO - Epoch [105][2000/3746] lr: 2.101e-02, eta: 1 day, 14:39:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5783, loss_cls: 3.8644, loss: 3.8644 2024-07-20 04:04:54,061 - pyskl - INFO - Epoch [105][2100/3746] lr: 2.098e-02, eta: 1 day, 14:38:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3217, top5_acc: 0.5853, loss_cls: 3.8455, loss: 3.8455 2024-07-20 04:06:15,695 - pyskl - INFO - Epoch [105][2200/3746] lr: 2.096e-02, eta: 1 day, 14:36:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3386, top5_acc: 0.5933, loss_cls: 3.7985, loss: 3.7985 2024-07-20 04:07:37,996 - pyskl - INFO - Epoch [105][2300/3746] lr: 2.094e-02, eta: 1 day, 14:35:20, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5786, loss_cls: 3.8868, loss: 3.8868 2024-07-20 04:09:00,903 - pyskl - INFO - Epoch [105][2400/3746] lr: 2.092e-02, eta: 1 day, 14:33:59, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3309, top5_acc: 0.5881, loss_cls: 3.8187, loss: 3.8187 2024-07-20 04:10:22,682 - pyskl - INFO - Epoch [105][2500/3746] lr: 2.089e-02, eta: 1 day, 14:32:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3197, top5_acc: 0.5731, loss_cls: 3.8917, loss: 3.8917 2024-07-20 04:11:45,226 - pyskl - INFO - Epoch [105][2600/3746] lr: 2.087e-02, eta: 1 day, 14:31:16, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3330, top5_acc: 0.5892, loss_cls: 3.8186, loss: 3.8186 2024-07-20 04:13:07,232 - pyskl - INFO - Epoch [105][2700/3746] lr: 2.085e-02, eta: 1 day, 14:29:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3278, top5_acc: 0.5837, loss_cls: 3.8323, loss: 3.8323 2024-07-20 04:14:29,396 - pyskl - INFO - Epoch [105][2800/3746] lr: 2.083e-02, eta: 1 day, 14:28:33, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3312, top5_acc: 0.5806, loss_cls: 3.8364, loss: 3.8364 2024-07-20 04:15:51,218 - pyskl - INFO - Epoch [105][2900/3746] lr: 2.080e-02, eta: 1 day, 14:27:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5806, loss_cls: 3.8188, loss: 3.8188 2024-07-20 04:17:12,684 - pyskl - INFO - Epoch [105][3000/3746] lr: 2.078e-02, eta: 1 day, 14:25:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3223, top5_acc: 0.5875, loss_cls: 3.8305, loss: 3.8305 2024-07-20 04:18:34,428 - pyskl - INFO - Epoch [105][3100/3746] lr: 2.076e-02, eta: 1 day, 14:24:28, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5783, loss_cls: 3.8727, loss: 3.8727 2024-07-20 04:19:56,335 - pyskl - INFO - Epoch [105][3200/3746] lr: 2.073e-02, eta: 1 day, 14:23:06, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3242, top5_acc: 0.5870, loss_cls: 3.8516, loss: 3.8516 2024-07-20 04:21:18,353 - pyskl - INFO - Epoch [105][3300/3746] lr: 2.071e-02, eta: 1 day, 14:21:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3227, top5_acc: 0.5803, loss_cls: 3.8577, loss: 3.8577 2024-07-20 04:22:40,266 - pyskl - INFO - Epoch [105][3400/3746] lr: 2.069e-02, eta: 1 day, 14:20:23, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3350, top5_acc: 0.5872, loss_cls: 3.8222, loss: 3.8222 2024-07-20 04:24:02,213 - pyskl - INFO - Epoch [105][3500/3746] lr: 2.067e-02, eta: 1 day, 14:19:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5852, loss_cls: 3.8280, loss: 3.8280 2024-07-20 04:25:23,760 - pyskl - INFO - Epoch [105][3600/3746] lr: 2.064e-02, eta: 1 day, 14:17:39, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3328, top5_acc: 0.5845, loss_cls: 3.8414, loss: 3.8414 2024-07-20 04:26:45,754 - pyskl - INFO - Epoch [105][3700/3746] lr: 2.062e-02, eta: 1 day, 14:16:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3214, top5_acc: 0.5766, loss_cls: 3.8585, loss: 3.8585 2024-07-20 04:27:25,290 - pyskl - INFO - Saving checkpoint at 105 epochs 2024-07-20 04:29:16,546 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 04:29:17,217 - pyskl - INFO - top1_acc 0.2688 top5_acc 0.5112 2024-07-20 04:29:17,217 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 04:29:17,261 - pyskl - INFO - mean_acc 0.2686 2024-07-20 04:29:17,274 - pyskl - INFO - Epoch(val) [105][309] top1_acc: 0.2688, top5_acc: 0.5112, mean_class_accuracy: 0.2686 2024-07-20 04:33:09,049 - pyskl - INFO - Epoch [106][100/3746] lr: 2.059e-02, eta: 1 day, 14:15:07, time: 2.318, data_time: 1.327, memory: 15990, top1_acc: 0.3441, top5_acc: 0.5928, loss_cls: 3.7309, loss: 3.7309 2024-07-20 04:34:31,456 - pyskl - INFO - Epoch [106][200/3746] lr: 2.057e-02, eta: 1 day, 14:13:45, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3387, top5_acc: 0.5938, loss_cls: 3.8001, loss: 3.8001 2024-07-20 04:35:54,075 - pyskl - INFO - Epoch [106][300/3746] lr: 2.054e-02, eta: 1 day, 14:12:24, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3342, top5_acc: 0.5941, loss_cls: 3.7531, loss: 3.7531 2024-07-20 04:37:16,216 - pyskl - INFO - Epoch [106][400/3746] lr: 2.052e-02, eta: 1 day, 14:11:02, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3352, top5_acc: 0.5925, loss_cls: 3.7691, loss: 3.7691 2024-07-20 04:38:38,029 - pyskl - INFO - Epoch [106][500/3746] lr: 2.050e-02, eta: 1 day, 14:09:41, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5880, loss_cls: 3.8120, loss: 3.8120 2024-07-20 04:40:00,256 - pyskl - INFO - Epoch [106][600/3746] lr: 2.048e-02, eta: 1 day, 14:08:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3234, top5_acc: 0.5856, loss_cls: 3.8411, loss: 3.8411 2024-07-20 04:41:23,122 - pyskl - INFO - Epoch [106][700/3746] lr: 2.045e-02, eta: 1 day, 14:06:58, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3339, top5_acc: 0.5894, loss_cls: 3.8055, loss: 3.8055 2024-07-20 04:42:45,437 - pyskl - INFO - Epoch [106][800/3746] lr: 2.043e-02, eta: 1 day, 14:05:36, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5970, loss_cls: 3.7720, loss: 3.7720 2024-07-20 04:44:08,510 - pyskl - INFO - Epoch [106][900/3746] lr: 2.041e-02, eta: 1 day, 14:04:15, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5842, loss_cls: 3.8528, loss: 3.8528 2024-07-20 04:45:30,639 - pyskl - INFO - Epoch [106][1000/3746] lr: 2.039e-02, eta: 1 day, 14:02:54, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3342, top5_acc: 0.5933, loss_cls: 3.8022, loss: 3.8022 2024-07-20 04:46:52,512 - pyskl - INFO - Epoch [106][1100/3746] lr: 2.036e-02, eta: 1 day, 14:01:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3341, top5_acc: 0.5944, loss_cls: 3.7901, loss: 3.7901 2024-07-20 04:48:14,737 - pyskl - INFO - Epoch [106][1200/3746] lr: 2.034e-02, eta: 1 day, 14:00:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3423, top5_acc: 0.5964, loss_cls: 3.7666, loss: 3.7666 2024-07-20 04:49:36,582 - pyskl - INFO - Epoch [106][1300/3746] lr: 2.032e-02, eta: 1 day, 13:58:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3262, top5_acc: 0.5902, loss_cls: 3.8056, loss: 3.8056 2024-07-20 04:50:58,324 - pyskl - INFO - Epoch [106][1400/3746] lr: 2.030e-02, eta: 1 day, 13:57:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3203, top5_acc: 0.5802, loss_cls: 3.8723, loss: 3.8723 2024-07-20 04:52:20,535 - pyskl - INFO - Epoch [106][1500/3746] lr: 2.027e-02, eta: 1 day, 13:56:05, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3380, top5_acc: 0.5956, loss_cls: 3.7968, loss: 3.7968 2024-07-20 04:53:42,937 - pyskl - INFO - Epoch [106][1600/3746] lr: 2.025e-02, eta: 1 day, 13:54:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5927, loss_cls: 3.7946, loss: 3.7946 2024-07-20 04:55:04,944 - pyskl - INFO - Epoch [106][1700/3746] lr: 2.023e-02, eta: 1 day, 13:53:22, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3373, top5_acc: 0.5966, loss_cls: 3.7822, loss: 3.7822 2024-07-20 04:56:27,179 - pyskl - INFO - Epoch [106][1800/3746] lr: 2.021e-02, eta: 1 day, 13:52:01, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3322, top5_acc: 0.5859, loss_cls: 3.8369, loss: 3.8369 2024-07-20 04:57:49,875 - pyskl - INFO - Epoch [106][1900/3746] lr: 2.018e-02, eta: 1 day, 13:50:39, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3259, top5_acc: 0.5767, loss_cls: 3.8436, loss: 3.8436 2024-07-20 04:59:12,129 - pyskl - INFO - Epoch [106][2000/3746] lr: 2.016e-02, eta: 1 day, 13:49:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3334, top5_acc: 0.5908, loss_cls: 3.8036, loss: 3.8036 2024-07-20 05:00:34,946 - pyskl - INFO - Epoch [106][2100/3746] lr: 2.014e-02, eta: 1 day, 13:47:57, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3223, top5_acc: 0.5825, loss_cls: 3.8480, loss: 3.8480 2024-07-20 05:01:56,854 - pyskl - INFO - Epoch [106][2200/3746] lr: 2.012e-02, eta: 1 day, 13:46:35, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3153, top5_acc: 0.5652, loss_cls: 3.9043, loss: 3.9043 2024-07-20 05:03:19,048 - pyskl - INFO - Epoch [106][2300/3746] lr: 2.009e-02, eta: 1 day, 13:45:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3311, top5_acc: 0.5920, loss_cls: 3.8022, loss: 3.8022 2024-07-20 05:04:41,251 - pyskl - INFO - Epoch [106][2400/3746] lr: 2.007e-02, eta: 1 day, 13:43:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3319, top5_acc: 0.5950, loss_cls: 3.7820, loss: 3.7820 2024-07-20 05:06:03,102 - pyskl - INFO - Epoch [106][2500/3746] lr: 2.005e-02, eta: 1 day, 13:42:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3342, top5_acc: 0.5942, loss_cls: 3.7976, loss: 3.7976 2024-07-20 05:07:25,504 - pyskl - INFO - Epoch [106][2600/3746] lr: 2.003e-02, eta: 1 day, 13:41:09, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3287, top5_acc: 0.5863, loss_cls: 3.8414, loss: 3.8414 2024-07-20 05:08:47,733 - pyskl - INFO - Epoch [106][2700/3746] lr: 2.000e-02, eta: 1 day, 13:39:47, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3233, top5_acc: 0.5714, loss_cls: 3.8863, loss: 3.8863 2024-07-20 05:10:09,686 - pyskl - INFO - Epoch [106][2800/3746] lr: 1.998e-02, eta: 1 day, 13:38:25, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3272, top5_acc: 0.5806, loss_cls: 3.8406, loss: 3.8406 2024-07-20 05:11:31,247 - pyskl - INFO - Epoch [106][2900/3746] lr: 1.996e-02, eta: 1 day, 13:37:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3319, top5_acc: 0.5745, loss_cls: 3.8193, loss: 3.8193 2024-07-20 05:12:53,168 - pyskl - INFO - Epoch [106][3000/3746] lr: 1.994e-02, eta: 1 day, 13:35:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3180, top5_acc: 0.5723, loss_cls: 3.9255, loss: 3.9255 2024-07-20 05:14:14,961 - pyskl - INFO - Epoch [106][3100/3746] lr: 1.991e-02, eta: 1 day, 13:34:20, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5864, loss_cls: 3.8624, loss: 3.8624 2024-07-20 05:15:36,439 - pyskl - INFO - Epoch [106][3200/3746] lr: 1.989e-02, eta: 1 day, 13:32:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3364, top5_acc: 0.5886, loss_cls: 3.7927, loss: 3.7927 2024-07-20 05:16:57,863 - pyskl - INFO - Epoch [106][3300/3746] lr: 1.987e-02, eta: 1 day, 13:31:37, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3314, top5_acc: 0.5816, loss_cls: 3.8182, loss: 3.8182 2024-07-20 05:18:20,314 - pyskl - INFO - Epoch [106][3400/3746] lr: 1.985e-02, eta: 1 day, 13:30:15, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3214, top5_acc: 0.5652, loss_cls: 3.9027, loss: 3.9027 2024-07-20 05:19:41,907 - pyskl - INFO - Epoch [106][3500/3746] lr: 1.983e-02, eta: 1 day, 13:28:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3341, top5_acc: 0.5814, loss_cls: 3.8512, loss: 3.8512 2024-07-20 05:21:04,553 - pyskl - INFO - Epoch [106][3600/3746] lr: 1.980e-02, eta: 1 day, 13:27:32, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3294, top5_acc: 0.5834, loss_cls: 3.8044, loss: 3.8044 2024-07-20 05:22:26,660 - pyskl - INFO - Epoch [106][3700/3746] lr: 1.978e-02, eta: 1 day, 13:26:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3344, top5_acc: 0.5803, loss_cls: 3.8333, loss: 3.8333 2024-07-20 05:23:06,471 - pyskl - INFO - Saving checkpoint at 106 epochs 2024-07-20 05:24:58,282 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 05:24:59,012 - pyskl - INFO - top1_acc 0.2715 top5_acc 0.5184 2024-07-20 05:24:59,012 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 05:24:59,061 - pyskl - INFO - mean_acc 0.2713 2024-07-20 05:24:59,066 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_104.pth was removed 2024-07-20 05:24:59,344 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. 2024-07-20 05:24:59,345 - pyskl - INFO - Best top1_acc is 0.2715 at 106 epoch. 2024-07-20 05:24:59,358 - pyskl - INFO - Epoch(val) [106][309] top1_acc: 0.2715, top5_acc: 0.5184, mean_class_accuracy: 0.2713 2024-07-20 05:28:52,017 - pyskl - INFO - Epoch [107][100/3746] lr: 1.975e-02, eta: 1 day, 13:24:58, time: 2.326, data_time: 1.335, memory: 15990, top1_acc: 0.3447, top5_acc: 0.6003, loss_cls: 3.7064, loss: 3.7064 2024-07-20 05:30:14,633 - pyskl - INFO - Epoch [107][200/3746] lr: 1.973e-02, eta: 1 day, 13:23:37, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3355, top5_acc: 0.5950, loss_cls: 3.7565, loss: 3.7565 2024-07-20 05:31:37,024 - pyskl - INFO - Epoch [107][300/3746] lr: 1.970e-02, eta: 1 day, 13:22:15, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3375, top5_acc: 0.6016, loss_cls: 3.7446, loss: 3.7446 2024-07-20 05:32:59,377 - pyskl - INFO - Epoch [107][400/3746] lr: 1.968e-02, eta: 1 day, 13:20:53, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3372, top5_acc: 0.5933, loss_cls: 3.7650, loss: 3.7650 2024-07-20 05:34:21,624 - pyskl - INFO - Epoch [107][500/3746] lr: 1.966e-02, eta: 1 day, 13:19:32, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3461, top5_acc: 0.5967, loss_cls: 3.7497, loss: 3.7497 2024-07-20 05:35:43,805 - pyskl - INFO - Epoch [107][600/3746] lr: 1.964e-02, eta: 1 day, 13:18:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3298, top5_acc: 0.5880, loss_cls: 3.8238, loss: 3.8238 2024-07-20 05:37:05,856 - pyskl - INFO - Epoch [107][700/3746] lr: 1.961e-02, eta: 1 day, 13:16:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3412, top5_acc: 0.5933, loss_cls: 3.7655, loss: 3.7655 2024-07-20 05:38:28,552 - pyskl - INFO - Epoch [107][800/3746] lr: 1.959e-02, eta: 1 day, 13:15:27, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3412, top5_acc: 0.5900, loss_cls: 3.7840, loss: 3.7840 2024-07-20 05:39:50,608 - pyskl - INFO - Epoch [107][900/3746] lr: 1.957e-02, eta: 1 day, 13:14:06, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3359, top5_acc: 0.5920, loss_cls: 3.7746, loss: 3.7746 2024-07-20 05:41:12,772 - pyskl - INFO - Epoch [107][1000/3746] lr: 1.955e-02, eta: 1 day, 13:12:44, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3380, top5_acc: 0.5955, loss_cls: 3.7881, loss: 3.7881 2024-07-20 05:42:35,004 - pyskl - INFO - Epoch [107][1100/3746] lr: 1.953e-02, eta: 1 day, 13:11:22, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3347, top5_acc: 0.5950, loss_cls: 3.7974, loss: 3.7974 2024-07-20 05:43:57,457 - pyskl - INFO - Epoch [107][1200/3746] lr: 1.950e-02, eta: 1 day, 13:10:01, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3237, top5_acc: 0.5870, loss_cls: 3.8443, loss: 3.8443 2024-07-20 05:45:19,815 - pyskl - INFO - Epoch [107][1300/3746] lr: 1.948e-02, eta: 1 day, 13:08:39, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3450, top5_acc: 0.5972, loss_cls: 3.7580, loss: 3.7580 2024-07-20 05:46:42,180 - pyskl - INFO - Epoch [107][1400/3746] lr: 1.946e-02, eta: 1 day, 13:07:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3319, top5_acc: 0.5869, loss_cls: 3.8127, loss: 3.8127 2024-07-20 05:48:04,131 - pyskl - INFO - Epoch [107][1500/3746] lr: 1.944e-02, eta: 1 day, 13:05:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3372, top5_acc: 0.5902, loss_cls: 3.8156, loss: 3.8156 2024-07-20 05:49:26,527 - pyskl - INFO - Epoch [107][1600/3746] lr: 1.942e-02, eta: 1 day, 13:04:35, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5806, loss_cls: 3.8211, loss: 3.8211 2024-07-20 05:50:48,775 - pyskl - INFO - Epoch [107][1700/3746] lr: 1.939e-02, eta: 1 day, 13:03:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3438, top5_acc: 0.6052, loss_cls: 3.7423, loss: 3.7423 2024-07-20 05:52:11,446 - pyskl - INFO - Epoch [107][1800/3746] lr: 1.937e-02, eta: 1 day, 13:01:52, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3334, top5_acc: 0.5933, loss_cls: 3.7871, loss: 3.7871 2024-07-20 05:53:33,034 - pyskl - INFO - Epoch [107][1900/3746] lr: 1.935e-02, eta: 1 day, 13:00:30, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3258, top5_acc: 0.5803, loss_cls: 3.8450, loss: 3.8450 2024-07-20 05:54:55,127 - pyskl - INFO - Epoch [107][2000/3746] lr: 1.933e-02, eta: 1 day, 12:59:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3445, top5_acc: 0.6047, loss_cls: 3.7625, loss: 3.7625 2024-07-20 05:56:17,856 - pyskl - INFO - Epoch [107][2100/3746] lr: 1.930e-02, eta: 1 day, 12:57:47, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3284, top5_acc: 0.5817, loss_cls: 3.8365, loss: 3.8365 2024-07-20 05:57:40,354 - pyskl - INFO - Epoch [107][2200/3746] lr: 1.928e-02, eta: 1 day, 12:56:25, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3378, top5_acc: 0.5864, loss_cls: 3.8240, loss: 3.8240 2024-07-20 05:59:02,934 - pyskl - INFO - Epoch [107][2300/3746] lr: 1.926e-02, eta: 1 day, 12:55:04, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3286, top5_acc: 0.5752, loss_cls: 3.8142, loss: 3.8142 2024-07-20 06:00:25,095 - pyskl - INFO - Epoch [107][2400/3746] lr: 1.924e-02, eta: 1 day, 12:53:42, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3211, top5_acc: 0.5794, loss_cls: 3.8530, loss: 3.8530 2024-07-20 06:01:47,563 - pyskl - INFO - Epoch [107][2500/3746] lr: 1.922e-02, eta: 1 day, 12:52:21, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3364, top5_acc: 0.5834, loss_cls: 3.8050, loss: 3.8050 2024-07-20 06:03:09,468 - pyskl - INFO - Epoch [107][2600/3746] lr: 1.919e-02, eta: 1 day, 12:50:59, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3314, top5_acc: 0.5859, loss_cls: 3.8141, loss: 3.8141 2024-07-20 06:04:31,282 - pyskl - INFO - Epoch [107][2700/3746] lr: 1.917e-02, eta: 1 day, 12:49:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3380, top5_acc: 0.5991, loss_cls: 3.7685, loss: 3.7685 2024-07-20 06:05:53,635 - pyskl - INFO - Epoch [107][2800/3746] lr: 1.915e-02, eta: 1 day, 12:48:16, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3300, top5_acc: 0.5863, loss_cls: 3.8136, loss: 3.8136 2024-07-20 06:07:15,442 - pyskl - INFO - Epoch [107][2900/3746] lr: 1.913e-02, eta: 1 day, 12:46:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3342, top5_acc: 0.5914, loss_cls: 3.8096, loss: 3.8096 2024-07-20 06:08:38,119 - pyskl - INFO - Epoch [107][3000/3746] lr: 1.911e-02, eta: 1 day, 12:45:33, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5845, loss_cls: 3.8109, loss: 3.8109 2024-07-20 06:10:00,196 - pyskl - INFO - Epoch [107][3100/3746] lr: 1.908e-02, eta: 1 day, 12:44:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3283, top5_acc: 0.5798, loss_cls: 3.8489, loss: 3.8489 2024-07-20 06:11:22,180 - pyskl - INFO - Epoch [107][3200/3746] lr: 1.906e-02, eta: 1 day, 12:42:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3397, top5_acc: 0.5906, loss_cls: 3.8125, loss: 3.8125 2024-07-20 06:12:44,597 - pyskl - INFO - Epoch [107][3300/3746] lr: 1.904e-02, eta: 1 day, 12:41:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3367, top5_acc: 0.5883, loss_cls: 3.8106, loss: 3.8106 2024-07-20 06:14:06,524 - pyskl - INFO - Epoch [107][3400/3746] lr: 1.902e-02, eta: 1 day, 12:40:06, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3255, top5_acc: 0.5802, loss_cls: 3.8136, loss: 3.8136 2024-07-20 06:15:28,379 - pyskl - INFO - Epoch [107][3500/3746] lr: 1.900e-02, eta: 1 day, 12:38:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3297, top5_acc: 0.5861, loss_cls: 3.8103, loss: 3.8103 2024-07-20 06:16:50,097 - pyskl - INFO - Epoch [107][3600/3746] lr: 1.897e-02, eta: 1 day, 12:37:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3281, top5_acc: 0.5861, loss_cls: 3.8219, loss: 3.8219 2024-07-20 06:18:11,742 - pyskl - INFO - Epoch [107][3700/3746] lr: 1.895e-02, eta: 1 day, 12:36:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3266, top5_acc: 0.5805, loss_cls: 3.8446, loss: 3.8446 2024-07-20 06:18:51,484 - pyskl - INFO - Saving checkpoint at 107 epochs 2024-07-20 06:20:43,071 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 06:20:43,741 - pyskl - INFO - top1_acc 0.2711 top5_acc 0.5181 2024-07-20 06:20:43,741 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 06:20:43,786 - pyskl - INFO - mean_acc 0.2709 2024-07-20 06:20:43,800 - pyskl - INFO - Epoch(val) [107][309] top1_acc: 0.2711, top5_acc: 0.5181, mean_class_accuracy: 0.2709 2024-07-20 06:24:34,859 - pyskl - INFO - Epoch [108][100/3746] lr: 1.892e-02, eta: 1 day, 12:34:46, time: 2.310, data_time: 1.319, memory: 15990, top1_acc: 0.3459, top5_acc: 0.5983, loss_cls: 3.7581, loss: 3.7581 2024-07-20 06:25:57,414 - pyskl - INFO - Epoch [108][200/3746] lr: 1.890e-02, eta: 1 day, 12:33:24, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3453, top5_acc: 0.6048, loss_cls: 3.7457, loss: 3.7457 2024-07-20 06:27:20,529 - pyskl - INFO - Epoch [108][300/3746] lr: 1.888e-02, eta: 1 day, 12:32:03, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3400, top5_acc: 0.5936, loss_cls: 3.7619, loss: 3.7619 2024-07-20 06:28:43,190 - pyskl - INFO - Epoch [108][400/3746] lr: 1.886e-02, eta: 1 day, 12:30:42, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3477, top5_acc: 0.6006, loss_cls: 3.7600, loss: 3.7600 2024-07-20 06:30:05,456 - pyskl - INFO - Epoch [108][500/3746] lr: 1.883e-02, eta: 1 day, 12:29:20, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3489, top5_acc: 0.6077, loss_cls: 3.7001, loss: 3.7001 2024-07-20 06:31:28,292 - pyskl - INFO - Epoch [108][600/3746] lr: 1.881e-02, eta: 1 day, 12:27:59, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3403, top5_acc: 0.5942, loss_cls: 3.7857, loss: 3.7857 2024-07-20 06:32:50,433 - pyskl - INFO - Epoch [108][700/3746] lr: 1.879e-02, eta: 1 day, 12:26:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3438, top5_acc: 0.5881, loss_cls: 3.7677, loss: 3.7677 2024-07-20 06:34:12,656 - pyskl - INFO - Epoch [108][800/3746] lr: 1.877e-02, eta: 1 day, 12:25:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3442, top5_acc: 0.5911, loss_cls: 3.7492, loss: 3.7492 2024-07-20 06:35:34,462 - pyskl - INFO - Epoch [108][900/3746] lr: 1.875e-02, eta: 1 day, 12:23:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3394, top5_acc: 0.5959, loss_cls: 3.7543, loss: 3.7543 2024-07-20 06:36:56,757 - pyskl - INFO - Epoch [108][1000/3746] lr: 1.872e-02, eta: 1 day, 12:22:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3311, top5_acc: 0.5950, loss_cls: 3.7765, loss: 3.7765 2024-07-20 06:38:18,529 - pyskl - INFO - Epoch [108][1100/3746] lr: 1.870e-02, eta: 1 day, 12:21:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3463, top5_acc: 0.6011, loss_cls: 3.7302, loss: 3.7302 2024-07-20 06:39:40,629 - pyskl - INFO - Epoch [108][1200/3746] lr: 1.868e-02, eta: 1 day, 12:19:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3453, top5_acc: 0.5925, loss_cls: 3.7540, loss: 3.7540 2024-07-20 06:41:02,646 - pyskl - INFO - Epoch [108][1300/3746] lr: 1.866e-02, eta: 1 day, 12:18:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3448, top5_acc: 0.5920, loss_cls: 3.7677, loss: 3.7677 2024-07-20 06:42:24,433 - pyskl - INFO - Epoch [108][1400/3746] lr: 1.864e-02, eta: 1 day, 12:17:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3378, top5_acc: 0.5986, loss_cls: 3.7767, loss: 3.7767 2024-07-20 06:43:46,220 - pyskl - INFO - Epoch [108][1500/3746] lr: 1.862e-02, eta: 1 day, 12:15:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3362, top5_acc: 0.5897, loss_cls: 3.7973, loss: 3.7973 2024-07-20 06:45:07,839 - pyskl - INFO - Epoch [108][1600/3746] lr: 1.859e-02, eta: 1 day, 12:14:21, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3383, top5_acc: 0.5936, loss_cls: 3.7731, loss: 3.7731 2024-07-20 06:46:29,827 - pyskl - INFO - Epoch [108][1700/3746] lr: 1.857e-02, eta: 1 day, 12:13:00, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3292, top5_acc: 0.5877, loss_cls: 3.8233, loss: 3.8233 2024-07-20 06:47:52,114 - pyskl - INFO - Epoch [108][1800/3746] lr: 1.855e-02, eta: 1 day, 12:11:38, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3311, top5_acc: 0.5927, loss_cls: 3.7986, loss: 3.7986 2024-07-20 06:49:14,010 - pyskl - INFO - Epoch [108][1900/3746] lr: 1.853e-02, eta: 1 day, 12:10:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3367, top5_acc: 0.5950, loss_cls: 3.7680, loss: 3.7680 2024-07-20 06:50:35,682 - pyskl - INFO - Epoch [108][2000/3746] lr: 1.851e-02, eta: 1 day, 12:08:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3400, top5_acc: 0.5925, loss_cls: 3.7953, loss: 3.7953 2024-07-20 06:51:57,902 - pyskl - INFO - Epoch [108][2100/3746] lr: 1.848e-02, eta: 1 day, 12:07:33, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.5900, loss_cls: 3.7735, loss: 3.7735 2024-07-20 06:53:19,854 - pyskl - INFO - Epoch [108][2200/3746] lr: 1.846e-02, eta: 1 day, 12:06:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3337, top5_acc: 0.5916, loss_cls: 3.7821, loss: 3.7821 2024-07-20 06:54:42,710 - pyskl - INFO - Epoch [108][2300/3746] lr: 1.844e-02, eta: 1 day, 12:04:50, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3312, top5_acc: 0.5914, loss_cls: 3.8136, loss: 3.8136 2024-07-20 06:56:05,254 - pyskl - INFO - Epoch [108][2400/3746] lr: 1.842e-02, eta: 1 day, 12:03:28, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3311, top5_acc: 0.5891, loss_cls: 3.8365, loss: 3.8365 2024-07-20 06:57:27,005 - pyskl - INFO - Epoch [108][2500/3746] lr: 1.840e-02, eta: 1 day, 12:02:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3252, top5_acc: 0.5878, loss_cls: 3.8186, loss: 3.8186 2024-07-20 06:58:48,855 - pyskl - INFO - Epoch [108][2600/3746] lr: 1.838e-02, eta: 1 day, 12:00:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3306, top5_acc: 0.5923, loss_cls: 3.7930, loss: 3.7930 2024-07-20 07:00:10,928 - pyskl - INFO - Epoch [108][2700/3746] lr: 1.835e-02, eta: 1 day, 11:59:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3342, top5_acc: 0.5958, loss_cls: 3.7819, loss: 3.7819 2024-07-20 07:01:33,111 - pyskl - INFO - Epoch [108][2800/3746] lr: 1.833e-02, eta: 1 day, 11:58:01, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3395, top5_acc: 0.5964, loss_cls: 3.7672, loss: 3.7672 2024-07-20 07:02:54,791 - pyskl - INFO - Epoch [108][2900/3746] lr: 1.831e-02, eta: 1 day, 11:56:39, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3420, top5_acc: 0.5967, loss_cls: 3.7791, loss: 3.7791 2024-07-20 07:04:16,952 - pyskl - INFO - Epoch [108][3000/3746] lr: 1.829e-02, eta: 1 day, 11:55:17, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3366, top5_acc: 0.5938, loss_cls: 3.7738, loss: 3.7738 2024-07-20 07:05:38,730 - pyskl - INFO - Epoch [108][3100/3746] lr: 1.827e-02, eta: 1 day, 11:53:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3481, top5_acc: 0.5887, loss_cls: 3.7887, loss: 3.7887 2024-07-20 07:07:00,651 - pyskl - INFO - Epoch [108][3200/3746] lr: 1.825e-02, eta: 1 day, 11:52:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3369, top5_acc: 0.5913, loss_cls: 3.7645, loss: 3.7645 2024-07-20 07:08:22,673 - pyskl - INFO - Epoch [108][3300/3746] lr: 1.823e-02, eta: 1 day, 11:51:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3284, top5_acc: 0.5920, loss_cls: 3.8063, loss: 3.8063 2024-07-20 07:09:44,257 - pyskl - INFO - Epoch [108][3400/3746] lr: 1.820e-02, eta: 1 day, 11:49:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3341, top5_acc: 0.5908, loss_cls: 3.7953, loss: 3.7953 2024-07-20 07:11:06,014 - pyskl - INFO - Epoch [108][3500/3746] lr: 1.818e-02, eta: 1 day, 11:48:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3330, top5_acc: 0.5855, loss_cls: 3.8111, loss: 3.8111 2024-07-20 07:12:27,849 - pyskl - INFO - Epoch [108][3600/3746] lr: 1.816e-02, eta: 1 day, 11:47:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3325, top5_acc: 0.5891, loss_cls: 3.8018, loss: 3.8018 2024-07-20 07:13:49,645 - pyskl - INFO - Epoch [108][3700/3746] lr: 1.814e-02, eta: 1 day, 11:45:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3311, top5_acc: 0.5931, loss_cls: 3.8060, loss: 3.8060 2024-07-20 07:14:29,404 - pyskl - INFO - Saving checkpoint at 108 epochs 2024-07-20 07:16:21,551 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 07:16:22,221 - pyskl - INFO - top1_acc 0.2643 top5_acc 0.4993 2024-07-20 07:16:22,221 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 07:16:22,265 - pyskl - INFO - mean_acc 0.2641 2024-07-20 07:16:22,278 - pyskl - INFO - Epoch(val) [108][309] top1_acc: 0.2643, top5_acc: 0.4993, mean_class_accuracy: 0.2641 2024-07-20 07:20:13,323 - pyskl - INFO - Epoch [109][100/3746] lr: 1.811e-02, eta: 1 day, 11:44:29, time: 2.310, data_time: 1.322, memory: 15990, top1_acc: 0.3387, top5_acc: 0.5959, loss_cls: 3.7810, loss: 3.7810 2024-07-20 07:21:35,850 - pyskl - INFO - Epoch [109][200/3746] lr: 1.809e-02, eta: 1 day, 11:43:07, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3491, top5_acc: 0.6119, loss_cls: 3.6967, loss: 3.6967 2024-07-20 07:22:58,071 - pyskl - INFO - Epoch [109][300/3746] lr: 1.806e-02, eta: 1 day, 11:41:46, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3442, top5_acc: 0.6081, loss_cls: 3.7296, loss: 3.7296 2024-07-20 07:24:21,192 - pyskl - INFO - Epoch [109][400/3746] lr: 1.804e-02, eta: 1 day, 11:40:24, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3436, top5_acc: 0.6084, loss_cls: 3.7189, loss: 3.7189 2024-07-20 07:25:43,336 - pyskl - INFO - Epoch [109][500/3746] lr: 1.802e-02, eta: 1 day, 11:39:02, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3484, top5_acc: 0.6014, loss_cls: 3.7207, loss: 3.7207 2024-07-20 07:27:06,207 - pyskl - INFO - Epoch [109][600/3746] lr: 1.800e-02, eta: 1 day, 11:37:41, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3508, top5_acc: 0.6111, loss_cls: 3.6893, loss: 3.6893 2024-07-20 07:28:28,760 - pyskl - INFO - Epoch [109][700/3746] lr: 1.798e-02, eta: 1 day, 11:36:19, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3441, top5_acc: 0.6050, loss_cls: 3.7360, loss: 3.7360 2024-07-20 07:29:51,895 - pyskl - INFO - Epoch [109][800/3746] lr: 1.796e-02, eta: 1 day, 11:34:58, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3400, top5_acc: 0.5966, loss_cls: 3.7615, loss: 3.7615 2024-07-20 07:31:14,384 - pyskl - INFO - Epoch [109][900/3746] lr: 1.794e-02, eta: 1 day, 11:33:37, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3367, top5_acc: 0.5908, loss_cls: 3.8012, loss: 3.8012 2024-07-20 07:32:36,417 - pyskl - INFO - Epoch [109][1000/3746] lr: 1.791e-02, eta: 1 day, 11:32:15, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3439, top5_acc: 0.6017, loss_cls: 3.7325, loss: 3.7325 2024-07-20 07:33:58,256 - pyskl - INFO - Epoch [109][1100/3746] lr: 1.789e-02, eta: 1 day, 11:30:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3467, top5_acc: 0.6017, loss_cls: 3.7373, loss: 3.7373 2024-07-20 07:35:19,870 - pyskl - INFO - Epoch [109][1200/3746] lr: 1.787e-02, eta: 1 day, 11:29:31, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3403, top5_acc: 0.5958, loss_cls: 3.7358, loss: 3.7358 2024-07-20 07:36:41,691 - pyskl - INFO - Epoch [109][1300/3746] lr: 1.785e-02, eta: 1 day, 11:28:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.5831, loss_cls: 3.7899, loss: 3.7899 2024-07-20 07:38:03,436 - pyskl - INFO - Epoch [109][1400/3746] lr: 1.783e-02, eta: 1 day, 11:26:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3378, top5_acc: 0.5852, loss_cls: 3.8066, loss: 3.8066 2024-07-20 07:39:25,637 - pyskl - INFO - Epoch [109][1500/3746] lr: 1.781e-02, eta: 1 day, 11:25:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3495, top5_acc: 0.6022, loss_cls: 3.7207, loss: 3.7207 2024-07-20 07:40:48,297 - pyskl - INFO - Epoch [109][1600/3746] lr: 1.779e-02, eta: 1 day, 11:24:04, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3373, top5_acc: 0.5881, loss_cls: 3.8067, loss: 3.8067 2024-07-20 07:42:10,073 - pyskl - INFO - Epoch [109][1700/3746] lr: 1.776e-02, eta: 1 day, 11:22:42, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3461, top5_acc: 0.6005, loss_cls: 3.7385, loss: 3.7385 2024-07-20 07:43:32,076 - pyskl - INFO - Epoch [109][1800/3746] lr: 1.774e-02, eta: 1 day, 11:21:20, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3289, top5_acc: 0.5800, loss_cls: 3.8478, loss: 3.8478 2024-07-20 07:44:53,807 - pyskl - INFO - Epoch [109][1900/3746] lr: 1.772e-02, eta: 1 day, 11:19:59, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3337, top5_acc: 0.5945, loss_cls: 3.7909, loss: 3.7909 2024-07-20 07:46:16,225 - pyskl - INFO - Epoch [109][2000/3746] lr: 1.770e-02, eta: 1 day, 11:18:37, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5845, loss_cls: 3.7974, loss: 3.7974 2024-07-20 07:47:38,437 - pyskl - INFO - Epoch [109][2100/3746] lr: 1.768e-02, eta: 1 day, 11:17:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3441, top5_acc: 0.5927, loss_cls: 3.7455, loss: 3.7455 2024-07-20 07:49:00,502 - pyskl - INFO - Epoch [109][2200/3746] lr: 1.766e-02, eta: 1 day, 11:15:54, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3472, top5_acc: 0.5967, loss_cls: 3.7526, loss: 3.7526 2024-07-20 07:50:23,512 - pyskl - INFO - Epoch [109][2300/3746] lr: 1.764e-02, eta: 1 day, 11:14:32, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3409, top5_acc: 0.6008, loss_cls: 3.7452, loss: 3.7452 2024-07-20 07:51:45,678 - pyskl - INFO - Epoch [109][2400/3746] lr: 1.761e-02, eta: 1 day, 11:13:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3367, top5_acc: 0.5898, loss_cls: 3.8217, loss: 3.8217 2024-07-20 07:53:07,656 - pyskl - INFO - Epoch [109][2500/3746] lr: 1.759e-02, eta: 1 day, 11:11:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3430, top5_acc: 0.6050, loss_cls: 3.7477, loss: 3.7477 2024-07-20 07:54:29,191 - pyskl - INFO - Epoch [109][2600/3746] lr: 1.757e-02, eta: 1 day, 11:10:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3309, top5_acc: 0.5856, loss_cls: 3.8112, loss: 3.8112 2024-07-20 07:55:51,183 - pyskl - INFO - Epoch [109][2700/3746] lr: 1.755e-02, eta: 1 day, 11:09:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3411, top5_acc: 0.5945, loss_cls: 3.7495, loss: 3.7495 2024-07-20 07:57:13,110 - pyskl - INFO - Epoch [109][2800/3746] lr: 1.753e-02, eta: 1 day, 11:07:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3350, top5_acc: 0.5972, loss_cls: 3.7819, loss: 3.7819 2024-07-20 07:58:35,337 - pyskl - INFO - Epoch [109][2900/3746] lr: 1.751e-02, eta: 1 day, 11:06:21, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3444, top5_acc: 0.6045, loss_cls: 3.7227, loss: 3.7227 2024-07-20 07:59:57,001 - pyskl - INFO - Epoch [109][3000/3746] lr: 1.749e-02, eta: 1 day, 11:05:00, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3459, top5_acc: 0.6016, loss_cls: 3.7313, loss: 3.7313 2024-07-20 08:01:18,821 - pyskl - INFO - Epoch [109][3100/3746] lr: 1.747e-02, eta: 1 day, 11:03:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3325, top5_acc: 0.5875, loss_cls: 3.8113, loss: 3.8113 2024-07-20 08:02:40,705 - pyskl - INFO - Epoch [109][3200/3746] lr: 1.744e-02, eta: 1 day, 11:02:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3433, top5_acc: 0.5933, loss_cls: 3.7856, loss: 3.7856 2024-07-20 08:04:02,171 - pyskl - INFO - Epoch [109][3300/3746] lr: 1.742e-02, eta: 1 day, 11:00:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3452, top5_acc: 0.6017, loss_cls: 3.7345, loss: 3.7345 2024-07-20 08:05:24,210 - pyskl - INFO - Epoch [109][3400/3746] lr: 1.740e-02, eta: 1 day, 10:59:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3430, top5_acc: 0.5967, loss_cls: 3.7532, loss: 3.7532 2024-07-20 08:06:46,050 - pyskl - INFO - Epoch [109][3500/3746] lr: 1.738e-02, eta: 1 day, 10:58:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3453, top5_acc: 0.5939, loss_cls: 3.7595, loss: 3.7595 2024-07-20 08:08:07,854 - pyskl - INFO - Epoch [109][3600/3746] lr: 1.736e-02, eta: 1 day, 10:56:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3398, top5_acc: 0.5994, loss_cls: 3.7705, loss: 3.7705 2024-07-20 08:09:29,604 - pyskl - INFO - Epoch [109][3700/3746] lr: 1.734e-02, eta: 1 day, 10:55:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3473, top5_acc: 0.6006, loss_cls: 3.7412, loss: 3.7412 2024-07-20 08:10:09,302 - pyskl - INFO - Saving checkpoint at 109 epochs 2024-07-20 08:12:01,101 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 08:12:01,770 - pyskl - INFO - top1_acc 0.2770 top5_acc 0.5275 2024-07-20 08:12:01,770 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 08:12:01,812 - pyskl - INFO - mean_acc 0.2767 2024-07-20 08:12:01,817 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_106.pth was removed 2024-07-20 08:12:02,071 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2024-07-20 08:12:02,072 - pyskl - INFO - Best top1_acc is 0.2770 at 109 epoch. 2024-07-20 08:12:02,084 - pyskl - INFO - Epoch(val) [109][309] top1_acc: 0.2770, top5_acc: 0.5275, mean_class_accuracy: 0.2767 2024-07-20 08:15:50,221 - pyskl - INFO - Epoch [110][100/3746] lr: 1.731e-02, eta: 1 day, 10:54:08, time: 2.281, data_time: 1.296, memory: 15990, top1_acc: 0.3502, top5_acc: 0.6075, loss_cls: 3.6904, loss: 3.6904 2024-07-20 08:17:12,544 - pyskl - INFO - Epoch [110][200/3746] lr: 1.729e-02, eta: 1 day, 10:52:46, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6109, loss_cls: 3.6857, loss: 3.6857 2024-07-20 08:18:35,057 - pyskl - INFO - Epoch [110][300/3746] lr: 1.727e-02, eta: 1 day, 10:51:25, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3495, top5_acc: 0.5992, loss_cls: 3.7454, loss: 3.7454 2024-07-20 08:19:57,705 - pyskl - INFO - Epoch [110][400/3746] lr: 1.724e-02, eta: 1 day, 10:50:03, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3422, top5_acc: 0.6053, loss_cls: 3.7187, loss: 3.7187 2024-07-20 08:21:20,541 - pyskl - INFO - Epoch [110][500/3746] lr: 1.722e-02, eta: 1 day, 10:48:42, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3527, top5_acc: 0.6019, loss_cls: 3.7047, loss: 3.7047 2024-07-20 08:22:42,875 - pyskl - INFO - Epoch [110][600/3746] lr: 1.720e-02, eta: 1 day, 10:47:20, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3400, top5_acc: 0.6102, loss_cls: 3.7193, loss: 3.7193 2024-07-20 08:24:05,104 - pyskl - INFO - Epoch [110][700/3746] lr: 1.718e-02, eta: 1 day, 10:45:58, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3473, top5_acc: 0.5956, loss_cls: 3.7745, loss: 3.7745 2024-07-20 08:25:27,196 - pyskl - INFO - Epoch [110][800/3746] lr: 1.716e-02, eta: 1 day, 10:44:36, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6077, loss_cls: 3.6863, loss: 3.6863 2024-07-20 08:26:49,456 - pyskl - INFO - Epoch [110][900/3746] lr: 1.714e-02, eta: 1 day, 10:43:15, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3519, top5_acc: 0.6055, loss_cls: 3.7070, loss: 3.7070 2024-07-20 08:28:11,444 - pyskl - INFO - Epoch [110][1000/3746] lr: 1.712e-02, eta: 1 day, 10:41:53, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3381, top5_acc: 0.6028, loss_cls: 3.7708, loss: 3.7708 2024-07-20 08:29:33,338 - pyskl - INFO - Epoch [110][1100/3746] lr: 1.710e-02, eta: 1 day, 10:40:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6047, loss_cls: 3.7029, loss: 3.7029 2024-07-20 08:30:54,791 - pyskl - INFO - Epoch [110][1200/3746] lr: 1.708e-02, eta: 1 day, 10:39:09, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3422, top5_acc: 0.5978, loss_cls: 3.7529, loss: 3.7529 2024-07-20 08:32:16,458 - pyskl - INFO - Epoch [110][1300/3746] lr: 1.705e-02, eta: 1 day, 10:37:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3536, top5_acc: 0.6181, loss_cls: 3.6539, loss: 3.6539 2024-07-20 08:33:38,377 - pyskl - INFO - Epoch [110][1400/3746] lr: 1.703e-02, eta: 1 day, 10:36:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3411, top5_acc: 0.6005, loss_cls: 3.7563, loss: 3.7563 2024-07-20 08:35:00,166 - pyskl - INFO - Epoch [110][1500/3746] lr: 1.701e-02, eta: 1 day, 10:35:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3433, top5_acc: 0.5995, loss_cls: 3.7324, loss: 3.7324 2024-07-20 08:36:22,250 - pyskl - INFO - Epoch [110][1600/3746] lr: 1.699e-02, eta: 1 day, 10:33:42, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3431, top5_acc: 0.5947, loss_cls: 3.7465, loss: 3.7465 2024-07-20 08:37:43,895 - pyskl - INFO - Epoch [110][1700/3746] lr: 1.697e-02, eta: 1 day, 10:32:20, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3472, top5_acc: 0.6036, loss_cls: 3.7313, loss: 3.7313 2024-07-20 08:39:05,832 - pyskl - INFO - Epoch [110][1800/3746] lr: 1.695e-02, eta: 1 day, 10:30:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3433, top5_acc: 0.6002, loss_cls: 3.7266, loss: 3.7266 2024-07-20 08:40:27,987 - pyskl - INFO - Epoch [110][1900/3746] lr: 1.693e-02, eta: 1 day, 10:29:36, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3428, top5_acc: 0.6011, loss_cls: 3.6971, loss: 3.6971 2024-07-20 08:41:49,581 - pyskl - INFO - Epoch [110][2000/3746] lr: 1.691e-02, eta: 1 day, 10:28:14, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3444, top5_acc: 0.6044, loss_cls: 3.7284, loss: 3.7284 2024-07-20 08:43:12,851 - pyskl - INFO - Epoch [110][2100/3746] lr: 1.689e-02, eta: 1 day, 10:26:53, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.3384, top5_acc: 0.5938, loss_cls: 3.7949, loss: 3.7949 2024-07-20 08:44:34,530 - pyskl - INFO - Epoch [110][2200/3746] lr: 1.687e-02, eta: 1 day, 10:25:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3420, top5_acc: 0.5931, loss_cls: 3.7627, loss: 3.7627 2024-07-20 08:45:56,883 - pyskl - INFO - Epoch [110][2300/3746] lr: 1.685e-02, eta: 1 day, 10:24:09, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3372, top5_acc: 0.5959, loss_cls: 3.7706, loss: 3.7706 2024-07-20 08:47:19,067 - pyskl - INFO - Epoch [110][2400/3746] lr: 1.682e-02, eta: 1 day, 10:22:47, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3416, top5_acc: 0.6014, loss_cls: 3.7582, loss: 3.7582 2024-07-20 08:48:41,526 - pyskl - INFO - Epoch [110][2500/3746] lr: 1.680e-02, eta: 1 day, 10:21:26, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3467, top5_acc: 0.6089, loss_cls: 3.7148, loss: 3.7148 2024-07-20 08:50:03,596 - pyskl - INFO - Epoch [110][2600/3746] lr: 1.678e-02, eta: 1 day, 10:20:04, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3423, top5_acc: 0.6033, loss_cls: 3.7288, loss: 3.7288 2024-07-20 08:51:25,299 - pyskl - INFO - Epoch [110][2700/3746] lr: 1.676e-02, eta: 1 day, 10:18:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3397, top5_acc: 0.5923, loss_cls: 3.7496, loss: 3.7496 2024-07-20 08:52:46,959 - pyskl - INFO - Epoch [110][2800/3746] lr: 1.674e-02, eta: 1 day, 10:17:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3400, top5_acc: 0.6019, loss_cls: 3.7607, loss: 3.7607 2024-07-20 08:54:08,531 - pyskl - INFO - Epoch [110][2900/3746] lr: 1.672e-02, eta: 1 day, 10:15:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3366, top5_acc: 0.6014, loss_cls: 3.7693, loss: 3.7693 2024-07-20 08:55:30,097 - pyskl - INFO - Epoch [110][3000/3746] lr: 1.670e-02, eta: 1 day, 10:14:36, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3361, top5_acc: 0.5905, loss_cls: 3.7780, loss: 3.7780 2024-07-20 08:56:51,617 - pyskl - INFO - Epoch [110][3100/3746] lr: 1.668e-02, eta: 1 day, 10:13:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3498, top5_acc: 0.6000, loss_cls: 3.7272, loss: 3.7272 2024-07-20 08:58:13,815 - pyskl - INFO - Epoch [110][3200/3746] lr: 1.666e-02, eta: 1 day, 10:11:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3441, top5_acc: 0.5913, loss_cls: 3.7347, loss: 3.7347 2024-07-20 08:59:35,457 - pyskl - INFO - Epoch [110][3300/3746] lr: 1.664e-02, eta: 1 day, 10:10:30, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3369, top5_acc: 0.6008, loss_cls: 3.7422, loss: 3.7422 2024-07-20 09:00:57,228 - pyskl - INFO - Epoch [110][3400/3746] lr: 1.662e-02, eta: 1 day, 10:09:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3342, top5_acc: 0.5923, loss_cls: 3.7921, loss: 3.7921 2024-07-20 09:02:18,821 - pyskl - INFO - Epoch [110][3500/3746] lr: 1.659e-02, eta: 1 day, 10:07:47, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3439, top5_acc: 0.6005, loss_cls: 3.7290, loss: 3.7290 2024-07-20 09:03:40,520 - pyskl - INFO - Epoch [110][3600/3746] lr: 1.657e-02, eta: 1 day, 10:06:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3370, top5_acc: 0.5970, loss_cls: 3.7691, loss: 3.7691 2024-07-20 09:05:02,466 - pyskl - INFO - Epoch [110][3700/3746] lr: 1.655e-02, eta: 1 day, 10:05:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3469, top5_acc: 0.6066, loss_cls: 3.7352, loss: 3.7352 2024-07-20 09:05:42,131 - pyskl - INFO - Saving checkpoint at 110 epochs 2024-07-20 09:07:32,864 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 09:07:33,545 - pyskl - INFO - top1_acc 0.2806 top5_acc 0.5263 2024-07-20 09:07:33,546 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 09:07:33,595 - pyskl - INFO - mean_acc 0.2802 2024-07-20 09:07:33,599 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_109.pth was removed 2024-07-20 09:07:33,863 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. 2024-07-20 09:07:33,864 - pyskl - INFO - Best top1_acc is 0.2806 at 110 epoch. 2024-07-20 09:07:33,880 - pyskl - INFO - Epoch(val) [110][309] top1_acc: 0.2806, top5_acc: 0.5263, mean_class_accuracy: 0.2802 2024-07-20 09:11:26,192 - pyskl - INFO - Epoch [111][100/3746] lr: 1.652e-02, eta: 1 day, 10:03:44, time: 2.323, data_time: 1.326, memory: 15990, top1_acc: 0.3527, top5_acc: 0.6122, loss_cls: 3.6943, loss: 3.6943 2024-07-20 09:12:49,462 - pyskl - INFO - Epoch [111][200/3746] lr: 1.650e-02, eta: 1 day, 10:02:23, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.3519, top5_acc: 0.6109, loss_cls: 3.6942, loss: 3.6942 2024-07-20 09:14:11,612 - pyskl - INFO - Epoch [111][300/3746] lr: 1.648e-02, eta: 1 day, 10:01:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3522, top5_acc: 0.6091, loss_cls: 3.6796, loss: 3.6796 2024-07-20 09:15:33,678 - pyskl - INFO - Epoch [111][400/3746] lr: 1.646e-02, eta: 1 day, 9:59:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3444, top5_acc: 0.6070, loss_cls: 3.7003, loss: 3.7003 2024-07-20 09:16:56,780 - pyskl - INFO - Epoch [111][500/3746] lr: 1.644e-02, eta: 1 day, 9:58:18, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.5998, loss_cls: 3.7098, loss: 3.7098 2024-07-20 09:18:19,341 - pyskl - INFO - Epoch [111][600/3746] lr: 1.642e-02, eta: 1 day, 9:56:56, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3550, top5_acc: 0.6111, loss_cls: 3.6617, loss: 3.6617 2024-07-20 09:19:41,983 - pyskl - INFO - Epoch [111][700/3746] lr: 1.640e-02, eta: 1 day, 9:55:34, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3548, top5_acc: 0.6094, loss_cls: 3.6931, loss: 3.6931 2024-07-20 09:21:03,971 - pyskl - INFO - Epoch [111][800/3746] lr: 1.638e-02, eta: 1 day, 9:54:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3463, top5_acc: 0.6003, loss_cls: 3.7209, loss: 3.7209 2024-07-20 09:22:25,736 - pyskl - INFO - Epoch [111][900/3746] lr: 1.636e-02, eta: 1 day, 9:52:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3558, top5_acc: 0.6091, loss_cls: 3.6736, loss: 3.6736 2024-07-20 09:23:47,843 - pyskl - INFO - Epoch [111][1000/3746] lr: 1.634e-02, eta: 1 day, 9:51:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3539, top5_acc: 0.6100, loss_cls: 3.6728, loss: 3.6728 2024-07-20 09:25:09,323 - pyskl - INFO - Epoch [111][1100/3746] lr: 1.632e-02, eta: 1 day, 9:50:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3459, top5_acc: 0.6064, loss_cls: 3.6840, loss: 3.6840 2024-07-20 09:26:31,216 - pyskl - INFO - Epoch [111][1200/3746] lr: 1.630e-02, eta: 1 day, 9:48:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3414, top5_acc: 0.5928, loss_cls: 3.7505, loss: 3.7505 2024-07-20 09:27:53,116 - pyskl - INFO - Epoch [111][1300/3746] lr: 1.627e-02, eta: 1 day, 9:47:23, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3500, top5_acc: 0.6094, loss_cls: 3.6820, loss: 3.6820 2024-07-20 09:29:15,120 - pyskl - INFO - Epoch [111][1400/3746] lr: 1.625e-02, eta: 1 day, 9:46:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3461, top5_acc: 0.6069, loss_cls: 3.7093, loss: 3.7093 2024-07-20 09:30:37,287 - pyskl - INFO - Epoch [111][1500/3746] lr: 1.623e-02, eta: 1 day, 9:44:39, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3392, top5_acc: 0.6027, loss_cls: 3.7166, loss: 3.7166 2024-07-20 09:31:59,144 - pyskl - INFO - Epoch [111][1600/3746] lr: 1.621e-02, eta: 1 day, 9:43:17, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3486, top5_acc: 0.6067, loss_cls: 3.6876, loss: 3.6876 2024-07-20 09:33:21,173 - pyskl - INFO - Epoch [111][1700/3746] lr: 1.619e-02, eta: 1 day, 9:41:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3481, top5_acc: 0.6003, loss_cls: 3.7371, loss: 3.7371 2024-07-20 09:34:42,781 - pyskl - INFO - Epoch [111][1800/3746] lr: 1.617e-02, eta: 1 day, 9:40:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3578, top5_acc: 0.6075, loss_cls: 3.6810, loss: 3.6810 2024-07-20 09:36:04,538 - pyskl - INFO - Epoch [111][1900/3746] lr: 1.615e-02, eta: 1 day, 9:39:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3477, top5_acc: 0.6030, loss_cls: 3.7144, loss: 3.7144 2024-07-20 09:37:26,650 - pyskl - INFO - Epoch [111][2000/3746] lr: 1.613e-02, eta: 1 day, 9:37:50, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3498, top5_acc: 0.6127, loss_cls: 3.6839, loss: 3.6839 2024-07-20 09:38:49,412 - pyskl - INFO - Epoch [111][2100/3746] lr: 1.611e-02, eta: 1 day, 9:36:28, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3359, top5_acc: 0.5919, loss_cls: 3.7654, loss: 3.7654 2024-07-20 09:40:11,590 - pyskl - INFO - Epoch [111][2200/3746] lr: 1.609e-02, eta: 1 day, 9:35:06, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3402, top5_acc: 0.6028, loss_cls: 3.7295, loss: 3.7295 2024-07-20 09:41:34,302 - pyskl - INFO - Epoch [111][2300/3746] lr: 1.607e-02, eta: 1 day, 9:33:45, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3516, top5_acc: 0.6012, loss_cls: 3.7358, loss: 3.7358 2024-07-20 09:42:56,275 - pyskl - INFO - Epoch [111][2400/3746] lr: 1.605e-02, eta: 1 day, 9:32:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3397, top5_acc: 0.5961, loss_cls: 3.7477, loss: 3.7477 2024-07-20 09:44:18,200 - pyskl - INFO - Epoch [111][2500/3746] lr: 1.603e-02, eta: 1 day, 9:31:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3545, top5_acc: 0.6002, loss_cls: 3.6998, loss: 3.6998 2024-07-20 09:45:40,452 - pyskl - INFO - Epoch [111][2600/3746] lr: 1.601e-02, eta: 1 day, 9:29:39, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3455, top5_acc: 0.5986, loss_cls: 3.7501, loss: 3.7501 2024-07-20 09:47:02,419 - pyskl - INFO - Epoch [111][2700/3746] lr: 1.599e-02, eta: 1 day, 9:28:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3400, top5_acc: 0.6012, loss_cls: 3.7467, loss: 3.7467 2024-07-20 09:48:24,342 - pyskl - INFO - Epoch [111][2800/3746] lr: 1.597e-02, eta: 1 day, 9:26:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3500, top5_acc: 0.6052, loss_cls: 3.7116, loss: 3.7116 2024-07-20 09:49:46,569 - pyskl - INFO - Epoch [111][2900/3746] lr: 1.595e-02, eta: 1 day, 9:25:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3453, top5_acc: 0.5995, loss_cls: 3.7234, loss: 3.7234 2024-07-20 09:51:08,792 - pyskl - INFO - Epoch [111][3000/3746] lr: 1.593e-02, eta: 1 day, 9:24:12, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3472, top5_acc: 0.6088, loss_cls: 3.6840, loss: 3.6840 2024-07-20 09:52:30,605 - pyskl - INFO - Epoch [111][3100/3746] lr: 1.590e-02, eta: 1 day, 9:22:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3467, top5_acc: 0.5989, loss_cls: 3.7067, loss: 3.7067 2024-07-20 09:53:52,425 - pyskl - INFO - Epoch [111][3200/3746] lr: 1.588e-02, eta: 1 day, 9:21:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3384, top5_acc: 0.5889, loss_cls: 3.7854, loss: 3.7854 2024-07-20 09:55:14,942 - pyskl - INFO - Epoch [111][3300/3746] lr: 1.586e-02, eta: 1 day, 9:20:07, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3442, top5_acc: 0.6028, loss_cls: 3.7521, loss: 3.7521 2024-07-20 09:56:37,168 - pyskl - INFO - Epoch [111][3400/3746] lr: 1.584e-02, eta: 1 day, 9:18:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3339, top5_acc: 0.5984, loss_cls: 3.7974, loss: 3.7974 2024-07-20 09:57:59,188 - pyskl - INFO - Epoch [111][3500/3746] lr: 1.582e-02, eta: 1 day, 9:17:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3419, top5_acc: 0.5973, loss_cls: 3.7537, loss: 3.7537 2024-07-20 09:59:21,368 - pyskl - INFO - Epoch [111][3600/3746] lr: 1.580e-02, eta: 1 day, 9:16:01, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3481, top5_acc: 0.6117, loss_cls: 3.6828, loss: 3.6828 2024-07-20 10:00:43,164 - pyskl - INFO - Epoch [111][3700/3746] lr: 1.578e-02, eta: 1 day, 9:14:39, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3409, top5_acc: 0.5964, loss_cls: 3.7770, loss: 3.7770 2024-07-20 10:01:22,843 - pyskl - INFO - Saving checkpoint at 111 epochs 2024-07-20 10:03:14,986 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 10:03:15,650 - pyskl - INFO - top1_acc 0.2906 top5_acc 0.5406 2024-07-20 10:03:15,650 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 10:03:15,693 - pyskl - INFO - mean_acc 0.2905 2024-07-20 10:03:15,697 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_110.pth was removed 2024-07-20 10:03:15,948 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. 2024-07-20 10:03:15,949 - pyskl - INFO - Best top1_acc is 0.2906 at 111 epoch. 2024-07-20 10:03:15,962 - pyskl - INFO - Epoch(val) [111][309] top1_acc: 0.2906, top5_acc: 0.5406, mean_class_accuracy: 0.2905 2024-07-20 10:07:01,842 - pyskl - INFO - Epoch [112][100/3746] lr: 1.575e-02, eta: 1 day, 9:13:17, time: 2.259, data_time: 1.271, memory: 15990, top1_acc: 0.3625, top5_acc: 0.6083, loss_cls: 3.6511, loss: 3.6511 2024-07-20 10:08:24,557 - pyskl - INFO - Epoch [112][200/3746] lr: 1.573e-02, eta: 1 day, 9:11:55, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3595, top5_acc: 0.6081, loss_cls: 3.6416, loss: 3.6416 2024-07-20 10:09:47,229 - pyskl - INFO - Epoch [112][300/3746] lr: 1.571e-02, eta: 1 day, 9:10:34, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3617, top5_acc: 0.6238, loss_cls: 3.5955, loss: 3.5955 2024-07-20 10:11:09,558 - pyskl - INFO - Epoch [112][400/3746] lr: 1.569e-02, eta: 1 day, 9:09:12, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3561, top5_acc: 0.6131, loss_cls: 3.6647, loss: 3.6647 2024-07-20 10:12:32,588 - pyskl - INFO - Epoch [112][500/3746] lr: 1.567e-02, eta: 1 day, 9:07:50, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3645, top5_acc: 0.6155, loss_cls: 3.6257, loss: 3.6257 2024-07-20 10:13:55,114 - pyskl - INFO - Epoch [112][600/3746] lr: 1.565e-02, eta: 1 day, 9:06:29, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3539, top5_acc: 0.6083, loss_cls: 3.6728, loss: 3.6728 2024-07-20 10:15:17,891 - pyskl - INFO - Epoch [112][700/3746] lr: 1.563e-02, eta: 1 day, 9:05:07, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3533, top5_acc: 0.6219, loss_cls: 3.6481, loss: 3.6481 2024-07-20 10:16:39,908 - pyskl - INFO - Epoch [112][800/3746] lr: 1.561e-02, eta: 1 day, 9:03:45, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3509, top5_acc: 0.6023, loss_cls: 3.6914, loss: 3.6914 2024-07-20 10:18:02,178 - pyskl - INFO - Epoch [112][900/3746] lr: 1.559e-02, eta: 1 day, 9:02:23, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3536, top5_acc: 0.6128, loss_cls: 3.6955, loss: 3.6955 2024-07-20 10:19:24,066 - pyskl - INFO - Epoch [112][1000/3746] lr: 1.557e-02, eta: 1 day, 9:01:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3447, top5_acc: 0.5961, loss_cls: 3.7298, loss: 3.7298 2024-07-20 10:20:46,014 - pyskl - INFO - Epoch [112][1100/3746] lr: 1.555e-02, eta: 1 day, 8:59:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3480, top5_acc: 0.6070, loss_cls: 3.7088, loss: 3.7088 2024-07-20 10:22:07,898 - pyskl - INFO - Epoch [112][1200/3746] lr: 1.553e-02, eta: 1 day, 8:58:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3452, top5_acc: 0.6030, loss_cls: 3.7194, loss: 3.7194 2024-07-20 10:23:30,051 - pyskl - INFO - Epoch [112][1300/3746] lr: 1.551e-02, eta: 1 day, 8:56:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6148, loss_cls: 3.6622, loss: 3.6622 2024-07-20 10:24:52,568 - pyskl - INFO - Epoch [112][1400/3746] lr: 1.549e-02, eta: 1 day, 8:55:34, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3575, top5_acc: 0.6034, loss_cls: 3.6952, loss: 3.6952 2024-07-20 10:26:14,706 - pyskl - INFO - Epoch [112][1500/3746] lr: 1.547e-02, eta: 1 day, 8:54:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6027, loss_cls: 3.7030, loss: 3.7030 2024-07-20 10:27:37,149 - pyskl - INFO - Epoch [112][1600/3746] lr: 1.545e-02, eta: 1 day, 8:52:50, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3477, top5_acc: 0.6120, loss_cls: 3.6903, loss: 3.6903 2024-07-20 10:28:59,017 - pyskl - INFO - Epoch [112][1700/3746] lr: 1.543e-02, eta: 1 day, 8:51:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3419, top5_acc: 0.6023, loss_cls: 3.7260, loss: 3.7260 2024-07-20 10:30:21,181 - pyskl - INFO - Epoch [112][1800/3746] lr: 1.541e-02, eta: 1 day, 8:50:07, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3467, top5_acc: 0.6041, loss_cls: 3.7080, loss: 3.7080 2024-07-20 10:31:43,007 - pyskl - INFO - Epoch [112][1900/3746] lr: 1.539e-02, eta: 1 day, 8:48:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3547, top5_acc: 0.6117, loss_cls: 3.6704, loss: 3.6704 2024-07-20 10:33:05,068 - pyskl - INFO - Epoch [112][2000/3746] lr: 1.537e-02, eta: 1 day, 8:47:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6167, loss_cls: 3.6847, loss: 3.6847 2024-07-20 10:34:27,331 - pyskl - INFO - Epoch [112][2100/3746] lr: 1.535e-02, eta: 1 day, 8:46:01, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3531, top5_acc: 0.6066, loss_cls: 3.6923, loss: 3.6923 2024-07-20 10:35:49,148 - pyskl - INFO - Epoch [112][2200/3746] lr: 1.533e-02, eta: 1 day, 8:44:39, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3441, top5_acc: 0.6066, loss_cls: 3.7073, loss: 3.7073 2024-07-20 10:37:11,907 - pyskl - INFO - Epoch [112][2300/3746] lr: 1.531e-02, eta: 1 day, 8:43:17, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3536, top5_acc: 0.6062, loss_cls: 3.7091, loss: 3.7091 2024-07-20 10:38:34,496 - pyskl - INFO - Epoch [112][2400/3746] lr: 1.529e-02, eta: 1 day, 8:41:56, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3577, top5_acc: 0.6169, loss_cls: 3.6744, loss: 3.6744 2024-07-20 10:39:56,437 - pyskl - INFO - Epoch [112][2500/3746] lr: 1.527e-02, eta: 1 day, 8:40:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3538, top5_acc: 0.6100, loss_cls: 3.6757, loss: 3.6757 2024-07-20 10:41:18,393 - pyskl - INFO - Epoch [112][2600/3746] lr: 1.525e-02, eta: 1 day, 8:39:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3431, top5_acc: 0.6008, loss_cls: 3.7139, loss: 3.7139 2024-07-20 10:42:40,538 - pyskl - INFO - Epoch [112][2700/3746] lr: 1.523e-02, eta: 1 day, 8:37:50, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3589, top5_acc: 0.6116, loss_cls: 3.6791, loss: 3.6791 2024-07-20 10:44:02,331 - pyskl - INFO - Epoch [112][2800/3746] lr: 1.521e-02, eta: 1 day, 8:36:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3470, top5_acc: 0.5995, loss_cls: 3.7520, loss: 3.7520 2024-07-20 10:45:24,798 - pyskl - INFO - Epoch [112][2900/3746] lr: 1.519e-02, eta: 1 day, 8:35:06, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3502, top5_acc: 0.5966, loss_cls: 3.7365, loss: 3.7365 2024-07-20 10:46:46,868 - pyskl - INFO - Epoch [112][3000/3746] lr: 1.517e-02, eta: 1 day, 8:33:44, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3509, top5_acc: 0.6059, loss_cls: 3.7075, loss: 3.7075 2024-07-20 10:48:08,615 - pyskl - INFO - Epoch [112][3100/3746] lr: 1.515e-02, eta: 1 day, 8:32:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6031, loss_cls: 3.7138, loss: 3.7138 2024-07-20 10:49:30,695 - pyskl - INFO - Epoch [112][3200/3746] lr: 1.513e-02, eta: 1 day, 8:31:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6114, loss_cls: 3.6792, loss: 3.6792 2024-07-20 10:50:52,578 - pyskl - INFO - Epoch [112][3300/3746] lr: 1.511e-02, eta: 1 day, 8:29:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3522, top5_acc: 0.5980, loss_cls: 3.7259, loss: 3.7259 2024-07-20 10:52:15,287 - pyskl - INFO - Epoch [112][3400/3746] lr: 1.509e-02, eta: 1 day, 8:28:17, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3423, top5_acc: 0.5975, loss_cls: 3.7512, loss: 3.7512 2024-07-20 10:53:37,400 - pyskl - INFO - Epoch [112][3500/3746] lr: 1.507e-02, eta: 1 day, 8:26:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3464, top5_acc: 0.6095, loss_cls: 3.6804, loss: 3.6804 2024-07-20 10:54:59,217 - pyskl - INFO - Epoch [112][3600/3746] lr: 1.505e-02, eta: 1 day, 8:25:33, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3505, top5_acc: 0.6012, loss_cls: 3.7186, loss: 3.7186 2024-07-20 10:56:21,100 - pyskl - INFO - Epoch [112][3700/3746] lr: 1.503e-02, eta: 1 day, 8:24:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3445, top5_acc: 0.5988, loss_cls: 3.7200, loss: 3.7200 2024-07-20 10:57:01,303 - pyskl - INFO - Saving checkpoint at 112 epochs 2024-07-20 10:58:53,502 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 10:58:54,161 - pyskl - INFO - top1_acc 0.2858 top5_acc 0.5369 2024-07-20 10:58:54,161 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 10:58:54,203 - pyskl - INFO - mean_acc 0.2857 2024-07-20 10:58:54,215 - pyskl - INFO - Epoch(val) [112][309] top1_acc: 0.2858, top5_acc: 0.5369, mean_class_accuracy: 0.2857 2024-07-20 11:02:39,839 - pyskl - INFO - Epoch [113][100/3746] lr: 1.500e-02, eta: 1 day, 8:22:48, time: 2.256, data_time: 1.266, memory: 15990, top1_acc: 0.3636, top5_acc: 0.6238, loss_cls: 3.6079, loss: 3.6079 2024-07-20 11:04:02,510 - pyskl - INFO - Epoch [113][200/3746] lr: 1.498e-02, eta: 1 day, 8:21:26, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3555, top5_acc: 0.6175, loss_cls: 3.6491, loss: 3.6491 2024-07-20 11:05:25,558 - pyskl - INFO - Epoch [113][300/3746] lr: 1.496e-02, eta: 1 day, 8:20:04, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3664, top5_acc: 0.6244, loss_cls: 3.5985, loss: 3.5985 2024-07-20 11:06:48,160 - pyskl - INFO - Epoch [113][400/3746] lr: 1.494e-02, eta: 1 day, 8:18:43, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3506, top5_acc: 0.6078, loss_cls: 3.6806, loss: 3.6806 2024-07-20 11:08:10,937 - pyskl - INFO - Epoch [113][500/3746] lr: 1.492e-02, eta: 1 day, 8:17:21, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3623, top5_acc: 0.6203, loss_cls: 3.6387, loss: 3.6387 2024-07-20 11:09:33,937 - pyskl - INFO - Epoch [113][600/3746] lr: 1.490e-02, eta: 1 day, 8:15:59, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3547, top5_acc: 0.6089, loss_cls: 3.6335, loss: 3.6335 2024-07-20 11:10:56,194 - pyskl - INFO - Epoch [113][700/3746] lr: 1.488e-02, eta: 1 day, 8:14:38, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3638, top5_acc: 0.6288, loss_cls: 3.5978, loss: 3.5978 2024-07-20 11:12:18,488 - pyskl - INFO - Epoch [113][800/3746] lr: 1.486e-02, eta: 1 day, 8:13:16, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3627, top5_acc: 0.6220, loss_cls: 3.6466, loss: 3.6466 2024-07-20 11:13:40,406 - pyskl - INFO - Epoch [113][900/3746] lr: 1.484e-02, eta: 1 day, 8:11:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3489, top5_acc: 0.6066, loss_cls: 3.6808, loss: 3.6808 2024-07-20 11:15:01,808 - pyskl - INFO - Epoch [113][1000/3746] lr: 1.482e-02, eta: 1 day, 8:10:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6103, loss_cls: 3.6764, loss: 3.6764 2024-07-20 11:16:23,915 - pyskl - INFO - Epoch [113][1100/3746] lr: 1.480e-02, eta: 1 day, 8:09:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3530, top5_acc: 0.6114, loss_cls: 3.6784, loss: 3.6784 2024-07-20 11:17:46,606 - pyskl - INFO - Epoch [113][1200/3746] lr: 1.478e-02, eta: 1 day, 8:07:48, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3583, top5_acc: 0.6159, loss_cls: 3.6625, loss: 3.6625 2024-07-20 11:19:08,444 - pyskl - INFO - Epoch [113][1300/3746] lr: 1.476e-02, eta: 1 day, 8:06:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3561, top5_acc: 0.6062, loss_cls: 3.6869, loss: 3.6869 2024-07-20 11:20:30,535 - pyskl - INFO - Epoch [113][1400/3746] lr: 1.474e-02, eta: 1 day, 8:05:04, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3400, top5_acc: 0.6030, loss_cls: 3.7092, loss: 3.7092 2024-07-20 11:21:52,231 - pyskl - INFO - Epoch [113][1500/3746] lr: 1.472e-02, eta: 1 day, 8:03:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3609, top5_acc: 0.6112, loss_cls: 3.6668, loss: 3.6668 2024-07-20 11:23:13,762 - pyskl - INFO - Epoch [113][1600/3746] lr: 1.470e-02, eta: 1 day, 8:02:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3538, top5_acc: 0.6083, loss_cls: 3.7069, loss: 3.7069 2024-07-20 11:24:35,678 - pyskl - INFO - Epoch [113][1700/3746] lr: 1.468e-02, eta: 1 day, 8:00:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3548, top5_acc: 0.6120, loss_cls: 3.6607, loss: 3.6607 2024-07-20 11:25:57,312 - pyskl - INFO - Epoch [113][1800/3746] lr: 1.466e-02, eta: 1 day, 7:59:36, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3586, top5_acc: 0.6145, loss_cls: 3.6253, loss: 3.6253 2024-07-20 11:27:19,546 - pyskl - INFO - Epoch [113][1900/3746] lr: 1.464e-02, eta: 1 day, 7:58:14, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3497, top5_acc: 0.6058, loss_cls: 3.7051, loss: 3.7051 2024-07-20 11:28:41,709 - pyskl - INFO - Epoch [113][2000/3746] lr: 1.462e-02, eta: 1 day, 7:56:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3550, top5_acc: 0.6048, loss_cls: 3.7172, loss: 3.7172 2024-07-20 11:30:03,574 - pyskl - INFO - Epoch [113][2100/3746] lr: 1.460e-02, eta: 1 day, 7:55:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3475, top5_acc: 0.5969, loss_cls: 3.7274, loss: 3.7274 2024-07-20 11:31:26,937 - pyskl - INFO - Epoch [113][2200/3746] lr: 1.458e-02, eta: 1 day, 7:54:09, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6050, loss_cls: 3.6915, loss: 3.6915 2024-07-20 11:32:49,358 - pyskl - INFO - Epoch [113][2300/3746] lr: 1.456e-02, eta: 1 day, 7:52:47, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3578, top5_acc: 0.6169, loss_cls: 3.6666, loss: 3.6666 2024-07-20 11:34:11,835 - pyskl - INFO - Epoch [113][2400/3746] lr: 1.454e-02, eta: 1 day, 7:51:25, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3513, top5_acc: 0.6155, loss_cls: 3.6652, loss: 3.6652 2024-07-20 11:35:33,675 - pyskl - INFO - Epoch [113][2500/3746] lr: 1.452e-02, eta: 1 day, 7:50:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3586, top5_acc: 0.6116, loss_cls: 3.6524, loss: 3.6524 2024-07-20 11:36:55,879 - pyskl - INFO - Epoch [113][2600/3746] lr: 1.450e-02, eta: 1 day, 7:48:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3472, top5_acc: 0.6055, loss_cls: 3.7056, loss: 3.7056 2024-07-20 11:38:18,109 - pyskl - INFO - Epoch [113][2700/3746] lr: 1.448e-02, eta: 1 day, 7:47:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3630, top5_acc: 0.6236, loss_cls: 3.6470, loss: 3.6470 2024-07-20 11:39:40,074 - pyskl - INFO - Epoch [113][2800/3746] lr: 1.446e-02, eta: 1 day, 7:45:58, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6184, loss_cls: 3.6408, loss: 3.6408 2024-07-20 11:41:01,659 - pyskl - INFO - Epoch [113][2900/3746] lr: 1.444e-02, eta: 1 day, 7:44:36, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3483, top5_acc: 0.6008, loss_cls: 3.7116, loss: 3.7116 2024-07-20 11:42:23,804 - pyskl - INFO - Epoch [113][3000/3746] lr: 1.442e-02, eta: 1 day, 7:43:14, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3458, top5_acc: 0.5956, loss_cls: 3.7237, loss: 3.7237 2024-07-20 11:43:45,743 - pyskl - INFO - Epoch [113][3100/3746] lr: 1.440e-02, eta: 1 day, 7:41:52, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3497, top5_acc: 0.6156, loss_cls: 3.6934, loss: 3.6934 2024-07-20 11:45:08,942 - pyskl - INFO - Epoch [113][3200/3746] lr: 1.438e-02, eta: 1 day, 7:40:30, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.3459, top5_acc: 0.6050, loss_cls: 3.7056, loss: 3.7056 2024-07-20 11:46:30,700 - pyskl - INFO - Epoch [113][3300/3746] lr: 1.436e-02, eta: 1 day, 7:39:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3502, top5_acc: 0.6039, loss_cls: 3.7323, loss: 3.7323 2024-07-20 11:47:52,379 - pyskl - INFO - Epoch [113][3400/3746] lr: 1.434e-02, eta: 1 day, 7:37:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3466, top5_acc: 0.6058, loss_cls: 3.6757, loss: 3.6757 2024-07-20 11:49:14,262 - pyskl - INFO - Epoch [113][3500/3746] lr: 1.432e-02, eta: 1 day, 7:36:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3581, top5_acc: 0.6059, loss_cls: 3.6657, loss: 3.6657 2024-07-20 11:50:36,046 - pyskl - INFO - Epoch [113][3600/3746] lr: 1.431e-02, eta: 1 day, 7:35:02, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6077, loss_cls: 3.6834, loss: 3.6834 2024-07-20 11:51:58,205 - pyskl - INFO - Epoch [113][3700/3746] lr: 1.429e-02, eta: 1 day, 7:33:40, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6075, loss_cls: 3.7004, loss: 3.7004 2024-07-20 11:52:38,044 - pyskl - INFO - Saving checkpoint at 113 epochs 2024-07-20 11:54:31,011 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 11:54:31,672 - pyskl - INFO - top1_acc 0.3001 top5_acc 0.5433 2024-07-20 11:54:31,673 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 11:54:31,714 - pyskl - INFO - mean_acc 0.2998 2024-07-20 11:54:31,718 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_111.pth was removed 2024-07-20 11:54:31,970 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. 2024-07-20 11:54:31,971 - pyskl - INFO - Best top1_acc is 0.3001 at 113 epoch. 2024-07-20 11:54:31,983 - pyskl - INFO - Epoch(val) [113][309] top1_acc: 0.3001, top5_acc: 0.5433, mean_class_accuracy: 0.2998 2024-07-20 11:58:18,485 - pyskl - INFO - Epoch [114][100/3746] lr: 1.426e-02, eta: 1 day, 7:32:16, time: 2.265, data_time: 1.267, memory: 15990, top1_acc: 0.3738, top5_acc: 0.6272, loss_cls: 3.5566, loss: 3.5566 2024-07-20 11:59:41,712 - pyskl - INFO - Epoch [114][200/3746] lr: 1.424e-02, eta: 1 day, 7:30:54, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6189, loss_cls: 3.6211, loss: 3.6211 2024-07-20 12:01:03,980 - pyskl - INFO - Epoch [114][300/3746] lr: 1.422e-02, eta: 1 day, 7:29:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3700, top5_acc: 0.6212, loss_cls: 3.5780, loss: 3.5780 2024-07-20 12:02:26,767 - pyskl - INFO - Epoch [114][400/3746] lr: 1.420e-02, eta: 1 day, 7:28:10, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3606, top5_acc: 0.6128, loss_cls: 3.6594, loss: 3.6594 2024-07-20 12:03:48,782 - pyskl - INFO - Epoch [114][500/3746] lr: 1.418e-02, eta: 1 day, 7:26:48, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3673, top5_acc: 0.6255, loss_cls: 3.6012, loss: 3.6012 2024-07-20 12:05:11,564 - pyskl - INFO - Epoch [114][600/3746] lr: 1.416e-02, eta: 1 day, 7:25:27, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3600, top5_acc: 0.6255, loss_cls: 3.6130, loss: 3.6130 2024-07-20 12:06:34,080 - pyskl - INFO - Epoch [114][700/3746] lr: 1.414e-02, eta: 1 day, 7:24:05, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3606, top5_acc: 0.6170, loss_cls: 3.6479, loss: 3.6479 2024-07-20 12:07:55,875 - pyskl - INFO - Epoch [114][800/3746] lr: 1.412e-02, eta: 1 day, 7:22:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3602, top5_acc: 0.6122, loss_cls: 3.6449, loss: 3.6449 2024-07-20 12:09:18,225 - pyskl - INFO - Epoch [114][900/3746] lr: 1.410e-02, eta: 1 day, 7:21:21, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3475, top5_acc: 0.6122, loss_cls: 3.6964, loss: 3.6964 2024-07-20 12:10:40,016 - pyskl - INFO - Epoch [114][1000/3746] lr: 1.408e-02, eta: 1 day, 7:19:59, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3658, top5_acc: 0.6197, loss_cls: 3.6122, loss: 3.6122 2024-07-20 12:12:01,489 - pyskl - INFO - Epoch [114][1100/3746] lr: 1.406e-02, eta: 1 day, 7:18:37, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3608, top5_acc: 0.6216, loss_cls: 3.6177, loss: 3.6177 2024-07-20 12:13:23,235 - pyskl - INFO - Epoch [114][1200/3746] lr: 1.404e-02, eta: 1 day, 7:17:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3520, top5_acc: 0.6161, loss_cls: 3.6595, loss: 3.6595 2024-07-20 12:14:44,921 - pyskl - INFO - Epoch [114][1300/3746] lr: 1.402e-02, eta: 1 day, 7:15:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3569, top5_acc: 0.6070, loss_cls: 3.6667, loss: 3.6667 2024-07-20 12:16:07,269 - pyskl - INFO - Epoch [114][1400/3746] lr: 1.400e-02, eta: 1 day, 7:14:31, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3605, top5_acc: 0.6069, loss_cls: 3.6773, loss: 3.6773 2024-07-20 12:17:29,283 - pyskl - INFO - Epoch [114][1500/3746] lr: 1.398e-02, eta: 1 day, 7:13:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3683, top5_acc: 0.6155, loss_cls: 3.6513, loss: 3.6513 2024-07-20 12:18:51,746 - pyskl - INFO - Epoch [114][1600/3746] lr: 1.397e-02, eta: 1 day, 7:11:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3520, top5_acc: 0.6103, loss_cls: 3.6656, loss: 3.6656 2024-07-20 12:20:13,371 - pyskl - INFO - Epoch [114][1700/3746] lr: 1.395e-02, eta: 1 day, 7:10:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3583, top5_acc: 0.6097, loss_cls: 3.6817, loss: 3.6817 2024-07-20 12:21:34,557 - pyskl - INFO - Epoch [114][1800/3746] lr: 1.393e-02, eta: 1 day, 7:09:03, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3536, top5_acc: 0.6106, loss_cls: 3.6450, loss: 3.6450 2024-07-20 12:22:56,672 - pyskl - INFO - Epoch [114][1900/3746] lr: 1.391e-02, eta: 1 day, 7:07:41, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3564, top5_acc: 0.6109, loss_cls: 3.6428, loss: 3.6428 2024-07-20 12:24:18,750 - pyskl - INFO - Epoch [114][2000/3746] lr: 1.389e-02, eta: 1 day, 7:06:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3597, top5_acc: 0.6178, loss_cls: 3.6378, loss: 3.6378 2024-07-20 12:25:40,544 - pyskl - INFO - Epoch [114][2100/3746] lr: 1.387e-02, eta: 1 day, 7:04:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3639, top5_acc: 0.6150, loss_cls: 3.6364, loss: 3.6364 2024-07-20 12:27:03,745 - pyskl - INFO - Epoch [114][2200/3746] lr: 1.385e-02, eta: 1 day, 7:03:35, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.3605, top5_acc: 0.6122, loss_cls: 3.6637, loss: 3.6637 2024-07-20 12:28:26,091 - pyskl - INFO - Epoch [114][2300/3746] lr: 1.383e-02, eta: 1 day, 7:02:13, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3509, top5_acc: 0.6122, loss_cls: 3.6624, loss: 3.6624 2024-07-20 12:29:48,567 - pyskl - INFO - Epoch [114][2400/3746] lr: 1.381e-02, eta: 1 day, 7:00:52, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3531, top5_acc: 0.6141, loss_cls: 3.6676, loss: 3.6676 2024-07-20 12:31:10,562 - pyskl - INFO - Epoch [114][2500/3746] lr: 1.379e-02, eta: 1 day, 6:59:30, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3525, top5_acc: 0.6103, loss_cls: 3.6780, loss: 3.6780 2024-07-20 12:32:32,786 - pyskl - INFO - Epoch [114][2600/3746] lr: 1.377e-02, eta: 1 day, 6:58:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3605, top5_acc: 0.6167, loss_cls: 3.6500, loss: 3.6500 2024-07-20 12:33:55,069 - pyskl - INFO - Epoch [114][2700/3746] lr: 1.375e-02, eta: 1 day, 6:56:46, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3552, top5_acc: 0.6138, loss_cls: 3.6580, loss: 3.6580 2024-07-20 12:35:17,188 - pyskl - INFO - Epoch [114][2800/3746] lr: 1.373e-02, eta: 1 day, 6:55:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3550, top5_acc: 0.6047, loss_cls: 3.6728, loss: 3.6728 2024-07-20 12:36:39,335 - pyskl - INFO - Epoch [114][2900/3746] lr: 1.371e-02, eta: 1 day, 6:54:02, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3570, top5_acc: 0.6138, loss_cls: 3.6706, loss: 3.6706 2024-07-20 12:38:01,422 - pyskl - INFO - Epoch [114][3000/3746] lr: 1.369e-02, eta: 1 day, 6:52:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3666, top5_acc: 0.6194, loss_cls: 3.5967, loss: 3.5967 2024-07-20 12:39:23,493 - pyskl - INFO - Epoch [114][3100/3746] lr: 1.368e-02, eta: 1 day, 6:51:18, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3561, top5_acc: 0.6086, loss_cls: 3.6733, loss: 3.6733 2024-07-20 12:40:45,329 - pyskl - INFO - Epoch [114][3200/3746] lr: 1.366e-02, eta: 1 day, 6:49:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3614, top5_acc: 0.6122, loss_cls: 3.6316, loss: 3.6316 2024-07-20 12:42:07,221 - pyskl - INFO - Epoch [114][3300/3746] lr: 1.364e-02, eta: 1 day, 6:48:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6102, loss_cls: 3.7027, loss: 3.7027 2024-07-20 12:43:29,393 - pyskl - INFO - Epoch [114][3400/3746] lr: 1.362e-02, eta: 1 day, 6:47:12, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3627, top5_acc: 0.6127, loss_cls: 3.6551, loss: 3.6551 2024-07-20 12:44:52,501 - pyskl - INFO - Epoch [114][3500/3746] lr: 1.360e-02, eta: 1 day, 6:45:51, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3663, top5_acc: 0.6141, loss_cls: 3.6172, loss: 3.6172 2024-07-20 12:46:14,107 - pyskl - INFO - Epoch [114][3600/3746] lr: 1.358e-02, eta: 1 day, 6:44:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3652, top5_acc: 0.6162, loss_cls: 3.6281, loss: 3.6281 2024-07-20 12:47:35,940 - pyskl - INFO - Epoch [114][3700/3746] lr: 1.356e-02, eta: 1 day, 6:43:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3511, top5_acc: 0.6083, loss_cls: 3.6922, loss: 3.6922 2024-07-20 12:48:15,919 - pyskl - INFO - Saving checkpoint at 114 epochs 2024-07-20 12:50:07,046 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 12:50:07,718 - pyskl - INFO - top1_acc 0.2996 top5_acc 0.5487 2024-07-20 12:50:07,718 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 12:50:07,764 - pyskl - INFO - mean_acc 0.2994 2024-07-20 12:50:07,777 - pyskl - INFO - Epoch(val) [114][309] top1_acc: 0.2996, top5_acc: 0.5487, mean_class_accuracy: 0.2994 2024-07-20 12:53:53,787 - pyskl - INFO - Epoch [115][100/3746] lr: 1.353e-02, eta: 1 day, 6:41:40, time: 2.260, data_time: 1.271, memory: 15990, top1_acc: 0.3720, top5_acc: 0.6252, loss_cls: 3.5800, loss: 3.5800 2024-07-20 12:55:16,171 - pyskl - INFO - Epoch [115][200/3746] lr: 1.351e-02, eta: 1 day, 6:40:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3753, top5_acc: 0.6317, loss_cls: 3.5371, loss: 3.5371 2024-07-20 12:56:38,264 - pyskl - INFO - Epoch [115][300/3746] lr: 1.349e-02, eta: 1 day, 6:38:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6231, loss_cls: 3.6110, loss: 3.6110 2024-07-20 12:58:01,090 - pyskl - INFO - Epoch [115][400/3746] lr: 1.348e-02, eta: 1 day, 6:37:35, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3570, top5_acc: 0.6217, loss_cls: 3.5988, loss: 3.5988 2024-07-20 12:59:23,270 - pyskl - INFO - Epoch [115][500/3746] lr: 1.346e-02, eta: 1 day, 6:36:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3666, top5_acc: 0.6202, loss_cls: 3.5955, loss: 3.5955 2024-07-20 13:00:45,720 - pyskl - INFO - Epoch [115][600/3746] lr: 1.344e-02, eta: 1 day, 6:34:51, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3619, top5_acc: 0.6211, loss_cls: 3.6181, loss: 3.6181 2024-07-20 13:02:08,873 - pyskl - INFO - Epoch [115][700/3746] lr: 1.342e-02, eta: 1 day, 6:33:29, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.3542, top5_acc: 0.6059, loss_cls: 3.6422, loss: 3.6422 2024-07-20 13:03:31,201 - pyskl - INFO - Epoch [115][800/3746] lr: 1.340e-02, eta: 1 day, 6:32:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3663, top5_acc: 0.6250, loss_cls: 3.5979, loss: 3.5979 2024-07-20 13:04:53,210 - pyskl - INFO - Epoch [115][900/3746] lr: 1.338e-02, eta: 1 day, 6:30:45, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3448, top5_acc: 0.6069, loss_cls: 3.6796, loss: 3.6796 2024-07-20 13:06:15,519 - pyskl - INFO - Epoch [115][1000/3746] lr: 1.336e-02, eta: 1 day, 6:29:23, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3591, top5_acc: 0.6208, loss_cls: 3.6206, loss: 3.6206 2024-07-20 13:07:37,508 - pyskl - INFO - Epoch [115][1100/3746] lr: 1.334e-02, eta: 1 day, 6:28:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3613, top5_acc: 0.6172, loss_cls: 3.6314, loss: 3.6314 2024-07-20 13:08:59,648 - pyskl - INFO - Epoch [115][1200/3746] lr: 1.332e-02, eta: 1 day, 6:26:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3511, top5_acc: 0.6144, loss_cls: 3.6668, loss: 3.6668 2024-07-20 13:10:21,766 - pyskl - INFO - Epoch [115][1300/3746] lr: 1.330e-02, eta: 1 day, 6:25:18, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3700, top5_acc: 0.6264, loss_cls: 3.5711, loss: 3.5711 2024-07-20 13:11:43,480 - pyskl - INFO - Epoch [115][1400/3746] lr: 1.328e-02, eta: 1 day, 6:23:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6120, loss_cls: 3.6810, loss: 3.6810 2024-07-20 13:13:05,541 - pyskl - INFO - Epoch [115][1500/3746] lr: 1.327e-02, eta: 1 day, 6:22:33, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6233, loss_cls: 3.6495, loss: 3.6495 2024-07-20 13:14:27,432 - pyskl - INFO - Epoch [115][1600/3746] lr: 1.325e-02, eta: 1 day, 6:21:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3534, top5_acc: 0.6123, loss_cls: 3.6655, loss: 3.6655 2024-07-20 13:15:49,334 - pyskl - INFO - Epoch [115][1700/3746] lr: 1.323e-02, eta: 1 day, 6:19:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3647, top5_acc: 0.6139, loss_cls: 3.6472, loss: 3.6472 2024-07-20 13:17:11,022 - pyskl - INFO - Epoch [115][1800/3746] lr: 1.321e-02, eta: 1 day, 6:18:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3633, top5_acc: 0.6280, loss_cls: 3.6112, loss: 3.6112 2024-07-20 13:18:33,432 - pyskl - INFO - Epoch [115][1900/3746] lr: 1.319e-02, eta: 1 day, 6:17:05, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3622, top5_acc: 0.6211, loss_cls: 3.6140, loss: 3.6140 2024-07-20 13:19:54,999 - pyskl - INFO - Epoch [115][2000/3746] lr: 1.317e-02, eta: 1 day, 6:15:43, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3583, top5_acc: 0.6094, loss_cls: 3.6681, loss: 3.6681 2024-07-20 13:21:17,533 - pyskl - INFO - Epoch [115][2100/3746] lr: 1.315e-02, eta: 1 day, 6:14:21, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3619, top5_acc: 0.6230, loss_cls: 3.6074, loss: 3.6074 2024-07-20 13:22:40,348 - pyskl - INFO - Epoch [115][2200/3746] lr: 1.313e-02, eta: 1 day, 6:13:00, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3609, top5_acc: 0.6248, loss_cls: 3.6209, loss: 3.6209 2024-07-20 13:24:02,544 - pyskl - INFO - Epoch [115][2300/3746] lr: 1.311e-02, eta: 1 day, 6:11:38, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6178, loss_cls: 3.6406, loss: 3.6406 2024-07-20 13:25:24,774 - pyskl - INFO - Epoch [115][2400/3746] lr: 1.310e-02, eta: 1 day, 6:10:16, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3533, top5_acc: 0.6127, loss_cls: 3.6853, loss: 3.6853 2024-07-20 13:26:47,027 - pyskl - INFO - Epoch [115][2500/3746] lr: 1.308e-02, eta: 1 day, 6:08:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3633, top5_acc: 0.6234, loss_cls: 3.6302, loss: 3.6302 2024-07-20 13:28:08,844 - pyskl - INFO - Epoch [115][2600/3746] lr: 1.306e-02, eta: 1 day, 6:07:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3644, top5_acc: 0.6244, loss_cls: 3.5975, loss: 3.5975 2024-07-20 13:29:30,597 - pyskl - INFO - Epoch [115][2700/3746] lr: 1.304e-02, eta: 1 day, 6:06:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3684, top5_acc: 0.6291, loss_cls: 3.5484, loss: 3.5484 2024-07-20 13:30:52,442 - pyskl - INFO - Epoch [115][2800/3746] lr: 1.302e-02, eta: 1 day, 6:04:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3564, top5_acc: 0.6234, loss_cls: 3.6182, loss: 3.6182 2024-07-20 13:32:14,206 - pyskl - INFO - Epoch [115][2900/3746] lr: 1.300e-02, eta: 1 day, 6:03:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3630, top5_acc: 0.6255, loss_cls: 3.6212, loss: 3.6212 2024-07-20 13:33:35,656 - pyskl - INFO - Epoch [115][3000/3746] lr: 1.298e-02, eta: 1 day, 6:02:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3584, top5_acc: 0.6181, loss_cls: 3.6271, loss: 3.6271 2024-07-20 13:34:57,627 - pyskl - INFO - Epoch [115][3100/3746] lr: 1.296e-02, eta: 1 day, 6:00:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3650, top5_acc: 0.6161, loss_cls: 3.6290, loss: 3.6290 2024-07-20 13:36:19,399 - pyskl - INFO - Epoch [115][3200/3746] lr: 1.295e-02, eta: 1 day, 5:59:19, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3580, top5_acc: 0.6177, loss_cls: 3.6269, loss: 3.6269 2024-07-20 13:37:41,150 - pyskl - INFO - Epoch [115][3300/3746] lr: 1.293e-02, eta: 1 day, 5:57:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3661, top5_acc: 0.6130, loss_cls: 3.6483, loss: 3.6483 2024-07-20 13:39:02,904 - pyskl - INFO - Epoch [115][3400/3746] lr: 1.291e-02, eta: 1 day, 5:56:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3673, top5_acc: 0.6169, loss_cls: 3.6372, loss: 3.6372 2024-07-20 13:40:24,902 - pyskl - INFO - Epoch [115][3500/3746] lr: 1.289e-02, eta: 1 day, 5:55:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3663, top5_acc: 0.6209, loss_cls: 3.6342, loss: 3.6342 2024-07-20 13:41:46,893 - pyskl - INFO - Epoch [115][3600/3746] lr: 1.287e-02, eta: 1 day, 5:53:51, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3509, top5_acc: 0.6134, loss_cls: 3.6807, loss: 3.6807 2024-07-20 13:43:08,803 - pyskl - INFO - Epoch [115][3700/3746] lr: 1.285e-02, eta: 1 day, 5:52:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3623, top5_acc: 0.6189, loss_cls: 3.6325, loss: 3.6325 2024-07-20 13:43:48,847 - pyskl - INFO - Saving checkpoint at 115 epochs 2024-07-20 13:45:39,713 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 13:45:40,377 - pyskl - INFO - top1_acc 0.2959 top5_acc 0.5443 2024-07-20 13:45:40,378 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 13:45:40,420 - pyskl - INFO - mean_acc 0.2956 2024-07-20 13:45:40,432 - pyskl - INFO - Epoch(val) [115][309] top1_acc: 0.2959, top5_acc: 0.5443, mean_class_accuracy: 0.2956 2024-07-20 13:49:29,725 - pyskl - INFO - Epoch [116][100/3746] lr: 1.282e-02, eta: 1 day, 5:51:03, time: 2.293, data_time: 1.304, memory: 15990, top1_acc: 0.3695, top5_acc: 0.6266, loss_cls: 3.5720, loss: 3.5720 2024-07-20 13:50:53,102 - pyskl - INFO - Epoch [116][200/3746] lr: 1.281e-02, eta: 1 day, 5:49:41, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.3728, top5_acc: 0.6277, loss_cls: 3.5510, loss: 3.5510 2024-07-20 13:52:15,719 - pyskl - INFO - Epoch [116][300/3746] lr: 1.279e-02, eta: 1 day, 5:48:19, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3656, top5_acc: 0.6358, loss_cls: 3.5612, loss: 3.5612 2024-07-20 13:53:38,397 - pyskl - INFO - Epoch [116][400/3746] lr: 1.277e-02, eta: 1 day, 5:46:57, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3620, top5_acc: 0.6175, loss_cls: 3.6160, loss: 3.6160 2024-07-20 13:55:00,377 - pyskl - INFO - Epoch [116][500/3746] lr: 1.275e-02, eta: 1 day, 5:45:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3731, top5_acc: 0.6297, loss_cls: 3.5512, loss: 3.5512 2024-07-20 13:56:22,361 - pyskl - INFO - Epoch [116][600/3746] lr: 1.273e-02, eta: 1 day, 5:44:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3775, top5_acc: 0.6275, loss_cls: 3.5406, loss: 3.5406 2024-07-20 13:57:44,765 - pyskl - INFO - Epoch [116][700/3746] lr: 1.271e-02, eta: 1 day, 5:42:51, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6252, loss_cls: 3.5809, loss: 3.5809 2024-07-20 13:59:06,407 - pyskl - INFO - Epoch [116][800/3746] lr: 1.269e-02, eta: 1 day, 5:41:29, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3619, top5_acc: 0.6147, loss_cls: 3.6099, loss: 3.6099 2024-07-20 14:00:28,621 - pyskl - INFO - Epoch [116][900/3746] lr: 1.268e-02, eta: 1 day, 5:40:07, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3711, top5_acc: 0.6248, loss_cls: 3.5846, loss: 3.5846 2024-07-20 14:01:50,496 - pyskl - INFO - Epoch [116][1000/3746] lr: 1.266e-02, eta: 1 day, 5:38:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3719, top5_acc: 0.6281, loss_cls: 3.5633, loss: 3.5633 2024-07-20 14:03:12,354 - pyskl - INFO - Epoch [116][1100/3746] lr: 1.264e-02, eta: 1 day, 5:37:23, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3753, top5_acc: 0.6345, loss_cls: 3.5641, loss: 3.5641 2024-07-20 14:04:34,645 - pyskl - INFO - Epoch [116][1200/3746] lr: 1.262e-02, eta: 1 day, 5:36:01, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3642, top5_acc: 0.6252, loss_cls: 3.5999, loss: 3.5999 2024-07-20 14:05:56,448 - pyskl - INFO - Epoch [116][1300/3746] lr: 1.260e-02, eta: 1 day, 5:34:39, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3609, top5_acc: 0.6241, loss_cls: 3.6041, loss: 3.6041 2024-07-20 14:07:18,818 - pyskl - INFO - Epoch [116][1400/3746] lr: 1.258e-02, eta: 1 day, 5:33:17, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3623, top5_acc: 0.6117, loss_cls: 3.6443, loss: 3.6443 2024-07-20 14:08:40,887 - pyskl - INFO - Epoch [116][1500/3746] lr: 1.256e-02, eta: 1 day, 5:31:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3673, top5_acc: 0.6258, loss_cls: 3.5669, loss: 3.5669 2024-07-20 14:10:02,716 - pyskl - INFO - Epoch [116][1600/3746] lr: 1.255e-02, eta: 1 day, 5:30:33, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3669, top5_acc: 0.6294, loss_cls: 3.5922, loss: 3.5922 2024-07-20 14:11:24,439 - pyskl - INFO - Epoch [116][1700/3746] lr: 1.253e-02, eta: 1 day, 5:29:11, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3670, top5_acc: 0.6184, loss_cls: 3.6333, loss: 3.6333 2024-07-20 14:12:46,315 - pyskl - INFO - Epoch [116][1800/3746] lr: 1.251e-02, eta: 1 day, 5:27:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3675, top5_acc: 0.6312, loss_cls: 3.5719, loss: 3.5719 2024-07-20 14:14:09,004 - pyskl - INFO - Epoch [116][1900/3746] lr: 1.249e-02, eta: 1 day, 5:26:27, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3639, top5_acc: 0.6234, loss_cls: 3.6040, loss: 3.6040 2024-07-20 14:15:31,317 - pyskl - INFO - Epoch [116][2000/3746] lr: 1.247e-02, eta: 1 day, 5:25:05, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3553, top5_acc: 0.6147, loss_cls: 3.6597, loss: 3.6597 2024-07-20 14:16:54,129 - pyskl - INFO - Epoch [116][2100/3746] lr: 1.245e-02, eta: 1 day, 5:23:43, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3513, top5_acc: 0.6162, loss_cls: 3.6434, loss: 3.6434 2024-07-20 14:18:16,176 - pyskl - INFO - Epoch [116][2200/3746] lr: 1.243e-02, eta: 1 day, 5:22:21, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6214, loss_cls: 3.6425, loss: 3.6425 2024-07-20 14:19:38,325 - pyskl - INFO - Epoch [116][2300/3746] lr: 1.242e-02, eta: 1 day, 5:20:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3600, top5_acc: 0.6194, loss_cls: 3.6265, loss: 3.6265 2024-07-20 14:21:01,452 - pyskl - INFO - Epoch [116][2400/3746] lr: 1.240e-02, eta: 1 day, 5:19:38, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3678, top5_acc: 0.6258, loss_cls: 3.5887, loss: 3.5887 2024-07-20 14:22:23,427 - pyskl - INFO - Epoch [116][2500/3746] lr: 1.238e-02, eta: 1 day, 5:18:16, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3711, top5_acc: 0.6262, loss_cls: 3.5966, loss: 3.5966 2024-07-20 14:23:45,543 - pyskl - INFO - Epoch [116][2600/3746] lr: 1.236e-02, eta: 1 day, 5:16:54, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3675, top5_acc: 0.6281, loss_cls: 3.5763, loss: 3.5763 2024-07-20 14:25:07,561 - pyskl - INFO - Epoch [116][2700/3746] lr: 1.234e-02, eta: 1 day, 5:15:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3675, top5_acc: 0.6203, loss_cls: 3.6045, loss: 3.6045 2024-07-20 14:26:29,604 - pyskl - INFO - Epoch [116][2800/3746] lr: 1.232e-02, eta: 1 day, 5:14:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3758, top5_acc: 0.6258, loss_cls: 3.5823, loss: 3.5823 2024-07-20 14:27:51,634 - pyskl - INFO - Epoch [116][2900/3746] lr: 1.231e-02, eta: 1 day, 5:12:48, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3588, top5_acc: 0.6177, loss_cls: 3.6472, loss: 3.6472 2024-07-20 14:29:13,644 - pyskl - INFO - Epoch [116][3000/3746] lr: 1.229e-02, eta: 1 day, 5:11:26, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6142, loss_cls: 3.6357, loss: 3.6357 2024-07-20 14:30:35,300 - pyskl - INFO - Epoch [116][3100/3746] lr: 1.227e-02, eta: 1 day, 5:10:03, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3644, top5_acc: 0.6127, loss_cls: 3.6463, loss: 3.6463 2024-07-20 14:31:57,282 - pyskl - INFO - Epoch [116][3200/3746] lr: 1.225e-02, eta: 1 day, 5:08:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3756, top5_acc: 0.6292, loss_cls: 3.5778, loss: 3.5778 2024-07-20 14:33:19,398 - pyskl - INFO - Epoch [116][3300/3746] lr: 1.223e-02, eta: 1 day, 5:07:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3616, top5_acc: 0.6212, loss_cls: 3.5989, loss: 3.5989 2024-07-20 14:34:41,333 - pyskl - INFO - Epoch [116][3400/3746] lr: 1.221e-02, eta: 1 day, 5:05:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3597, top5_acc: 0.6123, loss_cls: 3.6612, loss: 3.6612 2024-07-20 14:36:03,629 - pyskl - INFO - Epoch [116][3500/3746] lr: 1.220e-02, eta: 1 day, 5:04:35, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3603, top5_acc: 0.6192, loss_cls: 3.6155, loss: 3.6155 2024-07-20 14:37:25,466 - pyskl - INFO - Epoch [116][3600/3746] lr: 1.218e-02, eta: 1 day, 5:03:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3694, top5_acc: 0.6256, loss_cls: 3.5899, loss: 3.5899 2024-07-20 14:38:46,766 - pyskl - INFO - Epoch [116][3700/3746] lr: 1.216e-02, eta: 1 day, 5:01:51, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3619, top5_acc: 0.6138, loss_cls: 3.6354, loss: 3.6354 2024-07-20 14:39:26,480 - pyskl - INFO - Saving checkpoint at 116 epochs 2024-07-20 14:41:17,119 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 14:41:17,787 - pyskl - INFO - top1_acc 0.3009 top5_acc 0.5555 2024-07-20 14:41:17,787 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 14:41:17,829 - pyskl - INFO - mean_acc 0.3006 2024-07-20 14:41:17,835 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_113.pth was removed 2024-07-20 14:41:18,077 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. 2024-07-20 14:41:18,078 - pyskl - INFO - Best top1_acc is 0.3009 at 116 epoch. 2024-07-20 14:41:18,090 - pyskl - INFO - Epoch(val) [116][309] top1_acc: 0.3009, top5_acc: 0.5555, mean_class_accuracy: 0.3006 2024-07-20 14:45:07,880 - pyskl - INFO - Epoch [117][100/3746] lr: 1.213e-02, eta: 1 day, 5:00:23, time: 2.298, data_time: 1.314, memory: 15990, top1_acc: 0.3745, top5_acc: 0.6280, loss_cls: 3.5304, loss: 3.5304 2024-07-20 14:46:30,931 - pyskl - INFO - Epoch [117][200/3746] lr: 1.211e-02, eta: 1 day, 4:59:02, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3798, top5_acc: 0.6308, loss_cls: 3.5306, loss: 3.5306 2024-07-20 14:47:53,324 - pyskl - INFO - Epoch [117][300/3746] lr: 1.210e-02, eta: 1 day, 4:57:40, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3811, top5_acc: 0.6339, loss_cls: 3.5298, loss: 3.5298 2024-07-20 14:49:15,745 - pyskl - INFO - Epoch [117][400/3746] lr: 1.208e-02, eta: 1 day, 4:56:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3800, top5_acc: 0.6380, loss_cls: 3.5306, loss: 3.5306 2024-07-20 14:50:37,784 - pyskl - INFO - Epoch [117][500/3746] lr: 1.206e-02, eta: 1 day, 4:54:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3627, top5_acc: 0.6205, loss_cls: 3.6102, loss: 3.6102 2024-07-20 14:51:59,907 - pyskl - INFO - Epoch [117][600/3746] lr: 1.204e-02, eta: 1 day, 4:53:34, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3797, top5_acc: 0.6392, loss_cls: 3.5352, loss: 3.5352 2024-07-20 14:53:22,215 - pyskl - INFO - Epoch [117][700/3746] lr: 1.202e-02, eta: 1 day, 4:52:12, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3738, top5_acc: 0.6286, loss_cls: 3.5779, loss: 3.5779 2024-07-20 14:54:44,672 - pyskl - INFO - Epoch [117][800/3746] lr: 1.200e-02, eta: 1 day, 4:50:50, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3714, top5_acc: 0.6317, loss_cls: 3.5570, loss: 3.5570 2024-07-20 14:56:06,365 - pyskl - INFO - Epoch [117][900/3746] lr: 1.199e-02, eta: 1 day, 4:49:28, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3764, top5_acc: 0.6356, loss_cls: 3.5281, loss: 3.5281 2024-07-20 14:57:28,100 - pyskl - INFO - Epoch [117][1000/3746] lr: 1.197e-02, eta: 1 day, 4:48:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3644, top5_acc: 0.6275, loss_cls: 3.5732, loss: 3.5732 2024-07-20 14:58:50,117 - pyskl - INFO - Epoch [117][1100/3746] lr: 1.195e-02, eta: 1 day, 4:46:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6298, loss_cls: 3.5676, loss: 3.5676 2024-07-20 15:00:11,927 - pyskl - INFO - Epoch [117][1200/3746] lr: 1.193e-02, eta: 1 day, 4:45:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3802, top5_acc: 0.6353, loss_cls: 3.5234, loss: 3.5234 2024-07-20 15:01:33,523 - pyskl - INFO - Epoch [117][1300/3746] lr: 1.191e-02, eta: 1 day, 4:43:59, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3736, top5_acc: 0.6323, loss_cls: 3.5538, loss: 3.5538 2024-07-20 15:02:55,779 - pyskl - INFO - Epoch [117][1400/3746] lr: 1.190e-02, eta: 1 day, 4:42:37, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3638, top5_acc: 0.6322, loss_cls: 3.5726, loss: 3.5726 2024-07-20 15:04:17,935 - pyskl - INFO - Epoch [117][1500/3746] lr: 1.188e-02, eta: 1 day, 4:41:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3714, top5_acc: 0.6270, loss_cls: 3.5576, loss: 3.5576 2024-07-20 15:05:39,443 - pyskl - INFO - Epoch [117][1600/3746] lr: 1.186e-02, eta: 1 day, 4:39:53, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3642, top5_acc: 0.6231, loss_cls: 3.5953, loss: 3.5953 2024-07-20 15:07:01,505 - pyskl - INFO - Epoch [117][1700/3746] lr: 1.184e-02, eta: 1 day, 4:38:31, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3611, top5_acc: 0.6172, loss_cls: 3.6091, loss: 3.6091 2024-07-20 15:08:24,093 - pyskl - INFO - Epoch [117][1800/3746] lr: 1.182e-02, eta: 1 day, 4:37:09, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3727, top5_acc: 0.6247, loss_cls: 3.5769, loss: 3.5769 2024-07-20 15:09:46,089 - pyskl - INFO - Epoch [117][1900/3746] lr: 1.181e-02, eta: 1 day, 4:35:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3745, top5_acc: 0.6259, loss_cls: 3.5575, loss: 3.5575 2024-07-20 15:11:07,669 - pyskl - INFO - Epoch [117][2000/3746] lr: 1.179e-02, eta: 1 day, 4:34:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3597, top5_acc: 0.6230, loss_cls: 3.6279, loss: 3.6279 2024-07-20 15:12:29,836 - pyskl - INFO - Epoch [117][2100/3746] lr: 1.177e-02, eta: 1 day, 4:33:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3625, top5_acc: 0.6183, loss_cls: 3.6145, loss: 3.6145 2024-07-20 15:13:52,391 - pyskl - INFO - Epoch [117][2200/3746] lr: 1.175e-02, eta: 1 day, 4:31:41, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3652, top5_acc: 0.6223, loss_cls: 3.6105, loss: 3.6105 2024-07-20 15:15:14,786 - pyskl - INFO - Epoch [117][2300/3746] lr: 1.173e-02, eta: 1 day, 4:30:19, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3684, top5_acc: 0.6350, loss_cls: 3.5852, loss: 3.5852 2024-07-20 15:16:37,160 - pyskl - INFO - Epoch [117][2400/3746] lr: 1.172e-02, eta: 1 day, 4:28:57, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3616, top5_acc: 0.6248, loss_cls: 3.6017, loss: 3.6017 2024-07-20 15:17:59,410 - pyskl - INFO - Epoch [117][2500/3746] lr: 1.170e-02, eta: 1 day, 4:27:35, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3669, top5_acc: 0.6273, loss_cls: 3.5713, loss: 3.5713 2024-07-20 15:19:21,688 - pyskl - INFO - Epoch [117][2600/3746] lr: 1.168e-02, eta: 1 day, 4:26:13, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3698, top5_acc: 0.6250, loss_cls: 3.5857, loss: 3.5857 2024-07-20 15:20:44,524 - pyskl - INFO - Epoch [117][2700/3746] lr: 1.166e-02, eta: 1 day, 4:24:51, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3630, top5_acc: 0.6314, loss_cls: 3.5781, loss: 3.5781 2024-07-20 15:22:06,225 - pyskl - INFO - Epoch [117][2800/3746] lr: 1.164e-02, eta: 1 day, 4:23:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3684, top5_acc: 0.6311, loss_cls: 3.5636, loss: 3.5636 2024-07-20 15:23:28,374 - pyskl - INFO - Epoch [117][2900/3746] lr: 1.163e-02, eta: 1 day, 4:22:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3622, top5_acc: 0.6248, loss_cls: 3.5997, loss: 3.5997 2024-07-20 15:24:50,320 - pyskl - INFO - Epoch [117][3000/3746] lr: 1.161e-02, eta: 1 day, 4:20:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3773, top5_acc: 0.6264, loss_cls: 3.5641, loss: 3.5641 2024-07-20 15:26:12,413 - pyskl - INFO - Epoch [117][3100/3746] lr: 1.159e-02, eta: 1 day, 4:19:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3628, top5_acc: 0.6273, loss_cls: 3.5914, loss: 3.5914 2024-07-20 15:27:34,313 - pyskl - INFO - Epoch [117][3200/3746] lr: 1.157e-02, eta: 1 day, 4:18:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3747, top5_acc: 0.6277, loss_cls: 3.5380, loss: 3.5380 2024-07-20 15:28:55,768 - pyskl - INFO - Epoch [117][3300/3746] lr: 1.155e-02, eta: 1 day, 4:16:38, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3688, top5_acc: 0.6122, loss_cls: 3.6121, loss: 3.6121 2024-07-20 15:30:17,427 - pyskl - INFO - Epoch [117][3400/3746] lr: 1.154e-02, eta: 1 day, 4:15:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3658, top5_acc: 0.6267, loss_cls: 3.5979, loss: 3.5979 2024-07-20 15:31:38,909 - pyskl - INFO - Epoch [117][3500/3746] lr: 1.152e-02, eta: 1 day, 4:13:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3781, top5_acc: 0.6245, loss_cls: 3.5888, loss: 3.5888 2024-07-20 15:33:01,319 - pyskl - INFO - Epoch [117][3600/3746] lr: 1.150e-02, eta: 1 day, 4:12:32, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3800, top5_acc: 0.6233, loss_cls: 3.5672, loss: 3.5672 2024-07-20 15:34:23,199 - pyskl - INFO - Epoch [117][3700/3746] lr: 1.148e-02, eta: 1 day, 4:11:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3650, top5_acc: 0.6234, loss_cls: 3.6351, loss: 3.6351 2024-07-20 15:35:02,638 - pyskl - INFO - Saving checkpoint at 117 epochs 2024-07-20 15:36:53,446 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 15:36:54,114 - pyskl - INFO - top1_acc 0.3082 top5_acc 0.5653 2024-07-20 15:36:54,114 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 15:36:54,157 - pyskl - INFO - mean_acc 0.3081 2024-07-20 15:36:54,161 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_116.pth was removed 2024-07-20 15:36:54,419 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. 2024-07-20 15:36:54,420 - pyskl - INFO - Best top1_acc is 0.3082 at 117 epoch. 2024-07-20 15:36:54,432 - pyskl - INFO - Epoch(val) [117][309] top1_acc: 0.3082, top5_acc: 0.5653, mean_class_accuracy: 0.3081 2024-07-20 15:40:41,861 - pyskl - INFO - Epoch [118][100/3746] lr: 1.146e-02, eta: 1 day, 4:09:40, time: 2.274, data_time: 1.284, memory: 15990, top1_acc: 0.3789, top5_acc: 0.6477, loss_cls: 3.4866, loss: 3.4866 2024-07-20 15:42:04,548 - pyskl - INFO - Epoch [118][200/3746] lr: 1.144e-02, eta: 1 day, 4:08:19, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3803, top5_acc: 0.6373, loss_cls: 3.5203, loss: 3.5203 2024-07-20 15:43:27,222 - pyskl - INFO - Epoch [118][300/3746] lr: 1.142e-02, eta: 1 day, 4:06:57, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3742, top5_acc: 0.6325, loss_cls: 3.5461, loss: 3.5461 2024-07-20 15:44:50,298 - pyskl - INFO - Epoch [118][400/3746] lr: 1.140e-02, eta: 1 day, 4:05:35, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3880, top5_acc: 0.6422, loss_cls: 3.4872, loss: 3.4872 2024-07-20 15:46:12,415 - pyskl - INFO - Epoch [118][500/3746] lr: 1.139e-02, eta: 1 day, 4:04:13, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3795, top5_acc: 0.6447, loss_cls: 3.4748, loss: 3.4748 2024-07-20 15:47:34,426 - pyskl - INFO - Epoch [118][600/3746] lr: 1.137e-02, eta: 1 day, 4:02:51, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3777, top5_acc: 0.6352, loss_cls: 3.5321, loss: 3.5321 2024-07-20 15:48:56,655 - pyskl - INFO - Epoch [118][700/3746] lr: 1.135e-02, eta: 1 day, 4:01:29, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3847, top5_acc: 0.6352, loss_cls: 3.4980, loss: 3.4980 2024-07-20 15:50:19,098 - pyskl - INFO - Epoch [118][800/3746] lr: 1.133e-02, eta: 1 day, 4:00:07, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3734, top5_acc: 0.6333, loss_cls: 3.5531, loss: 3.5531 2024-07-20 15:51:41,837 - pyskl - INFO - Epoch [118][900/3746] lr: 1.131e-02, eta: 1 day, 3:58:45, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3694, top5_acc: 0.6294, loss_cls: 3.5440, loss: 3.5440 2024-07-20 15:53:03,672 - pyskl - INFO - Epoch [118][1000/3746] lr: 1.130e-02, eta: 1 day, 3:57:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3755, top5_acc: 0.6323, loss_cls: 3.5441, loss: 3.5441 2024-07-20 15:54:25,789 - pyskl - INFO - Epoch [118][1100/3746] lr: 1.128e-02, eta: 1 day, 3:56:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3670, top5_acc: 0.6275, loss_cls: 3.5784, loss: 3.5784 2024-07-20 15:55:48,404 - pyskl - INFO - Epoch [118][1200/3746] lr: 1.126e-02, eta: 1 day, 3:54:39, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3719, top5_acc: 0.6288, loss_cls: 3.5637, loss: 3.5637 2024-07-20 15:57:10,303 - pyskl - INFO - Epoch [118][1300/3746] lr: 1.124e-02, eta: 1 day, 3:53:17, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3716, top5_acc: 0.6266, loss_cls: 3.5658, loss: 3.5658 2024-07-20 15:58:32,287 - pyskl - INFO - Epoch [118][1400/3746] lr: 1.123e-02, eta: 1 day, 3:51:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3833, top5_acc: 0.6522, loss_cls: 3.4862, loss: 3.4862 2024-07-20 15:59:54,180 - pyskl - INFO - Epoch [118][1500/3746] lr: 1.121e-02, eta: 1 day, 3:50:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3803, top5_acc: 0.6359, loss_cls: 3.5154, loss: 3.5154 2024-07-20 16:01:15,911 - pyskl - INFO - Epoch [118][1600/3746] lr: 1.119e-02, eta: 1 day, 3:49:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3853, top5_acc: 0.6383, loss_cls: 3.5341, loss: 3.5341 2024-07-20 16:02:37,650 - pyskl - INFO - Epoch [118][1700/3746] lr: 1.117e-02, eta: 1 day, 3:47:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3673, top5_acc: 0.6247, loss_cls: 3.5665, loss: 3.5665 2024-07-20 16:03:59,381 - pyskl - INFO - Epoch [118][1800/3746] lr: 1.116e-02, eta: 1 day, 3:46:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3694, top5_acc: 0.6256, loss_cls: 3.5661, loss: 3.5661 2024-07-20 16:05:20,901 - pyskl - INFO - Epoch [118][1900/3746] lr: 1.114e-02, eta: 1 day, 3:45:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3697, top5_acc: 0.6281, loss_cls: 3.5720, loss: 3.5720 2024-07-20 16:06:43,001 - pyskl - INFO - Epoch [118][2000/3746] lr: 1.112e-02, eta: 1 day, 3:43:41, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3592, top5_acc: 0.6192, loss_cls: 3.6103, loss: 3.6103 2024-07-20 16:08:05,097 - pyskl - INFO - Epoch [118][2100/3746] lr: 1.110e-02, eta: 1 day, 3:42:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3756, top5_acc: 0.6278, loss_cls: 3.5444, loss: 3.5444 2024-07-20 16:09:27,267 - pyskl - INFO - Epoch [118][2200/3746] lr: 1.109e-02, eta: 1 day, 3:40:57, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3880, top5_acc: 0.6334, loss_cls: 3.5111, loss: 3.5111 2024-07-20 16:10:49,432 - pyskl - INFO - Epoch [118][2300/3746] lr: 1.107e-02, eta: 1 day, 3:39:35, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3759, top5_acc: 0.6262, loss_cls: 3.5773, loss: 3.5773 2024-07-20 16:12:12,367 - pyskl - INFO - Epoch [118][2400/3746] lr: 1.105e-02, eta: 1 day, 3:38:13, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3630, top5_acc: 0.6281, loss_cls: 3.5800, loss: 3.5800 2024-07-20 16:13:34,079 - pyskl - INFO - Epoch [118][2500/3746] lr: 1.103e-02, eta: 1 day, 3:36:51, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3758, top5_acc: 0.6289, loss_cls: 3.5594, loss: 3.5594 2024-07-20 16:14:56,263 - pyskl - INFO - Epoch [118][2600/3746] lr: 1.102e-02, eta: 1 day, 3:35:29, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3677, top5_acc: 0.6267, loss_cls: 3.6093, loss: 3.6093 2024-07-20 16:16:17,882 - pyskl - INFO - Epoch [118][2700/3746] lr: 1.100e-02, eta: 1 day, 3:34:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3700, top5_acc: 0.6252, loss_cls: 3.5681, loss: 3.5681 2024-07-20 16:17:39,783 - pyskl - INFO - Epoch [118][2800/3746] lr: 1.098e-02, eta: 1 day, 3:32:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3747, top5_acc: 0.6255, loss_cls: 3.5710, loss: 3.5710 2024-07-20 16:19:02,094 - pyskl - INFO - Epoch [118][2900/3746] lr: 1.096e-02, eta: 1 day, 3:31:23, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3633, top5_acc: 0.6277, loss_cls: 3.5585, loss: 3.5585 2024-07-20 16:20:23,823 - pyskl - INFO - Epoch [118][3000/3746] lr: 1.095e-02, eta: 1 day, 3:30:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3742, top5_acc: 0.6327, loss_cls: 3.5669, loss: 3.5669 2024-07-20 16:21:45,362 - pyskl - INFO - Epoch [118][3100/3746] lr: 1.093e-02, eta: 1 day, 3:28:38, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3773, top5_acc: 0.6247, loss_cls: 3.5747, loss: 3.5747 2024-07-20 16:23:07,046 - pyskl - INFO - Epoch [118][3200/3746] lr: 1.091e-02, eta: 1 day, 3:27:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3873, top5_acc: 0.6281, loss_cls: 3.5364, loss: 3.5364 2024-07-20 16:24:28,956 - pyskl - INFO - Epoch [118][3300/3746] lr: 1.089e-02, eta: 1 day, 3:25:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3688, top5_acc: 0.6227, loss_cls: 3.5801, loss: 3.5801 2024-07-20 16:25:51,101 - pyskl - INFO - Epoch [118][3400/3746] lr: 1.088e-02, eta: 1 day, 3:24:32, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3700, top5_acc: 0.6353, loss_cls: 3.5522, loss: 3.5522 2024-07-20 16:27:13,090 - pyskl - INFO - Epoch [118][3500/3746] lr: 1.086e-02, eta: 1 day, 3:23:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3794, top5_acc: 0.6228, loss_cls: 3.5461, loss: 3.5461 2024-07-20 16:28:34,871 - pyskl - INFO - Epoch [118][3600/3746] lr: 1.084e-02, eta: 1 day, 3:21:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3745, top5_acc: 0.6297, loss_cls: 3.5767, loss: 3.5767 2024-07-20 16:29:56,669 - pyskl - INFO - Epoch [118][3700/3746] lr: 1.082e-02, eta: 1 day, 3:20:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3652, top5_acc: 0.6247, loss_cls: 3.5974, loss: 3.5974 2024-07-20 16:30:36,578 - pyskl - INFO - Saving checkpoint at 118 epochs 2024-07-20 16:32:28,202 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 16:32:28,867 - pyskl - INFO - top1_acc 0.3112 top5_acc 0.5664 2024-07-20 16:32:28,867 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 16:32:28,909 - pyskl - INFO - mean_acc 0.3111 2024-07-20 16:32:28,913 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_117.pth was removed 2024-07-20 16:32:29,164 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2024-07-20 16:32:29,165 - pyskl - INFO - Best top1_acc is 0.3112 at 118 epoch. 2024-07-20 16:32:29,177 - pyskl - INFO - Epoch(val) [118][309] top1_acc: 0.3112, top5_acc: 0.5664, mean_class_accuracy: 0.3111 2024-07-20 16:36:19,315 - pyskl - INFO - Epoch [119][100/3746] lr: 1.080e-02, eta: 1 day, 3:18:56, time: 2.301, data_time: 1.298, memory: 15990, top1_acc: 0.3919, top5_acc: 0.6430, loss_cls: 3.4589, loss: 3.4589 2024-07-20 16:37:42,686 - pyskl - INFO - Epoch [119][200/3746] lr: 1.078e-02, eta: 1 day, 3:17:34, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.3884, top5_acc: 0.6400, loss_cls: 3.4564, loss: 3.4564 2024-07-20 16:39:04,909 - pyskl - INFO - Epoch [119][300/3746] lr: 1.076e-02, eta: 1 day, 3:16:12, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3887, top5_acc: 0.6503, loss_cls: 3.4539, loss: 3.4539 2024-07-20 16:40:27,519 - pyskl - INFO - Epoch [119][400/3746] lr: 1.075e-02, eta: 1 day, 3:14:50, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3844, top5_acc: 0.6450, loss_cls: 3.4440, loss: 3.4440 2024-07-20 16:41:50,150 - pyskl - INFO - Epoch [119][500/3746] lr: 1.073e-02, eta: 1 day, 3:13:28, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3702, top5_acc: 0.6391, loss_cls: 3.5247, loss: 3.5247 2024-07-20 16:43:12,482 - pyskl - INFO - Epoch [119][600/3746] lr: 1.071e-02, eta: 1 day, 3:12:06, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3911, top5_acc: 0.6458, loss_cls: 3.4547, loss: 3.4547 2024-07-20 16:44:35,069 - pyskl - INFO - Epoch [119][700/3746] lr: 1.069e-02, eta: 1 day, 3:10:44, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3777, top5_acc: 0.6412, loss_cls: 3.5016, loss: 3.5016 2024-07-20 16:45:57,556 - pyskl - INFO - Epoch [119][800/3746] lr: 1.068e-02, eta: 1 day, 3:09:22, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3748, top5_acc: 0.6320, loss_cls: 3.5424, loss: 3.5424 2024-07-20 16:47:19,933 - pyskl - INFO - Epoch [119][900/3746] lr: 1.066e-02, eta: 1 day, 3:08:00, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3777, top5_acc: 0.6422, loss_cls: 3.4804, loss: 3.4804 2024-07-20 16:48:41,780 - pyskl - INFO - Epoch [119][1000/3746] lr: 1.064e-02, eta: 1 day, 3:06:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3692, top5_acc: 0.6300, loss_cls: 3.5557, loss: 3.5557 2024-07-20 16:50:03,710 - pyskl - INFO - Epoch [119][1100/3746] lr: 1.063e-02, eta: 1 day, 3:05:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3789, top5_acc: 0.6373, loss_cls: 3.4846, loss: 3.4846 2024-07-20 16:51:25,678 - pyskl - INFO - Epoch [119][1200/3746] lr: 1.061e-02, eta: 1 day, 3:03:53, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3833, top5_acc: 0.6444, loss_cls: 3.4788, loss: 3.4788 2024-07-20 16:52:47,627 - pyskl - INFO - Epoch [119][1300/3746] lr: 1.059e-02, eta: 1 day, 3:02:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3766, top5_acc: 0.6358, loss_cls: 3.5189, loss: 3.5189 2024-07-20 16:54:09,433 - pyskl - INFO - Epoch [119][1400/3746] lr: 1.057e-02, eta: 1 day, 3:01:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3716, top5_acc: 0.6295, loss_cls: 3.5978, loss: 3.5978 2024-07-20 16:55:30,677 - pyskl - INFO - Epoch [119][1500/3746] lr: 1.056e-02, eta: 1 day, 2:59:47, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3759, top5_acc: 0.6327, loss_cls: 3.5547, loss: 3.5547 2024-07-20 16:56:52,529 - pyskl - INFO - Epoch [119][1600/3746] lr: 1.054e-02, eta: 1 day, 2:58:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3867, top5_acc: 0.6494, loss_cls: 3.4467, loss: 3.4467 2024-07-20 16:58:15,513 - pyskl - INFO - Epoch [119][1700/3746] lr: 1.052e-02, eta: 1 day, 2:57:03, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3845, top5_acc: 0.6400, loss_cls: 3.4875, loss: 3.4875 2024-07-20 16:59:37,166 - pyskl - INFO - Epoch [119][1800/3746] lr: 1.050e-02, eta: 1 day, 2:55:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3747, top5_acc: 0.6377, loss_cls: 3.5266, loss: 3.5266 2024-07-20 17:00:59,066 - pyskl - INFO - Epoch [119][1900/3746] lr: 1.049e-02, eta: 1 day, 2:54:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3609, top5_acc: 0.6211, loss_cls: 3.6104, loss: 3.6104 2024-07-20 17:02:21,893 - pyskl - INFO - Epoch [119][2000/3746] lr: 1.047e-02, eta: 1 day, 2:52:56, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3875, top5_acc: 0.6464, loss_cls: 3.4758, loss: 3.4758 2024-07-20 17:03:43,505 - pyskl - INFO - Epoch [119][2100/3746] lr: 1.045e-02, eta: 1 day, 2:51:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3620, top5_acc: 0.6286, loss_cls: 3.5602, loss: 3.5602 2024-07-20 17:05:06,545 - pyskl - INFO - Epoch [119][2200/3746] lr: 1.044e-02, eta: 1 day, 2:50:12, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3736, top5_acc: 0.6359, loss_cls: 3.5310, loss: 3.5310 2024-07-20 17:06:28,676 - pyskl - INFO - Epoch [119][2300/3746] lr: 1.042e-02, eta: 1 day, 2:48:50, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3686, top5_acc: 0.6294, loss_cls: 3.5607, loss: 3.5607 2024-07-20 17:07:50,964 - pyskl - INFO - Epoch [119][2400/3746] lr: 1.040e-02, eta: 1 day, 2:47:28, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3778, top5_acc: 0.6352, loss_cls: 3.5200, loss: 3.5200 2024-07-20 17:09:12,893 - pyskl - INFO - Epoch [119][2500/3746] lr: 1.039e-02, eta: 1 day, 2:46:06, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3794, top5_acc: 0.6248, loss_cls: 3.5609, loss: 3.5609 2024-07-20 17:10:34,714 - pyskl - INFO - Epoch [119][2600/3746] lr: 1.037e-02, eta: 1 day, 2:44:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3773, top5_acc: 0.6309, loss_cls: 3.5300, loss: 3.5300 2024-07-20 17:11:57,042 - pyskl - INFO - Epoch [119][2700/3746] lr: 1.035e-02, eta: 1 day, 2:43:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3883, top5_acc: 0.6378, loss_cls: 3.4958, loss: 3.4958 2024-07-20 17:13:19,303 - pyskl - INFO - Epoch [119][2800/3746] lr: 1.033e-02, eta: 1 day, 2:42:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3681, top5_acc: 0.6208, loss_cls: 3.5706, loss: 3.5706 2024-07-20 17:14:41,054 - pyskl - INFO - Epoch [119][2900/3746] lr: 1.032e-02, eta: 1 day, 2:40:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3644, top5_acc: 0.6298, loss_cls: 3.5589, loss: 3.5589 2024-07-20 17:16:02,791 - pyskl - INFO - Epoch [119][3000/3746] lr: 1.030e-02, eta: 1 day, 2:39:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3661, top5_acc: 0.6286, loss_cls: 3.5891, loss: 3.5891 2024-07-20 17:17:24,365 - pyskl - INFO - Epoch [119][3100/3746] lr: 1.028e-02, eta: 1 day, 2:37:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3653, top5_acc: 0.6309, loss_cls: 3.5784, loss: 3.5784 2024-07-20 17:18:46,384 - pyskl - INFO - Epoch [119][3200/3746] lr: 1.027e-02, eta: 1 day, 2:36:31, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3742, top5_acc: 0.6323, loss_cls: 3.5519, loss: 3.5519 2024-07-20 17:20:07,789 - pyskl - INFO - Epoch [119][3300/3746] lr: 1.025e-02, eta: 1 day, 2:35:09, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3777, top5_acc: 0.6317, loss_cls: 3.5561, loss: 3.5561 2024-07-20 17:21:29,907 - pyskl - INFO - Epoch [119][3400/3746] lr: 1.023e-02, eta: 1 day, 2:33:47, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3792, top5_acc: 0.6377, loss_cls: 3.5297, loss: 3.5297 2024-07-20 17:22:51,748 - pyskl - INFO - Epoch [119][3500/3746] lr: 1.022e-02, eta: 1 day, 2:32:24, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3834, top5_acc: 0.6331, loss_cls: 3.5379, loss: 3.5379 2024-07-20 17:24:13,397 - pyskl - INFO - Epoch [119][3600/3746] lr: 1.020e-02, eta: 1 day, 2:31:02, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3772, top5_acc: 0.6370, loss_cls: 3.5158, loss: 3.5158 2024-07-20 17:25:35,450 - pyskl - INFO - Epoch [119][3700/3746] lr: 1.018e-02, eta: 1 day, 2:29:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3645, top5_acc: 0.6258, loss_cls: 3.6046, loss: 3.6046 2024-07-20 17:26:15,382 - pyskl - INFO - Saving checkpoint at 119 epochs 2024-07-20 17:28:05,954 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 17:28:06,621 - pyskl - INFO - top1_acc 0.3125 top5_acc 0.5663 2024-07-20 17:28:06,621 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 17:28:06,663 - pyskl - INFO - mean_acc 0.3124 2024-07-20 17:28:06,668 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_118.pth was removed 2024-07-20 17:28:06,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2024-07-20 17:28:06,920 - pyskl - INFO - Best top1_acc is 0.3125 at 119 epoch. 2024-07-20 17:28:06,932 - pyskl - INFO - Epoch(val) [119][309] top1_acc: 0.3125, top5_acc: 0.5663, mean_class_accuracy: 0.3124 2024-07-20 17:31:55,169 - pyskl - INFO - Epoch [120][100/3746] lr: 1.016e-02, eta: 1 day, 2:28:08, time: 2.282, data_time: 1.294, memory: 15990, top1_acc: 0.4037, top5_acc: 0.6661, loss_cls: 3.3616, loss: 3.3616 2024-07-20 17:33:18,554 - pyskl - INFO - Epoch [120][200/3746] lr: 1.014e-02, eta: 1 day, 2:26:47, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.3864, top5_acc: 0.6453, loss_cls: 3.4853, loss: 3.4853 2024-07-20 17:34:41,131 - pyskl - INFO - Epoch [120][300/3746] lr: 1.012e-02, eta: 1 day, 2:25:25, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3969, top5_acc: 0.6503, loss_cls: 3.4412, loss: 3.4412 2024-07-20 17:36:03,315 - pyskl - INFO - Epoch [120][400/3746] lr: 1.011e-02, eta: 1 day, 2:24:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3873, top5_acc: 0.6500, loss_cls: 3.4593, loss: 3.4593 2024-07-20 17:37:25,851 - pyskl - INFO - Epoch [120][500/3746] lr: 1.009e-02, eta: 1 day, 2:22:40, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3944, top5_acc: 0.6497, loss_cls: 3.4277, loss: 3.4277 2024-07-20 17:38:48,424 - pyskl - INFO - Epoch [120][600/3746] lr: 1.007e-02, eta: 1 day, 2:21:18, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3755, top5_acc: 0.6391, loss_cls: 3.5005, loss: 3.5005 2024-07-20 17:40:10,539 - pyskl - INFO - Epoch [120][700/3746] lr: 1.006e-02, eta: 1 day, 2:19:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3942, top5_acc: 0.6600, loss_cls: 3.4240, loss: 3.4240 2024-07-20 17:41:32,441 - pyskl - INFO - Epoch [120][800/3746] lr: 1.004e-02, eta: 1 day, 2:18:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3742, top5_acc: 0.6322, loss_cls: 3.5453, loss: 3.5453 2024-07-20 17:42:54,115 - pyskl - INFO - Epoch [120][900/3746] lr: 1.002e-02, eta: 1 day, 2:17:12, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3755, top5_acc: 0.6358, loss_cls: 3.5378, loss: 3.5378 2024-07-20 17:44:16,363 - pyskl - INFO - Epoch [120][1000/3746] lr: 1.001e-02, eta: 1 day, 2:15:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3837, top5_acc: 0.6475, loss_cls: 3.4658, loss: 3.4658 2024-07-20 17:45:38,298 - pyskl - INFO - Epoch [120][1100/3746] lr: 9.989e-03, eta: 1 day, 2:14:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3803, top5_acc: 0.6342, loss_cls: 3.5203, loss: 3.5203 2024-07-20 17:47:00,215 - pyskl - INFO - Epoch [120][1200/3746] lr: 9.972e-03, eta: 1 day, 2:13:05, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3844, top5_acc: 0.6411, loss_cls: 3.4889, loss: 3.4889 2024-07-20 17:48:22,205 - pyskl - INFO - Epoch [120][1300/3746] lr: 9.955e-03, eta: 1 day, 2:11:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3741, top5_acc: 0.6344, loss_cls: 3.5329, loss: 3.5329 2024-07-20 17:49:44,050 - pyskl - INFO - Epoch [120][1400/3746] lr: 9.938e-03, eta: 1 day, 2:10:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3895, top5_acc: 0.6486, loss_cls: 3.4564, loss: 3.4564 2024-07-20 17:51:06,260 - pyskl - INFO - Epoch [120][1500/3746] lr: 9.922e-03, eta: 1 day, 2:08:59, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3912, top5_acc: 0.6444, loss_cls: 3.4547, loss: 3.4547 2024-07-20 17:52:27,848 - pyskl - INFO - Epoch [120][1600/3746] lr: 9.905e-03, eta: 1 day, 2:07:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3823, top5_acc: 0.6455, loss_cls: 3.4929, loss: 3.4929 2024-07-20 17:53:49,823 - pyskl - INFO - Epoch [120][1700/3746] lr: 9.888e-03, eta: 1 day, 2:06:15, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3812, top5_acc: 0.6438, loss_cls: 3.4938, loss: 3.4938 2024-07-20 17:55:11,971 - pyskl - INFO - Epoch [120][1800/3746] lr: 9.871e-03, eta: 1 day, 2:04:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3877, top5_acc: 0.6427, loss_cls: 3.4928, loss: 3.4928 2024-07-20 17:56:34,113 - pyskl - INFO - Epoch [120][1900/3746] lr: 9.855e-03, eta: 1 day, 2:03:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3822, top5_acc: 0.6395, loss_cls: 3.5067, loss: 3.5067 2024-07-20 17:57:56,693 - pyskl - INFO - Epoch [120][2000/3746] lr: 9.838e-03, eta: 1 day, 2:02:08, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3848, top5_acc: 0.6283, loss_cls: 3.5329, loss: 3.5329 2024-07-20 17:59:18,212 - pyskl - INFO - Epoch [120][2100/3746] lr: 9.821e-03, eta: 1 day, 2:00:46, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3791, top5_acc: 0.6302, loss_cls: 3.5272, loss: 3.5272 2024-07-20 18:00:40,809 - pyskl - INFO - Epoch [120][2200/3746] lr: 9.805e-03, eta: 1 day, 1:59:24, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3714, top5_acc: 0.6419, loss_cls: 3.5176, loss: 3.5176 2024-07-20 18:02:02,547 - pyskl - INFO - Epoch [120][2300/3746] lr: 9.788e-03, eta: 1 day, 1:58:02, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3912, top5_acc: 0.6361, loss_cls: 3.4834, loss: 3.4834 2024-07-20 18:03:25,214 - pyskl - INFO - Epoch [120][2400/3746] lr: 9.772e-03, eta: 1 day, 1:56:40, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3675, top5_acc: 0.6331, loss_cls: 3.5496, loss: 3.5496 2024-07-20 18:04:47,234 - pyskl - INFO - Epoch [120][2500/3746] lr: 9.755e-03, eta: 1 day, 1:55:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3761, top5_acc: 0.6369, loss_cls: 3.5216, loss: 3.5216 2024-07-20 18:06:08,879 - pyskl - INFO - Epoch [120][2600/3746] lr: 9.738e-03, eta: 1 day, 1:53:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3783, top5_acc: 0.6342, loss_cls: 3.5419, loss: 3.5419 2024-07-20 18:07:30,471 - pyskl - INFO - Epoch [120][2700/3746] lr: 9.722e-03, eta: 1 day, 1:52:33, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3772, top5_acc: 0.6428, loss_cls: 3.4937, loss: 3.4937 2024-07-20 18:08:52,121 - pyskl - INFO - Epoch [120][2800/3746] lr: 9.705e-03, eta: 1 day, 1:51:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3775, top5_acc: 0.6430, loss_cls: 3.5139, loss: 3.5139 2024-07-20 18:10:13,498 - pyskl - INFO - Epoch [120][2900/3746] lr: 9.689e-03, eta: 1 day, 1:49:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3841, top5_acc: 0.6366, loss_cls: 3.5085, loss: 3.5085 2024-07-20 18:11:34,948 - pyskl - INFO - Epoch [120][3000/3746] lr: 9.672e-03, eta: 1 day, 1:48:26, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3814, top5_acc: 0.6353, loss_cls: 3.4978, loss: 3.4978 2024-07-20 18:12:56,735 - pyskl - INFO - Epoch [120][3100/3746] lr: 9.656e-03, eta: 1 day, 1:47:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3766, top5_acc: 0.6331, loss_cls: 3.5231, loss: 3.5231 2024-07-20 18:14:18,575 - pyskl - INFO - Epoch [120][3200/3746] lr: 9.639e-03, eta: 1 day, 1:45:42, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3755, top5_acc: 0.6348, loss_cls: 3.5361, loss: 3.5361 2024-07-20 18:15:40,283 - pyskl - INFO - Epoch [120][3300/3746] lr: 9.623e-03, eta: 1 day, 1:44:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3798, top5_acc: 0.6352, loss_cls: 3.5192, loss: 3.5192 2024-07-20 18:17:02,225 - pyskl - INFO - Epoch [120][3400/3746] lr: 9.606e-03, eta: 1 day, 1:42:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3689, top5_acc: 0.6330, loss_cls: 3.5503, loss: 3.5503 2024-07-20 18:18:24,419 - pyskl - INFO - Epoch [120][3500/3746] lr: 9.590e-03, eta: 1 day, 1:41:35, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3759, top5_acc: 0.6295, loss_cls: 3.5450, loss: 3.5450 2024-07-20 18:19:47,267 - pyskl - INFO - Epoch [120][3600/3746] lr: 9.573e-03, eta: 1 day, 1:40:13, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3744, top5_acc: 0.6400, loss_cls: 3.4994, loss: 3.4994 2024-07-20 18:21:08,934 - pyskl - INFO - Epoch [120][3700/3746] lr: 9.557e-03, eta: 1 day, 1:38:51, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3797, top5_acc: 0.6372, loss_cls: 3.5213, loss: 3.5213 2024-07-20 18:21:48,783 - pyskl - INFO - Saving checkpoint at 120 epochs 2024-07-20 18:23:39,183 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 18:23:39,941 - pyskl - INFO - top1_acc 0.3142 top5_acc 0.5725 2024-07-20 18:23:39,941 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 18:23:39,990 - pyskl - INFO - mean_acc 0.3140 2024-07-20 18:23:39,995 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_119.pth was removed 2024-07-20 18:23:40,271 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. 2024-07-20 18:23:40,272 - pyskl - INFO - Best top1_acc is 0.3142 at 120 epoch. 2024-07-20 18:23:40,295 - pyskl - INFO - Epoch(val) [120][309] top1_acc: 0.3142, top5_acc: 0.5725, mean_class_accuracy: 0.3140 2024-07-20 18:27:30,401 - pyskl - INFO - Epoch [121][100/3746] lr: 9.533e-03, eta: 1 day, 1:37:19, time: 2.301, data_time: 1.306, memory: 15990, top1_acc: 0.3959, top5_acc: 0.6561, loss_cls: 3.4049, loss: 3.4049 2024-07-20 18:28:53,752 - pyskl - INFO - Epoch [121][200/3746] lr: 9.516e-03, eta: 1 day, 1:35:57, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.3983, top5_acc: 0.6486, loss_cls: 3.4206, loss: 3.4206 2024-07-20 18:30:16,124 - pyskl - INFO - Epoch [121][300/3746] lr: 9.500e-03, eta: 1 day, 1:34:35, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3984, top5_acc: 0.6512, loss_cls: 3.4004, loss: 3.4004 2024-07-20 18:31:39,227 - pyskl - INFO - Epoch [121][400/3746] lr: 9.484e-03, eta: 1 day, 1:33:13, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3886, top5_acc: 0.6434, loss_cls: 3.4735, loss: 3.4735 2024-07-20 18:33:01,568 - pyskl - INFO - Epoch [121][500/3746] lr: 9.467e-03, eta: 1 day, 1:31:51, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3753, top5_acc: 0.6409, loss_cls: 3.4785, loss: 3.4785 2024-07-20 18:34:23,988 - pyskl - INFO - Epoch [121][600/3746] lr: 9.451e-03, eta: 1 day, 1:30:29, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3894, top5_acc: 0.6466, loss_cls: 3.4667, loss: 3.4667 2024-07-20 18:35:46,255 - pyskl - INFO - Epoch [121][700/3746] lr: 9.435e-03, eta: 1 day, 1:29:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3845, top5_acc: 0.6391, loss_cls: 3.4907, loss: 3.4907 2024-07-20 18:37:08,265 - pyskl - INFO - Epoch [121][800/3746] lr: 9.418e-03, eta: 1 day, 1:27:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3847, top5_acc: 0.6475, loss_cls: 3.4611, loss: 3.4611 2024-07-20 18:38:29,951 - pyskl - INFO - Epoch [121][900/3746] lr: 9.402e-03, eta: 1 day, 1:26:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3877, top5_acc: 0.6386, loss_cls: 3.4840, loss: 3.4840 2024-07-20 18:39:52,015 - pyskl - INFO - Epoch [121][1000/3746] lr: 9.386e-03, eta: 1 day, 1:25:00, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3905, top5_acc: 0.6517, loss_cls: 3.4243, loss: 3.4243 2024-07-20 18:41:13,945 - pyskl - INFO - Epoch [121][1100/3746] lr: 9.369e-03, eta: 1 day, 1:23:38, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3839, top5_acc: 0.6395, loss_cls: 3.4853, loss: 3.4853 2024-07-20 18:42:36,069 - pyskl - INFO - Epoch [121][1200/3746] lr: 9.353e-03, eta: 1 day, 1:22:16, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3972, top5_acc: 0.6500, loss_cls: 3.4589, loss: 3.4589 2024-07-20 18:43:57,849 - pyskl - INFO - Epoch [121][1300/3746] lr: 9.337e-03, eta: 1 day, 1:20:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3906, top5_acc: 0.6442, loss_cls: 3.4466, loss: 3.4466 2024-07-20 18:45:19,562 - pyskl - INFO - Epoch [121][1400/3746] lr: 9.321e-03, eta: 1 day, 1:19:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3866, top5_acc: 0.6433, loss_cls: 3.4665, loss: 3.4665 2024-07-20 18:46:41,504 - pyskl - INFO - Epoch [121][1500/3746] lr: 9.304e-03, eta: 1 day, 1:18:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3911, top5_acc: 0.6478, loss_cls: 3.4635, loss: 3.4635 2024-07-20 18:48:03,319 - pyskl - INFO - Epoch [121][1600/3746] lr: 9.288e-03, eta: 1 day, 1:16:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3836, top5_acc: 0.6473, loss_cls: 3.4755, loss: 3.4755 2024-07-20 18:49:25,039 - pyskl - INFO - Epoch [121][1700/3746] lr: 9.272e-03, eta: 1 day, 1:15:24, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3850, top5_acc: 0.6425, loss_cls: 3.4951, loss: 3.4951 2024-07-20 18:50:46,924 - pyskl - INFO - Epoch [121][1800/3746] lr: 9.256e-03, eta: 1 day, 1:14:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3802, top5_acc: 0.6345, loss_cls: 3.5186, loss: 3.5186 2024-07-20 18:52:08,874 - pyskl - INFO - Epoch [121][1900/3746] lr: 9.239e-03, eta: 1 day, 1:12:40, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3892, top5_acc: 0.6367, loss_cls: 3.4754, loss: 3.4754 2024-07-20 18:53:31,637 - pyskl - INFO - Epoch [121][2000/3746] lr: 9.223e-03, eta: 1 day, 1:11:18, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3886, top5_acc: 0.6352, loss_cls: 3.4868, loss: 3.4868 2024-07-20 18:54:54,507 - pyskl - INFO - Epoch [121][2100/3746] lr: 9.207e-03, eta: 1 day, 1:09:56, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3966, top5_acc: 0.6458, loss_cls: 3.4365, loss: 3.4365 2024-07-20 18:56:16,482 - pyskl - INFO - Epoch [121][2200/3746] lr: 9.191e-03, eta: 1 day, 1:08:34, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3884, top5_acc: 0.6389, loss_cls: 3.4758, loss: 3.4758 2024-07-20 18:57:38,367 - pyskl - INFO - Epoch [121][2300/3746] lr: 9.175e-03, eta: 1 day, 1:07:12, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3756, top5_acc: 0.6366, loss_cls: 3.5267, loss: 3.5267 2024-07-20 18:59:00,606 - pyskl - INFO - Epoch [121][2400/3746] lr: 9.159e-03, eta: 1 day, 1:05:49, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3795, top5_acc: 0.6409, loss_cls: 3.4796, loss: 3.4796 2024-07-20 19:00:22,022 - pyskl - INFO - Epoch [121][2500/3746] lr: 9.142e-03, eta: 1 day, 1:04:27, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3873, top5_acc: 0.6369, loss_cls: 3.5150, loss: 3.5150 2024-07-20 19:01:43,836 - pyskl - INFO - Epoch [121][2600/3746] lr: 9.126e-03, eta: 1 day, 1:03:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3866, top5_acc: 0.6388, loss_cls: 3.4737, loss: 3.4737 2024-07-20 19:03:05,587 - pyskl - INFO - Epoch [121][2700/3746] lr: 9.110e-03, eta: 1 day, 1:01:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3802, top5_acc: 0.6403, loss_cls: 3.4951, loss: 3.4951 2024-07-20 19:04:27,274 - pyskl - INFO - Epoch [121][2800/3746] lr: 9.094e-03, eta: 1 day, 1:00:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3950, top5_acc: 0.6416, loss_cls: 3.4497, loss: 3.4497 2024-07-20 19:05:49,686 - pyskl - INFO - Epoch [121][2900/3746] lr: 9.078e-03, eta: 1 day, 0:58:58, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3870, top5_acc: 0.6456, loss_cls: 3.4551, loss: 3.4551 2024-07-20 19:07:11,212 - pyskl - INFO - Epoch [121][3000/3746] lr: 9.062e-03, eta: 1 day, 0:57:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3719, top5_acc: 0.6366, loss_cls: 3.5111, loss: 3.5111 2024-07-20 19:08:32,904 - pyskl - INFO - Epoch [121][3100/3746] lr: 9.046e-03, eta: 1 day, 0:56:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3787, top5_acc: 0.6298, loss_cls: 3.5593, loss: 3.5593 2024-07-20 19:09:55,195 - pyskl - INFO - Epoch [121][3200/3746] lr: 9.030e-03, eta: 1 day, 0:54:52, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3930, top5_acc: 0.6509, loss_cls: 3.4438, loss: 3.4438 2024-07-20 19:11:17,534 - pyskl - INFO - Epoch [121][3300/3746] lr: 9.014e-03, eta: 1 day, 0:53:29, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3958, top5_acc: 0.6506, loss_cls: 3.4671, loss: 3.4671 2024-07-20 19:12:39,363 - pyskl - INFO - Epoch [121][3400/3746] lr: 8.998e-03, eta: 1 day, 0:52:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3969, top5_acc: 0.6506, loss_cls: 3.4161, loss: 3.4161 2024-07-20 19:14:01,372 - pyskl - INFO - Epoch [121][3500/3746] lr: 8.982e-03, eta: 1 day, 0:50:45, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3744, top5_acc: 0.6316, loss_cls: 3.5318, loss: 3.5318 2024-07-20 19:15:22,893 - pyskl - INFO - Epoch [121][3600/3746] lr: 8.966e-03, eta: 1 day, 0:49:23, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3931, top5_acc: 0.6492, loss_cls: 3.4546, loss: 3.4546 2024-07-20 19:16:44,652 - pyskl - INFO - Epoch [121][3700/3746] lr: 8.950e-03, eta: 1 day, 0:48:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3798, top5_acc: 0.6391, loss_cls: 3.5217, loss: 3.5217 2024-07-20 19:17:24,482 - pyskl - INFO - Saving checkpoint at 121 epochs 2024-07-20 19:19:14,285 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 19:19:14,953 - pyskl - INFO - top1_acc 0.3092 top5_acc 0.5577 2024-07-20 19:19:14,953 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 19:19:14,998 - pyskl - INFO - mean_acc 0.3090 2024-07-20 19:19:15,011 - pyskl - INFO - Epoch(val) [121][309] top1_acc: 0.3092, top5_acc: 0.5577, mean_class_accuracy: 0.3090 2024-07-20 19:23:04,143 - pyskl - INFO - Epoch [122][100/3746] lr: 8.927e-03, eta: 1 day, 0:46:27, time: 2.291, data_time: 1.303, memory: 15990, top1_acc: 0.4011, top5_acc: 0.6594, loss_cls: 3.3802, loss: 3.3802 2024-07-20 19:24:27,037 - pyskl - INFO - Epoch [122][200/3746] lr: 8.911e-03, eta: 1 day, 0:45:05, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3942, top5_acc: 0.6547, loss_cls: 3.4245, loss: 3.4245 2024-07-20 19:25:49,526 - pyskl - INFO - Epoch [122][300/3746] lr: 8.895e-03, eta: 1 day, 0:43:43, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4044, top5_acc: 0.6559, loss_cls: 3.3928, loss: 3.3928 2024-07-20 19:27:12,055 - pyskl - INFO - Epoch [122][400/3746] lr: 8.879e-03, eta: 1 day, 0:42:21, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3952, top5_acc: 0.6491, loss_cls: 3.4102, loss: 3.4102 2024-07-20 19:28:34,269 - pyskl - INFO - Epoch [122][500/3746] lr: 8.863e-03, eta: 1 day, 0:40:58, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3944, top5_acc: 0.6530, loss_cls: 3.4330, loss: 3.4330 2024-07-20 19:29:56,507 - pyskl - INFO - Epoch [122][600/3746] lr: 8.847e-03, eta: 1 day, 0:39:36, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3928, top5_acc: 0.6536, loss_cls: 3.4043, loss: 3.4043 2024-07-20 19:31:18,947 - pyskl - INFO - Epoch [122][700/3746] lr: 8.831e-03, eta: 1 day, 0:38:14, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3897, top5_acc: 0.6500, loss_cls: 3.4251, loss: 3.4251 2024-07-20 19:32:41,097 - pyskl - INFO - Epoch [122][800/3746] lr: 8.815e-03, eta: 1 day, 0:36:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3966, top5_acc: 0.6561, loss_cls: 3.3944, loss: 3.3944 2024-07-20 19:34:03,029 - pyskl - INFO - Epoch [122][900/3746] lr: 8.800e-03, eta: 1 day, 0:35:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4069, top5_acc: 0.6608, loss_cls: 3.3556, loss: 3.3556 2024-07-20 19:35:24,637 - pyskl - INFO - Epoch [122][1000/3746] lr: 8.784e-03, eta: 1 day, 0:34:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3872, top5_acc: 0.6431, loss_cls: 3.4661, loss: 3.4661 2024-07-20 19:36:46,875 - pyskl - INFO - Epoch [122][1100/3746] lr: 8.768e-03, eta: 1 day, 0:32:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3977, top5_acc: 0.6527, loss_cls: 3.4213, loss: 3.4213 2024-07-20 19:38:08,741 - pyskl - INFO - Epoch [122][1200/3746] lr: 8.752e-03, eta: 1 day, 0:31:23, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3905, top5_acc: 0.6491, loss_cls: 3.4496, loss: 3.4496 2024-07-20 19:39:31,051 - pyskl - INFO - Epoch [122][1300/3746] lr: 8.736e-03, eta: 1 day, 0:30:01, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3973, top5_acc: 0.6517, loss_cls: 3.4210, loss: 3.4210 2024-07-20 19:40:53,013 - pyskl - INFO - Epoch [122][1400/3746] lr: 8.721e-03, eta: 1 day, 0:28:39, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3922, top5_acc: 0.6481, loss_cls: 3.4311, loss: 3.4311 2024-07-20 19:42:14,878 - pyskl - INFO - Epoch [122][1500/3746] lr: 8.705e-03, eta: 1 day, 0:27:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3930, top5_acc: 0.6527, loss_cls: 3.4229, loss: 3.4229 2024-07-20 19:43:37,105 - pyskl - INFO - Epoch [122][1600/3746] lr: 8.689e-03, eta: 1 day, 0:25:54, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3945, top5_acc: 0.6486, loss_cls: 3.4529, loss: 3.4529 2024-07-20 19:44:59,502 - pyskl - INFO - Epoch [122][1700/3746] lr: 8.673e-03, eta: 1 day, 0:24:32, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3934, top5_acc: 0.6558, loss_cls: 3.4288, loss: 3.4288 2024-07-20 19:46:21,496 - pyskl - INFO - Epoch [122][1800/3746] lr: 8.658e-03, eta: 1 day, 0:23:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3884, top5_acc: 0.6512, loss_cls: 3.4614, loss: 3.4614 2024-07-20 19:47:43,737 - pyskl - INFO - Epoch [122][1900/3746] lr: 8.642e-03, eta: 1 day, 0:21:48, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3770, top5_acc: 0.6317, loss_cls: 3.5420, loss: 3.5420 2024-07-20 19:49:05,859 - pyskl - INFO - Epoch [122][2000/3746] lr: 8.626e-03, eta: 1 day, 0:20:26, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3795, top5_acc: 0.6394, loss_cls: 3.4849, loss: 3.4849 2024-07-20 19:50:28,574 - pyskl - INFO - Epoch [122][2100/3746] lr: 8.610e-03, eta: 1 day, 0:19:03, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3906, top5_acc: 0.6458, loss_cls: 3.4748, loss: 3.4748 2024-07-20 19:51:50,791 - pyskl - INFO - Epoch [122][2200/3746] lr: 8.595e-03, eta: 1 day, 0:17:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3969, top5_acc: 0.6491, loss_cls: 3.4344, loss: 3.4344 2024-07-20 19:53:12,817 - pyskl - INFO - Epoch [122][2300/3746] lr: 8.579e-03, eta: 1 day, 0:16:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3944, top5_acc: 0.6470, loss_cls: 3.4522, loss: 3.4522 2024-07-20 19:54:34,979 - pyskl - INFO - Epoch [122][2400/3746] lr: 8.563e-03, eta: 1 day, 0:14:57, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3905, top5_acc: 0.6405, loss_cls: 3.4706, loss: 3.4706 2024-07-20 19:55:56,788 - pyskl - INFO - Epoch [122][2500/3746] lr: 8.548e-03, eta: 1 day, 0:13:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4025, top5_acc: 0.6538, loss_cls: 3.3937, loss: 3.3937 2024-07-20 19:57:18,825 - pyskl - INFO - Epoch [122][2600/3746] lr: 8.532e-03, eta: 1 day, 0:12:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3781, top5_acc: 0.6383, loss_cls: 3.5152, loss: 3.5152 2024-07-20 19:58:40,619 - pyskl - INFO - Epoch [122][2700/3746] lr: 8.517e-03, eta: 1 day, 0:10:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3911, top5_acc: 0.6420, loss_cls: 3.4653, loss: 3.4653 2024-07-20 20:00:02,133 - pyskl - INFO - Epoch [122][2800/3746] lr: 8.501e-03, eta: 1 day, 0:09:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3848, top5_acc: 0.6458, loss_cls: 3.4754, loss: 3.4754 2024-07-20 20:01:24,340 - pyskl - INFO - Epoch [122][2900/3746] lr: 8.485e-03, eta: 1 day, 0:08:06, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3925, top5_acc: 0.6469, loss_cls: 3.4420, loss: 3.4420 2024-07-20 20:02:46,198 - pyskl - INFO - Epoch [122][3000/3746] lr: 8.470e-03, eta: 1 day, 0:06:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3944, top5_acc: 0.6520, loss_cls: 3.4264, loss: 3.4264 2024-07-20 20:04:07,725 - pyskl - INFO - Epoch [122][3100/3746] lr: 8.454e-03, eta: 1 day, 0:05:21, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3823, top5_acc: 0.6403, loss_cls: 3.4882, loss: 3.4882 2024-07-20 20:05:29,640 - pyskl - INFO - Epoch [122][3200/3746] lr: 8.439e-03, eta: 1 day, 0:03:59, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3978, top5_acc: 0.6481, loss_cls: 3.4404, loss: 3.4404 2024-07-20 20:06:51,578 - pyskl - INFO - Epoch [122][3300/3746] lr: 8.423e-03, eta: 1 day, 0:02:37, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3887, top5_acc: 0.6566, loss_cls: 3.4332, loss: 3.4332 2024-07-20 20:08:13,573 - pyskl - INFO - Epoch [122][3400/3746] lr: 8.408e-03, eta: 1 day, 0:01:14, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3872, top5_acc: 0.6486, loss_cls: 3.4456, loss: 3.4456 2024-07-20 20:09:36,224 - pyskl - INFO - Epoch [122][3500/3746] lr: 8.392e-03, eta: 23:59:52, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3834, top5_acc: 0.6419, loss_cls: 3.4912, loss: 3.4912 2024-07-20 20:10:58,049 - pyskl - INFO - Epoch [122][3600/3746] lr: 8.377e-03, eta: 23:58:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3842, top5_acc: 0.6439, loss_cls: 3.4779, loss: 3.4779 2024-07-20 20:12:19,883 - pyskl - INFO - Epoch [122][3700/3746] lr: 8.361e-03, eta: 23:57:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3955, top5_acc: 0.6417, loss_cls: 3.4495, loss: 3.4495 2024-07-20 20:12:59,980 - pyskl - INFO - Saving checkpoint at 122 epochs 2024-07-20 20:14:50,420 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 20:14:51,088 - pyskl - INFO - top1_acc 0.3209 top5_acc 0.5685 2024-07-20 20:14:51,088 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 20:14:51,130 - pyskl - INFO - mean_acc 0.3208 2024-07-20 20:14:51,135 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_120.pth was removed 2024-07-20 20:14:51,385 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. 2024-07-20 20:14:51,386 - pyskl - INFO - Best top1_acc is 0.3209 at 122 epoch. 2024-07-20 20:14:51,400 - pyskl - INFO - Epoch(val) [122][309] top1_acc: 0.3209, top5_acc: 0.5685, mean_class_accuracy: 0.3208 2024-07-20 20:18:40,417 - pyskl - INFO - Epoch [123][100/3746] lr: 8.339e-03, eta: 23:55:33, time: 2.290, data_time: 1.302, memory: 15990, top1_acc: 0.4058, top5_acc: 0.6664, loss_cls: 3.3582, loss: 3.3582 2024-07-20 20:20:03,084 - pyskl - INFO - Epoch [123][200/3746] lr: 8.323e-03, eta: 23:54:11, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4036, top5_acc: 0.6580, loss_cls: 3.3415, loss: 3.3415 2024-07-20 20:21:25,576 - pyskl - INFO - Epoch [123][300/3746] lr: 8.308e-03, eta: 23:52:49, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4000, top5_acc: 0.6559, loss_cls: 3.3791, loss: 3.3791 2024-07-20 20:22:48,001 - pyskl - INFO - Epoch [123][400/3746] lr: 8.292e-03, eta: 23:51:27, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3984, top5_acc: 0.6536, loss_cls: 3.3932, loss: 3.3932 2024-07-20 20:24:10,335 - pyskl - INFO - Epoch [123][500/3746] lr: 8.277e-03, eta: 23:50:04, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3923, top5_acc: 0.6553, loss_cls: 3.4492, loss: 3.4492 2024-07-20 20:25:33,014 - pyskl - INFO - Epoch [123][600/3746] lr: 8.262e-03, eta: 23:48:42, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4070, top5_acc: 0.6545, loss_cls: 3.3908, loss: 3.3908 2024-07-20 20:26:55,042 - pyskl - INFO - Epoch [123][700/3746] lr: 8.246e-03, eta: 23:47:20, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3934, top5_acc: 0.6559, loss_cls: 3.4070, loss: 3.4070 2024-07-20 20:28:17,000 - pyskl - INFO - Epoch [123][800/3746] lr: 8.231e-03, eta: 23:45:58, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4069, top5_acc: 0.6555, loss_cls: 3.3728, loss: 3.3728 2024-07-20 20:29:38,782 - pyskl - INFO - Epoch [123][900/3746] lr: 8.215e-03, eta: 23:44:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3969, top5_acc: 0.6472, loss_cls: 3.4290, loss: 3.4290 2024-07-20 20:31:00,780 - pyskl - INFO - Epoch [123][1000/3746] lr: 8.200e-03, eta: 23:43:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4030, top5_acc: 0.6613, loss_cls: 3.3680, loss: 3.3680 2024-07-20 20:32:22,913 - pyskl - INFO - Epoch [123][1100/3746] lr: 8.185e-03, eta: 23:41:51, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3884, top5_acc: 0.6425, loss_cls: 3.4667, loss: 3.4667 2024-07-20 20:33:44,997 - pyskl - INFO - Epoch [123][1200/3746] lr: 8.169e-03, eta: 23:40:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3917, top5_acc: 0.6505, loss_cls: 3.4289, loss: 3.4289 2024-07-20 20:35:06,651 - pyskl - INFO - Epoch [123][1300/3746] lr: 8.154e-03, eta: 23:39:06, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3998, top5_acc: 0.6530, loss_cls: 3.4208, loss: 3.4208 2024-07-20 20:36:29,045 - pyskl - INFO - Epoch [123][1400/3746] lr: 8.139e-03, eta: 23:37:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3947, top5_acc: 0.6514, loss_cls: 3.4471, loss: 3.4471 2024-07-20 20:37:50,797 - pyskl - INFO - Epoch [123][1500/3746] lr: 8.124e-03, eta: 23:36:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3942, top5_acc: 0.6534, loss_cls: 3.4059, loss: 3.4059 2024-07-20 20:39:13,090 - pyskl - INFO - Epoch [123][1600/3746] lr: 8.108e-03, eta: 23:35:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4077, top5_acc: 0.6586, loss_cls: 3.3869, loss: 3.3869 2024-07-20 20:40:35,198 - pyskl - INFO - Epoch [123][1700/3746] lr: 8.093e-03, eta: 23:33:38, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3930, top5_acc: 0.6531, loss_cls: 3.4201, loss: 3.4201 2024-07-20 20:41:57,267 - pyskl - INFO - Epoch [123][1800/3746] lr: 8.078e-03, eta: 23:32:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3956, top5_acc: 0.6420, loss_cls: 3.4415, loss: 3.4415 2024-07-20 20:43:19,635 - pyskl - INFO - Epoch [123][1900/3746] lr: 8.063e-03, eta: 23:30:53, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3972, top5_acc: 0.6583, loss_cls: 3.4217, loss: 3.4217 2024-07-20 20:44:42,176 - pyskl - INFO - Epoch [123][2000/3746] lr: 8.047e-03, eta: 23:29:31, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3939, top5_acc: 0.6502, loss_cls: 3.4534, loss: 3.4534 2024-07-20 20:46:04,838 - pyskl - INFO - Epoch [123][2100/3746] lr: 8.032e-03, eta: 23:28:09, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3967, top5_acc: 0.6523, loss_cls: 3.4161, loss: 3.4161 2024-07-20 20:47:27,403 - pyskl - INFO - Epoch [123][2200/3746] lr: 8.017e-03, eta: 23:26:47, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3917, top5_acc: 0.6478, loss_cls: 3.4500, loss: 3.4500 2024-07-20 20:48:49,641 - pyskl - INFO - Epoch [123][2300/3746] lr: 8.002e-03, eta: 23:25:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3928, top5_acc: 0.6481, loss_cls: 3.4472, loss: 3.4472 2024-07-20 20:50:12,312 - pyskl - INFO - Epoch [123][2400/3746] lr: 7.987e-03, eta: 23:24:03, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3991, top5_acc: 0.6566, loss_cls: 3.4170, loss: 3.4170 2024-07-20 20:51:34,558 - pyskl - INFO - Epoch [123][2500/3746] lr: 7.971e-03, eta: 23:22:40, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3944, top5_acc: 0.6475, loss_cls: 3.4502, loss: 3.4502 2024-07-20 20:52:56,076 - pyskl - INFO - Epoch [123][2600/3746] lr: 7.956e-03, eta: 23:21:18, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4047, top5_acc: 0.6598, loss_cls: 3.3804, loss: 3.3804 2024-07-20 20:54:18,135 - pyskl - INFO - Epoch [123][2700/3746] lr: 7.941e-03, eta: 23:19:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3861, top5_acc: 0.6456, loss_cls: 3.4479, loss: 3.4479 2024-07-20 20:55:40,129 - pyskl - INFO - Epoch [123][2800/3746] lr: 7.926e-03, eta: 23:18:34, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3883, top5_acc: 0.6448, loss_cls: 3.4479, loss: 3.4479 2024-07-20 20:57:02,777 - pyskl - INFO - Epoch [123][2900/3746] lr: 7.911e-03, eta: 23:17:12, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3973, top5_acc: 0.6548, loss_cls: 3.4216, loss: 3.4216 2024-07-20 20:58:24,816 - pyskl - INFO - Epoch [123][3000/3746] lr: 7.896e-03, eta: 23:15:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3911, top5_acc: 0.6439, loss_cls: 3.4225, loss: 3.4225 2024-07-20 20:59:46,825 - pyskl - INFO - Epoch [123][3100/3746] lr: 7.881e-03, eta: 23:14:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3912, top5_acc: 0.6580, loss_cls: 3.3847, loss: 3.3847 2024-07-20 21:01:08,346 - pyskl - INFO - Epoch [123][3200/3746] lr: 7.866e-03, eta: 23:13:05, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3908, top5_acc: 0.6505, loss_cls: 3.4211, loss: 3.4211 2024-07-20 21:02:29,966 - pyskl - INFO - Epoch [123][3300/3746] lr: 7.851e-03, eta: 23:11:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3980, top5_acc: 0.6470, loss_cls: 3.4089, loss: 3.4089 2024-07-20 21:03:51,441 - pyskl - INFO - Epoch [123][3400/3746] lr: 7.836e-03, eta: 23:10:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3914, top5_acc: 0.6466, loss_cls: 3.4471, loss: 3.4471 2024-07-20 21:05:14,260 - pyskl - INFO - Epoch [123][3500/3746] lr: 7.821e-03, eta: 23:08:58, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3881, top5_acc: 0.6444, loss_cls: 3.4554, loss: 3.4554 2024-07-20 21:06:36,517 - pyskl - INFO - Epoch [123][3600/3746] lr: 7.806e-03, eta: 23:07:36, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3886, top5_acc: 0.6453, loss_cls: 3.4639, loss: 3.4639 2024-07-20 21:07:58,502 - pyskl - INFO - Epoch [123][3700/3746] lr: 7.791e-03, eta: 23:06:14, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3955, top5_acc: 0.6561, loss_cls: 3.4061, loss: 3.4061 2024-07-20 21:08:37,955 - pyskl - INFO - Saving checkpoint at 123 epochs 2024-07-20 21:10:28,598 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 21:10:29,268 - pyskl - INFO - top1_acc 0.3301 top5_acc 0.5821 2024-07-20 21:10:29,268 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 21:10:29,311 - pyskl - INFO - mean_acc 0.3299 2024-07-20 21:10:29,316 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_122.pth was removed 2024-07-20 21:10:29,566 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. 2024-07-20 21:10:29,566 - pyskl - INFO - Best top1_acc is 0.3301 at 123 epoch. 2024-07-20 21:10:29,583 - pyskl - INFO - Epoch(val) [123][309] top1_acc: 0.3301, top5_acc: 0.5821, mean_class_accuracy: 0.3299 2024-07-20 21:14:13,745 - pyskl - INFO - Epoch [124][100/3746] lr: 7.769e-03, eta: 23:04:36, time: 2.242, data_time: 1.261, memory: 15990, top1_acc: 0.4161, top5_acc: 0.6734, loss_cls: 3.2951, loss: 3.2951 2024-07-20 21:15:36,471 - pyskl - INFO - Epoch [124][200/3746] lr: 7.754e-03, eta: 23:03:14, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4125, top5_acc: 0.6711, loss_cls: 3.3188, loss: 3.3188 2024-07-20 21:17:00,225 - pyskl - INFO - Epoch [124][300/3746] lr: 7.739e-03, eta: 23:01:52, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.4153, top5_acc: 0.6747, loss_cls: 3.3022, loss: 3.3022 2024-07-20 21:18:22,646 - pyskl - INFO - Epoch [124][400/3746] lr: 7.724e-03, eta: 23:00:30, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4008, top5_acc: 0.6595, loss_cls: 3.3757, loss: 3.3757 2024-07-20 21:19:45,304 - pyskl - INFO - Epoch [124][500/3746] lr: 7.709e-03, eta: 22:59:08, time: 0.827, data_time: 0.001, memory: 15990, top1_acc: 0.4109, top5_acc: 0.6634, loss_cls: 3.3640, loss: 3.3640 2024-07-20 21:21:08,238 - pyskl - INFO - Epoch [124][600/3746] lr: 7.694e-03, eta: 22:57:46, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3959, top5_acc: 0.6595, loss_cls: 3.3857, loss: 3.3857 2024-07-20 21:22:30,255 - pyskl - INFO - Epoch [124][700/3746] lr: 7.679e-03, eta: 22:56:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4113, top5_acc: 0.6659, loss_cls: 3.3426, loss: 3.3426 2024-07-20 21:23:52,441 - pyskl - INFO - Epoch [124][800/3746] lr: 7.664e-03, eta: 22:55:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4094, top5_acc: 0.6608, loss_cls: 3.3334, loss: 3.3334 2024-07-20 21:25:14,580 - pyskl - INFO - Epoch [124][900/3746] lr: 7.649e-03, eta: 22:53:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4008, top5_acc: 0.6611, loss_cls: 3.3876, loss: 3.3876 2024-07-20 21:26:36,006 - pyskl - INFO - Epoch [124][1000/3746] lr: 7.635e-03, eta: 22:52:17, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3995, top5_acc: 0.6566, loss_cls: 3.3786, loss: 3.3786 2024-07-20 21:27:57,849 - pyskl - INFO - Epoch [124][1100/3746] lr: 7.620e-03, eta: 22:50:55, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3969, top5_acc: 0.6645, loss_cls: 3.3868, loss: 3.3868 2024-07-20 21:29:19,918 - pyskl - INFO - Epoch [124][1200/3746] lr: 7.605e-03, eta: 22:49:32, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3953, top5_acc: 0.6556, loss_cls: 3.3977, loss: 3.3977 2024-07-20 21:30:41,738 - pyskl - INFO - Epoch [124][1300/3746] lr: 7.590e-03, eta: 22:48:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3923, top5_acc: 0.6673, loss_cls: 3.3506, loss: 3.3506 2024-07-20 21:32:03,887 - pyskl - INFO - Epoch [124][1400/3746] lr: 7.575e-03, eta: 22:46:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3958, top5_acc: 0.6477, loss_cls: 3.4210, loss: 3.4210 2024-07-20 21:33:25,788 - pyskl - INFO - Epoch [124][1500/3746] lr: 7.561e-03, eta: 22:45:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4028, top5_acc: 0.6552, loss_cls: 3.3933, loss: 3.3933 2024-07-20 21:34:47,724 - pyskl - INFO - Epoch [124][1600/3746] lr: 7.546e-03, eta: 22:44:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4005, top5_acc: 0.6631, loss_cls: 3.3545, loss: 3.3545 2024-07-20 21:36:09,396 - pyskl - INFO - Epoch [124][1700/3746] lr: 7.531e-03, eta: 22:42:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3986, top5_acc: 0.6580, loss_cls: 3.3628, loss: 3.3628 2024-07-20 21:37:31,550 - pyskl - INFO - Epoch [124][1800/3746] lr: 7.516e-03, eta: 22:41:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4023, top5_acc: 0.6561, loss_cls: 3.3628, loss: 3.3628 2024-07-20 21:38:53,278 - pyskl - INFO - Epoch [124][1900/3746] lr: 7.502e-03, eta: 22:39:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3962, top5_acc: 0.6503, loss_cls: 3.4196, loss: 3.4196 2024-07-20 21:40:15,133 - pyskl - INFO - Epoch [124][2000/3746] lr: 7.487e-03, eta: 22:38:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4120, top5_acc: 0.6663, loss_cls: 3.3302, loss: 3.3302 2024-07-20 21:41:37,104 - pyskl - INFO - Epoch [124][2100/3746] lr: 7.472e-03, eta: 22:37:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4039, top5_acc: 0.6570, loss_cls: 3.3794, loss: 3.3794 2024-07-20 21:42:59,643 - pyskl - INFO - Epoch [124][2200/3746] lr: 7.457e-03, eta: 22:35:50, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3977, top5_acc: 0.6484, loss_cls: 3.4077, loss: 3.4077 2024-07-20 21:44:21,590 - pyskl - INFO - Epoch [124][2300/3746] lr: 7.443e-03, eta: 22:34:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3937, top5_acc: 0.6528, loss_cls: 3.4229, loss: 3.4229 2024-07-20 21:45:43,644 - pyskl - INFO - Epoch [124][2400/3746] lr: 7.428e-03, eta: 22:33:05, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4019, top5_acc: 0.6606, loss_cls: 3.3832, loss: 3.3832 2024-07-20 21:47:05,305 - pyskl - INFO - Epoch [124][2500/3746] lr: 7.413e-03, eta: 22:31:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4039, top5_acc: 0.6587, loss_cls: 3.3802, loss: 3.3802 2024-07-20 21:48:26,611 - pyskl - INFO - Epoch [124][2600/3746] lr: 7.399e-03, eta: 22:30:20, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3845, top5_acc: 0.6388, loss_cls: 3.4842, loss: 3.4842 2024-07-20 21:49:48,496 - pyskl - INFO - Epoch [124][2700/3746] lr: 7.384e-03, eta: 22:28:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3991, top5_acc: 0.6614, loss_cls: 3.3892, loss: 3.3892 2024-07-20 21:51:10,234 - pyskl - INFO - Epoch [124][2800/3746] lr: 7.370e-03, eta: 22:27:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3939, top5_acc: 0.6572, loss_cls: 3.3865, loss: 3.3865 2024-07-20 21:52:32,295 - pyskl - INFO - Epoch [124][2900/3746] lr: 7.355e-03, eta: 22:26:13, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3975, top5_acc: 0.6586, loss_cls: 3.4265, loss: 3.4265 2024-07-20 21:53:54,086 - pyskl - INFO - Epoch [124][3000/3746] lr: 7.340e-03, eta: 22:24:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3903, top5_acc: 0.6512, loss_cls: 3.4132, loss: 3.4132 2024-07-20 21:55:15,993 - pyskl - INFO - Epoch [124][3100/3746] lr: 7.326e-03, eta: 22:23:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3975, top5_acc: 0.6488, loss_cls: 3.4072, loss: 3.4072 2024-07-20 21:56:38,331 - pyskl - INFO - Epoch [124][3200/3746] lr: 7.311e-03, eta: 22:22:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3902, top5_acc: 0.6500, loss_cls: 3.4588, loss: 3.4588 2024-07-20 21:58:00,070 - pyskl - INFO - Epoch [124][3300/3746] lr: 7.297e-03, eta: 22:20:44, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3944, top5_acc: 0.6473, loss_cls: 3.4220, loss: 3.4220 2024-07-20 21:59:22,120 - pyskl - INFO - Epoch [124][3400/3746] lr: 7.282e-03, eta: 22:19:22, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3925, top5_acc: 0.6541, loss_cls: 3.4077, loss: 3.4077 2024-07-20 22:00:43,993 - pyskl - INFO - Epoch [124][3500/3746] lr: 7.268e-03, eta: 22:18:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3927, top5_acc: 0.6581, loss_cls: 3.3979, loss: 3.3979 2024-07-20 22:02:05,949 - pyskl - INFO - Epoch [124][3600/3746] lr: 7.253e-03, eta: 22:16:37, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6436, loss_cls: 3.4383, loss: 3.4383 2024-07-20 22:03:28,061 - pyskl - INFO - Epoch [124][3700/3746] lr: 7.239e-03, eta: 22:15:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4042, top5_acc: 0.6577, loss_cls: 3.3766, loss: 3.3766 2024-07-20 22:04:08,131 - pyskl - INFO - Saving checkpoint at 124 epochs 2024-07-20 22:05:59,380 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 22:06:00,066 - pyskl - INFO - top1_acc 0.3349 top5_acc 0.5823 2024-07-20 22:06:00,066 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 22:06:00,109 - pyskl - INFO - mean_acc 0.3346 2024-07-20 22:06:00,113 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_123.pth was removed 2024-07-20 22:06:00,368 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2024-07-20 22:06:00,368 - pyskl - INFO - Best top1_acc is 0.3349 at 124 epoch. 2024-07-20 22:06:00,382 - pyskl - INFO - Epoch(val) [124][309] top1_acc: 0.3349, top5_acc: 0.5823, mean_class_accuracy: 0.3346 2024-07-20 22:09:46,861 - pyskl - INFO - Epoch [125][100/3746] lr: 7.217e-03, eta: 22:13:38, time: 2.265, data_time: 1.276, memory: 15990, top1_acc: 0.4142, top5_acc: 0.6711, loss_cls: 3.3022, loss: 3.3022 2024-07-20 22:11:09,462 - pyskl - INFO - Epoch [125][200/3746] lr: 7.203e-03, eta: 22:12:15, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4105, top5_acc: 0.6636, loss_cls: 3.3400, loss: 3.3400 2024-07-20 22:12:31,454 - pyskl - INFO - Epoch [125][300/3746] lr: 7.189e-03, eta: 22:10:53, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4098, top5_acc: 0.6713, loss_cls: 3.3154, loss: 3.3154 2024-07-20 22:13:54,597 - pyskl - INFO - Epoch [125][400/3746] lr: 7.174e-03, eta: 22:09:31, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4025, top5_acc: 0.6658, loss_cls: 3.3374, loss: 3.3374 2024-07-20 22:15:16,762 - pyskl - INFO - Epoch [125][500/3746] lr: 7.160e-03, eta: 22:08:09, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4177, top5_acc: 0.6692, loss_cls: 3.3002, loss: 3.3002 2024-07-20 22:16:39,192 - pyskl - INFO - Epoch [125][600/3746] lr: 7.145e-03, eta: 22:06:47, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4122, top5_acc: 0.6670, loss_cls: 3.3031, loss: 3.3031 2024-07-20 22:18:01,680 - pyskl - INFO - Epoch [125][700/3746] lr: 7.131e-03, eta: 22:05:24, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4088, top5_acc: 0.6645, loss_cls: 3.3259, loss: 3.3259 2024-07-20 22:19:23,685 - pyskl - INFO - Epoch [125][800/3746] lr: 7.117e-03, eta: 22:04:02, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4030, top5_acc: 0.6617, loss_cls: 3.3492, loss: 3.3492 2024-07-20 22:20:45,616 - pyskl - INFO - Epoch [125][900/3746] lr: 7.102e-03, eta: 22:02:40, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4095, top5_acc: 0.6694, loss_cls: 3.3033, loss: 3.3033 2024-07-20 22:22:07,354 - pyskl - INFO - Epoch [125][1000/3746] lr: 7.088e-03, eta: 22:01:17, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4184, top5_acc: 0.6753, loss_cls: 3.2663, loss: 3.2663 2024-07-20 22:23:29,374 - pyskl - INFO - Epoch [125][1100/3746] lr: 7.073e-03, eta: 21:59:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4030, top5_acc: 0.6592, loss_cls: 3.3738, loss: 3.3738 2024-07-20 22:24:51,584 - pyskl - INFO - Epoch [125][1200/3746] lr: 7.059e-03, eta: 21:58:33, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3944, top5_acc: 0.6475, loss_cls: 3.4278, loss: 3.4278 2024-07-20 22:26:13,688 - pyskl - INFO - Epoch [125][1300/3746] lr: 7.045e-03, eta: 21:57:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3984, top5_acc: 0.6547, loss_cls: 3.3859, loss: 3.3859 2024-07-20 22:27:36,054 - pyskl - INFO - Epoch [125][1400/3746] lr: 7.031e-03, eta: 21:55:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4055, top5_acc: 0.6489, loss_cls: 3.4012, loss: 3.4012 2024-07-20 22:28:57,911 - pyskl - INFO - Epoch [125][1500/3746] lr: 7.016e-03, eta: 21:54:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4033, top5_acc: 0.6639, loss_cls: 3.3633, loss: 3.3633 2024-07-20 22:30:19,923 - pyskl - INFO - Epoch [125][1600/3746] lr: 7.002e-03, eta: 21:53:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3998, top5_acc: 0.6650, loss_cls: 3.3892, loss: 3.3892 2024-07-20 22:31:41,804 - pyskl - INFO - Epoch [125][1700/3746] lr: 6.988e-03, eta: 21:51:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4037, top5_acc: 0.6627, loss_cls: 3.3703, loss: 3.3703 2024-07-20 22:33:03,865 - pyskl - INFO - Epoch [125][1800/3746] lr: 6.973e-03, eta: 21:50:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3959, top5_acc: 0.6519, loss_cls: 3.4088, loss: 3.4088 2024-07-20 22:34:26,069 - pyskl - INFO - Epoch [125][1900/3746] lr: 6.959e-03, eta: 21:48:57, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4072, top5_acc: 0.6577, loss_cls: 3.3957, loss: 3.3957 2024-07-20 22:35:48,177 - pyskl - INFO - Epoch [125][2000/3746] lr: 6.945e-03, eta: 21:47:35, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3877, top5_acc: 0.6661, loss_cls: 3.3764, loss: 3.3764 2024-07-20 22:37:10,027 - pyskl - INFO - Epoch [125][2100/3746] lr: 6.931e-03, eta: 21:46:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4109, top5_acc: 0.6603, loss_cls: 3.3457, loss: 3.3457 2024-07-20 22:38:32,690 - pyskl - INFO - Epoch [125][2200/3746] lr: 6.917e-03, eta: 21:44:50, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4030, top5_acc: 0.6602, loss_cls: 3.3518, loss: 3.3518 2024-07-20 22:39:55,367 - pyskl - INFO - Epoch [125][2300/3746] lr: 6.902e-03, eta: 21:43:28, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4006, top5_acc: 0.6673, loss_cls: 3.3639, loss: 3.3639 2024-07-20 22:41:17,845 - pyskl - INFO - Epoch [125][2400/3746] lr: 6.888e-03, eta: 21:42:06, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4041, top5_acc: 0.6666, loss_cls: 3.3439, loss: 3.3439 2024-07-20 22:42:39,983 - pyskl - INFO - Epoch [125][2500/3746] lr: 6.874e-03, eta: 21:40:44, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4139, top5_acc: 0.6667, loss_cls: 3.3492, loss: 3.3492 2024-07-20 22:44:01,661 - pyskl - INFO - Epoch [125][2600/3746] lr: 6.860e-03, eta: 21:39:21, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3975, top5_acc: 0.6491, loss_cls: 3.4236, loss: 3.4236 2024-07-20 22:45:23,771 - pyskl - INFO - Epoch [125][2700/3746] lr: 6.846e-03, eta: 21:37:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4062, top5_acc: 0.6587, loss_cls: 3.3539, loss: 3.3539 2024-07-20 22:46:46,079 - pyskl - INFO - Epoch [125][2800/3746] lr: 6.832e-03, eta: 21:36:37, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4055, top5_acc: 0.6539, loss_cls: 3.3596, loss: 3.3596 2024-07-20 22:48:07,701 - pyskl - INFO - Epoch [125][2900/3746] lr: 6.818e-03, eta: 21:35:14, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4044, top5_acc: 0.6578, loss_cls: 3.3875, loss: 3.3875 2024-07-20 22:49:29,767 - pyskl - INFO - Epoch [125][3000/3746] lr: 6.804e-03, eta: 21:33:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4037, top5_acc: 0.6573, loss_cls: 3.3645, loss: 3.3645 2024-07-20 22:50:51,519 - pyskl - INFO - Epoch [125][3100/3746] lr: 6.789e-03, eta: 21:32:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4055, top5_acc: 0.6613, loss_cls: 3.3432, loss: 3.3432 2024-07-20 22:52:13,414 - pyskl - INFO - Epoch [125][3200/3746] lr: 6.775e-03, eta: 21:31:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4094, top5_acc: 0.6748, loss_cls: 3.2914, loss: 3.2914 2024-07-20 22:53:35,524 - pyskl - INFO - Epoch [125][3300/3746] lr: 6.761e-03, eta: 21:29:45, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4077, top5_acc: 0.6641, loss_cls: 3.3509, loss: 3.3509 2024-07-20 22:54:57,531 - pyskl - INFO - Epoch [125][3400/3746] lr: 6.747e-03, eta: 21:28:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4094, top5_acc: 0.6614, loss_cls: 3.3285, loss: 3.3285 2024-07-20 22:56:19,033 - pyskl - INFO - Epoch [125][3500/3746] lr: 6.733e-03, eta: 21:27:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4000, top5_acc: 0.6572, loss_cls: 3.4060, loss: 3.4060 2024-07-20 22:57:40,679 - pyskl - INFO - Epoch [125][3600/3746] lr: 6.719e-03, eta: 21:25:38, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4022, top5_acc: 0.6577, loss_cls: 3.3784, loss: 3.3784 2024-07-20 22:59:02,170 - pyskl - INFO - Epoch [125][3700/3746] lr: 6.705e-03, eta: 21:24:16, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4045, top5_acc: 0.6561, loss_cls: 3.3836, loss: 3.3836 2024-07-20 22:59:41,723 - pyskl - INFO - Saving checkpoint at 125 epochs 2024-07-20 23:01:33,078 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 23:01:33,746 - pyskl - INFO - top1_acc 0.3326 top5_acc 0.5877 2024-07-20 23:01:33,746 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 23:01:33,789 - pyskl - INFO - mean_acc 0.3324 2024-07-20 23:01:33,802 - pyskl - INFO - Epoch(val) [125][309] top1_acc: 0.3326, top5_acc: 0.5877, mean_class_accuracy: 0.3324 2024-07-20 23:05:25,182 - pyskl - INFO - Epoch [126][100/3746] lr: 6.685e-03, eta: 21:22:38, time: 2.314, data_time: 1.329, memory: 15990, top1_acc: 0.4300, top5_acc: 0.6894, loss_cls: 3.2374, loss: 3.2374 2024-07-20 23:06:48,573 - pyskl - INFO - Epoch [126][200/3746] lr: 6.671e-03, eta: 21:21:16, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.4272, top5_acc: 0.6833, loss_cls: 3.2462, loss: 3.2462 2024-07-20 23:08:10,890 - pyskl - INFO - Epoch [126][300/3746] lr: 6.657e-03, eta: 21:19:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4200, top5_acc: 0.6828, loss_cls: 3.2659, loss: 3.2659 2024-07-20 23:09:34,066 - pyskl - INFO - Epoch [126][400/3746] lr: 6.643e-03, eta: 21:18:31, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4055, top5_acc: 0.6628, loss_cls: 3.3665, loss: 3.3665 2024-07-20 23:10:56,950 - pyskl - INFO - Epoch [126][500/3746] lr: 6.629e-03, eta: 21:17:09, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4263, top5_acc: 0.6742, loss_cls: 3.2549, loss: 3.2549 2024-07-20 23:12:19,197 - pyskl - INFO - Epoch [126][600/3746] lr: 6.615e-03, eta: 21:15:47, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4145, top5_acc: 0.6758, loss_cls: 3.2773, loss: 3.2773 2024-07-20 23:13:41,826 - pyskl - INFO - Epoch [126][700/3746] lr: 6.601e-03, eta: 21:14:25, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4145, top5_acc: 0.6745, loss_cls: 3.2470, loss: 3.2470 2024-07-20 23:15:03,967 - pyskl - INFO - Epoch [126][800/3746] lr: 6.587e-03, eta: 21:13:03, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4206, top5_acc: 0.6772, loss_cls: 3.2618, loss: 3.2618 2024-07-20 23:16:26,470 - pyskl - INFO - Epoch [126][900/3746] lr: 6.574e-03, eta: 21:11:40, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4105, top5_acc: 0.6641, loss_cls: 3.3352, loss: 3.3352 2024-07-20 23:17:48,387 - pyskl - INFO - Epoch [126][1000/3746] lr: 6.560e-03, eta: 21:10:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4131, top5_acc: 0.6706, loss_cls: 3.2982, loss: 3.2982 2024-07-20 23:19:10,691 - pyskl - INFO - Epoch [126][1100/3746] lr: 6.546e-03, eta: 21:08:56, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4173, top5_acc: 0.6763, loss_cls: 3.3083, loss: 3.3083 2024-07-20 23:20:32,298 - pyskl - INFO - Epoch [126][1200/3746] lr: 6.532e-03, eta: 21:07:33, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4077, top5_acc: 0.6747, loss_cls: 3.3126, loss: 3.3126 2024-07-20 23:21:54,078 - pyskl - INFO - Epoch [126][1300/3746] lr: 6.518e-03, eta: 21:06:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4225, top5_acc: 0.6781, loss_cls: 3.2452, loss: 3.2452 2024-07-20 23:23:15,982 - pyskl - INFO - Epoch [126][1400/3746] lr: 6.505e-03, eta: 21:04:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4025, top5_acc: 0.6700, loss_cls: 3.3324, loss: 3.3324 2024-07-20 23:24:38,480 - pyskl - INFO - Epoch [126][1500/3746] lr: 6.491e-03, eta: 21:03:26, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4064, top5_acc: 0.6603, loss_cls: 3.3560, loss: 3.3560 2024-07-20 23:26:00,510 - pyskl - INFO - Epoch [126][1600/3746] lr: 6.477e-03, eta: 21:02:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4120, top5_acc: 0.6692, loss_cls: 3.3195, loss: 3.3195 2024-07-20 23:27:23,085 - pyskl - INFO - Epoch [126][1700/3746] lr: 6.463e-03, eta: 21:00:42, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4056, top5_acc: 0.6644, loss_cls: 3.3532, loss: 3.3532 2024-07-20 23:28:44,924 - pyskl - INFO - Epoch [126][1800/3746] lr: 6.449e-03, eta: 20:59:20, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4088, top5_acc: 0.6633, loss_cls: 3.3516, loss: 3.3516 2024-07-20 23:30:06,787 - pyskl - INFO - Epoch [126][1900/3746] lr: 6.436e-03, eta: 20:57:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4194, top5_acc: 0.6730, loss_cls: 3.2602, loss: 3.2602 2024-07-20 23:31:28,828 - pyskl - INFO - Epoch [126][2000/3746] lr: 6.422e-03, eta: 20:56:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4259, top5_acc: 0.6694, loss_cls: 3.3031, loss: 3.3031 2024-07-20 23:32:51,084 - pyskl - INFO - Epoch [126][2100/3746] lr: 6.408e-03, eta: 20:55:13, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4116, top5_acc: 0.6559, loss_cls: 3.3628, loss: 3.3628 2024-07-20 23:34:13,736 - pyskl - INFO - Epoch [126][2200/3746] lr: 6.395e-03, eta: 20:53:51, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4055, top5_acc: 0.6619, loss_cls: 3.3186, loss: 3.3186 2024-07-20 23:35:36,437 - pyskl - INFO - Epoch [126][2300/3746] lr: 6.381e-03, eta: 20:52:28, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4070, top5_acc: 0.6609, loss_cls: 3.3434, loss: 3.3434 2024-07-20 23:36:58,773 - pyskl - INFO - Epoch [126][2400/3746] lr: 6.367e-03, eta: 20:51:06, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4027, top5_acc: 0.6641, loss_cls: 3.3407, loss: 3.3407 2024-07-20 23:38:20,159 - pyskl - INFO - Epoch [126][2500/3746] lr: 6.354e-03, eta: 20:49:44, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4045, top5_acc: 0.6617, loss_cls: 3.3617, loss: 3.3617 2024-07-20 23:39:42,044 - pyskl - INFO - Epoch [126][2600/3746] lr: 6.340e-03, eta: 20:48:21, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4163, top5_acc: 0.6656, loss_cls: 3.3389, loss: 3.3389 2024-07-20 23:41:03,432 - pyskl - INFO - Epoch [126][2700/3746] lr: 6.326e-03, eta: 20:46:59, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4012, top5_acc: 0.6586, loss_cls: 3.3673, loss: 3.3673 2024-07-20 23:42:25,328 - pyskl - INFO - Epoch [126][2800/3746] lr: 6.313e-03, eta: 20:45:37, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4037, top5_acc: 0.6591, loss_cls: 3.3507, loss: 3.3507 2024-07-20 23:43:47,288 - pyskl - INFO - Epoch [126][2900/3746] lr: 6.299e-03, eta: 20:44:14, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4011, top5_acc: 0.6628, loss_cls: 3.3607, loss: 3.3607 2024-07-20 23:45:09,233 - pyskl - INFO - Epoch [126][3000/3746] lr: 6.286e-03, eta: 20:42:52, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4028, top5_acc: 0.6650, loss_cls: 3.3491, loss: 3.3491 2024-07-20 23:46:31,400 - pyskl - INFO - Epoch [126][3100/3746] lr: 6.272e-03, eta: 20:41:30, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3969, top5_acc: 0.6650, loss_cls: 3.3381, loss: 3.3381 2024-07-20 23:47:53,437 - pyskl - INFO - Epoch [126][3200/3746] lr: 6.259e-03, eta: 20:40:07, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4067, top5_acc: 0.6617, loss_cls: 3.3629, loss: 3.3629 2024-07-20 23:49:16,083 - pyskl - INFO - Epoch [126][3300/3746] lr: 6.245e-03, eta: 20:38:45, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3919, top5_acc: 0.6527, loss_cls: 3.4084, loss: 3.4084 2024-07-20 23:50:37,929 - pyskl - INFO - Epoch [126][3400/3746] lr: 6.231e-03, eta: 20:37:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4005, top5_acc: 0.6606, loss_cls: 3.3776, loss: 3.3776 2024-07-20 23:52:00,003 - pyskl - INFO - Epoch [126][3500/3746] lr: 6.218e-03, eta: 20:36:00, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4188, top5_acc: 0.6689, loss_cls: 3.3011, loss: 3.3011 2024-07-20 23:53:21,949 - pyskl - INFO - Epoch [126][3600/3746] lr: 6.204e-03, eta: 20:34:38, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4102, top5_acc: 0.6648, loss_cls: 3.3423, loss: 3.3423 2024-07-20 23:54:43,674 - pyskl - INFO - Epoch [126][3700/3746] lr: 6.191e-03, eta: 20:33:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4144, top5_acc: 0.6609, loss_cls: 3.3377, loss: 3.3377 2024-07-20 23:55:23,602 - pyskl - INFO - Saving checkpoint at 126 epochs 2024-07-20 23:57:13,890 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-20 23:57:14,556 - pyskl - INFO - top1_acc 0.3353 top5_acc 0.5818 2024-07-20 23:57:14,556 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-20 23:57:14,599 - pyskl - INFO - mean_acc 0.3350 2024-07-20 23:57:14,603 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_124.pth was removed 2024-07-20 23:57:14,870 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. 2024-07-20 23:57:14,871 - pyskl - INFO - Best top1_acc is 0.3353 at 126 epoch. 2024-07-20 23:57:14,885 - pyskl - INFO - Epoch(val) [126][309] top1_acc: 0.3353, top5_acc: 0.5818, mean_class_accuracy: 0.3350 2024-07-21 00:01:06,588 - pyskl - INFO - Epoch [127][100/3746] lr: 6.171e-03, eta: 20:31:37, time: 2.317, data_time: 1.327, memory: 15990, top1_acc: 0.4048, top5_acc: 0.6747, loss_cls: 3.2770, loss: 3.2770 2024-07-21 00:02:29,514 - pyskl - INFO - Epoch [127][200/3746] lr: 6.158e-03, eta: 20:30:15, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4291, top5_acc: 0.6823, loss_cls: 3.2222, loss: 3.2222 2024-07-21 00:03:52,107 - pyskl - INFO - Epoch [127][300/3746] lr: 6.144e-03, eta: 20:28:52, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4250, top5_acc: 0.6869, loss_cls: 3.2212, loss: 3.2212 2024-07-21 00:05:15,117 - pyskl - INFO - Epoch [127][400/3746] lr: 6.131e-03, eta: 20:27:30, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4234, top5_acc: 0.6719, loss_cls: 3.2760, loss: 3.2760 2024-07-21 00:06:38,307 - pyskl - INFO - Epoch [127][500/3746] lr: 6.118e-03, eta: 20:26:08, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4134, top5_acc: 0.6770, loss_cls: 3.2537, loss: 3.2537 2024-07-21 00:08:00,516 - pyskl - INFO - Epoch [127][600/3746] lr: 6.104e-03, eta: 20:24:46, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4169, top5_acc: 0.6809, loss_cls: 3.2726, loss: 3.2726 2024-07-21 00:09:22,987 - pyskl - INFO - Epoch [127][700/3746] lr: 6.091e-03, eta: 20:23:24, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4233, top5_acc: 0.6861, loss_cls: 3.2216, loss: 3.2216 2024-07-21 00:10:45,136 - pyskl - INFO - Epoch [127][800/3746] lr: 6.077e-03, eta: 20:22:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4134, top5_acc: 0.6661, loss_cls: 3.2964, loss: 3.2964 2024-07-21 00:12:07,357 - pyskl - INFO - Epoch [127][900/3746] lr: 6.064e-03, eta: 20:20:39, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4194, top5_acc: 0.6773, loss_cls: 3.2753, loss: 3.2753 2024-07-21 00:13:29,340 - pyskl - INFO - Epoch [127][1000/3746] lr: 6.051e-03, eta: 20:19:17, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4217, top5_acc: 0.6802, loss_cls: 3.2651, loss: 3.2651 2024-07-21 00:14:51,361 - pyskl - INFO - Epoch [127][1100/3746] lr: 6.037e-03, eta: 20:17:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4216, top5_acc: 0.6792, loss_cls: 3.2652, loss: 3.2652 2024-07-21 00:16:13,095 - pyskl - INFO - Epoch [127][1200/3746] lr: 6.024e-03, eta: 20:16:32, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4117, top5_acc: 0.6728, loss_cls: 3.2749, loss: 3.2749 2024-07-21 00:17:35,240 - pyskl - INFO - Epoch [127][1300/3746] lr: 6.011e-03, eta: 20:15:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4116, top5_acc: 0.6691, loss_cls: 3.3203, loss: 3.3203 2024-07-21 00:18:56,979 - pyskl - INFO - Epoch [127][1400/3746] lr: 5.998e-03, eta: 20:13:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4139, top5_acc: 0.6711, loss_cls: 3.2848, loss: 3.2848 2024-07-21 00:20:18,884 - pyskl - INFO - Epoch [127][1500/3746] lr: 5.984e-03, eta: 20:12:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4136, top5_acc: 0.6656, loss_cls: 3.3302, loss: 3.3302 2024-07-21 00:21:41,048 - pyskl - INFO - Epoch [127][1600/3746] lr: 5.971e-03, eta: 20:11:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4161, top5_acc: 0.6794, loss_cls: 3.2823, loss: 3.2823 2024-07-21 00:23:03,488 - pyskl - INFO - Epoch [127][1700/3746] lr: 5.958e-03, eta: 20:09:40, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3952, top5_acc: 0.6556, loss_cls: 3.3785, loss: 3.3785 2024-07-21 00:24:25,726 - pyskl - INFO - Epoch [127][1800/3746] lr: 5.945e-03, eta: 20:08:18, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4273, top5_acc: 0.6772, loss_cls: 3.2535, loss: 3.2535 2024-07-21 00:25:48,187 - pyskl - INFO - Epoch [127][1900/3746] lr: 5.931e-03, eta: 20:06:56, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4261, top5_acc: 0.6781, loss_cls: 3.2465, loss: 3.2465 2024-07-21 00:27:10,187 - pyskl - INFO - Epoch [127][2000/3746] lr: 5.918e-03, eta: 20:05:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4150, top5_acc: 0.6614, loss_cls: 3.3302, loss: 3.3302 2024-07-21 00:28:32,303 - pyskl - INFO - Epoch [127][2100/3746] lr: 5.905e-03, eta: 20:04:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4172, top5_acc: 0.6727, loss_cls: 3.2796, loss: 3.2796 2024-07-21 00:29:54,591 - pyskl - INFO - Epoch [127][2200/3746] lr: 5.892e-03, eta: 20:02:49, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4139, top5_acc: 0.6711, loss_cls: 3.3244, loss: 3.3244 2024-07-21 00:31:16,671 - pyskl - INFO - Epoch [127][2300/3746] lr: 5.879e-03, eta: 20:01:27, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4142, top5_acc: 0.6658, loss_cls: 3.2958, loss: 3.2958 2024-07-21 00:32:38,942 - pyskl - INFO - Epoch [127][2400/3746] lr: 5.866e-03, eta: 20:00:04, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4097, top5_acc: 0.6698, loss_cls: 3.2803, loss: 3.2803 2024-07-21 00:34:01,099 - pyskl - INFO - Epoch [127][2500/3746] lr: 5.852e-03, eta: 19:58:42, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4130, top5_acc: 0.6744, loss_cls: 3.2911, loss: 3.2911 2024-07-21 00:35:23,156 - pyskl - INFO - Epoch [127][2600/3746] lr: 5.839e-03, eta: 19:57:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4161, top5_acc: 0.6594, loss_cls: 3.3515, loss: 3.3515 2024-07-21 00:36:45,246 - pyskl - INFO - Epoch [127][2700/3746] lr: 5.826e-03, eta: 19:55:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4111, top5_acc: 0.6752, loss_cls: 3.3060, loss: 3.3060 2024-07-21 00:38:07,099 - pyskl - INFO - Epoch [127][2800/3746] lr: 5.813e-03, eta: 19:54:35, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4091, top5_acc: 0.6628, loss_cls: 3.3286, loss: 3.3286 2024-07-21 00:39:29,329 - pyskl - INFO - Epoch [127][2900/3746] lr: 5.800e-03, eta: 19:53:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4128, top5_acc: 0.6686, loss_cls: 3.3412, loss: 3.3412 2024-07-21 00:40:51,335 - pyskl - INFO - Epoch [127][3000/3746] lr: 5.787e-03, eta: 19:51:50, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4217, top5_acc: 0.6755, loss_cls: 3.2891, loss: 3.2891 2024-07-21 00:42:12,873 - pyskl - INFO - Epoch [127][3100/3746] lr: 5.774e-03, eta: 19:50:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4267, top5_acc: 0.6803, loss_cls: 3.2620, loss: 3.2620 2024-07-21 00:43:35,325 - pyskl - INFO - Epoch [127][3200/3746] lr: 5.761e-03, eta: 19:49:06, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4172, top5_acc: 0.6737, loss_cls: 3.3057, loss: 3.3057 2024-07-21 00:44:57,179 - pyskl - INFO - Epoch [127][3300/3746] lr: 5.748e-03, eta: 19:47:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4131, top5_acc: 0.6583, loss_cls: 3.3411, loss: 3.3411 2024-07-21 00:46:18,908 - pyskl - INFO - Epoch [127][3400/3746] lr: 5.735e-03, eta: 19:46:21, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4045, top5_acc: 0.6663, loss_cls: 3.3216, loss: 3.3216 2024-07-21 00:47:40,522 - pyskl - INFO - Epoch [127][3500/3746] lr: 5.722e-03, eta: 19:44:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4108, top5_acc: 0.6619, loss_cls: 3.3477, loss: 3.3477 2024-07-21 00:49:01,980 - pyskl - INFO - Epoch [127][3600/3746] lr: 5.709e-03, eta: 19:43:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4141, top5_acc: 0.6719, loss_cls: 3.3017, loss: 3.3017 2024-07-21 00:50:23,860 - pyskl - INFO - Epoch [127][3700/3746] lr: 5.696e-03, eta: 19:42:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4111, top5_acc: 0.6663, loss_cls: 3.3206, loss: 3.3206 2024-07-21 00:51:03,431 - pyskl - INFO - Saving checkpoint at 127 epochs 2024-07-21 00:52:54,767 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 00:52:55,438 - pyskl - INFO - top1_acc 0.3418 top5_acc 0.5945 2024-07-21 00:52:55,438 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 00:52:55,480 - pyskl - INFO - mean_acc 0.3416 2024-07-21 00:52:55,485 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_126.pth was removed 2024-07-21 00:52:55,755 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2024-07-21 00:52:55,756 - pyskl - INFO - Best top1_acc is 0.3418 at 127 epoch. 2024-07-21 00:52:55,769 - pyskl - INFO - Epoch(val) [127][309] top1_acc: 0.3418, top5_acc: 0.5945, mean_class_accuracy: 0.3416 2024-07-21 00:56:44,510 - pyskl - INFO - Epoch [128][100/3746] lr: 5.677e-03, eta: 19:40:33, time: 2.287, data_time: 1.296, memory: 15990, top1_acc: 0.4378, top5_acc: 0.6970, loss_cls: 3.1813, loss: 3.1813 2024-07-21 00:58:06,723 - pyskl - INFO - Epoch [128][200/3746] lr: 5.664e-03, eta: 19:39:11, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4253, top5_acc: 0.6820, loss_cls: 3.2592, loss: 3.2592 2024-07-21 00:59:29,417 - pyskl - INFO - Epoch [128][300/3746] lr: 5.651e-03, eta: 19:37:49, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4348, top5_acc: 0.6866, loss_cls: 3.2137, loss: 3.2137 2024-07-21 01:00:52,279 - pyskl - INFO - Epoch [128][400/3746] lr: 5.638e-03, eta: 19:36:26, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4294, top5_acc: 0.6839, loss_cls: 3.1932, loss: 3.1932 2024-07-21 01:02:14,993 - pyskl - INFO - Epoch [128][500/3746] lr: 5.625e-03, eta: 19:35:04, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4189, top5_acc: 0.6781, loss_cls: 3.2349, loss: 3.2349 2024-07-21 01:03:37,100 - pyskl - INFO - Epoch [128][600/3746] lr: 5.612e-03, eta: 19:33:42, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4211, top5_acc: 0.6825, loss_cls: 3.2294, loss: 3.2294 2024-07-21 01:04:59,824 - pyskl - INFO - Epoch [128][700/3746] lr: 5.600e-03, eta: 19:32:20, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4180, top5_acc: 0.6745, loss_cls: 3.2625, loss: 3.2625 2024-07-21 01:06:22,364 - pyskl - INFO - Epoch [128][800/3746] lr: 5.587e-03, eta: 19:30:57, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4181, top5_acc: 0.6897, loss_cls: 3.2088, loss: 3.2088 2024-07-21 01:07:44,209 - pyskl - INFO - Epoch [128][900/3746] lr: 5.574e-03, eta: 19:29:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4256, top5_acc: 0.6767, loss_cls: 3.2488, loss: 3.2488 2024-07-21 01:09:06,316 - pyskl - INFO - Epoch [128][1000/3746] lr: 5.561e-03, eta: 19:28:13, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4127, top5_acc: 0.6692, loss_cls: 3.3072, loss: 3.3072 2024-07-21 01:10:28,013 - pyskl - INFO - Epoch [128][1100/3746] lr: 5.548e-03, eta: 19:26:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4223, top5_acc: 0.6798, loss_cls: 3.2469, loss: 3.2469 2024-07-21 01:11:50,194 - pyskl - INFO - Epoch [128][1200/3746] lr: 5.536e-03, eta: 19:25:28, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4239, top5_acc: 0.6713, loss_cls: 3.2556, loss: 3.2556 2024-07-21 01:13:12,492 - pyskl - INFO - Epoch [128][1300/3746] lr: 5.523e-03, eta: 19:24:05, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4227, top5_acc: 0.6703, loss_cls: 3.2554, loss: 3.2554 2024-07-21 01:14:34,383 - pyskl - INFO - Epoch [128][1400/3746] lr: 5.510e-03, eta: 19:22:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4094, top5_acc: 0.6777, loss_cls: 3.2760, loss: 3.2760 2024-07-21 01:15:56,203 - pyskl - INFO - Epoch [128][1500/3746] lr: 5.497e-03, eta: 19:21:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4269, top5_acc: 0.6816, loss_cls: 3.2440, loss: 3.2440 2024-07-21 01:17:18,171 - pyskl - INFO - Epoch [128][1600/3746] lr: 5.485e-03, eta: 19:19:58, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4284, top5_acc: 0.6811, loss_cls: 3.2122, loss: 3.2122 2024-07-21 01:18:40,333 - pyskl - INFO - Epoch [128][1700/3746] lr: 5.472e-03, eta: 19:18:36, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4191, top5_acc: 0.6758, loss_cls: 3.2593, loss: 3.2593 2024-07-21 01:20:02,443 - pyskl - INFO - Epoch [128][1800/3746] lr: 5.459e-03, eta: 19:17:14, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4189, top5_acc: 0.6808, loss_cls: 3.2592, loss: 3.2592 2024-07-21 01:21:24,801 - pyskl - INFO - Epoch [128][1900/3746] lr: 5.446e-03, eta: 19:15:51, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4156, top5_acc: 0.6763, loss_cls: 3.2828, loss: 3.2828 2024-07-21 01:22:46,792 - pyskl - INFO - Epoch [128][2000/3746] lr: 5.434e-03, eta: 19:14:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4292, top5_acc: 0.6836, loss_cls: 3.2279, loss: 3.2279 2024-07-21 01:24:08,435 - pyskl - INFO - Epoch [128][2100/3746] lr: 5.421e-03, eta: 19:13:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4211, top5_acc: 0.6798, loss_cls: 3.2471, loss: 3.2471 2024-07-21 01:25:31,514 - pyskl - INFO - Epoch [128][2200/3746] lr: 5.408e-03, eta: 19:11:44, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4236, top5_acc: 0.6741, loss_cls: 3.2797, loss: 3.2797 2024-07-21 01:26:53,969 - pyskl - INFO - Epoch [128][2300/3746] lr: 5.396e-03, eta: 19:10:22, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4245, top5_acc: 0.6791, loss_cls: 3.2626, loss: 3.2626 2024-07-21 01:28:16,098 - pyskl - INFO - Epoch [128][2400/3746] lr: 5.383e-03, eta: 19:09:00, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4192, top5_acc: 0.6689, loss_cls: 3.2743, loss: 3.2743 2024-07-21 01:29:38,548 - pyskl - INFO - Epoch [128][2500/3746] lr: 5.370e-03, eta: 19:07:37, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4303, top5_acc: 0.6775, loss_cls: 3.2587, loss: 3.2587 2024-07-21 01:31:00,619 - pyskl - INFO - Epoch [128][2600/3746] lr: 5.358e-03, eta: 19:06:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4183, top5_acc: 0.6714, loss_cls: 3.3108, loss: 3.3108 2024-07-21 01:32:22,400 - pyskl - INFO - Epoch [128][2700/3746] lr: 5.345e-03, eta: 19:04:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4159, top5_acc: 0.6687, loss_cls: 3.2977, loss: 3.2977 2024-07-21 01:33:44,287 - pyskl - INFO - Epoch [128][2800/3746] lr: 5.333e-03, eta: 19:03:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4194, top5_acc: 0.6702, loss_cls: 3.2863, loss: 3.2863 2024-07-21 01:35:06,433 - pyskl - INFO - Epoch [128][2900/3746] lr: 5.320e-03, eta: 19:02:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4233, top5_acc: 0.6722, loss_cls: 3.2758, loss: 3.2758 2024-07-21 01:36:28,275 - pyskl - INFO - Epoch [128][3000/3746] lr: 5.308e-03, eta: 19:00:46, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4217, top5_acc: 0.6856, loss_cls: 3.2390, loss: 3.2390 2024-07-21 01:37:50,011 - pyskl - INFO - Epoch [128][3100/3746] lr: 5.295e-03, eta: 18:59:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4150, top5_acc: 0.6681, loss_cls: 3.2885, loss: 3.2885 2024-07-21 01:39:12,012 - pyskl - INFO - Epoch [128][3200/3746] lr: 5.283e-03, eta: 18:58:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4178, top5_acc: 0.6691, loss_cls: 3.2887, loss: 3.2887 2024-07-21 01:40:33,616 - pyskl - INFO - Epoch [128][3300/3746] lr: 5.270e-03, eta: 18:56:38, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4131, top5_acc: 0.6652, loss_cls: 3.2940, loss: 3.2940 2024-07-21 01:41:55,582 - pyskl - INFO - Epoch [128][3400/3746] lr: 5.258e-03, eta: 18:55:16, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4080, top5_acc: 0.6698, loss_cls: 3.3016, loss: 3.3016 2024-07-21 01:43:17,615 - pyskl - INFO - Epoch [128][3500/3746] lr: 5.245e-03, eta: 18:53:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4072, top5_acc: 0.6677, loss_cls: 3.3149, loss: 3.3149 2024-07-21 01:44:39,767 - pyskl - INFO - Epoch [128][3600/3746] lr: 5.233e-03, eta: 18:52:31, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4166, top5_acc: 0.6694, loss_cls: 3.2948, loss: 3.2948 2024-07-21 01:46:01,719 - pyskl - INFO - Epoch [128][3700/3746] lr: 5.220e-03, eta: 18:51:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4181, top5_acc: 0.6716, loss_cls: 3.2684, loss: 3.2684 2024-07-21 01:46:41,940 - pyskl - INFO - Saving checkpoint at 128 epochs 2024-07-21 01:48:33,041 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 01:48:33,709 - pyskl - INFO - top1_acc 0.3464 top5_acc 0.5993 2024-07-21 01:48:33,709 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 01:48:33,752 - pyskl - INFO - mean_acc 0.3461 2024-07-21 01:48:33,758 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_127.pth was removed 2024-07-21 01:48:34,010 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. 2024-07-21 01:48:34,010 - pyskl - INFO - Best top1_acc is 0.3464 at 128 epoch. 2024-07-21 01:48:34,024 - pyskl - INFO - Epoch(val) [128][309] top1_acc: 0.3464, top5_acc: 0.5993, mean_class_accuracy: 0.3461 2024-07-21 01:52:21,824 - pyskl - INFO - Epoch [129][100/3746] lr: 5.202e-03, eta: 18:49:27, time: 2.278, data_time: 1.290, memory: 15990, top1_acc: 0.4408, top5_acc: 0.6997, loss_cls: 3.1509, loss: 3.1509 2024-07-21 01:53:44,280 - pyskl - INFO - Epoch [129][200/3746] lr: 5.190e-03, eta: 18:48:05, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4317, top5_acc: 0.6942, loss_cls: 3.1934, loss: 3.1934 2024-07-21 01:55:07,059 - pyskl - INFO - Epoch [129][300/3746] lr: 5.177e-03, eta: 18:46:43, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4430, top5_acc: 0.7013, loss_cls: 3.1374, loss: 3.1374 2024-07-21 01:56:29,405 - pyskl - INFO - Epoch [129][400/3746] lr: 5.165e-03, eta: 18:45:20, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4311, top5_acc: 0.6855, loss_cls: 3.1857, loss: 3.1857 2024-07-21 01:57:51,833 - pyskl - INFO - Epoch [129][500/3746] lr: 5.153e-03, eta: 18:43:58, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4288, top5_acc: 0.6864, loss_cls: 3.1849, loss: 3.1849 2024-07-21 01:59:13,816 - pyskl - INFO - Epoch [129][600/3746] lr: 5.140e-03, eta: 18:42:36, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4320, top5_acc: 0.6945, loss_cls: 3.1780, loss: 3.1780 2024-07-21 02:00:36,419 - pyskl - INFO - Epoch [129][700/3746] lr: 5.128e-03, eta: 18:41:13, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4288, top5_acc: 0.6836, loss_cls: 3.1985, loss: 3.1985 2024-07-21 02:01:57,929 - pyskl - INFO - Epoch [129][800/3746] lr: 5.116e-03, eta: 18:39:51, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4364, top5_acc: 0.6808, loss_cls: 3.2062, loss: 3.2062 2024-07-21 02:03:20,250 - pyskl - INFO - Epoch [129][900/3746] lr: 5.103e-03, eta: 18:38:29, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4348, top5_acc: 0.6853, loss_cls: 3.2028, loss: 3.2028 2024-07-21 02:04:42,392 - pyskl - INFO - Epoch [129][1000/3746] lr: 5.091e-03, eta: 18:37:06, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4353, top5_acc: 0.6958, loss_cls: 3.1701, loss: 3.1701 2024-07-21 02:06:04,612 - pyskl - INFO - Epoch [129][1100/3746] lr: 5.079e-03, eta: 18:35:44, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4352, top5_acc: 0.6828, loss_cls: 3.2285, loss: 3.2285 2024-07-21 02:07:26,230 - pyskl - INFO - Epoch [129][1200/3746] lr: 5.066e-03, eta: 18:34:21, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4277, top5_acc: 0.6828, loss_cls: 3.2292, loss: 3.2292 2024-07-21 02:08:48,443 - pyskl - INFO - Epoch [129][1300/3746] lr: 5.054e-03, eta: 18:32:59, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4439, top5_acc: 0.6955, loss_cls: 3.1453, loss: 3.1453 2024-07-21 02:10:11,065 - pyskl - INFO - Epoch [129][1400/3746] lr: 5.042e-03, eta: 18:31:37, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4370, top5_acc: 0.6944, loss_cls: 3.1624, loss: 3.1624 2024-07-21 02:11:33,350 - pyskl - INFO - Epoch [129][1500/3746] lr: 5.030e-03, eta: 18:30:14, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4192, top5_acc: 0.6753, loss_cls: 3.2541, loss: 3.2541 2024-07-21 02:12:55,146 - pyskl - INFO - Epoch [129][1600/3746] lr: 5.017e-03, eta: 18:28:52, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4255, top5_acc: 0.6764, loss_cls: 3.2220, loss: 3.2220 2024-07-21 02:14:16,759 - pyskl - INFO - Epoch [129][1700/3746] lr: 5.005e-03, eta: 18:27:30, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4239, top5_acc: 0.6834, loss_cls: 3.2506, loss: 3.2506 2024-07-21 02:15:38,637 - pyskl - INFO - Epoch [129][1800/3746] lr: 4.993e-03, eta: 18:26:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4359, top5_acc: 0.6884, loss_cls: 3.1844, loss: 3.1844 2024-07-21 02:17:00,706 - pyskl - INFO - Epoch [129][1900/3746] lr: 4.981e-03, eta: 18:24:45, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4277, top5_acc: 0.6836, loss_cls: 3.2119, loss: 3.2119 2024-07-21 02:18:23,144 - pyskl - INFO - Epoch [129][2000/3746] lr: 4.969e-03, eta: 18:23:22, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4253, top5_acc: 0.6891, loss_cls: 3.1961, loss: 3.1961 2024-07-21 02:19:45,241 - pyskl - INFO - Epoch [129][2100/3746] lr: 4.957e-03, eta: 18:22:00, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4334, top5_acc: 0.6859, loss_cls: 3.1907, loss: 3.1907 2024-07-21 02:21:07,899 - pyskl - INFO - Epoch [129][2200/3746] lr: 4.944e-03, eta: 18:20:38, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4264, top5_acc: 0.6777, loss_cls: 3.2359, loss: 3.2359 2024-07-21 02:22:29,616 - pyskl - INFO - Epoch [129][2300/3746] lr: 4.932e-03, eta: 18:19:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4186, top5_acc: 0.6842, loss_cls: 3.2355, loss: 3.2355 2024-07-21 02:23:52,025 - pyskl - INFO - Epoch [129][2400/3746] lr: 4.920e-03, eta: 18:17:53, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4272, top5_acc: 0.6766, loss_cls: 3.2371, loss: 3.2371 2024-07-21 02:25:13,736 - pyskl - INFO - Epoch [129][2500/3746] lr: 4.908e-03, eta: 18:16:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4208, top5_acc: 0.6777, loss_cls: 3.2535, loss: 3.2535 2024-07-21 02:26:36,093 - pyskl - INFO - Epoch [129][2600/3746] lr: 4.896e-03, eta: 18:15:08, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4284, top5_acc: 0.6800, loss_cls: 3.2442, loss: 3.2442 2024-07-21 02:27:58,155 - pyskl - INFO - Epoch [129][2700/3746] lr: 4.884e-03, eta: 18:13:46, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4334, top5_acc: 0.6761, loss_cls: 3.2448, loss: 3.2448 2024-07-21 02:29:20,230 - pyskl - INFO - Epoch [129][2800/3746] lr: 4.872e-03, eta: 18:12:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4136, top5_acc: 0.6739, loss_cls: 3.3176, loss: 3.3176 2024-07-21 02:30:41,820 - pyskl - INFO - Epoch [129][2900/3746] lr: 4.860e-03, eta: 18:11:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4100, top5_acc: 0.6698, loss_cls: 3.3003, loss: 3.3003 2024-07-21 02:32:03,745 - pyskl - INFO - Epoch [129][3000/3746] lr: 4.848e-03, eta: 18:09:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4206, top5_acc: 0.6756, loss_cls: 3.2786, loss: 3.2786 2024-07-21 02:33:25,732 - pyskl - INFO - Epoch [129][3100/3746] lr: 4.836e-03, eta: 18:08:16, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4244, top5_acc: 0.6784, loss_cls: 3.2620, loss: 3.2620 2024-07-21 02:34:47,738 - pyskl - INFO - Epoch [129][3200/3746] lr: 4.824e-03, eta: 18:06:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4264, top5_acc: 0.6750, loss_cls: 3.2475, loss: 3.2475 2024-07-21 02:36:09,517 - pyskl - INFO - Epoch [129][3300/3746] lr: 4.812e-03, eta: 18:05:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4231, top5_acc: 0.6872, loss_cls: 3.2143, loss: 3.2143 2024-07-21 02:37:31,305 - pyskl - INFO - Epoch [129][3400/3746] lr: 4.800e-03, eta: 18:04:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4159, top5_acc: 0.6719, loss_cls: 3.2857, loss: 3.2857 2024-07-21 02:38:53,082 - pyskl - INFO - Epoch [129][3500/3746] lr: 4.788e-03, eta: 18:02:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4161, top5_acc: 0.6755, loss_cls: 3.2770, loss: 3.2770 2024-07-21 02:40:15,003 - pyskl - INFO - Epoch [129][3600/3746] lr: 4.776e-03, eta: 18:01:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4261, top5_acc: 0.6820, loss_cls: 3.2560, loss: 3.2560 2024-07-21 02:41:37,122 - pyskl - INFO - Epoch [129][3700/3746] lr: 4.764e-03, eta: 18:00:02, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4170, top5_acc: 0.6706, loss_cls: 3.3172, loss: 3.3172 2024-07-21 02:42:16,758 - pyskl - INFO - Saving checkpoint at 129 epochs 2024-07-21 02:44:07,486 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 02:44:08,165 - pyskl - INFO - top1_acc 0.3508 top5_acc 0.6038 2024-07-21 02:44:08,165 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 02:44:08,211 - pyskl - INFO - mean_acc 0.3506 2024-07-21 02:44:08,216 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_128.pth was removed 2024-07-21 02:44:08,477 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2024-07-21 02:44:08,478 - pyskl - INFO - Best top1_acc is 0.3508 at 129 epoch. 2024-07-21 02:44:08,495 - pyskl - INFO - Epoch(val) [129][309] top1_acc: 0.3508, top5_acc: 0.6038, mean_class_accuracy: 0.3506 2024-07-21 02:47:57,402 - pyskl - INFO - Epoch [130][100/3746] lr: 4.747e-03, eta: 17:58:19, time: 2.289, data_time: 1.297, memory: 15990, top1_acc: 0.4375, top5_acc: 0.6903, loss_cls: 3.1788, loss: 3.1788 2024-07-21 02:49:20,299 - pyskl - INFO - Epoch [130][200/3746] lr: 4.735e-03, eta: 17:56:57, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4416, top5_acc: 0.6981, loss_cls: 3.1507, loss: 3.1507 2024-07-21 02:50:43,074 - pyskl - INFO - Epoch [130][300/3746] lr: 4.723e-03, eta: 17:55:35, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4416, top5_acc: 0.6948, loss_cls: 3.1482, loss: 3.1482 2024-07-21 02:52:04,988 - pyskl - INFO - Epoch [130][400/3746] lr: 4.711e-03, eta: 17:54:12, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4356, top5_acc: 0.6969, loss_cls: 3.1631, loss: 3.1631 2024-07-21 02:53:28,239 - pyskl - INFO - Epoch [130][500/3746] lr: 4.699e-03, eta: 17:52:50, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4384, top5_acc: 0.7017, loss_cls: 3.1497, loss: 3.1497 2024-07-21 02:54:50,625 - pyskl - INFO - Epoch [130][600/3746] lr: 4.688e-03, eta: 17:51:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4347, top5_acc: 0.6855, loss_cls: 3.1742, loss: 3.1742 2024-07-21 02:56:12,711 - pyskl - INFO - Epoch [130][700/3746] lr: 4.676e-03, eta: 17:50:06, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4375, top5_acc: 0.6933, loss_cls: 3.1574, loss: 3.1574 2024-07-21 02:57:35,413 - pyskl - INFO - Epoch [130][800/3746] lr: 4.664e-03, eta: 17:48:43, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4380, top5_acc: 0.6920, loss_cls: 3.1344, loss: 3.1344 2024-07-21 02:58:57,559 - pyskl - INFO - Epoch [130][900/3746] lr: 4.652e-03, eta: 17:47:21, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4394, top5_acc: 0.6900, loss_cls: 3.1502, loss: 3.1502 2024-07-21 03:00:19,397 - pyskl - INFO - Epoch [130][1000/3746] lr: 4.640e-03, eta: 17:45:58, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4353, top5_acc: 0.6884, loss_cls: 3.1597, loss: 3.1597 2024-07-21 03:01:41,234 - pyskl - INFO - Epoch [130][1100/3746] lr: 4.629e-03, eta: 17:44:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4355, top5_acc: 0.6986, loss_cls: 3.1512, loss: 3.1512 2024-07-21 03:03:02,886 - pyskl - INFO - Epoch [130][1200/3746] lr: 4.617e-03, eta: 17:43:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4355, top5_acc: 0.6919, loss_cls: 3.2051, loss: 3.2051 2024-07-21 03:04:24,663 - pyskl - INFO - Epoch [130][1300/3746] lr: 4.605e-03, eta: 17:41:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4328, top5_acc: 0.6883, loss_cls: 3.1833, loss: 3.1833 2024-07-21 03:05:46,105 - pyskl - INFO - Epoch [130][1400/3746] lr: 4.594e-03, eta: 17:40:29, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4336, top5_acc: 0.6998, loss_cls: 3.1598, loss: 3.1598 2024-07-21 03:07:07,681 - pyskl - INFO - Epoch [130][1500/3746] lr: 4.582e-03, eta: 17:39:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4197, top5_acc: 0.6819, loss_cls: 3.2144, loss: 3.2144 2024-07-21 03:08:30,126 - pyskl - INFO - Epoch [130][1600/3746] lr: 4.570e-03, eta: 17:37:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4292, top5_acc: 0.6852, loss_cls: 3.2368, loss: 3.2368 2024-07-21 03:09:52,082 - pyskl - INFO - Epoch [130][1700/3746] lr: 4.558e-03, eta: 17:36:21, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4280, top5_acc: 0.6795, loss_cls: 3.2216, loss: 3.2216 2024-07-21 03:11:14,698 - pyskl - INFO - Epoch [130][1800/3746] lr: 4.547e-03, eta: 17:34:59, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4348, top5_acc: 0.6956, loss_cls: 3.1790, loss: 3.1790 2024-07-21 03:12:36,884 - pyskl - INFO - Epoch [130][1900/3746] lr: 4.535e-03, eta: 17:33:37, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4288, top5_acc: 0.6831, loss_cls: 3.2088, loss: 3.2088 2024-07-21 03:13:58,884 - pyskl - INFO - Epoch [130][2000/3746] lr: 4.524e-03, eta: 17:32:14, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4284, top5_acc: 0.6848, loss_cls: 3.1931, loss: 3.1931 2024-07-21 03:15:20,798 - pyskl - INFO - Epoch [130][2100/3746] lr: 4.512e-03, eta: 17:30:52, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4325, top5_acc: 0.6827, loss_cls: 3.1740, loss: 3.1740 2024-07-21 03:16:43,491 - pyskl - INFO - Epoch [130][2200/3746] lr: 4.500e-03, eta: 17:29:30, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4267, top5_acc: 0.6853, loss_cls: 3.2192, loss: 3.2192 2024-07-21 03:18:05,701 - pyskl - INFO - Epoch [130][2300/3746] lr: 4.489e-03, eta: 17:28:07, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4406, top5_acc: 0.6889, loss_cls: 3.1730, loss: 3.1730 2024-07-21 03:19:28,169 - pyskl - INFO - Epoch [130][2400/3746] lr: 4.477e-03, eta: 17:26:45, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4331, top5_acc: 0.6902, loss_cls: 3.1802, loss: 3.1802 2024-07-21 03:20:50,184 - pyskl - INFO - Epoch [130][2500/3746] lr: 4.466e-03, eta: 17:25:22, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4384, top5_acc: 0.6963, loss_cls: 3.1548, loss: 3.1548 2024-07-21 03:22:12,529 - pyskl - INFO - Epoch [130][2600/3746] lr: 4.454e-03, eta: 17:24:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4336, top5_acc: 0.6813, loss_cls: 3.1884, loss: 3.1884 2024-07-21 03:23:34,940 - pyskl - INFO - Epoch [130][2700/3746] lr: 4.443e-03, eta: 17:22:38, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4234, top5_acc: 0.6767, loss_cls: 3.2482, loss: 3.2482 2024-07-21 03:24:57,381 - pyskl - INFO - Epoch [130][2800/3746] lr: 4.431e-03, eta: 17:21:15, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4411, top5_acc: 0.6930, loss_cls: 3.1776, loss: 3.1776 2024-07-21 03:26:19,639 - pyskl - INFO - Epoch [130][2900/3746] lr: 4.420e-03, eta: 17:19:53, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4223, top5_acc: 0.6873, loss_cls: 3.1989, loss: 3.1989 2024-07-21 03:27:41,589 - pyskl - INFO - Epoch [130][3000/3746] lr: 4.408e-03, eta: 17:18:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4359, top5_acc: 0.6911, loss_cls: 3.1744, loss: 3.1744 2024-07-21 03:29:03,242 - pyskl - INFO - Epoch [130][3100/3746] lr: 4.397e-03, eta: 17:17:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4192, top5_acc: 0.6839, loss_cls: 3.2614, loss: 3.2614 2024-07-21 03:30:25,628 - pyskl - INFO - Epoch [130][3200/3746] lr: 4.385e-03, eta: 17:15:46, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4350, top5_acc: 0.6911, loss_cls: 3.1789, loss: 3.1789 2024-07-21 03:31:47,696 - pyskl - INFO - Epoch [130][3300/3746] lr: 4.374e-03, eta: 17:14:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4270, top5_acc: 0.6828, loss_cls: 3.1940, loss: 3.1940 2024-07-21 03:33:09,537 - pyskl - INFO - Epoch [130][3400/3746] lr: 4.362e-03, eta: 17:13:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4267, top5_acc: 0.6863, loss_cls: 3.2070, loss: 3.2070 2024-07-21 03:34:31,210 - pyskl - INFO - Epoch [130][3500/3746] lr: 4.351e-03, eta: 17:11:39, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4280, top5_acc: 0.6831, loss_cls: 3.2331, loss: 3.2331 2024-07-21 03:35:53,138 - pyskl - INFO - Epoch [130][3600/3746] lr: 4.339e-03, eta: 17:10:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4242, top5_acc: 0.6783, loss_cls: 3.2390, loss: 3.2390 2024-07-21 03:37:14,946 - pyskl - INFO - Epoch [130][3700/3746] lr: 4.328e-03, eta: 17:08:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4339, top5_acc: 0.6877, loss_cls: 3.2111, loss: 3.2111 2024-07-21 03:37:54,971 - pyskl - INFO - Saving checkpoint at 130 epochs 2024-07-21 03:39:46,306 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 03:39:46,972 - pyskl - INFO - top1_acc 0.3539 top5_acc 0.6069 2024-07-21 03:39:46,972 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 03:39:47,014 - pyskl - INFO - mean_acc 0.3537 2024-07-21 03:39:47,018 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_129.pth was removed 2024-07-21 03:39:47,272 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. 2024-07-21 03:39:47,273 - pyskl - INFO - Best top1_acc is 0.3539 at 130 epoch. 2024-07-21 03:39:47,285 - pyskl - INFO - Epoch(val) [130][309] top1_acc: 0.3539, top5_acc: 0.6069, mean_class_accuracy: 0.3537 2024-07-21 03:43:38,824 - pyskl - INFO - Epoch [131][100/3746] lr: 4.311e-03, eta: 17:07:11, time: 2.315, data_time: 1.317, memory: 15990, top1_acc: 0.4511, top5_acc: 0.7036, loss_cls: 3.0802, loss: 3.0802 2024-07-21 03:45:01,721 - pyskl - INFO - Epoch [131][200/3746] lr: 4.300e-03, eta: 17:05:48, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4523, top5_acc: 0.7144, loss_cls: 3.0713, loss: 3.0713 2024-07-21 03:46:24,031 - pyskl - INFO - Epoch [131][300/3746] lr: 4.289e-03, eta: 17:04:26, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4428, top5_acc: 0.7023, loss_cls: 3.0856, loss: 3.0856 2024-07-21 03:47:46,325 - pyskl - INFO - Epoch [131][400/3746] lr: 4.277e-03, eta: 17:03:04, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4498, top5_acc: 0.6978, loss_cls: 3.1042, loss: 3.1042 2024-07-21 03:49:08,856 - pyskl - INFO - Epoch [131][500/3746] lr: 4.266e-03, eta: 17:01:41, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4570, top5_acc: 0.7102, loss_cls: 3.0694, loss: 3.0694 2024-07-21 03:50:31,164 - pyskl - INFO - Epoch [131][600/3746] lr: 4.255e-03, eta: 17:00:19, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4477, top5_acc: 0.7002, loss_cls: 3.0944, loss: 3.0944 2024-07-21 03:51:53,525 - pyskl - INFO - Epoch [131][700/3746] lr: 4.244e-03, eta: 16:58:56, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4439, top5_acc: 0.6980, loss_cls: 3.1306, loss: 3.1306 2024-07-21 03:53:15,593 - pyskl - INFO - Epoch [131][800/3746] lr: 4.232e-03, eta: 16:57:34, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4384, top5_acc: 0.6948, loss_cls: 3.1240, loss: 3.1240 2024-07-21 03:54:37,509 - pyskl - INFO - Epoch [131][900/3746] lr: 4.221e-03, eta: 16:56:12, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4397, top5_acc: 0.6959, loss_cls: 3.1579, loss: 3.1579 2024-07-21 03:55:59,403 - pyskl - INFO - Epoch [131][1000/3746] lr: 4.210e-03, eta: 16:54:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4556, top5_acc: 0.7016, loss_cls: 3.0976, loss: 3.0976 2024-07-21 03:57:21,318 - pyskl - INFO - Epoch [131][1100/3746] lr: 4.199e-03, eta: 16:53:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4489, top5_acc: 0.6914, loss_cls: 3.1145, loss: 3.1145 2024-07-21 03:58:42,871 - pyskl - INFO - Epoch [131][1200/3746] lr: 4.187e-03, eta: 16:52:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4416, top5_acc: 0.6969, loss_cls: 3.1080, loss: 3.1080 2024-07-21 04:00:04,363 - pyskl - INFO - Epoch [131][1300/3746] lr: 4.176e-03, eta: 16:50:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4400, top5_acc: 0.6975, loss_cls: 3.1384, loss: 3.1384 2024-07-21 04:01:25,909 - pyskl - INFO - Epoch [131][1400/3746] lr: 4.165e-03, eta: 16:49:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4522, top5_acc: 0.6973, loss_cls: 3.1126, loss: 3.1126 2024-07-21 04:02:48,458 - pyskl - INFO - Epoch [131][1500/3746] lr: 4.154e-03, eta: 16:47:57, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4472, top5_acc: 0.6977, loss_cls: 3.1094, loss: 3.1094 2024-07-21 04:04:10,334 - pyskl - INFO - Epoch [131][1600/3746] lr: 4.143e-03, eta: 16:46:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4364, top5_acc: 0.6995, loss_cls: 3.1543, loss: 3.1543 2024-07-21 04:05:32,479 - pyskl - INFO - Epoch [131][1700/3746] lr: 4.132e-03, eta: 16:45:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4311, top5_acc: 0.6895, loss_cls: 3.1774, loss: 3.1774 2024-07-21 04:06:54,723 - pyskl - INFO - Epoch [131][1800/3746] lr: 4.120e-03, eta: 16:43:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4397, top5_acc: 0.6900, loss_cls: 3.1611, loss: 3.1611 2024-07-21 04:08:17,356 - pyskl - INFO - Epoch [131][1900/3746] lr: 4.109e-03, eta: 16:42:27, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4339, top5_acc: 0.6905, loss_cls: 3.1703, loss: 3.1703 2024-07-21 04:09:39,843 - pyskl - INFO - Epoch [131][2000/3746] lr: 4.098e-03, eta: 16:41:05, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4333, top5_acc: 0.6931, loss_cls: 3.1774, loss: 3.1774 2024-07-21 04:11:01,709 - pyskl - INFO - Epoch [131][2100/3746] lr: 4.087e-03, eta: 16:39:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4253, top5_acc: 0.6858, loss_cls: 3.1930, loss: 3.1930 2024-07-21 04:12:24,210 - pyskl - INFO - Epoch [131][2200/3746] lr: 4.076e-03, eta: 16:38:20, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4264, top5_acc: 0.6925, loss_cls: 3.1963, loss: 3.1963 2024-07-21 04:13:46,318 - pyskl - INFO - Epoch [131][2300/3746] lr: 4.065e-03, eta: 16:36:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4350, top5_acc: 0.6869, loss_cls: 3.1931, loss: 3.1931 2024-07-21 04:15:08,885 - pyskl - INFO - Epoch [131][2400/3746] lr: 4.054e-03, eta: 16:35:35, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4392, top5_acc: 0.6969, loss_cls: 3.1557, loss: 3.1557 2024-07-21 04:16:30,907 - pyskl - INFO - Epoch [131][2500/3746] lr: 4.043e-03, eta: 16:34:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4363, top5_acc: 0.6914, loss_cls: 3.1454, loss: 3.1454 2024-07-21 04:17:52,905 - pyskl - INFO - Epoch [131][2600/3746] lr: 4.032e-03, eta: 16:32:50, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4300, top5_acc: 0.6777, loss_cls: 3.2056, loss: 3.2056 2024-07-21 04:19:15,309 - pyskl - INFO - Epoch [131][2700/3746] lr: 4.021e-03, eta: 16:31:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4295, top5_acc: 0.6836, loss_cls: 3.2057, loss: 3.2057 2024-07-21 04:20:36,924 - pyskl - INFO - Epoch [131][2800/3746] lr: 4.010e-03, eta: 16:30:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4377, top5_acc: 0.6891, loss_cls: 3.1826, loss: 3.1826 2024-07-21 04:21:58,912 - pyskl - INFO - Epoch [131][2900/3746] lr: 3.999e-03, eta: 16:28:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4267, top5_acc: 0.6798, loss_cls: 3.2231, loss: 3.2231 2024-07-21 04:23:20,622 - pyskl - INFO - Epoch [131][3000/3746] lr: 3.988e-03, eta: 16:27:21, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4430, top5_acc: 0.6922, loss_cls: 3.1528, loss: 3.1528 2024-07-21 04:24:42,282 - pyskl - INFO - Epoch [131][3100/3746] lr: 3.977e-03, eta: 16:25:58, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4353, top5_acc: 0.6894, loss_cls: 3.1586, loss: 3.1586 2024-07-21 04:26:05,281 - pyskl - INFO - Epoch [131][3200/3746] lr: 3.966e-03, eta: 16:24:36, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4366, top5_acc: 0.6952, loss_cls: 3.1658, loss: 3.1658 2024-07-21 04:27:27,179 - pyskl - INFO - Epoch [131][3300/3746] lr: 3.955e-03, eta: 16:23:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4328, top5_acc: 0.6853, loss_cls: 3.1993, loss: 3.1993 2024-07-21 04:28:48,999 - pyskl - INFO - Epoch [131][3400/3746] lr: 3.945e-03, eta: 16:21:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4261, top5_acc: 0.6834, loss_cls: 3.2022, loss: 3.2022 2024-07-21 04:30:10,917 - pyskl - INFO - Epoch [131][3500/3746] lr: 3.934e-03, eta: 16:20:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4391, top5_acc: 0.6964, loss_cls: 3.1472, loss: 3.1472 2024-07-21 04:31:32,745 - pyskl - INFO - Epoch [131][3600/3746] lr: 3.923e-03, eta: 16:19:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4423, top5_acc: 0.6913, loss_cls: 3.1557, loss: 3.1557 2024-07-21 04:32:54,709 - pyskl - INFO - Epoch [131][3700/3746] lr: 3.912e-03, eta: 16:17:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4367, top5_acc: 0.6898, loss_cls: 3.1653, loss: 3.1653 2024-07-21 04:33:34,379 - pyskl - INFO - Saving checkpoint at 131 epochs 2024-07-21 04:35:26,021 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 04:35:26,689 - pyskl - INFO - top1_acc 0.3604 top5_acc 0.6106 2024-07-21 04:35:26,690 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 04:35:26,733 - pyskl - INFO - mean_acc 0.3602 2024-07-21 04:35:26,738 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_130.pth was removed 2024-07-21 04:35:26,994 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2024-07-21 04:35:26,995 - pyskl - INFO - Best top1_acc is 0.3604 at 131 epoch. 2024-07-21 04:35:27,008 - pyskl - INFO - Epoch(val) [131][309] top1_acc: 0.3604, top5_acc: 0.6106, mean_class_accuracy: 0.3602 2024-07-21 04:39:21,456 - pyskl - INFO - Epoch [132][100/3746] lr: 3.896e-03, eta: 16:16:00, time: 2.344, data_time: 1.356, memory: 15990, top1_acc: 0.4550, top5_acc: 0.7052, loss_cls: 3.0638, loss: 3.0638 2024-07-21 04:40:44,151 - pyskl - INFO - Epoch [132][200/3746] lr: 3.885e-03, eta: 16:14:38, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4647, top5_acc: 0.7183, loss_cls: 3.0143, loss: 3.0143 2024-07-21 04:42:06,939 - pyskl - INFO - Epoch [132][300/3746] lr: 3.875e-03, eta: 16:13:15, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4528, top5_acc: 0.7058, loss_cls: 3.0753, loss: 3.0753 2024-07-21 04:43:28,717 - pyskl - INFO - Epoch [132][400/3746] lr: 3.864e-03, eta: 16:11:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4502, top5_acc: 0.6980, loss_cls: 3.0819, loss: 3.0819 2024-07-21 04:44:51,835 - pyskl - INFO - Epoch [132][500/3746] lr: 3.853e-03, eta: 16:10:31, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4447, top5_acc: 0.7045, loss_cls: 3.1028, loss: 3.1028 2024-07-21 04:46:14,323 - pyskl - INFO - Epoch [132][600/3746] lr: 3.842e-03, eta: 16:09:08, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4509, top5_acc: 0.7123, loss_cls: 3.0727, loss: 3.0727 2024-07-21 04:47:36,619 - pyskl - INFO - Epoch [132][700/3746] lr: 3.831e-03, eta: 16:07:46, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4544, top5_acc: 0.6952, loss_cls: 3.1209, loss: 3.1209 2024-07-21 04:48:58,917 - pyskl - INFO - Epoch [132][800/3746] lr: 3.821e-03, eta: 16:06:23, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4502, top5_acc: 0.7048, loss_cls: 3.0686, loss: 3.0686 2024-07-21 04:50:20,582 - pyskl - INFO - Epoch [132][900/3746] lr: 3.810e-03, eta: 16:05:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4372, top5_acc: 0.6934, loss_cls: 3.1360, loss: 3.1360 2024-07-21 04:51:42,830 - pyskl - INFO - Epoch [132][1000/3746] lr: 3.799e-03, eta: 16:03:38, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4405, top5_acc: 0.6922, loss_cls: 3.1544, loss: 3.1544 2024-07-21 04:53:05,114 - pyskl - INFO - Epoch [132][1100/3746] lr: 3.789e-03, eta: 16:02:16, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4481, top5_acc: 0.6997, loss_cls: 3.0969, loss: 3.0969 2024-07-21 04:54:27,161 - pyskl - INFO - Epoch [132][1200/3746] lr: 3.778e-03, eta: 16:00:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4417, top5_acc: 0.6997, loss_cls: 3.1104, loss: 3.1104 2024-07-21 04:55:49,209 - pyskl - INFO - Epoch [132][1300/3746] lr: 3.767e-03, eta: 15:59:31, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4527, top5_acc: 0.6997, loss_cls: 3.1272, loss: 3.1272 2024-07-21 04:57:11,134 - pyskl - INFO - Epoch [132][1400/3746] lr: 3.757e-03, eta: 15:58:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4498, top5_acc: 0.6963, loss_cls: 3.1147, loss: 3.1147 2024-07-21 04:58:33,569 - pyskl - INFO - Epoch [132][1500/3746] lr: 3.746e-03, eta: 15:56:46, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4573, top5_acc: 0.7089, loss_cls: 3.0867, loss: 3.0867 2024-07-21 04:59:55,325 - pyskl - INFO - Epoch [132][1600/3746] lr: 3.735e-03, eta: 15:55:24, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4517, top5_acc: 0.7027, loss_cls: 3.0908, loss: 3.0908 2024-07-21 05:01:17,766 - pyskl - INFO - Epoch [132][1700/3746] lr: 3.725e-03, eta: 15:54:01, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4444, top5_acc: 0.7075, loss_cls: 3.0808, loss: 3.0808 2024-07-21 05:02:40,230 - pyskl - INFO - Epoch [132][1800/3746] lr: 3.714e-03, eta: 15:52:39, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4464, top5_acc: 0.7002, loss_cls: 3.1082, loss: 3.1082 2024-07-21 05:04:02,492 - pyskl - INFO - Epoch [132][1900/3746] lr: 3.704e-03, eta: 15:51:17, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4370, top5_acc: 0.6972, loss_cls: 3.1379, loss: 3.1379 2024-07-21 05:05:24,456 - pyskl - INFO - Epoch [132][2000/3746] lr: 3.693e-03, eta: 15:49:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4411, top5_acc: 0.6969, loss_cls: 3.1142, loss: 3.1142 2024-07-21 05:06:46,595 - pyskl - INFO - Epoch [132][2100/3746] lr: 3.683e-03, eta: 15:48:32, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4367, top5_acc: 0.6963, loss_cls: 3.1344, loss: 3.1344 2024-07-21 05:08:08,674 - pyskl - INFO - Epoch [132][2200/3746] lr: 3.672e-03, eta: 15:47:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4370, top5_acc: 0.6905, loss_cls: 3.1683, loss: 3.1683 2024-07-21 05:09:30,329 - pyskl - INFO - Epoch [132][2300/3746] lr: 3.662e-03, eta: 15:45:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4497, top5_acc: 0.7039, loss_cls: 3.0961, loss: 3.0961 2024-07-21 05:10:52,283 - pyskl - INFO - Epoch [132][2400/3746] lr: 3.651e-03, eta: 15:44:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4402, top5_acc: 0.7056, loss_cls: 3.1077, loss: 3.1077 2024-07-21 05:12:14,068 - pyskl - INFO - Epoch [132][2500/3746] lr: 3.641e-03, eta: 15:43:02, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4394, top5_acc: 0.6977, loss_cls: 3.1479, loss: 3.1479 2024-07-21 05:13:36,565 - pyskl - INFO - Epoch [132][2600/3746] lr: 3.630e-03, eta: 15:41:40, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4472, top5_acc: 0.7080, loss_cls: 3.0767, loss: 3.0767 2024-07-21 05:14:59,073 - pyskl - INFO - Epoch [132][2700/3746] lr: 3.620e-03, eta: 15:40:17, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4469, top5_acc: 0.6967, loss_cls: 3.1152, loss: 3.1152 2024-07-21 05:16:21,091 - pyskl - INFO - Epoch [132][2800/3746] lr: 3.609e-03, eta: 15:38:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4406, top5_acc: 0.6937, loss_cls: 3.1354, loss: 3.1354 2024-07-21 05:17:42,662 - pyskl - INFO - Epoch [132][2900/3746] lr: 3.599e-03, eta: 15:37:32, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4389, top5_acc: 0.6945, loss_cls: 3.1475, loss: 3.1475 2024-07-21 05:19:04,437 - pyskl - INFO - Epoch [132][3000/3746] lr: 3.588e-03, eta: 15:36:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4464, top5_acc: 0.6964, loss_cls: 3.1308, loss: 3.1308 2024-07-21 05:20:26,307 - pyskl - INFO - Epoch [132][3100/3746] lr: 3.578e-03, eta: 15:34:47, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4341, top5_acc: 0.6963, loss_cls: 3.1472, loss: 3.1472 2024-07-21 05:21:48,835 - pyskl - INFO - Epoch [132][3200/3746] lr: 3.568e-03, eta: 15:33:25, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4467, top5_acc: 0.6934, loss_cls: 3.1294, loss: 3.1294 2024-07-21 05:23:10,853 - pyskl - INFO - Epoch [132][3300/3746] lr: 3.557e-03, eta: 15:32:02, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4366, top5_acc: 0.6898, loss_cls: 3.1738, loss: 3.1738 2024-07-21 05:24:32,463 - pyskl - INFO - Epoch [132][3400/3746] lr: 3.547e-03, eta: 15:30:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4378, top5_acc: 0.6933, loss_cls: 3.1527, loss: 3.1527 2024-07-21 05:25:54,171 - pyskl - INFO - Epoch [132][3500/3746] lr: 3.537e-03, eta: 15:29:17, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4467, top5_acc: 0.6966, loss_cls: 3.1411, loss: 3.1411 2024-07-21 05:27:16,076 - pyskl - INFO - Epoch [132][3600/3746] lr: 3.526e-03, eta: 15:27:55, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4428, top5_acc: 0.6984, loss_cls: 3.1302, loss: 3.1302 2024-07-21 05:28:38,541 - pyskl - INFO - Epoch [132][3700/3746] lr: 3.516e-03, eta: 15:26:33, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4436, top5_acc: 0.6942, loss_cls: 3.1500, loss: 3.1500 2024-07-21 05:29:18,812 - pyskl - INFO - Saving checkpoint at 132 epochs 2024-07-21 05:31:10,619 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 05:31:11,294 - pyskl - INFO - top1_acc 0.3622 top5_acc 0.6166 2024-07-21 05:31:11,294 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 05:31:11,339 - pyskl - INFO - mean_acc 0.3620 2024-07-21 05:31:11,344 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_131.pth was removed 2024-07-21 05:31:11,604 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2024-07-21 05:31:11,605 - pyskl - INFO - Best top1_acc is 0.3622 at 132 epoch. 2024-07-21 05:31:11,622 - pyskl - INFO - Epoch(val) [132][309] top1_acc: 0.3622, top5_acc: 0.6166, mean_class_accuracy: 0.3620 2024-07-21 05:35:05,168 - pyskl - INFO - Epoch [133][100/3746] lr: 3.501e-03, eta: 15:24:48, time: 2.335, data_time: 1.324, memory: 15990, top1_acc: 0.4594, top5_acc: 0.7139, loss_cls: 3.0367, loss: 3.0367 2024-07-21 05:36:27,424 - pyskl - INFO - Epoch [133][200/3746] lr: 3.491e-03, eta: 15:23:25, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4467, top5_acc: 0.7130, loss_cls: 3.0731, loss: 3.0731 2024-07-21 05:37:49,881 - pyskl - INFO - Epoch [133][300/3746] lr: 3.480e-03, eta: 15:22:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4633, top5_acc: 0.7180, loss_cls: 3.0049, loss: 3.0049 2024-07-21 05:39:12,372 - pyskl - INFO - Epoch [133][400/3746] lr: 3.470e-03, eta: 15:20:40, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4644, top5_acc: 0.7128, loss_cls: 2.9973, loss: 2.9973 2024-07-21 05:40:34,761 - pyskl - INFO - Epoch [133][500/3746] lr: 3.460e-03, eta: 15:19:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4425, top5_acc: 0.7086, loss_cls: 3.0502, loss: 3.0502 2024-07-21 05:41:56,973 - pyskl - INFO - Epoch [133][600/3746] lr: 3.450e-03, eta: 15:17:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4506, top5_acc: 0.7098, loss_cls: 3.0694, loss: 3.0694 2024-07-21 05:43:19,485 - pyskl - INFO - Epoch [133][700/3746] lr: 3.440e-03, eta: 15:16:33, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4567, top5_acc: 0.7073, loss_cls: 3.0732, loss: 3.0732 2024-07-21 05:44:41,458 - pyskl - INFO - Epoch [133][800/3746] lr: 3.429e-03, eta: 15:15:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4497, top5_acc: 0.7084, loss_cls: 3.0653, loss: 3.0653 2024-07-21 05:46:03,210 - pyskl - INFO - Epoch [133][900/3746] lr: 3.419e-03, eta: 15:13:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4441, top5_acc: 0.7042, loss_cls: 3.0975, loss: 3.0975 2024-07-21 05:47:25,044 - pyskl - INFO - Epoch [133][1000/3746] lr: 3.409e-03, eta: 15:12:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4550, top5_acc: 0.7087, loss_cls: 3.0526, loss: 3.0526 2024-07-21 05:48:47,260 - pyskl - INFO - Epoch [133][1100/3746] lr: 3.399e-03, eta: 15:11:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4486, top5_acc: 0.7030, loss_cls: 3.0722, loss: 3.0722 2024-07-21 05:50:08,937 - pyskl - INFO - Epoch [133][1200/3746] lr: 3.389e-03, eta: 15:09:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4539, top5_acc: 0.7055, loss_cls: 3.0532, loss: 3.0532 2024-07-21 05:51:31,305 - pyskl - INFO - Epoch [133][1300/3746] lr: 3.379e-03, eta: 15:08:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4472, top5_acc: 0.7095, loss_cls: 3.0870, loss: 3.0870 2024-07-21 05:52:53,271 - pyskl - INFO - Epoch [133][1400/3746] lr: 3.369e-03, eta: 15:06:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4539, top5_acc: 0.7122, loss_cls: 3.0458, loss: 3.0458 2024-07-21 05:54:15,828 - pyskl - INFO - Epoch [133][1500/3746] lr: 3.359e-03, eta: 15:05:34, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4467, top5_acc: 0.6987, loss_cls: 3.0976, loss: 3.0976 2024-07-21 05:55:38,429 - pyskl - INFO - Epoch [133][1600/3746] lr: 3.348e-03, eta: 15:04:11, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4623, top5_acc: 0.7064, loss_cls: 3.0643, loss: 3.0643 2024-07-21 05:57:00,644 - pyskl - INFO - Epoch [133][1700/3746] lr: 3.338e-03, eta: 15:02:49, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4502, top5_acc: 0.7097, loss_cls: 3.0526, loss: 3.0526 2024-07-21 05:58:22,456 - pyskl - INFO - Epoch [133][1800/3746] lr: 3.328e-03, eta: 15:01:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4416, top5_acc: 0.7011, loss_cls: 3.1139, loss: 3.1139 2024-07-21 05:59:44,263 - pyskl - INFO - Epoch [133][1900/3746] lr: 3.318e-03, eta: 15:00:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4569, top5_acc: 0.7020, loss_cls: 3.0613, loss: 3.0613 2024-07-21 06:01:06,525 - pyskl - INFO - Epoch [133][2000/3746] lr: 3.308e-03, eta: 14:58:41, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4567, top5_acc: 0.7109, loss_cls: 3.0494, loss: 3.0494 2024-07-21 06:02:28,691 - pyskl - INFO - Epoch [133][2100/3746] lr: 3.298e-03, eta: 14:57:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4445, top5_acc: 0.7039, loss_cls: 3.1265, loss: 3.1265 2024-07-21 06:03:51,269 - pyskl - INFO - Epoch [133][2200/3746] lr: 3.288e-03, eta: 14:55:56, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4420, top5_acc: 0.7072, loss_cls: 3.0951, loss: 3.0951 2024-07-21 06:05:13,560 - pyskl - INFO - Epoch [133][2300/3746] lr: 3.278e-03, eta: 14:54:34, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4392, top5_acc: 0.6931, loss_cls: 3.1198, loss: 3.1198 2024-07-21 06:06:36,063 - pyskl - INFO - Epoch [133][2400/3746] lr: 3.268e-03, eta: 14:53:12, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4577, top5_acc: 0.7163, loss_cls: 3.0355, loss: 3.0355 2024-07-21 06:07:58,484 - pyskl - INFO - Epoch [133][2500/3746] lr: 3.259e-03, eta: 14:51:49, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4531, top5_acc: 0.7105, loss_cls: 3.0643, loss: 3.0643 2024-07-21 06:09:20,509 - pyskl - INFO - Epoch [133][2600/3746] lr: 3.249e-03, eta: 14:50:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4514, top5_acc: 0.7081, loss_cls: 3.0770, loss: 3.0770 2024-07-21 06:10:42,519 - pyskl - INFO - Epoch [133][2700/3746] lr: 3.239e-03, eta: 14:49:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4505, top5_acc: 0.7083, loss_cls: 3.0868, loss: 3.0868 2024-07-21 06:12:04,529 - pyskl - INFO - Epoch [133][2800/3746] lr: 3.229e-03, eta: 14:47:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4447, top5_acc: 0.6956, loss_cls: 3.1308, loss: 3.1308 2024-07-21 06:13:26,408 - pyskl - INFO - Epoch [133][2900/3746] lr: 3.219e-03, eta: 14:46:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4614, top5_acc: 0.7061, loss_cls: 3.0466, loss: 3.0466 2024-07-21 06:14:48,470 - pyskl - INFO - Epoch [133][3000/3746] lr: 3.209e-03, eta: 14:44:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4477, top5_acc: 0.7019, loss_cls: 3.0708, loss: 3.0708 2024-07-21 06:16:10,286 - pyskl - INFO - Epoch [133][3100/3746] lr: 3.199e-03, eta: 14:43:34, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4456, top5_acc: 0.7092, loss_cls: 3.0732, loss: 3.0732 2024-07-21 06:17:32,205 - pyskl - INFO - Epoch [133][3200/3746] lr: 3.189e-03, eta: 14:42:12, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4423, top5_acc: 0.6970, loss_cls: 3.1136, loss: 3.1136 2024-07-21 06:18:54,798 - pyskl - INFO - Epoch [133][3300/3746] lr: 3.180e-03, eta: 14:40:49, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4514, top5_acc: 0.7013, loss_cls: 3.0948, loss: 3.0948 2024-07-21 06:20:16,389 - pyskl - INFO - Epoch [133][3400/3746] lr: 3.170e-03, eta: 14:39:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4542, top5_acc: 0.6950, loss_cls: 3.1082, loss: 3.1082 2024-07-21 06:21:38,580 - pyskl - INFO - Epoch [133][3500/3746] lr: 3.160e-03, eta: 14:38:05, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4336, top5_acc: 0.6944, loss_cls: 3.1402, loss: 3.1402 2024-07-21 06:23:01,187 - pyskl - INFO - Epoch [133][3600/3746] lr: 3.150e-03, eta: 14:36:42, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4462, top5_acc: 0.7078, loss_cls: 3.1018, loss: 3.1018 2024-07-21 06:24:23,371 - pyskl - INFO - Epoch [133][3700/3746] lr: 3.140e-03, eta: 14:35:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4530, top5_acc: 0.7034, loss_cls: 3.0788, loss: 3.0788 2024-07-21 06:25:03,172 - pyskl - INFO - Saving checkpoint at 133 epochs 2024-07-21 06:26:54,556 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 06:26:55,270 - pyskl - INFO - top1_acc 0.3686 top5_acc 0.6145 2024-07-21 06:26:55,270 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 06:26:55,314 - pyskl - INFO - mean_acc 0.3683 2024-07-21 06:26:55,319 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_132.pth was removed 2024-07-21 06:26:55,591 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2024-07-21 06:26:55,591 - pyskl - INFO - Best top1_acc is 0.3686 at 133 epoch. 2024-07-21 06:26:55,605 - pyskl - INFO - Epoch(val) [133][309] top1_acc: 0.3686, top5_acc: 0.6145, mean_class_accuracy: 0.3683 2024-07-21 06:30:48,222 - pyskl - INFO - Epoch [134][100/3746] lr: 3.126e-03, eta: 14:33:34, time: 2.326, data_time: 1.333, memory: 15990, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.9667, loss: 2.9667 2024-07-21 06:32:11,383 - pyskl - INFO - Epoch [134][200/3746] lr: 3.117e-03, eta: 14:32:11, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4702, top5_acc: 0.7163, loss_cls: 2.9898, loss: 2.9898 2024-07-21 06:33:34,240 - pyskl - INFO - Epoch [134][300/3746] lr: 3.107e-03, eta: 14:30:49, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4589, top5_acc: 0.7125, loss_cls: 3.0367, loss: 3.0367 2024-07-21 06:34:56,181 - pyskl - INFO - Epoch [134][400/3746] lr: 3.097e-03, eta: 14:29:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4636, top5_acc: 0.7273, loss_cls: 2.9503, loss: 2.9503 2024-07-21 06:36:18,907 - pyskl - INFO - Epoch [134][500/3746] lr: 3.087e-03, eta: 14:28:04, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4611, top5_acc: 0.7113, loss_cls: 3.0066, loss: 3.0066 2024-07-21 06:37:41,222 - pyskl - INFO - Epoch [134][600/3746] lr: 3.078e-03, eta: 14:26:42, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4755, top5_acc: 0.7252, loss_cls: 2.9682, loss: 2.9682 2024-07-21 06:39:04,165 - pyskl - INFO - Epoch [134][700/3746] lr: 3.068e-03, eta: 14:25:19, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4603, top5_acc: 0.7206, loss_cls: 3.0217, loss: 3.0217 2024-07-21 06:40:26,178 - pyskl - INFO - Epoch [134][800/3746] lr: 3.059e-03, eta: 14:23:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4553, top5_acc: 0.7064, loss_cls: 3.0711, loss: 3.0711 2024-07-21 06:41:48,349 - pyskl - INFO - Epoch [134][900/3746] lr: 3.049e-03, eta: 14:22:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4548, top5_acc: 0.7095, loss_cls: 3.0193, loss: 3.0193 2024-07-21 06:43:10,153 - pyskl - INFO - Epoch [134][1000/3746] lr: 3.039e-03, eta: 14:21:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4609, top5_acc: 0.7152, loss_cls: 3.0167, loss: 3.0167 2024-07-21 06:44:32,508 - pyskl - INFO - Epoch [134][1100/3746] lr: 3.030e-03, eta: 14:19:49, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4512, top5_acc: 0.7103, loss_cls: 3.0521, loss: 3.0521 2024-07-21 06:45:54,902 - pyskl - INFO - Epoch [134][1200/3746] lr: 3.020e-03, eta: 14:18:27, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4567, top5_acc: 0.7105, loss_cls: 3.0597, loss: 3.0597 2024-07-21 06:47:16,859 - pyskl - INFO - Epoch [134][1300/3746] lr: 3.011e-03, eta: 14:17:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4659, top5_acc: 0.7234, loss_cls: 2.9623, loss: 2.9623 2024-07-21 06:48:38,884 - pyskl - INFO - Epoch [134][1400/3746] lr: 3.001e-03, eta: 14:15:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4769, top5_acc: 0.7275, loss_cls: 2.9473, loss: 2.9473 2024-07-21 06:50:00,850 - pyskl - INFO - Epoch [134][1500/3746] lr: 2.991e-03, eta: 14:14:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4516, top5_acc: 0.7037, loss_cls: 3.0635, loss: 3.0635 2024-07-21 06:51:23,607 - pyskl - INFO - Epoch [134][1600/3746] lr: 2.982e-03, eta: 14:12:57, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4641, top5_acc: 0.7153, loss_cls: 3.0493, loss: 3.0493 2024-07-21 06:52:46,162 - pyskl - INFO - Epoch [134][1700/3746] lr: 2.972e-03, eta: 14:11:35, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4573, top5_acc: 0.7111, loss_cls: 3.0304, loss: 3.0304 2024-07-21 06:54:08,479 - pyskl - INFO - Epoch [134][1800/3746] lr: 2.963e-03, eta: 14:10:12, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4592, top5_acc: 0.7127, loss_cls: 3.0203, loss: 3.0203 2024-07-21 06:55:30,219 - pyskl - INFO - Epoch [134][1900/3746] lr: 2.953e-03, eta: 14:08:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4586, top5_acc: 0.7091, loss_cls: 3.0379, loss: 3.0379 2024-07-21 06:56:52,365 - pyskl - INFO - Epoch [134][2000/3746] lr: 2.944e-03, eta: 14:07:27, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4487, top5_acc: 0.7127, loss_cls: 3.0523, loss: 3.0523 2024-07-21 06:58:15,197 - pyskl - INFO - Epoch [134][2100/3746] lr: 2.935e-03, eta: 14:06:05, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4684, top5_acc: 0.7133, loss_cls: 3.0075, loss: 3.0075 2024-07-21 06:59:37,885 - pyskl - INFO - Epoch [134][2200/3746] lr: 2.925e-03, eta: 14:04:42, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4645, top5_acc: 0.7133, loss_cls: 3.0210, loss: 3.0210 2024-07-21 07:01:00,276 - pyskl - INFO - Epoch [134][2300/3746] lr: 2.916e-03, eta: 14:03:20, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4383, top5_acc: 0.6958, loss_cls: 3.1370, loss: 3.1370 2024-07-21 07:02:22,239 - pyskl - INFO - Epoch [134][2400/3746] lr: 2.906e-03, eta: 14:01:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4620, top5_acc: 0.7130, loss_cls: 3.0441, loss: 3.0441 2024-07-21 07:03:44,262 - pyskl - INFO - Epoch [134][2500/3746] lr: 2.897e-03, eta: 14:00:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4516, top5_acc: 0.7045, loss_cls: 3.0904, loss: 3.0904 2024-07-21 07:05:06,360 - pyskl - INFO - Epoch [134][2600/3746] lr: 2.888e-03, eta: 13:59:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4639, top5_acc: 0.7131, loss_cls: 3.0479, loss: 3.0479 2024-07-21 07:06:28,719 - pyskl - INFO - Epoch [134][2700/3746] lr: 2.878e-03, eta: 13:57:50, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4473, top5_acc: 0.7097, loss_cls: 3.0823, loss: 3.0823 2024-07-21 07:07:50,647 - pyskl - INFO - Epoch [134][2800/3746] lr: 2.869e-03, eta: 13:56:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4525, top5_acc: 0.7098, loss_cls: 3.0280, loss: 3.0280 2024-07-21 07:09:14,263 - pyskl - INFO - Epoch [134][2900/3746] lr: 2.860e-03, eta: 13:55:05, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.4425, top5_acc: 0.6992, loss_cls: 3.0930, loss: 3.0930 2024-07-21 07:10:35,936 - pyskl - INFO - Epoch [134][3000/3746] lr: 2.850e-03, eta: 13:53:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4403, top5_acc: 0.6923, loss_cls: 3.1611, loss: 3.1611 2024-07-21 07:11:58,738 - pyskl - INFO - Epoch [134][3100/3746] lr: 2.841e-03, eta: 13:52:20, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4487, top5_acc: 0.7084, loss_cls: 3.0501, loss: 3.0501 2024-07-21 07:13:21,644 - pyskl - INFO - Epoch [134][3200/3746] lr: 2.832e-03, eta: 13:50:58, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4597, top5_acc: 0.7142, loss_cls: 3.0164, loss: 3.0164 2024-07-21 07:14:43,874 - pyskl - INFO - Epoch [134][3300/3746] lr: 2.822e-03, eta: 13:49:35, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4478, top5_acc: 0.7073, loss_cls: 3.0876, loss: 3.0876 2024-07-21 07:16:05,511 - pyskl - INFO - Epoch [134][3400/3746] lr: 2.813e-03, eta: 13:48:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4533, top5_acc: 0.6984, loss_cls: 3.0772, loss: 3.0772 2024-07-21 07:17:27,452 - pyskl - INFO - Epoch [134][3500/3746] lr: 2.804e-03, eta: 13:46:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4564, top5_acc: 0.7086, loss_cls: 3.0584, loss: 3.0584 2024-07-21 07:18:48,997 - pyskl - INFO - Epoch [134][3600/3746] lr: 2.795e-03, eta: 13:45:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4606, top5_acc: 0.7159, loss_cls: 3.0057, loss: 3.0057 2024-07-21 07:20:11,002 - pyskl - INFO - Epoch [134][3700/3746] lr: 2.786e-03, eta: 13:44:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4583, top5_acc: 0.7114, loss_cls: 3.0194, loss: 3.0194 2024-07-21 07:20:50,850 - pyskl - INFO - Saving checkpoint at 134 epochs 2024-07-21 07:22:42,175 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 07:22:42,871 - pyskl - INFO - top1_acc 0.3683 top5_acc 0.6220 2024-07-21 07:22:42,871 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 07:22:42,914 - pyskl - INFO - mean_acc 0.3681 2024-07-21 07:22:42,927 - pyskl - INFO - Epoch(val) [134][309] top1_acc: 0.3683, top5_acc: 0.6220, mean_class_accuracy: 0.3681 2024-07-21 07:26:32,606 - pyskl - INFO - Epoch [135][100/3746] lr: 2.772e-03, eta: 13:42:18, time: 2.297, data_time: 1.298, memory: 15990, top1_acc: 0.4797, top5_acc: 0.7419, loss_cls: 2.8913, loss: 2.8913 2024-07-21 07:27:54,460 - pyskl - INFO - Epoch [135][200/3746] lr: 2.763e-03, eta: 13:40:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4705, top5_acc: 0.7256, loss_cls: 2.9489, loss: 2.9489 2024-07-21 07:29:16,165 - pyskl - INFO - Epoch [135][300/3746] lr: 2.754e-03, eta: 13:39:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4702, top5_acc: 0.7233, loss_cls: 2.9785, loss: 2.9785 2024-07-21 07:30:38,737 - pyskl - INFO - Epoch [135][400/3746] lr: 2.745e-03, eta: 13:38:11, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4612, top5_acc: 0.7205, loss_cls: 2.9831, loss: 2.9831 2024-07-21 07:32:01,397 - pyskl - INFO - Epoch [135][500/3746] lr: 2.735e-03, eta: 13:36:48, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4666, top5_acc: 0.7108, loss_cls: 3.0085, loss: 3.0085 2024-07-21 07:33:24,343 - pyskl - INFO - Epoch [135][600/3746] lr: 2.726e-03, eta: 13:35:26, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4736, top5_acc: 0.7233, loss_cls: 2.9357, loss: 2.9357 2024-07-21 07:34:46,842 - pyskl - INFO - Epoch [135][700/3746] lr: 2.717e-03, eta: 13:34:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4714, top5_acc: 0.7328, loss_cls: 2.9312, loss: 2.9312 2024-07-21 07:36:09,020 - pyskl - INFO - Epoch [135][800/3746] lr: 2.708e-03, eta: 13:32:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4567, top5_acc: 0.7169, loss_cls: 3.0285, loss: 3.0285 2024-07-21 07:37:31,354 - pyskl - INFO - Epoch [135][900/3746] lr: 2.699e-03, eta: 13:31:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4655, top5_acc: 0.7170, loss_cls: 2.9876, loss: 2.9876 2024-07-21 07:38:53,420 - pyskl - INFO - Epoch [135][1000/3746] lr: 2.690e-03, eta: 13:29:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4620, top5_acc: 0.7238, loss_cls: 2.9728, loss: 2.9728 2024-07-21 07:40:15,874 - pyskl - INFO - Epoch [135][1100/3746] lr: 2.681e-03, eta: 13:28:33, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4706, top5_acc: 0.7234, loss_cls: 2.9492, loss: 2.9492 2024-07-21 07:41:37,948 - pyskl - INFO - Epoch [135][1200/3746] lr: 2.672e-03, eta: 13:27:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4650, top5_acc: 0.7183, loss_cls: 3.0026, loss: 3.0026 2024-07-21 07:42:59,895 - pyskl - INFO - Epoch [135][1300/3746] lr: 2.663e-03, eta: 13:25:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4672, top5_acc: 0.7175, loss_cls: 3.0022, loss: 3.0022 2024-07-21 07:44:21,833 - pyskl - INFO - Epoch [135][1400/3746] lr: 2.654e-03, eta: 13:24:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4559, top5_acc: 0.7144, loss_cls: 3.0246, loss: 3.0246 2024-07-21 07:45:43,867 - pyskl - INFO - Epoch [135][1500/3746] lr: 2.645e-03, eta: 13:23:03, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4689, top5_acc: 0.7192, loss_cls: 2.9755, loss: 2.9755 2024-07-21 07:47:05,999 - pyskl - INFO - Epoch [135][1600/3746] lr: 2.636e-03, eta: 13:21:41, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4620, top5_acc: 0.7145, loss_cls: 3.0091, loss: 3.0091 2024-07-21 07:48:27,865 - pyskl - INFO - Epoch [135][1700/3746] lr: 2.627e-03, eta: 13:20:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4662, top5_acc: 0.7175, loss_cls: 2.9895, loss: 2.9895 2024-07-21 07:49:50,209 - pyskl - INFO - Epoch [135][1800/3746] lr: 2.618e-03, eta: 13:18:56, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4633, top5_acc: 0.7183, loss_cls: 3.0198, loss: 3.0198 2024-07-21 07:51:12,621 - pyskl - INFO - Epoch [135][1900/3746] lr: 2.609e-03, eta: 13:17:33, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4662, top5_acc: 0.7202, loss_cls: 2.9827, loss: 2.9827 2024-07-21 07:52:34,481 - pyskl - INFO - Epoch [135][2000/3746] lr: 2.600e-03, eta: 13:16:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4786, top5_acc: 0.7247, loss_cls: 2.9602, loss: 2.9602 2024-07-21 07:53:56,697 - pyskl - INFO - Epoch [135][2100/3746] lr: 2.591e-03, eta: 13:14:48, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4594, top5_acc: 0.7081, loss_cls: 3.0550, loss: 3.0550 2024-07-21 07:55:19,482 - pyskl - INFO - Epoch [135][2200/3746] lr: 2.583e-03, eta: 13:13:26, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4623, top5_acc: 0.7217, loss_cls: 2.9951, loss: 2.9951 2024-07-21 07:56:41,695 - pyskl - INFO - Epoch [135][2300/3746] lr: 2.574e-03, eta: 13:12:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4631, top5_acc: 0.7147, loss_cls: 2.9990, loss: 2.9990 2024-07-21 07:58:04,402 - pyskl - INFO - Epoch [135][2400/3746] lr: 2.565e-03, eta: 13:10:41, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4678, top5_acc: 0.7200, loss_cls: 2.9777, loss: 2.9777 2024-07-21 07:59:26,685 - pyskl - INFO - Epoch [135][2500/3746] lr: 2.556e-03, eta: 13:09:19, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4661, top5_acc: 0.7211, loss_cls: 3.0017, loss: 3.0017 2024-07-21 08:00:49,437 - pyskl - INFO - Epoch [135][2600/3746] lr: 2.547e-03, eta: 13:07:56, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4589, top5_acc: 0.7134, loss_cls: 3.0348, loss: 3.0348 2024-07-21 08:02:11,374 - pyskl - INFO - Epoch [135][2700/3746] lr: 2.538e-03, eta: 13:06:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4686, top5_acc: 0.7159, loss_cls: 2.9878, loss: 2.9878 2024-07-21 08:03:33,696 - pyskl - INFO - Epoch [135][2800/3746] lr: 2.530e-03, eta: 13:05:11, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4750, top5_acc: 0.7228, loss_cls: 2.9595, loss: 2.9595 2024-07-21 08:04:56,228 - pyskl - INFO - Epoch [135][2900/3746] lr: 2.521e-03, eta: 13:03:49, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4705, top5_acc: 0.7163, loss_cls: 3.0020, loss: 3.0020 2024-07-21 08:06:18,523 - pyskl - INFO - Epoch [135][3000/3746] lr: 2.512e-03, eta: 13:02:26, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4650, top5_acc: 0.7144, loss_cls: 3.0045, loss: 3.0045 2024-07-21 08:07:40,722 - pyskl - INFO - Epoch [135][3100/3746] lr: 2.503e-03, eta: 13:01:04, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4636, top5_acc: 0.7156, loss_cls: 3.0152, loss: 3.0152 2024-07-21 08:09:02,668 - pyskl - INFO - Epoch [135][3200/3746] lr: 2.495e-03, eta: 12:59:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4673, top5_acc: 0.7189, loss_cls: 2.9911, loss: 2.9911 2024-07-21 08:10:24,704 - pyskl - INFO - Epoch [135][3300/3746] lr: 2.486e-03, eta: 12:58:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4559, top5_acc: 0.7075, loss_cls: 3.0295, loss: 3.0295 2024-07-21 08:11:46,952 - pyskl - INFO - Epoch [135][3400/3746] lr: 2.477e-03, eta: 12:56:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4634, top5_acc: 0.7155, loss_cls: 2.9996, loss: 2.9996 2024-07-21 08:13:08,622 - pyskl - INFO - Epoch [135][3500/3746] lr: 2.469e-03, eta: 12:55:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4566, top5_acc: 0.7184, loss_cls: 3.0178, loss: 3.0178 2024-07-21 08:14:30,929 - pyskl - INFO - Epoch [135][3600/3746] lr: 2.460e-03, eta: 12:54:11, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4650, top5_acc: 0.7164, loss_cls: 2.9947, loss: 2.9947 2024-07-21 08:15:52,752 - pyskl - INFO - Epoch [135][3700/3746] lr: 2.451e-03, eta: 12:52:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4592, top5_acc: 0.7083, loss_cls: 3.0157, loss: 3.0157 2024-07-21 08:16:32,477 - pyskl - INFO - Saving checkpoint at 135 epochs 2024-07-21 08:18:24,375 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 08:18:25,028 - pyskl - INFO - top1_acc 0.3721 top5_acc 0.6176 2024-07-21 08:18:25,028 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 08:18:25,070 - pyskl - INFO - mean_acc 0.3718 2024-07-21 08:18:25,075 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_133.pth was removed 2024-07-21 08:18:25,334 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2024-07-21 08:18:25,335 - pyskl - INFO - Best top1_acc is 0.3721 at 135 epoch. 2024-07-21 08:18:25,347 - pyskl - INFO - Epoch(val) [135][309] top1_acc: 0.3721, top5_acc: 0.6176, mean_class_accuracy: 0.3718 2024-07-21 08:22:16,644 - pyskl - INFO - Epoch [136][100/3746] lr: 2.439e-03, eta: 12:51:01, time: 2.313, data_time: 1.309, memory: 15990, top1_acc: 0.4823, top5_acc: 0.7403, loss_cls: 2.8695, loss: 2.8695 2024-07-21 08:23:39,125 - pyskl - INFO - Epoch [136][200/3746] lr: 2.430e-03, eta: 12:49:38, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4833, top5_acc: 0.7316, loss_cls: 2.8757, loss: 2.8757 2024-07-21 08:25:01,228 - pyskl - INFO - Epoch [136][300/3746] lr: 2.421e-03, eta: 12:48:16, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4886, top5_acc: 0.7330, loss_cls: 2.8740, loss: 2.8740 2024-07-21 08:26:24,271 - pyskl - INFO - Epoch [136][400/3746] lr: 2.413e-03, eta: 12:46:53, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4736, top5_acc: 0.7239, loss_cls: 2.9577, loss: 2.9577 2024-07-21 08:27:46,270 - pyskl - INFO - Epoch [136][500/3746] lr: 2.404e-03, eta: 12:45:31, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4850, top5_acc: 0.7297, loss_cls: 2.8948, loss: 2.8948 2024-07-21 08:29:09,009 - pyskl - INFO - Epoch [136][600/3746] lr: 2.396e-03, eta: 12:44:08, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4809, top5_acc: 0.7309, loss_cls: 2.9239, loss: 2.9239 2024-07-21 08:30:31,573 - pyskl - INFO - Epoch [136][700/3746] lr: 2.387e-03, eta: 12:42:46, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4725, top5_acc: 0.7309, loss_cls: 2.9448, loss: 2.9448 2024-07-21 08:31:53,958 - pyskl - INFO - Epoch [136][800/3746] lr: 2.379e-03, eta: 12:41:23, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4759, top5_acc: 0.7281, loss_cls: 2.9180, loss: 2.9180 2024-07-21 08:33:15,599 - pyskl - INFO - Epoch [136][900/3746] lr: 2.370e-03, eta: 12:40:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4723, top5_acc: 0.7302, loss_cls: 2.9357, loss: 2.9357 2024-07-21 08:34:37,396 - pyskl - INFO - Epoch [136][1000/3746] lr: 2.362e-03, eta: 12:38:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4731, top5_acc: 0.7250, loss_cls: 2.9227, loss: 2.9227 2024-07-21 08:35:59,575 - pyskl - INFO - Epoch [136][1100/3746] lr: 2.353e-03, eta: 12:37:16, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4741, top5_acc: 0.7281, loss_cls: 2.9266, loss: 2.9266 2024-07-21 08:37:21,138 - pyskl - INFO - Epoch [136][1200/3746] lr: 2.345e-03, eta: 12:35:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4713, top5_acc: 0.7245, loss_cls: 2.9703, loss: 2.9703 2024-07-21 08:38:43,572 - pyskl - INFO - Epoch [136][1300/3746] lr: 2.336e-03, eta: 12:34:31, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4772, top5_acc: 0.7327, loss_cls: 2.9151, loss: 2.9151 2024-07-21 08:40:05,520 - pyskl - INFO - Epoch [136][1400/3746] lr: 2.328e-03, eta: 12:33:08, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4733, top5_acc: 0.7298, loss_cls: 2.9498, loss: 2.9498 2024-07-21 08:41:27,838 - pyskl - INFO - Epoch [136][1500/3746] lr: 2.319e-03, eta: 12:31:46, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4789, top5_acc: 0.7262, loss_cls: 2.9333, loss: 2.9333 2024-07-21 08:42:50,347 - pyskl - INFO - Epoch [136][1600/3746] lr: 2.311e-03, eta: 12:30:23, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4555, top5_acc: 0.7084, loss_cls: 3.0253, loss: 3.0253 2024-07-21 08:44:12,637 - pyskl - INFO - Epoch [136][1700/3746] lr: 2.303e-03, eta: 12:29:01, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4766, top5_acc: 0.7266, loss_cls: 2.9607, loss: 2.9607 2024-07-21 08:45:34,841 - pyskl - INFO - Epoch [136][1800/3746] lr: 2.294e-03, eta: 12:27:38, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4713, top5_acc: 0.7211, loss_cls: 2.9844, loss: 2.9844 2024-07-21 08:46:57,302 - pyskl - INFO - Epoch [136][1900/3746] lr: 2.286e-03, eta: 12:26:16, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4647, top5_acc: 0.7180, loss_cls: 2.9903, loss: 2.9903 2024-07-21 08:48:19,398 - pyskl - INFO - Epoch [136][2000/3746] lr: 2.277e-03, eta: 12:24:53, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4686, top5_acc: 0.7202, loss_cls: 2.9557, loss: 2.9557 2024-07-21 08:49:41,617 - pyskl - INFO - Epoch [136][2100/3746] lr: 2.269e-03, eta: 12:23:31, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4783, top5_acc: 0.7308, loss_cls: 2.9232, loss: 2.9232 2024-07-21 08:51:04,312 - pyskl - INFO - Epoch [136][2200/3746] lr: 2.261e-03, eta: 12:22:08, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4748, top5_acc: 0.7244, loss_cls: 2.9387, loss: 2.9387 2024-07-21 08:52:26,974 - pyskl - INFO - Epoch [136][2300/3746] lr: 2.253e-03, eta: 12:20:46, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4700, top5_acc: 0.7217, loss_cls: 2.9549, loss: 2.9549 2024-07-21 08:53:49,005 - pyskl - INFO - Epoch [136][2400/3746] lr: 2.244e-03, eta: 12:19:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4713, top5_acc: 0.7244, loss_cls: 2.9489, loss: 2.9489 2024-07-21 08:55:10,846 - pyskl - INFO - Epoch [136][2500/3746] lr: 2.236e-03, eta: 12:18:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4730, top5_acc: 0.7227, loss_cls: 2.9857, loss: 2.9857 2024-07-21 08:56:32,475 - pyskl - INFO - Epoch [136][2600/3746] lr: 2.228e-03, eta: 12:16:38, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4725, top5_acc: 0.7242, loss_cls: 2.9390, loss: 2.9390 2024-07-21 08:57:54,248 - pyskl - INFO - Epoch [136][2700/3746] lr: 2.219e-03, eta: 12:15:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4722, top5_acc: 0.7281, loss_cls: 2.9507, loss: 2.9507 2024-07-21 08:59:15,953 - pyskl - INFO - Epoch [136][2800/3746] lr: 2.211e-03, eta: 12:13:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4686, top5_acc: 0.7188, loss_cls: 2.9983, loss: 2.9983 2024-07-21 09:00:38,104 - pyskl - INFO - Epoch [136][2900/3746] lr: 2.203e-03, eta: 12:12:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4622, top5_acc: 0.7188, loss_cls: 2.9830, loss: 2.9830 2024-07-21 09:02:00,140 - pyskl - INFO - Epoch [136][3000/3746] lr: 2.195e-03, eta: 12:11:08, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4770, top5_acc: 0.7303, loss_cls: 2.9147, loss: 2.9147 2024-07-21 09:03:22,717 - pyskl - INFO - Epoch [136][3100/3746] lr: 2.187e-03, eta: 12:09:45, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4763, top5_acc: 0.7262, loss_cls: 2.9478, loss: 2.9478 2024-07-21 09:04:44,309 - pyskl - INFO - Epoch [136][3200/3746] lr: 2.178e-03, eta: 12:08:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4795, top5_acc: 0.7291, loss_cls: 2.9459, loss: 2.9459 2024-07-21 09:06:06,078 - pyskl - INFO - Epoch [136][3300/3746] lr: 2.170e-03, eta: 12:07:00, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4741, top5_acc: 0.7208, loss_cls: 2.9589, loss: 2.9589 2024-07-21 09:07:28,331 - pyskl - INFO - Epoch [136][3400/3746] lr: 2.162e-03, eta: 12:05:38, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4644, top5_acc: 0.7183, loss_cls: 2.9884, loss: 2.9884 2024-07-21 09:08:51,149 - pyskl - INFO - Epoch [136][3500/3746] lr: 2.154e-03, eta: 12:04:15, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4706, top5_acc: 0.7148, loss_cls: 3.0118, loss: 3.0118 2024-07-21 09:10:13,069 - pyskl - INFO - Epoch [136][3600/3746] lr: 2.146e-03, eta: 12:02:53, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4694, top5_acc: 0.7202, loss_cls: 2.9636, loss: 2.9636 2024-07-21 09:11:34,884 - pyskl - INFO - Epoch [136][3700/3746] lr: 2.138e-03, eta: 12:01:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4619, top5_acc: 0.7202, loss_cls: 2.9842, loss: 2.9842 2024-07-21 09:12:14,609 - pyskl - INFO - Saving checkpoint at 136 epochs 2024-07-21 09:14:07,360 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 09:14:08,017 - pyskl - INFO - top1_acc 0.3781 top5_acc 0.6296 2024-07-21 09:14:08,017 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 09:14:08,059 - pyskl - INFO - mean_acc 0.3778 2024-07-21 09:14:08,064 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_135.pth was removed 2024-07-21 09:14:08,313 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2024-07-21 09:14:08,314 - pyskl - INFO - Best top1_acc is 0.3781 at 136 epoch. 2024-07-21 09:14:08,326 - pyskl - INFO - Epoch(val) [136][309] top1_acc: 0.3781, top5_acc: 0.6296, mean_class_accuracy: 0.3778 2024-07-21 09:17:55,120 - pyskl - INFO - Epoch [137][100/3746] lr: 2.126e-03, eta: 11:59:41, time: 2.268, data_time: 1.285, memory: 15990, top1_acc: 0.4944, top5_acc: 0.7461, loss_cls: 2.8155, loss: 2.8155 2024-07-21 09:19:17,108 - pyskl - INFO - Epoch [137][200/3746] lr: 2.118e-03, eta: 11:58:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4963, top5_acc: 0.7392, loss_cls: 2.8546, loss: 2.8546 2024-07-21 09:20:39,547 - pyskl - INFO - Epoch [137][300/3746] lr: 2.110e-03, eta: 11:56:56, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4897, top5_acc: 0.7445, loss_cls: 2.8428, loss: 2.8428 2024-07-21 09:22:01,378 - pyskl - INFO - Epoch [137][400/3746] lr: 2.102e-03, eta: 11:55:33, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4877, top5_acc: 0.7400, loss_cls: 2.8700, loss: 2.8700 2024-07-21 09:23:23,533 - pyskl - INFO - Epoch [137][500/3746] lr: 2.094e-03, eta: 11:54:11, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4867, top5_acc: 0.7417, loss_cls: 2.8433, loss: 2.8433 2024-07-21 09:24:45,768 - pyskl - INFO - Epoch [137][600/3746] lr: 2.086e-03, eta: 11:52:48, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4903, top5_acc: 0.7427, loss_cls: 2.8763, loss: 2.8763 2024-07-21 09:26:08,983 - pyskl - INFO - Epoch [137][700/3746] lr: 2.078e-03, eta: 11:51:26, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4895, top5_acc: 0.7427, loss_cls: 2.8540, loss: 2.8540 2024-07-21 09:27:31,210 - pyskl - INFO - Epoch [137][800/3746] lr: 2.070e-03, eta: 11:50:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4856, top5_acc: 0.7425, loss_cls: 2.8589, loss: 2.8589 2024-07-21 09:28:53,096 - pyskl - INFO - Epoch [137][900/3746] lr: 2.062e-03, eta: 11:48:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4784, top5_acc: 0.7317, loss_cls: 2.9154, loss: 2.9154 2024-07-21 09:30:15,068 - pyskl - INFO - Epoch [137][1000/3746] lr: 2.054e-03, eta: 11:47:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4856, top5_acc: 0.7322, loss_cls: 2.9004, loss: 2.9004 2024-07-21 09:31:36,866 - pyskl - INFO - Epoch [137][1100/3746] lr: 2.046e-03, eta: 11:45:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4830, top5_acc: 0.7261, loss_cls: 2.9180, loss: 2.9180 2024-07-21 09:32:58,687 - pyskl - INFO - Epoch [137][1200/3746] lr: 2.038e-03, eta: 11:44:33, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4863, top5_acc: 0.7328, loss_cls: 2.8867, loss: 2.8867 2024-07-21 09:34:20,891 - pyskl - INFO - Epoch [137][1300/3746] lr: 2.030e-03, eta: 11:43:11, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4758, top5_acc: 0.7284, loss_cls: 2.9284, loss: 2.9284 2024-07-21 09:35:43,299 - pyskl - INFO - Epoch [137][1400/3746] lr: 2.022e-03, eta: 11:41:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4817, top5_acc: 0.7353, loss_cls: 2.8938, loss: 2.8938 2024-07-21 09:37:05,789 - pyskl - INFO - Epoch [137][1500/3746] lr: 2.015e-03, eta: 11:40:26, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4861, top5_acc: 0.7320, loss_cls: 2.8980, loss: 2.8980 2024-07-21 09:38:28,122 - pyskl - INFO - Epoch [137][1600/3746] lr: 2.007e-03, eta: 11:39:03, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4738, top5_acc: 0.7223, loss_cls: 2.9403, loss: 2.9403 2024-07-21 09:39:50,195 - pyskl - INFO - Epoch [137][1700/3746] lr: 1.999e-03, eta: 11:37:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4831, top5_acc: 0.7267, loss_cls: 2.9271, loss: 2.9271 2024-07-21 09:41:12,224 - pyskl - INFO - Epoch [137][1800/3746] lr: 1.991e-03, eta: 11:36:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4870, top5_acc: 0.7355, loss_cls: 2.8707, loss: 2.8707 2024-07-21 09:42:33,967 - pyskl - INFO - Epoch [137][1900/3746] lr: 1.983e-03, eta: 11:34:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4798, top5_acc: 0.7331, loss_cls: 2.9157, loss: 2.9157 2024-07-21 09:43:55,580 - pyskl - INFO - Epoch [137][2000/3746] lr: 1.976e-03, eta: 11:33:33, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4713, top5_acc: 0.7275, loss_cls: 2.9299, loss: 2.9299 2024-07-21 09:45:18,149 - pyskl - INFO - Epoch [137][2100/3746] lr: 1.968e-03, eta: 11:32:10, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4741, top5_acc: 0.7297, loss_cls: 2.9121, loss: 2.9121 2024-07-21 09:46:40,624 - pyskl - INFO - Epoch [137][2200/3746] lr: 1.960e-03, eta: 11:30:48, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4903, top5_acc: 0.7311, loss_cls: 2.8901, loss: 2.8901 2024-07-21 09:48:02,843 - pyskl - INFO - Epoch [137][2300/3746] lr: 1.952e-03, eta: 11:29:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4820, top5_acc: 0.7311, loss_cls: 2.9113, loss: 2.9113 2024-07-21 09:49:25,165 - pyskl - INFO - Epoch [137][2400/3746] lr: 1.944e-03, eta: 11:28:03, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4767, top5_acc: 0.7284, loss_cls: 2.9049, loss: 2.9049 2024-07-21 09:50:47,849 - pyskl - INFO - Epoch [137][2500/3746] lr: 1.937e-03, eta: 11:26:40, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4813, top5_acc: 0.7342, loss_cls: 2.9094, loss: 2.9094 2024-07-21 09:52:09,901 - pyskl - INFO - Epoch [137][2600/3746] lr: 1.929e-03, eta: 11:25:18, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4719, top5_acc: 0.7266, loss_cls: 2.9235, loss: 2.9235 2024-07-21 09:53:31,600 - pyskl - INFO - Epoch [137][2700/3746] lr: 1.921e-03, eta: 11:23:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4686, top5_acc: 0.7280, loss_cls: 2.9305, loss: 2.9305 2024-07-21 09:54:54,137 - pyskl - INFO - Epoch [137][2800/3746] lr: 1.914e-03, eta: 11:22:33, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4764, top5_acc: 0.7273, loss_cls: 2.9129, loss: 2.9129 2024-07-21 09:56:15,915 - pyskl - INFO - Epoch [137][2900/3746] lr: 1.906e-03, eta: 11:21:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4731, top5_acc: 0.7239, loss_cls: 2.9576, loss: 2.9576 2024-07-21 09:57:38,165 - pyskl - INFO - Epoch [137][3000/3746] lr: 1.898e-03, eta: 11:19:48, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4806, top5_acc: 0.7302, loss_cls: 2.9247, loss: 2.9247 2024-07-21 09:59:00,801 - pyskl - INFO - Epoch [137][3100/3746] lr: 1.891e-03, eta: 11:18:25, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4850, top5_acc: 0.7314, loss_cls: 2.9041, loss: 2.9041 2024-07-21 10:00:22,619 - pyskl - INFO - Epoch [137][3200/3746] lr: 1.883e-03, eta: 11:17:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4828, top5_acc: 0.7355, loss_cls: 2.8735, loss: 2.8735 2024-07-21 10:01:44,430 - pyskl - INFO - Epoch [137][3300/3746] lr: 1.876e-03, eta: 11:15:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4903, top5_acc: 0.7280, loss_cls: 2.8876, loss: 2.8876 2024-07-21 10:03:06,928 - pyskl - INFO - Epoch [137][3400/3746] lr: 1.868e-03, eta: 11:14:18, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4664, top5_acc: 0.7308, loss_cls: 2.9359, loss: 2.9359 2024-07-21 10:04:28,999 - pyskl - INFO - Epoch [137][3500/3746] lr: 1.860e-03, eta: 11:12:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4723, top5_acc: 0.7327, loss_cls: 2.9201, loss: 2.9201 2024-07-21 10:05:50,847 - pyskl - INFO - Epoch [137][3600/3746] lr: 1.853e-03, eta: 11:11:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4833, top5_acc: 0.7372, loss_cls: 2.8867, loss: 2.8867 2024-07-21 10:07:13,017 - pyskl - INFO - Epoch [137][3700/3746] lr: 1.845e-03, eta: 11:10:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4742, top5_acc: 0.7245, loss_cls: 2.9445, loss: 2.9445 2024-07-21 10:07:52,813 - pyskl - INFO - Saving checkpoint at 137 epochs 2024-07-21 10:09:45,174 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 10:09:45,836 - pyskl - INFO - top1_acc 0.3777 top5_acc 0.6246 2024-07-21 10:09:45,837 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 10:09:45,879 - pyskl - INFO - mean_acc 0.3775 2024-07-21 10:09:45,891 - pyskl - INFO - Epoch(val) [137][309] top1_acc: 0.3777, top5_acc: 0.6246, mean_class_accuracy: 0.3775 2024-07-21 10:13:35,230 - pyskl - INFO - Epoch [138][100/3746] lr: 1.834e-03, eta: 11:08:20, time: 2.293, data_time: 1.304, memory: 15990, top1_acc: 0.5036, top5_acc: 0.7522, loss_cls: 2.7992, loss: 2.7992 2024-07-21 10:14:57,234 - pyskl - INFO - Epoch [138][200/3746] lr: 1.827e-03, eta: 11:06:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4977, top5_acc: 0.7428, loss_cls: 2.8052, loss: 2.8052 2024-07-21 10:16:19,779 - pyskl - INFO - Epoch [138][300/3746] lr: 1.819e-03, eta: 11:05:35, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5033, top5_acc: 0.7484, loss_cls: 2.7948, loss: 2.7948 2024-07-21 10:17:41,621 - pyskl - INFO - Epoch [138][400/3746] lr: 1.812e-03, eta: 11:04:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4958, top5_acc: 0.7441, loss_cls: 2.8501, loss: 2.8501 2024-07-21 10:19:04,245 - pyskl - INFO - Epoch [138][500/3746] lr: 1.805e-03, eta: 11:02:50, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5014, top5_acc: 0.7517, loss_cls: 2.7945, loss: 2.7945 2024-07-21 10:20:27,091 - pyskl - INFO - Epoch [138][600/3746] lr: 1.797e-03, eta: 11:01:27, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4992, top5_acc: 0.7534, loss_cls: 2.7892, loss: 2.7892 2024-07-21 10:21:49,709 - pyskl - INFO - Epoch [138][700/3746] lr: 1.790e-03, eta: 11:00:05, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4994, top5_acc: 0.7488, loss_cls: 2.7991, loss: 2.7991 2024-07-21 10:23:12,459 - pyskl - INFO - Epoch [138][800/3746] lr: 1.782e-03, eta: 10:58:42, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4806, top5_acc: 0.7356, loss_cls: 2.8588, loss: 2.8588 2024-07-21 10:24:34,317 - pyskl - INFO - Epoch [138][900/3746] lr: 1.775e-03, eta: 10:57:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5016, top5_acc: 0.7478, loss_cls: 2.8084, loss: 2.8084 2024-07-21 10:25:56,163 - pyskl - INFO - Epoch [138][1000/3746] lr: 1.768e-03, eta: 10:55:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4805, top5_acc: 0.7334, loss_cls: 2.8825, loss: 2.8825 2024-07-21 10:27:18,140 - pyskl - INFO - Epoch [138][1100/3746] lr: 1.760e-03, eta: 10:54:34, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4942, top5_acc: 0.7445, loss_cls: 2.8177, loss: 2.8177 2024-07-21 10:28:40,503 - pyskl - INFO - Epoch [138][1200/3746] lr: 1.753e-03, eta: 10:53:12, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4934, top5_acc: 0.7438, loss_cls: 2.8286, loss: 2.8286 2024-07-21 10:30:03,041 - pyskl - INFO - Epoch [138][1300/3746] lr: 1.745e-03, eta: 10:51:49, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4933, top5_acc: 0.7391, loss_cls: 2.8533, loss: 2.8533 2024-07-21 10:31:25,948 - pyskl - INFO - Epoch [138][1400/3746] lr: 1.738e-03, eta: 10:50:27, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4861, top5_acc: 0.7377, loss_cls: 2.8657, loss: 2.8657 2024-07-21 10:32:47,587 - pyskl - INFO - Epoch [138][1500/3746] lr: 1.731e-03, eta: 10:49:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4919, top5_acc: 0.7355, loss_cls: 2.8507, loss: 2.8507 2024-07-21 10:34:10,201 - pyskl - INFO - Epoch [138][1600/3746] lr: 1.724e-03, eta: 10:47:42, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4886, top5_acc: 0.7336, loss_cls: 2.8739, loss: 2.8739 2024-07-21 10:35:32,150 - pyskl - INFO - Epoch [138][1700/3746] lr: 1.716e-03, eta: 10:46:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4933, top5_acc: 0.7423, loss_cls: 2.8309, loss: 2.8309 2024-07-21 10:36:54,179 - pyskl - INFO - Epoch [138][1800/3746] lr: 1.709e-03, eta: 10:44:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4931, top5_acc: 0.7420, loss_cls: 2.8371, loss: 2.8371 2024-07-21 10:38:15,796 - pyskl - INFO - Epoch [138][1900/3746] lr: 1.702e-03, eta: 10:43:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4947, top5_acc: 0.7489, loss_cls: 2.8221, loss: 2.8221 2024-07-21 10:39:38,109 - pyskl - INFO - Epoch [138][2000/3746] lr: 1.695e-03, eta: 10:42:12, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4917, top5_acc: 0.7369, loss_cls: 2.8583, loss: 2.8583 2024-07-21 10:41:00,496 - pyskl - INFO - Epoch [138][2100/3746] lr: 1.687e-03, eta: 10:40:49, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4852, top5_acc: 0.7317, loss_cls: 2.8934, loss: 2.8934 2024-07-21 10:42:22,920 - pyskl - INFO - Epoch [138][2200/3746] lr: 1.680e-03, eta: 10:39:27, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4925, top5_acc: 0.7364, loss_cls: 2.8675, loss: 2.8675 2024-07-21 10:43:45,416 - pyskl - INFO - Epoch [138][2300/3746] lr: 1.673e-03, eta: 10:38:04, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4905, top5_acc: 0.7398, loss_cls: 2.8442, loss: 2.8442 2024-07-21 10:45:07,570 - pyskl - INFO - Epoch [138][2400/3746] lr: 1.666e-03, eta: 10:36:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4858, top5_acc: 0.7377, loss_cls: 2.8727, loss: 2.8727 2024-07-21 10:46:29,645 - pyskl - INFO - Epoch [138][2500/3746] lr: 1.659e-03, eta: 10:35:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5036, top5_acc: 0.7503, loss_cls: 2.7833, loss: 2.7833 2024-07-21 10:47:51,774 - pyskl - INFO - Epoch [138][2600/3746] lr: 1.652e-03, eta: 10:33:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4880, top5_acc: 0.7347, loss_cls: 2.8756, loss: 2.8756 2024-07-21 10:49:14,231 - pyskl - INFO - Epoch [138][2700/3746] lr: 1.644e-03, eta: 10:32:34, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4934, top5_acc: 0.7412, loss_cls: 2.8502, loss: 2.8502 2024-07-21 10:50:36,336 - pyskl - INFO - Epoch [138][2800/3746] lr: 1.637e-03, eta: 10:31:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4897, top5_acc: 0.7375, loss_cls: 2.8598, loss: 2.8598 2024-07-21 10:51:58,392 - pyskl - INFO - Epoch [138][2900/3746] lr: 1.630e-03, eta: 10:29:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4844, top5_acc: 0.7291, loss_cls: 2.8942, loss: 2.8942 2024-07-21 10:53:19,918 - pyskl - INFO - Epoch [138][3000/3746] lr: 1.623e-03, eta: 10:28:26, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4994, top5_acc: 0.7433, loss_cls: 2.8483, loss: 2.8483 2024-07-21 10:54:41,705 - pyskl - INFO - Epoch [138][3100/3746] lr: 1.616e-03, eta: 10:27:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4839, top5_acc: 0.7394, loss_cls: 2.8742, loss: 2.8742 2024-07-21 10:56:04,096 - pyskl - INFO - Epoch [138][3200/3746] lr: 1.609e-03, eta: 10:25:41, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4753, top5_acc: 0.7258, loss_cls: 2.9283, loss: 2.9283 2024-07-21 10:57:26,210 - pyskl - INFO - Epoch [138][3300/3746] lr: 1.602e-03, eta: 10:24:18, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4909, top5_acc: 0.7394, loss_cls: 2.8370, loss: 2.8370 2024-07-21 10:58:47,898 - pyskl - INFO - Epoch [138][3400/3746] lr: 1.595e-03, eta: 10:22:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4825, top5_acc: 0.7319, loss_cls: 2.8727, loss: 2.8727 2024-07-21 11:00:09,931 - pyskl - INFO - Epoch [138][3500/3746] lr: 1.588e-03, eta: 10:21:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4853, top5_acc: 0.7438, loss_cls: 2.8687, loss: 2.8687 2024-07-21 11:01:31,965 - pyskl - INFO - Epoch [138][3600/3746] lr: 1.581e-03, eta: 10:20:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4894, top5_acc: 0.7355, loss_cls: 2.8673, loss: 2.8673 2024-07-21 11:02:53,751 - pyskl - INFO - Epoch [138][3700/3746] lr: 1.574e-03, eta: 10:18:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4763, top5_acc: 0.7303, loss_cls: 2.9155, loss: 2.9155 2024-07-21 11:03:33,764 - pyskl - INFO - Saving checkpoint at 138 epochs 2024-07-21 11:05:26,274 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 11:05:26,935 - pyskl - INFO - top1_acc 0.3803 top5_acc 0.6301 2024-07-21 11:05:26,935 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 11:05:26,977 - pyskl - INFO - mean_acc 0.3801 2024-07-21 11:05:26,983 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_136.pth was removed 2024-07-21 11:05:27,238 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2024-07-21 11:05:27,239 - pyskl - INFO - Best top1_acc is 0.3803 at 138 epoch. 2024-07-21 11:05:27,252 - pyskl - INFO - Epoch(val) [138][309] top1_acc: 0.3803, top5_acc: 0.6301, mean_class_accuracy: 0.3801 2024-07-21 11:09:12,867 - pyskl - INFO - Epoch [139][100/3746] lr: 1.564e-03, eta: 10:16:57, time: 2.256, data_time: 1.255, memory: 15990, top1_acc: 0.4997, top5_acc: 0.7548, loss_cls: 2.7616, loss: 2.7616 2024-07-21 11:10:35,132 - pyskl - INFO - Epoch [139][200/3746] lr: 1.557e-03, eta: 10:15:34, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5050, top5_acc: 0.7488, loss_cls: 2.7914, loss: 2.7914 2024-07-21 11:11:57,416 - pyskl - INFO - Epoch [139][300/3746] lr: 1.550e-03, eta: 10:14:12, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5059, top5_acc: 0.7559, loss_cls: 2.7839, loss: 2.7839 2024-07-21 11:13:19,368 - pyskl - INFO - Epoch [139][400/3746] lr: 1.543e-03, eta: 10:12:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5023, top5_acc: 0.7498, loss_cls: 2.7829, loss: 2.7829 2024-07-21 11:14:41,986 - pyskl - INFO - Epoch [139][500/3746] lr: 1.536e-03, eta: 10:11:27, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4994, top5_acc: 0.7541, loss_cls: 2.7788, loss: 2.7788 2024-07-21 11:16:03,783 - pyskl - INFO - Epoch [139][600/3746] lr: 1.529e-03, eta: 10:10:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5128, top5_acc: 0.7494, loss_cls: 2.7477, loss: 2.7477 2024-07-21 11:17:26,267 - pyskl - INFO - Epoch [139][700/3746] lr: 1.523e-03, eta: 10:08:42, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5050, top5_acc: 0.7475, loss_cls: 2.7833, loss: 2.7833 2024-07-21 11:18:48,749 - pyskl - INFO - Epoch [139][800/3746] lr: 1.516e-03, eta: 10:07:19, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4991, top5_acc: 0.7445, loss_cls: 2.8196, loss: 2.8196 2024-07-21 11:20:11,213 - pyskl - INFO - Epoch [139][900/3746] lr: 1.509e-03, eta: 10:05:56, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5131, top5_acc: 0.7589, loss_cls: 2.7113, loss: 2.7113 2024-07-21 11:21:33,885 - pyskl - INFO - Epoch [139][1000/3746] lr: 1.502e-03, eta: 10:04:34, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5034, top5_acc: 0.7567, loss_cls: 2.7669, loss: 2.7669 2024-07-21 11:22:56,374 - pyskl - INFO - Epoch [139][1100/3746] lr: 1.495e-03, eta: 10:03:11, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4978, top5_acc: 0.7419, loss_cls: 2.8169, loss: 2.8169 2024-07-21 11:24:19,513 - pyskl - INFO - Epoch [139][1200/3746] lr: 1.489e-03, eta: 10:01:49, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5005, top5_acc: 0.7445, loss_cls: 2.8054, loss: 2.8054 2024-07-21 11:25:43,081 - pyskl - INFO - Epoch [139][1300/3746] lr: 1.482e-03, eta: 10:00:26, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.4955, top5_acc: 0.7511, loss_cls: 2.8066, loss: 2.8066 2024-07-21 11:27:06,247 - pyskl - INFO - Epoch [139][1400/3746] lr: 1.475e-03, eta: 9:59:04, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4919, top5_acc: 0.7439, loss_cls: 2.8133, loss: 2.8133 2024-07-21 11:28:28,542 - pyskl - INFO - Epoch [139][1500/3746] lr: 1.468e-03, eta: 9:57:41, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5111, top5_acc: 0.7503, loss_cls: 2.7758, loss: 2.7758 2024-07-21 11:29:51,373 - pyskl - INFO - Epoch [139][1600/3746] lr: 1.462e-03, eta: 9:56:19, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5067, top5_acc: 0.7522, loss_cls: 2.7617, loss: 2.7617 2024-07-21 11:31:13,245 - pyskl - INFO - Epoch [139][1700/3746] lr: 1.455e-03, eta: 9:54:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4920, top5_acc: 0.7388, loss_cls: 2.8420, loss: 2.8420 2024-07-21 11:32:34,896 - pyskl - INFO - Epoch [139][1800/3746] lr: 1.448e-03, eta: 9:53:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5128, top5_acc: 0.7555, loss_cls: 2.7577, loss: 2.7577 2024-07-21 11:33:56,841 - pyskl - INFO - Epoch [139][1900/3746] lr: 1.442e-03, eta: 9:52:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4911, top5_acc: 0.7422, loss_cls: 2.8155, loss: 2.8155 2024-07-21 11:35:18,959 - pyskl - INFO - Epoch [139][2000/3746] lr: 1.435e-03, eta: 9:50:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4869, top5_acc: 0.7542, loss_cls: 2.8121, loss: 2.8121 2024-07-21 11:36:41,546 - pyskl - INFO - Epoch [139][2100/3746] lr: 1.428e-03, eta: 9:49:26, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4923, top5_acc: 0.7419, loss_cls: 2.8485, loss: 2.8485 2024-07-21 11:38:03,629 - pyskl - INFO - Epoch [139][2200/3746] lr: 1.422e-03, eta: 9:48:03, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4975, top5_acc: 0.7473, loss_cls: 2.8008, loss: 2.8008 2024-07-21 11:39:26,743 - pyskl - INFO - Epoch [139][2300/3746] lr: 1.415e-03, eta: 9:46:41, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4958, top5_acc: 0.7492, loss_cls: 2.7940, loss: 2.7940 2024-07-21 11:40:48,603 - pyskl - INFO - Epoch [139][2400/3746] lr: 1.408e-03, eta: 9:45:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5067, top5_acc: 0.7488, loss_cls: 2.7735, loss: 2.7735 2024-07-21 11:42:10,485 - pyskl - INFO - Epoch [139][2500/3746] lr: 1.402e-03, eta: 9:43:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5012, top5_acc: 0.7434, loss_cls: 2.8135, loss: 2.8135 2024-07-21 11:43:33,159 - pyskl - INFO - Epoch [139][2600/3746] lr: 1.395e-03, eta: 9:42:33, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4972, top5_acc: 0.7367, loss_cls: 2.8438, loss: 2.8438 2024-07-21 11:44:54,881 - pyskl - INFO - Epoch [139][2700/3746] lr: 1.389e-03, eta: 9:41:11, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4913, top5_acc: 0.7447, loss_cls: 2.8249, loss: 2.8249 2024-07-21 11:46:16,935 - pyskl - INFO - Epoch [139][2800/3746] lr: 1.382e-03, eta: 9:39:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4966, top5_acc: 0.7522, loss_cls: 2.7934, loss: 2.7934 2024-07-21 11:47:38,601 - pyskl - INFO - Epoch [139][2900/3746] lr: 1.376e-03, eta: 9:38:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5094, top5_acc: 0.7473, loss_cls: 2.7897, loss: 2.7897 2024-07-21 11:49:00,717 - pyskl - INFO - Epoch [139][3000/3746] lr: 1.369e-03, eta: 9:37:03, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4902, top5_acc: 0.7400, loss_cls: 2.8350, loss: 2.8350 2024-07-21 11:50:23,032 - pyskl - INFO - Epoch [139][3100/3746] lr: 1.363e-03, eta: 9:35:40, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4959, top5_acc: 0.7400, loss_cls: 2.8381, loss: 2.8381 2024-07-21 11:51:45,038 - pyskl - INFO - Epoch [139][3200/3746] lr: 1.356e-03, eta: 9:34:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4936, top5_acc: 0.7406, loss_cls: 2.8481, loss: 2.8481 2024-07-21 11:53:07,013 - pyskl - INFO - Epoch [139][3300/3746] lr: 1.350e-03, eta: 9:32:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4978, top5_acc: 0.7458, loss_cls: 2.7864, loss: 2.7864 2024-07-21 11:54:28,930 - pyskl - INFO - Epoch [139][3400/3746] lr: 1.343e-03, eta: 9:31:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4959, top5_acc: 0.7475, loss_cls: 2.7961, loss: 2.7961 2024-07-21 11:55:51,636 - pyskl - INFO - Epoch [139][3500/3746] lr: 1.337e-03, eta: 9:30:10, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4922, top5_acc: 0.7480, loss_cls: 2.8293, loss: 2.8293 2024-07-21 11:57:13,942 - pyskl - INFO - Epoch [139][3600/3746] lr: 1.330e-03, eta: 9:28:48, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4959, top5_acc: 0.7491, loss_cls: 2.7888, loss: 2.7888 2024-07-21 11:58:35,558 - pyskl - INFO - Epoch [139][3700/3746] lr: 1.324e-03, eta: 9:27:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4922, top5_acc: 0.7447, loss_cls: 2.8360, loss: 2.8360 2024-07-21 11:59:15,405 - pyskl - INFO - Saving checkpoint at 139 epochs 2024-07-21 12:01:06,932 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 12:01:07,602 - pyskl - INFO - top1_acc 0.3853 top5_acc 0.6315 2024-07-21 12:01:07,602 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 12:01:07,648 - pyskl - INFO - mean_acc 0.3849 2024-07-21 12:01:07,653 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_138.pth was removed 2024-07-21 12:01:07,908 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2024-07-21 12:01:07,909 - pyskl - INFO - Best top1_acc is 0.3853 at 139 epoch. 2024-07-21 12:01:07,925 - pyskl - INFO - Epoch(val) [139][309] top1_acc: 0.3853, top5_acc: 0.6315, mean_class_accuracy: 0.3849 2024-07-21 12:04:59,197 - pyskl - INFO - Epoch [140][100/3746] lr: 1.315e-03, eta: 9:25:33, time: 2.313, data_time: 1.316, memory: 15990, top1_acc: 0.5156, top5_acc: 0.7656, loss_cls: 2.6738, loss: 2.6738 2024-07-21 12:06:22,294 - pyskl - INFO - Epoch [140][200/3746] lr: 1.308e-03, eta: 9:24:11, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5288, top5_acc: 0.7692, loss_cls: 2.6478, loss: 2.6478 2024-07-21 12:07:44,660 - pyskl - INFO - Epoch [140][300/3746] lr: 1.302e-03, eta: 9:22:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5122, top5_acc: 0.7570, loss_cls: 2.7410, loss: 2.7410 2024-07-21 12:09:06,986 - pyskl - INFO - Epoch [140][400/3746] lr: 1.296e-03, eta: 9:21:26, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5183, top5_acc: 0.7588, loss_cls: 2.7000, loss: 2.7000 2024-07-21 12:10:29,472 - pyskl - INFO - Epoch [140][500/3746] lr: 1.289e-03, eta: 9:20:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5175, top5_acc: 0.7666, loss_cls: 2.6907, loss: 2.6907 2024-07-21 12:11:52,162 - pyskl - INFO - Epoch [140][600/3746] lr: 1.283e-03, eta: 9:18:41, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5181, top5_acc: 0.7597, loss_cls: 2.7100, loss: 2.7100 2024-07-21 12:13:14,113 - pyskl - INFO - Epoch [140][700/3746] lr: 1.277e-03, eta: 9:17:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5030, top5_acc: 0.7578, loss_cls: 2.7333, loss: 2.7333 2024-07-21 12:14:36,566 - pyskl - INFO - Epoch [140][800/3746] lr: 1.271e-03, eta: 9:15:55, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5041, top5_acc: 0.7550, loss_cls: 2.7522, loss: 2.7522 2024-07-21 12:15:58,732 - pyskl - INFO - Epoch [140][900/3746] lr: 1.264e-03, eta: 9:14:33, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5183, top5_acc: 0.7670, loss_cls: 2.7129, loss: 2.7129 2024-07-21 12:17:20,908 - pyskl - INFO - Epoch [140][1000/3746] lr: 1.258e-03, eta: 9:13:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5031, top5_acc: 0.7558, loss_cls: 2.7641, loss: 2.7641 2024-07-21 12:18:42,834 - pyskl - INFO - Epoch [140][1100/3746] lr: 1.252e-03, eta: 9:11:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5147, top5_acc: 0.7547, loss_cls: 2.7340, loss: 2.7340 2024-07-21 12:20:05,704 - pyskl - INFO - Epoch [140][1200/3746] lr: 1.246e-03, eta: 9:10:25, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.5098, top5_acc: 0.7622, loss_cls: 2.7389, loss: 2.7389 2024-07-21 12:21:27,645 - pyskl - INFO - Epoch [140][1300/3746] lr: 1.239e-03, eta: 9:09:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5219, top5_acc: 0.7606, loss_cls: 2.7140, loss: 2.7140 2024-07-21 12:22:49,797 - pyskl - INFO - Epoch [140][1400/3746] lr: 1.233e-03, eta: 9:07:40, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5148, top5_acc: 0.7617, loss_cls: 2.7205, loss: 2.7205 2024-07-21 12:24:12,238 - pyskl - INFO - Epoch [140][1500/3746] lr: 1.227e-03, eta: 9:06:17, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5023, top5_acc: 0.7516, loss_cls: 2.7539, loss: 2.7539 2024-07-21 12:25:34,352 - pyskl - INFO - Epoch [140][1600/3746] lr: 1.221e-03, eta: 9:04:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4991, top5_acc: 0.7492, loss_cls: 2.7758, loss: 2.7758 2024-07-21 12:26:56,484 - pyskl - INFO - Epoch [140][1700/3746] lr: 1.215e-03, eta: 9:03:32, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5055, top5_acc: 0.7570, loss_cls: 2.7493, loss: 2.7493 2024-07-21 12:28:18,545 - pyskl - INFO - Epoch [140][1800/3746] lr: 1.209e-03, eta: 9:02:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5102, top5_acc: 0.7558, loss_cls: 2.7314, loss: 2.7314 2024-07-21 12:29:41,289 - pyskl - INFO - Epoch [140][1900/3746] lr: 1.203e-03, eta: 9:00:47, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4983, top5_acc: 0.7564, loss_cls: 2.7706, loss: 2.7706 2024-07-21 12:31:03,220 - pyskl - INFO - Epoch [140][2000/3746] lr: 1.196e-03, eta: 8:59:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4941, top5_acc: 0.7472, loss_cls: 2.8369, loss: 2.8369 2024-07-21 12:32:26,740 - pyskl - INFO - Epoch [140][2100/3746] lr: 1.190e-03, eta: 8:58:02, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5225, top5_acc: 0.7633, loss_cls: 2.6865, loss: 2.6865 2024-07-21 12:33:48,803 - pyskl - INFO - Epoch [140][2200/3746] lr: 1.184e-03, eta: 8:56:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5089, top5_acc: 0.7391, loss_cls: 2.7490, loss: 2.7490 2024-07-21 12:35:11,559 - pyskl - INFO - Epoch [140][2300/3746] lr: 1.178e-03, eta: 8:55:17, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5022, top5_acc: 0.7527, loss_cls: 2.7695, loss: 2.7695 2024-07-21 12:36:33,466 - pyskl - INFO - Epoch [140][2400/3746] lr: 1.172e-03, eta: 8:53:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5042, top5_acc: 0.7544, loss_cls: 2.7826, loss: 2.7826 2024-07-21 12:37:55,462 - pyskl - INFO - Epoch [140][2500/3746] lr: 1.166e-03, eta: 8:52:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4991, top5_acc: 0.7434, loss_cls: 2.7967, loss: 2.7967 2024-07-21 12:39:17,267 - pyskl - INFO - Epoch [140][2600/3746] lr: 1.160e-03, eta: 8:51:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5039, top5_acc: 0.7509, loss_cls: 2.7533, loss: 2.7533 2024-07-21 12:40:39,285 - pyskl - INFO - Epoch [140][2700/3746] lr: 1.154e-03, eta: 8:49:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5061, top5_acc: 0.7498, loss_cls: 2.7642, loss: 2.7642 2024-07-21 12:42:01,140 - pyskl - INFO - Epoch [140][2800/3746] lr: 1.148e-03, eta: 8:48:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5069, top5_acc: 0.7581, loss_cls: 2.7353, loss: 2.7353 2024-07-21 12:43:23,053 - pyskl - INFO - Epoch [140][2900/3746] lr: 1.142e-03, eta: 8:47:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5108, top5_acc: 0.7545, loss_cls: 2.7541, loss: 2.7541 2024-07-21 12:44:44,970 - pyskl - INFO - Epoch [140][3000/3746] lr: 1.136e-03, eta: 8:45:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5031, top5_acc: 0.7552, loss_cls: 2.7593, loss: 2.7593 2024-07-21 12:46:07,155 - pyskl - INFO - Epoch [140][3100/3746] lr: 1.131e-03, eta: 8:44:16, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5102, top5_acc: 0.7614, loss_cls: 2.7305, loss: 2.7305 2024-07-21 12:47:29,132 - pyskl - INFO - Epoch [140][3200/3746] lr: 1.125e-03, eta: 8:42:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5005, top5_acc: 0.7505, loss_cls: 2.7791, loss: 2.7791 2024-07-21 12:48:51,400 - pyskl - INFO - Epoch [140][3300/3746] lr: 1.119e-03, eta: 8:41:31, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5023, top5_acc: 0.7562, loss_cls: 2.7644, loss: 2.7644 2024-07-21 12:50:13,891 - pyskl - INFO - Epoch [140][3400/3746] lr: 1.113e-03, eta: 8:40:08, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4989, top5_acc: 0.7481, loss_cls: 2.8073, loss: 2.8073 2024-07-21 12:51:36,308 - pyskl - INFO - Epoch [140][3500/3746] lr: 1.107e-03, eta: 8:38:46, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4964, top5_acc: 0.7455, loss_cls: 2.8114, loss: 2.8114 2024-07-21 12:52:58,019 - pyskl - INFO - Epoch [140][3600/3746] lr: 1.101e-03, eta: 8:37:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5070, top5_acc: 0.7561, loss_cls: 2.7552, loss: 2.7552 2024-07-21 12:54:20,032 - pyskl - INFO - Epoch [140][3700/3746] lr: 1.095e-03, eta: 8:36:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5025, top5_acc: 0.7544, loss_cls: 2.7707, loss: 2.7707 2024-07-21 12:55:00,138 - pyskl - INFO - Saving checkpoint at 140 epochs 2024-07-21 12:56:52,073 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 12:56:52,741 - pyskl - INFO - top1_acc 0.3879 top5_acc 0.6374 2024-07-21 12:56:52,741 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 12:56:52,782 - pyskl - INFO - mean_acc 0.3877 2024-07-21 12:56:52,786 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_139.pth was removed 2024-07-21 12:56:53,037 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2024-07-21 12:56:53,038 - pyskl - INFO - Best top1_acc is 0.3879 at 140 epoch. 2024-07-21 12:56:53,050 - pyskl - INFO - Epoch(val) [140][309] top1_acc: 0.3879, top5_acc: 0.6374, mean_class_accuracy: 0.3877 2024-07-21 13:00:46,848 - pyskl - INFO - Epoch [141][100/3746] lr: 1.087e-03, eta: 8:34:08, time: 2.338, data_time: 1.332, memory: 15990, top1_acc: 0.5245, top5_acc: 0.7730, loss_cls: 2.6437, loss: 2.6437 2024-07-21 13:02:09,286 - pyskl - INFO - Epoch [141][200/3746] lr: 1.081e-03, eta: 8:32:46, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5308, top5_acc: 0.7733, loss_cls: 2.6365, loss: 2.6365 2024-07-21 13:03:31,581 - pyskl - INFO - Epoch [141][300/3746] lr: 1.075e-03, eta: 8:31:23, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5283, top5_acc: 0.7638, loss_cls: 2.6764, loss: 2.6764 2024-07-21 13:04:53,589 - pyskl - INFO - Epoch [141][400/3746] lr: 1.070e-03, eta: 8:30:00, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5269, top5_acc: 0.7609, loss_cls: 2.6502, loss: 2.6502 2024-07-21 13:06:16,451 - pyskl - INFO - Epoch [141][500/3746] lr: 1.064e-03, eta: 8:28:38, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.5177, top5_acc: 0.7670, loss_cls: 2.7182, loss: 2.7182 2024-07-21 13:07:38,937 - pyskl - INFO - Epoch [141][600/3746] lr: 1.058e-03, eta: 8:27:15, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5186, top5_acc: 0.7716, loss_cls: 2.6795, loss: 2.6795 2024-07-21 13:09:01,519 - pyskl - INFO - Epoch [141][700/3746] lr: 1.052e-03, eta: 8:25:53, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5114, top5_acc: 0.7661, loss_cls: 2.7080, loss: 2.7080 2024-07-21 13:10:23,559 - pyskl - INFO - Epoch [141][800/3746] lr: 1.047e-03, eta: 8:24:30, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5175, top5_acc: 0.7592, loss_cls: 2.7147, loss: 2.7147 2024-07-21 13:11:46,261 - pyskl - INFO - Epoch [141][900/3746] lr: 1.041e-03, eta: 8:23:08, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5227, top5_acc: 0.7730, loss_cls: 2.6756, loss: 2.6756 2024-07-21 13:13:08,529 - pyskl - INFO - Epoch [141][1000/3746] lr: 1.035e-03, eta: 8:21:45, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5183, top5_acc: 0.7642, loss_cls: 2.6925, loss: 2.6925 2024-07-21 13:14:31,358 - pyskl - INFO - Epoch [141][1100/3746] lr: 1.030e-03, eta: 8:20:22, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5175, top5_acc: 0.7589, loss_cls: 2.6982, loss: 2.6982 2024-07-21 13:15:53,507 - pyskl - INFO - Epoch [141][1200/3746] lr: 1.024e-03, eta: 8:19:00, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5184, top5_acc: 0.7650, loss_cls: 2.6794, loss: 2.6794 2024-07-21 13:17:15,912 - pyskl - INFO - Epoch [141][1300/3746] lr: 1.018e-03, eta: 8:17:37, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5200, top5_acc: 0.7709, loss_cls: 2.6657, loss: 2.6657 2024-07-21 13:18:38,233 - pyskl - INFO - Epoch [141][1400/3746] lr: 1.013e-03, eta: 8:16:15, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5202, top5_acc: 0.7630, loss_cls: 2.6797, loss: 2.6797 2024-07-21 13:20:00,312 - pyskl - INFO - Epoch [141][1500/3746] lr: 1.007e-03, eta: 8:14:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5208, top5_acc: 0.7653, loss_cls: 2.6763, loss: 2.6763 2024-07-21 13:21:22,787 - pyskl - INFO - Epoch [141][1600/3746] lr: 1.002e-03, eta: 8:13:29, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5214, top5_acc: 0.7730, loss_cls: 2.6615, loss: 2.6615 2024-07-21 13:22:44,557 - pyskl - INFO - Epoch [141][1700/3746] lr: 9.961e-04, eta: 8:12:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5159, top5_acc: 0.7573, loss_cls: 2.7055, loss: 2.7055 2024-07-21 13:24:06,435 - pyskl - INFO - Epoch [141][1800/3746] lr: 9.905e-04, eta: 8:10:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4991, top5_acc: 0.7547, loss_cls: 2.7633, loss: 2.7633 2024-07-21 13:25:28,489 - pyskl - INFO - Epoch [141][1900/3746] lr: 9.850e-04, eta: 8:09:22, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5161, top5_acc: 0.7573, loss_cls: 2.7244, loss: 2.7244 2024-07-21 13:26:50,877 - pyskl - INFO - Epoch [141][2000/3746] lr: 9.795e-04, eta: 8:07:59, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5139, top5_acc: 0.7609, loss_cls: 2.7123, loss: 2.7123 2024-07-21 13:28:13,453 - pyskl - INFO - Epoch [141][2100/3746] lr: 9.740e-04, eta: 8:06:36, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5206, top5_acc: 0.7658, loss_cls: 2.6783, loss: 2.6783 2024-07-21 13:29:35,301 - pyskl - INFO - Epoch [141][2200/3746] lr: 9.685e-04, eta: 8:05:14, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5095, top5_acc: 0.7544, loss_cls: 2.7576, loss: 2.7576 2024-07-21 13:30:57,332 - pyskl - INFO - Epoch [141][2300/3746] lr: 9.630e-04, eta: 8:03:51, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5144, top5_acc: 0.7625, loss_cls: 2.6924, loss: 2.6924 2024-07-21 13:32:19,075 - pyskl - INFO - Epoch [141][2400/3746] lr: 9.576e-04, eta: 8:02:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5164, top5_acc: 0.7678, loss_cls: 2.6899, loss: 2.6899 2024-07-21 13:33:41,461 - pyskl - INFO - Epoch [141][2500/3746] lr: 9.522e-04, eta: 8:01:06, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5170, top5_acc: 0.7680, loss_cls: 2.6857, loss: 2.6857 2024-07-21 13:35:03,163 - pyskl - INFO - Epoch [141][2600/3746] lr: 9.467e-04, eta: 7:59:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5103, top5_acc: 0.7606, loss_cls: 2.6966, loss: 2.6966 2024-07-21 13:36:25,220 - pyskl - INFO - Epoch [141][2700/3746] lr: 9.413e-04, eta: 7:58:21, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5161, top5_acc: 0.7631, loss_cls: 2.6998, loss: 2.6998 2024-07-21 13:37:46,526 - pyskl - INFO - Epoch [141][2800/3746] lr: 9.359e-04, eta: 7:56:58, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5122, top5_acc: 0.7570, loss_cls: 2.7138, loss: 2.7138 2024-07-21 13:39:08,329 - pyskl - INFO - Epoch [141][2900/3746] lr: 9.306e-04, eta: 7:55:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5239, top5_acc: 0.7589, loss_cls: 2.6995, loss: 2.6995 2024-07-21 13:40:30,365 - pyskl - INFO - Epoch [141][3000/3746] lr: 9.252e-04, eta: 7:54:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5189, top5_acc: 0.7597, loss_cls: 2.7023, loss: 2.7023 2024-07-21 13:41:52,205 - pyskl - INFO - Epoch [141][3100/3746] lr: 9.199e-04, eta: 7:52:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5148, top5_acc: 0.7625, loss_cls: 2.7001, loss: 2.7001 2024-07-21 13:43:14,395 - pyskl - INFO - Epoch [141][3200/3746] lr: 9.145e-04, eta: 7:51:28, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5178, top5_acc: 0.7603, loss_cls: 2.6950, loss: 2.6950 2024-07-21 13:44:36,575 - pyskl - INFO - Epoch [141][3300/3746] lr: 9.092e-04, eta: 7:50:05, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5119, top5_acc: 0.7617, loss_cls: 2.6994, loss: 2.6994 2024-07-21 13:45:58,598 - pyskl - INFO - Epoch [141][3400/3746] lr: 9.039e-04, eta: 7:48:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5189, top5_acc: 0.7598, loss_cls: 2.6896, loss: 2.6896 2024-07-21 13:47:21,629 - pyskl - INFO - Epoch [141][3500/3746] lr: 8.986e-04, eta: 7:47:20, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.5105, top5_acc: 0.7617, loss_cls: 2.7090, loss: 2.7090 2024-07-21 13:48:43,307 - pyskl - INFO - Epoch [141][3600/3746] lr: 8.934e-04, eta: 7:45:57, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5144, top5_acc: 0.7664, loss_cls: 2.6803, loss: 2.6803 2024-07-21 13:50:04,843 - pyskl - INFO - Epoch [141][3700/3746] lr: 8.881e-04, eta: 7:44:35, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5091, top5_acc: 0.7508, loss_cls: 2.7581, loss: 2.7581 2024-07-21 13:50:44,391 - pyskl - INFO - Saving checkpoint at 141 epochs 2024-07-21 13:52:35,081 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 13:52:35,748 - pyskl - INFO - top1_acc 0.3911 top5_acc 0.6408 2024-07-21 13:52:35,748 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 13:52:35,790 - pyskl - INFO - mean_acc 0.3908 2024-07-21 13:52:35,795 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_140.pth was removed 2024-07-21 13:52:36,068 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. 2024-07-21 13:52:36,068 - pyskl - INFO - Best top1_acc is 0.3911 at 141 epoch. 2024-07-21 13:52:36,081 - pyskl - INFO - Epoch(val) [141][309] top1_acc: 0.3911, top5_acc: 0.6408, mean_class_accuracy: 0.3908 2024-07-21 13:56:26,740 - pyskl - INFO - Epoch [142][100/3746] lr: 8.805e-04, eta: 7:42:41, time: 2.306, data_time: 1.316, memory: 15990, top1_acc: 0.5309, top5_acc: 0.7719, loss_cls: 2.6225, loss: 2.6225 2024-07-21 13:57:49,424 - pyskl - INFO - Epoch [142][200/3746] lr: 8.752e-04, eta: 7:41:19, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5258, top5_acc: 0.7672, loss_cls: 2.6611, loss: 2.6611 2024-07-21 13:59:11,975 - pyskl - INFO - Epoch [142][300/3746] lr: 8.700e-04, eta: 7:39:56, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5328, top5_acc: 0.7789, loss_cls: 2.6031, loss: 2.6031 2024-07-21 14:00:34,254 - pyskl - INFO - Epoch [142][400/3746] lr: 8.649e-04, eta: 7:38:33, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5395, top5_acc: 0.7767, loss_cls: 2.6011, loss: 2.6011 2024-07-21 14:01:56,337 - pyskl - INFO - Epoch [142][500/3746] lr: 8.597e-04, eta: 7:37:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5277, top5_acc: 0.7816, loss_cls: 2.6186, loss: 2.6186 2024-07-21 14:03:18,700 - pyskl - INFO - Epoch [142][600/3746] lr: 8.545e-04, eta: 7:35:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5238, top5_acc: 0.7725, loss_cls: 2.6362, loss: 2.6362 2024-07-21 14:04:40,835 - pyskl - INFO - Epoch [142][700/3746] lr: 8.494e-04, eta: 7:34:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5416, top5_acc: 0.7788, loss_cls: 2.5625, loss: 2.5625 2024-07-21 14:06:03,605 - pyskl - INFO - Epoch [142][800/3746] lr: 8.443e-04, eta: 7:33:03, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5264, top5_acc: 0.7731, loss_cls: 2.6349, loss: 2.6349 2024-07-21 14:07:26,013 - pyskl - INFO - Epoch [142][900/3746] lr: 8.392e-04, eta: 7:31:40, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5247, top5_acc: 0.7605, loss_cls: 2.6880, loss: 2.6880 2024-07-21 14:08:48,438 - pyskl - INFO - Epoch [142][1000/3746] lr: 8.341e-04, eta: 7:30:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5291, top5_acc: 0.7773, loss_cls: 2.6042, loss: 2.6042 2024-07-21 14:10:11,190 - pyskl - INFO - Epoch [142][1100/3746] lr: 8.290e-04, eta: 7:28:55, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5216, top5_acc: 0.7748, loss_cls: 2.6520, loss: 2.6520 2024-07-21 14:11:33,291 - pyskl - INFO - Epoch [142][1200/3746] lr: 8.239e-04, eta: 7:27:33, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5302, top5_acc: 0.7817, loss_cls: 2.6020, loss: 2.6020 2024-07-21 14:12:55,443 - pyskl - INFO - Epoch [142][1300/3746] lr: 8.189e-04, eta: 7:26:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5183, top5_acc: 0.7620, loss_cls: 2.7036, loss: 2.7036 2024-07-21 14:14:17,750 - pyskl - INFO - Epoch [142][1400/3746] lr: 8.139e-04, eta: 7:24:47, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5267, top5_acc: 0.7716, loss_cls: 2.6264, loss: 2.6264 2024-07-21 14:15:39,817 - pyskl - INFO - Epoch [142][1500/3746] lr: 8.088e-04, eta: 7:23:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5186, top5_acc: 0.7680, loss_cls: 2.6874, loss: 2.6874 2024-07-21 14:17:01,373 - pyskl - INFO - Epoch [142][1600/3746] lr: 8.038e-04, eta: 7:22:02, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5358, top5_acc: 0.7775, loss_cls: 2.6065, loss: 2.6065 2024-07-21 14:18:23,519 - pyskl - INFO - Epoch [142][1700/3746] lr: 7.989e-04, eta: 7:20:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5272, top5_acc: 0.7675, loss_cls: 2.6431, loss: 2.6431 2024-07-21 14:19:45,093 - pyskl - INFO - Epoch [142][1800/3746] lr: 7.939e-04, eta: 7:19:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5238, top5_acc: 0.7739, loss_cls: 2.6482, loss: 2.6482 2024-07-21 14:21:07,250 - pyskl - INFO - Epoch [142][1900/3746] lr: 7.889e-04, eta: 7:17:54, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5283, top5_acc: 0.7667, loss_cls: 2.6559, loss: 2.6559 2024-07-21 14:22:29,078 - pyskl - INFO - Epoch [142][2000/3746] lr: 7.840e-04, eta: 7:16:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5363, top5_acc: 0.7766, loss_cls: 2.6245, loss: 2.6245 2024-07-21 14:23:51,384 - pyskl - INFO - Epoch [142][2100/3746] lr: 7.791e-04, eta: 7:15:09, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5147, top5_acc: 0.7623, loss_cls: 2.7065, loss: 2.7065 2024-07-21 14:25:14,074 - pyskl - INFO - Epoch [142][2200/3746] lr: 7.742e-04, eta: 7:13:46, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5261, top5_acc: 0.7734, loss_cls: 2.6171, loss: 2.6171 2024-07-21 14:26:37,168 - pyskl - INFO - Epoch [142][2300/3746] lr: 7.693e-04, eta: 7:12:24, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5227, top5_acc: 0.7655, loss_cls: 2.6743, loss: 2.6743 2024-07-21 14:27:59,220 - pyskl - INFO - Epoch [142][2400/3746] lr: 7.644e-04, eta: 7:11:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5180, top5_acc: 0.7630, loss_cls: 2.7004, loss: 2.7004 2024-07-21 14:29:21,435 - pyskl - INFO - Epoch [142][2500/3746] lr: 7.595e-04, eta: 7:09:39, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5286, top5_acc: 0.7645, loss_cls: 2.6549, loss: 2.6549 2024-07-21 14:30:44,136 - pyskl - INFO - Epoch [142][2600/3746] lr: 7.547e-04, eta: 7:08:16, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5305, top5_acc: 0.7688, loss_cls: 2.6300, loss: 2.6300 2024-07-21 14:32:05,711 - pyskl - INFO - Epoch [142][2700/3746] lr: 7.499e-04, eta: 7:06:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5325, top5_acc: 0.7720, loss_cls: 2.6471, loss: 2.6471 2024-07-21 14:33:26,966 - pyskl - INFO - Epoch [142][2800/3746] lr: 7.450e-04, eta: 7:05:31, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5259, top5_acc: 0.7689, loss_cls: 2.6399, loss: 2.6399 2024-07-21 14:34:48,718 - pyskl - INFO - Epoch [142][2900/3746] lr: 7.402e-04, eta: 7:04:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5272, top5_acc: 0.7659, loss_cls: 2.6702, loss: 2.6702 2024-07-21 14:36:10,358 - pyskl - INFO - Epoch [142][3000/3746] lr: 7.355e-04, eta: 7:02:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5270, top5_acc: 0.7659, loss_cls: 2.6712, loss: 2.6712 2024-07-21 14:37:31,879 - pyskl - INFO - Epoch [142][3100/3746] lr: 7.307e-04, eta: 7:01:23, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5325, top5_acc: 0.7736, loss_cls: 2.6234, loss: 2.6234 2024-07-21 14:38:53,917 - pyskl - INFO - Epoch [142][3200/3746] lr: 7.259e-04, eta: 7:00:00, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5256, top5_acc: 0.7653, loss_cls: 2.6799, loss: 2.6799 2024-07-21 14:40:16,429 - pyskl - INFO - Epoch [142][3300/3746] lr: 7.212e-04, eta: 6:58:38, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5341, top5_acc: 0.7728, loss_cls: 2.6227, loss: 2.6227 2024-07-21 14:41:38,382 - pyskl - INFO - Epoch [142][3400/3746] lr: 7.165e-04, eta: 6:57:15, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5288, top5_acc: 0.7808, loss_cls: 2.5931, loss: 2.5931 2024-07-21 14:43:00,839 - pyskl - INFO - Epoch [142][3500/3746] lr: 7.118e-04, eta: 6:55:52, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5247, top5_acc: 0.7702, loss_cls: 2.6492, loss: 2.6492 2024-07-21 14:44:22,781 - pyskl - INFO - Epoch [142][3600/3746] lr: 7.071e-04, eta: 6:54:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5153, top5_acc: 0.7622, loss_cls: 2.6654, loss: 2.6654 2024-07-21 14:45:45,587 - pyskl - INFO - Epoch [142][3700/3746] lr: 7.024e-04, eta: 6:53:07, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5230, top5_acc: 0.7716, loss_cls: 2.6594, loss: 2.6594 2024-07-21 14:46:25,644 - pyskl - INFO - Saving checkpoint at 142 epochs 2024-07-21 14:48:16,440 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 14:48:17,109 - pyskl - INFO - top1_acc 0.3929 top5_acc 0.6417 2024-07-21 14:48:17,109 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 14:48:17,151 - pyskl - INFO - mean_acc 0.3927 2024-07-21 14:48:17,156 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_141.pth was removed 2024-07-21 14:48:17,400 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2024-07-21 14:48:17,400 - pyskl - INFO - Best top1_acc is 0.3929 at 142 epoch. 2024-07-21 14:48:17,413 - pyskl - INFO - Epoch(val) [142][309] top1_acc: 0.3929, top5_acc: 0.6417, mean_class_accuracy: 0.3927 2024-07-21 14:52:05,303 - pyskl - INFO - Epoch [143][100/3746] lr: 6.956e-04, eta: 6:51:13, time: 2.279, data_time: 1.287, memory: 15990, top1_acc: 0.5352, top5_acc: 0.7781, loss_cls: 2.6000, loss: 2.6000 2024-07-21 14:53:27,636 - pyskl - INFO - Epoch [143][200/3746] lr: 6.910e-04, eta: 6:49:50, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5425, top5_acc: 0.7834, loss_cls: 2.5657, loss: 2.5657 2024-07-21 14:54:49,477 - pyskl - INFO - Epoch [143][300/3746] lr: 6.863e-04, eta: 6:48:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5405, top5_acc: 0.7869, loss_cls: 2.5499, loss: 2.5499 2024-07-21 14:56:11,590 - pyskl - INFO - Epoch [143][400/3746] lr: 6.817e-04, eta: 6:47:05, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5487, top5_acc: 0.7837, loss_cls: 2.5162, loss: 2.5162 2024-07-21 14:57:34,056 - pyskl - INFO - Epoch [143][500/3746] lr: 6.771e-04, eta: 6:45:42, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5477, top5_acc: 0.7791, loss_cls: 2.5799, loss: 2.5799 2024-07-21 14:58:56,292 - pyskl - INFO - Epoch [143][600/3746] lr: 6.725e-04, eta: 6:44:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5381, top5_acc: 0.7831, loss_cls: 2.5853, loss: 2.5853 2024-07-21 15:00:18,323 - pyskl - INFO - Epoch [143][700/3746] lr: 6.680e-04, eta: 6:42:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5363, top5_acc: 0.7834, loss_cls: 2.5778, loss: 2.5778 2024-07-21 15:01:40,584 - pyskl - INFO - Epoch [143][800/3746] lr: 6.634e-04, eta: 6:41:34, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5320, top5_acc: 0.7773, loss_cls: 2.6122, loss: 2.6122 2024-07-21 15:03:03,122 - pyskl - INFO - Epoch [143][900/3746] lr: 6.589e-04, eta: 6:40:12, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5455, top5_acc: 0.7875, loss_cls: 2.5591, loss: 2.5591 2024-07-21 15:04:25,693 - pyskl - INFO - Epoch [143][1000/3746] lr: 6.544e-04, eta: 6:38:49, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5353, top5_acc: 0.7778, loss_cls: 2.6015, loss: 2.6015 2024-07-21 15:05:48,355 - pyskl - INFO - Epoch [143][1100/3746] lr: 6.499e-04, eta: 6:37:26, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5319, top5_acc: 0.7831, loss_cls: 2.5706, loss: 2.5706 2024-07-21 15:07:10,109 - pyskl - INFO - Epoch [143][1200/3746] lr: 6.454e-04, eta: 6:36:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5453, top5_acc: 0.7834, loss_cls: 2.5663, loss: 2.5663 2024-07-21 15:08:32,270 - pyskl - INFO - Epoch [143][1300/3746] lr: 6.409e-04, eta: 6:34:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5361, top5_acc: 0.7808, loss_cls: 2.6035, loss: 2.6035 2024-07-21 15:09:54,334 - pyskl - INFO - Epoch [143][1400/3746] lr: 6.365e-04, eta: 6:33:18, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5414, top5_acc: 0.7742, loss_cls: 2.6027, loss: 2.6027 2024-07-21 15:11:16,949 - pyskl - INFO - Epoch [143][1500/3746] lr: 6.320e-04, eta: 6:31:56, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5397, top5_acc: 0.7820, loss_cls: 2.5806, loss: 2.5806 2024-07-21 15:12:39,311 - pyskl - INFO - Epoch [143][1600/3746] lr: 6.276e-04, eta: 6:30:33, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5413, top5_acc: 0.7830, loss_cls: 2.5776, loss: 2.5776 2024-07-21 15:14:01,431 - pyskl - INFO - Epoch [143][1700/3746] lr: 6.232e-04, eta: 6:29:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5378, top5_acc: 0.7705, loss_cls: 2.6216, loss: 2.6216 2024-07-21 15:15:23,768 - pyskl - INFO - Epoch [143][1800/3746] lr: 6.188e-04, eta: 6:27:48, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5367, top5_acc: 0.7744, loss_cls: 2.5873, loss: 2.5873 2024-07-21 15:16:46,455 - pyskl - INFO - Epoch [143][1900/3746] lr: 6.144e-04, eta: 6:26:25, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5378, top5_acc: 0.7816, loss_cls: 2.6046, loss: 2.6046 2024-07-21 15:18:08,953 - pyskl - INFO - Epoch [143][2000/3746] lr: 6.101e-04, eta: 6:25:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5409, top5_acc: 0.7700, loss_cls: 2.5818, loss: 2.5818 2024-07-21 15:19:31,756 - pyskl - INFO - Epoch [143][2100/3746] lr: 6.057e-04, eta: 6:23:40, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5444, top5_acc: 0.7814, loss_cls: 2.5610, loss: 2.5610 2024-07-21 15:20:54,226 - pyskl - INFO - Epoch [143][2200/3746] lr: 6.014e-04, eta: 6:22:17, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5336, top5_acc: 0.7769, loss_cls: 2.5987, loss: 2.5987 2024-07-21 15:22:16,307 - pyskl - INFO - Epoch [143][2300/3746] lr: 5.971e-04, eta: 6:20:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5389, top5_acc: 0.7792, loss_cls: 2.5900, loss: 2.5900 2024-07-21 15:23:38,524 - pyskl - INFO - Epoch [143][2400/3746] lr: 5.928e-04, eta: 6:19:32, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5364, top5_acc: 0.7759, loss_cls: 2.5829, loss: 2.5829 2024-07-21 15:25:00,624 - pyskl - INFO - Epoch [143][2500/3746] lr: 5.885e-04, eta: 6:18:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5366, top5_acc: 0.7767, loss_cls: 2.5862, loss: 2.5862 2024-07-21 15:26:23,265 - pyskl - INFO - Epoch [143][2600/3746] lr: 5.842e-04, eta: 6:16:47, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5306, top5_acc: 0.7722, loss_cls: 2.6329, loss: 2.6329 2024-07-21 15:27:45,272 - pyskl - INFO - Epoch [143][2700/3746] lr: 5.800e-04, eta: 6:15:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5342, top5_acc: 0.7808, loss_cls: 2.5684, loss: 2.5684 2024-07-21 15:29:07,488 - pyskl - INFO - Epoch [143][2800/3746] lr: 5.757e-04, eta: 6:14:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5288, top5_acc: 0.7670, loss_cls: 2.6631, loss: 2.6631 2024-07-21 15:30:29,564 - pyskl - INFO - Epoch [143][2900/3746] lr: 5.715e-04, eta: 6:12:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5236, top5_acc: 0.7705, loss_cls: 2.6401, loss: 2.6401 2024-07-21 15:31:51,680 - pyskl - INFO - Epoch [143][3000/3746] lr: 5.673e-04, eta: 6:11:16, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5467, top5_acc: 0.7798, loss_cls: 2.5486, loss: 2.5486 2024-07-21 15:33:13,632 - pyskl - INFO - Epoch [143][3100/3746] lr: 5.631e-04, eta: 6:09:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5302, top5_acc: 0.7794, loss_cls: 2.6096, loss: 2.6096 2024-07-21 15:34:35,839 - pyskl - INFO - Epoch [143][3200/3746] lr: 5.590e-04, eta: 6:08:31, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5348, top5_acc: 0.7803, loss_cls: 2.5892, loss: 2.5892 2024-07-21 15:35:57,852 - pyskl - INFO - Epoch [143][3300/3746] lr: 5.548e-04, eta: 6:07:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5327, top5_acc: 0.7786, loss_cls: 2.6070, loss: 2.6070 2024-07-21 15:37:20,277 - pyskl - INFO - Epoch [143][3400/3746] lr: 5.506e-04, eta: 6:05:46, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5316, top5_acc: 0.7720, loss_cls: 2.6149, loss: 2.6149 2024-07-21 15:38:42,029 - pyskl - INFO - Epoch [143][3500/3746] lr: 5.465e-04, eta: 6:04:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5452, top5_acc: 0.7786, loss_cls: 2.5710, loss: 2.5710 2024-07-21 15:40:04,411 - pyskl - INFO - Epoch [143][3600/3746] lr: 5.424e-04, eta: 6:03:01, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5355, top5_acc: 0.7766, loss_cls: 2.6112, loss: 2.6112 2024-07-21 15:41:26,445 - pyskl - INFO - Epoch [143][3700/3746] lr: 5.383e-04, eta: 6:01:38, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5380, top5_acc: 0.7733, loss_cls: 2.5940, loss: 2.5940 2024-07-21 15:42:06,011 - pyskl - INFO - Saving checkpoint at 143 epochs 2024-07-21 15:43:58,046 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 15:43:58,712 - pyskl - INFO - top1_acc 0.3955 top5_acc 0.6416 2024-07-21 15:43:58,712 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 15:43:58,753 - pyskl - INFO - mean_acc 0.3952 2024-07-21 15:43:58,758 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_142.pth was removed 2024-07-21 15:43:58,995 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. 2024-07-21 15:43:58,996 - pyskl - INFO - Best top1_acc is 0.3955 at 143 epoch. 2024-07-21 15:43:59,008 - pyskl - INFO - Epoch(val) [143][309] top1_acc: 0.3955, top5_acc: 0.6416, mean_class_accuracy: 0.3952 2024-07-21 15:47:48,837 - pyskl - INFO - Epoch [144][100/3746] lr: 5.323e-04, eta: 5:59:43, time: 2.298, data_time: 1.297, memory: 15990, top1_acc: 0.5556, top5_acc: 0.7947, loss_cls: 2.4901, loss: 2.4901 2024-07-21 15:49:10,886 - pyskl - INFO - Epoch [144][200/3746] lr: 5.283e-04, eta: 5:58:20, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5527, top5_acc: 0.7877, loss_cls: 2.5252, loss: 2.5252 2024-07-21 15:50:32,994 - pyskl - INFO - Epoch [144][300/3746] lr: 5.242e-04, eta: 5:56:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5498, top5_acc: 0.7908, loss_cls: 2.5132, loss: 2.5132 2024-07-21 15:51:55,187 - pyskl - INFO - Epoch [144][400/3746] lr: 5.202e-04, eta: 5:55:35, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5466, top5_acc: 0.7812, loss_cls: 2.5376, loss: 2.5376 2024-07-21 15:53:17,265 - pyskl - INFO - Epoch [144][500/3746] lr: 5.162e-04, eta: 5:54:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5556, top5_acc: 0.8008, loss_cls: 2.4942, loss: 2.4942 2024-07-21 15:54:39,387 - pyskl - INFO - Epoch [144][600/3746] lr: 5.122e-04, eta: 5:52:50, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5470, top5_acc: 0.7852, loss_cls: 2.5468, loss: 2.5468 2024-07-21 15:56:01,905 - pyskl - INFO - Epoch [144][700/3746] lr: 5.082e-04, eta: 5:51:27, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5591, top5_acc: 0.7917, loss_cls: 2.5014, loss: 2.5014 2024-07-21 15:57:23,834 - pyskl - INFO - Epoch [144][800/3746] lr: 5.042e-04, eta: 5:50:04, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5573, top5_acc: 0.7897, loss_cls: 2.4991, loss: 2.4991 2024-07-21 15:58:45,974 - pyskl - INFO - Epoch [144][900/3746] lr: 5.003e-04, eta: 5:48:42, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5623, top5_acc: 0.8005, loss_cls: 2.4469, loss: 2.4469 2024-07-21 16:00:08,205 - pyskl - INFO - Epoch [144][1000/3746] lr: 4.964e-04, eta: 5:47:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5417, top5_acc: 0.7878, loss_cls: 2.5554, loss: 2.5554 2024-07-21 16:01:30,953 - pyskl - INFO - Epoch [144][1100/3746] lr: 4.924e-04, eta: 5:45:56, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5478, top5_acc: 0.7878, loss_cls: 2.5253, loss: 2.5253 2024-07-21 16:02:53,542 - pyskl - INFO - Epoch [144][1200/3746] lr: 4.885e-04, eta: 5:44:34, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5473, top5_acc: 0.7928, loss_cls: 2.5250, loss: 2.5250 2024-07-21 16:04:16,031 - pyskl - INFO - Epoch [144][1300/3746] lr: 4.846e-04, eta: 5:43:11, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5420, top5_acc: 0.7828, loss_cls: 2.5896, loss: 2.5896 2024-07-21 16:05:38,249 - pyskl - INFO - Epoch [144][1400/3746] lr: 4.808e-04, eta: 5:41:48, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5459, top5_acc: 0.7825, loss_cls: 2.5606, loss: 2.5606 2024-07-21 16:07:00,541 - pyskl - INFO - Epoch [144][1500/3746] lr: 4.769e-04, eta: 5:40:26, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5420, top5_acc: 0.7803, loss_cls: 2.5597, loss: 2.5597 2024-07-21 16:08:22,205 - pyskl - INFO - Epoch [144][1600/3746] lr: 4.731e-04, eta: 5:39:03, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5422, top5_acc: 0.7841, loss_cls: 2.5454, loss: 2.5454 2024-07-21 16:09:44,279 - pyskl - INFO - Epoch [144][1700/3746] lr: 4.692e-04, eta: 5:37:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5620, top5_acc: 0.7967, loss_cls: 2.4847, loss: 2.4847 2024-07-21 16:11:06,705 - pyskl - INFO - Epoch [144][1800/3746] lr: 4.654e-04, eta: 5:36:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5455, top5_acc: 0.7877, loss_cls: 2.5530, loss: 2.5530 2024-07-21 16:12:28,680 - pyskl - INFO - Epoch [144][1900/3746] lr: 4.616e-04, eta: 5:34:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5398, top5_acc: 0.7788, loss_cls: 2.5772, loss: 2.5772 2024-07-21 16:13:51,498 - pyskl - INFO - Epoch [144][2000/3746] lr: 4.578e-04, eta: 5:33:33, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5411, top5_acc: 0.7859, loss_cls: 2.5358, loss: 2.5358 2024-07-21 16:15:13,688 - pyskl - INFO - Epoch [144][2100/3746] lr: 4.541e-04, eta: 5:32:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5386, top5_acc: 0.7842, loss_cls: 2.5517, loss: 2.5517 2024-07-21 16:16:35,747 - pyskl - INFO - Epoch [144][2200/3746] lr: 4.503e-04, eta: 5:30:47, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5556, top5_acc: 0.7917, loss_cls: 2.5152, loss: 2.5152 2024-07-21 16:17:57,852 - pyskl - INFO - Epoch [144][2300/3746] lr: 4.466e-04, eta: 5:29:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5434, top5_acc: 0.7770, loss_cls: 2.5926, loss: 2.5926 2024-07-21 16:19:19,515 - pyskl - INFO - Epoch [144][2400/3746] lr: 4.429e-04, eta: 5:28:02, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5519, top5_acc: 0.7925, loss_cls: 2.5165, loss: 2.5165 2024-07-21 16:20:41,463 - pyskl - INFO - Epoch [144][2500/3746] lr: 4.392e-04, eta: 5:26:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5522, top5_acc: 0.7900, loss_cls: 2.5274, loss: 2.5274 2024-07-21 16:22:03,062 - pyskl - INFO - Epoch [144][2600/3746] lr: 4.355e-04, eta: 5:25:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5472, top5_acc: 0.7863, loss_cls: 2.5181, loss: 2.5181 2024-07-21 16:23:24,772 - pyskl - INFO - Epoch [144][2700/3746] lr: 4.318e-04, eta: 5:23:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5503, top5_acc: 0.7819, loss_cls: 2.5428, loss: 2.5428 2024-07-21 16:24:46,178 - pyskl - INFO - Epoch [144][2800/3746] lr: 4.281e-04, eta: 5:22:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5411, top5_acc: 0.7798, loss_cls: 2.5648, loss: 2.5648 2024-07-21 16:26:07,784 - pyskl - INFO - Epoch [144][2900/3746] lr: 4.245e-04, eta: 5:21:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5391, top5_acc: 0.7845, loss_cls: 2.5614, loss: 2.5614 2024-07-21 16:27:29,817 - pyskl - INFO - Epoch [144][3000/3746] lr: 4.209e-04, eta: 5:19:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5427, top5_acc: 0.7858, loss_cls: 2.5398, loss: 2.5398 2024-07-21 16:28:51,867 - pyskl - INFO - Epoch [144][3100/3746] lr: 4.173e-04, eta: 5:18:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5487, top5_acc: 0.7880, loss_cls: 2.5348, loss: 2.5348 2024-07-21 16:30:13,721 - pyskl - INFO - Epoch [144][3200/3746] lr: 4.137e-04, eta: 5:17:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5463, top5_acc: 0.7856, loss_cls: 2.5424, loss: 2.5424 2024-07-21 16:31:35,251 - pyskl - INFO - Epoch [144][3300/3746] lr: 4.101e-04, eta: 5:15:38, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5402, top5_acc: 0.7762, loss_cls: 2.5819, loss: 2.5819 2024-07-21 16:32:56,991 - pyskl - INFO - Epoch [144][3400/3746] lr: 4.065e-04, eta: 5:14:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5345, top5_acc: 0.7744, loss_cls: 2.6011, loss: 2.6011 2024-07-21 16:34:19,166 - pyskl - INFO - Epoch [144][3500/3746] lr: 4.030e-04, eta: 5:12:53, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5400, top5_acc: 0.7886, loss_cls: 2.5298, loss: 2.5298 2024-07-21 16:35:41,082 - pyskl - INFO - Epoch [144][3600/3746] lr: 3.994e-04, eta: 5:11:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5453, top5_acc: 0.7875, loss_cls: 2.5530, loss: 2.5530 2024-07-21 16:37:03,221 - pyskl - INFO - Epoch [144][3700/3746] lr: 3.959e-04, eta: 5:10:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5498, top5_acc: 0.7855, loss_cls: 2.5422, loss: 2.5422 2024-07-21 16:37:42,739 - pyskl - INFO - Saving checkpoint at 144 epochs 2024-07-21 16:39:32,767 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 16:39:33,501 - pyskl - INFO - top1_acc 0.3978 top5_acc 0.6453 2024-07-21 16:39:33,501 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 16:39:33,547 - pyskl - INFO - mean_acc 0.3976 2024-07-21 16:39:33,552 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_143.pth was removed 2024-07-21 16:39:33,807 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2024-07-21 16:39:33,807 - pyskl - INFO - Best top1_acc is 0.3978 at 144 epoch. 2024-07-21 16:39:33,821 - pyskl - INFO - Epoch(val) [144][309] top1_acc: 0.3978, top5_acc: 0.6453, mean_class_accuracy: 0.3976 2024-07-21 16:43:25,106 - pyskl - INFO - Epoch [145][100/3746] lr: 3.908e-04, eta: 5:08:11, time: 2.313, data_time: 1.316, memory: 15990, top1_acc: 0.5677, top5_acc: 0.7964, loss_cls: 2.4554, loss: 2.4554 2024-07-21 16:44:49,350 - pyskl - INFO - Epoch [145][200/3746] lr: 3.873e-04, eta: 5:06:49, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.5556, top5_acc: 0.7875, loss_cls: 2.4849, loss: 2.4849 2024-07-21 16:46:12,494 - pyskl - INFO - Epoch [145][300/3746] lr: 3.839e-04, eta: 5:05:26, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5483, top5_acc: 0.7870, loss_cls: 2.5564, loss: 2.5564 2024-07-21 16:47:36,370 - pyskl - INFO - Epoch [145][400/3746] lr: 3.804e-04, eta: 5:04:04, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5633, top5_acc: 0.8066, loss_cls: 2.4414, loss: 2.4414 2024-07-21 16:49:00,489 - pyskl - INFO - Epoch [145][500/3746] lr: 3.770e-04, eta: 5:02:41, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.5658, top5_acc: 0.7923, loss_cls: 2.4599, loss: 2.4599 2024-07-21 16:50:23,277 - pyskl - INFO - Epoch [145][600/3746] lr: 3.736e-04, eta: 5:01:18, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5634, top5_acc: 0.7986, loss_cls: 2.4206, loss: 2.4206 2024-07-21 16:51:46,640 - pyskl - INFO - Epoch [145][700/3746] lr: 3.702e-04, eta: 4:59:56, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.5500, top5_acc: 0.7891, loss_cls: 2.5274, loss: 2.5274 2024-07-21 16:53:09,868 - pyskl - INFO - Epoch [145][800/3746] lr: 3.668e-04, eta: 4:58:33, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.5519, top5_acc: 0.7922, loss_cls: 2.5108, loss: 2.5108 2024-07-21 16:54:33,758 - pyskl - INFO - Epoch [145][900/3746] lr: 3.634e-04, eta: 4:57:11, time: 0.839, data_time: 0.001, memory: 15990, top1_acc: 0.5470, top5_acc: 0.7914, loss_cls: 2.5129, loss: 2.5129 2024-07-21 16:55:57,371 - pyskl - INFO - Epoch [145][1000/3746] lr: 3.600e-04, eta: 4:55:48, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5616, top5_acc: 0.7952, loss_cls: 2.4668, loss: 2.4668 2024-07-21 16:57:20,117 - pyskl - INFO - Epoch [145][1100/3746] lr: 3.567e-04, eta: 4:54:25, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5700, top5_acc: 0.8003, loss_cls: 2.4325, loss: 2.4325 2024-07-21 16:58:43,212 - pyskl - INFO - Epoch [145][1200/3746] lr: 3.534e-04, eta: 4:53:03, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5580, top5_acc: 0.7898, loss_cls: 2.4791, loss: 2.4791 2024-07-21 17:00:07,281 - pyskl - INFO - Epoch [145][1300/3746] lr: 3.501e-04, eta: 4:51:40, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.5608, top5_acc: 0.7963, loss_cls: 2.4618, loss: 2.4618 2024-07-21 17:01:30,797 - pyskl - INFO - Epoch [145][1400/3746] lr: 3.468e-04, eta: 4:50:18, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5642, top5_acc: 0.7983, loss_cls: 2.4594, loss: 2.4594 2024-07-21 17:02:53,228 - pyskl - INFO - Epoch [145][1500/3746] lr: 3.435e-04, eta: 4:48:55, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5684, top5_acc: 0.7994, loss_cls: 2.4458, loss: 2.4458 2024-07-21 17:04:16,235 - pyskl - INFO - Epoch [145][1600/3746] lr: 3.402e-04, eta: 4:47:32, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.5627, top5_acc: 0.8014, loss_cls: 2.4635, loss: 2.4635 2024-07-21 17:05:39,296 - pyskl - INFO - Epoch [145][1700/3746] lr: 3.370e-04, eta: 4:46:10, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5663, top5_acc: 0.7922, loss_cls: 2.4722, loss: 2.4722 2024-07-21 17:07:01,752 - pyskl - INFO - Epoch [145][1800/3746] lr: 3.337e-04, eta: 4:44:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5563, top5_acc: 0.7942, loss_cls: 2.5018, loss: 2.5018 2024-07-21 17:08:24,190 - pyskl - INFO - Epoch [145][1900/3746] lr: 3.305e-04, eta: 4:43:24, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5508, top5_acc: 0.7958, loss_cls: 2.5163, loss: 2.5163 2024-07-21 17:09:46,651 - pyskl - INFO - Epoch [145][2000/3746] lr: 3.273e-04, eta: 4:42:02, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5550, top5_acc: 0.7941, loss_cls: 2.4925, loss: 2.4925 2024-07-21 17:11:09,791 - pyskl - INFO - Epoch [145][2100/3746] lr: 3.241e-04, eta: 4:40:39, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5489, top5_acc: 0.7845, loss_cls: 2.5225, loss: 2.5225 2024-07-21 17:12:32,506 - pyskl - INFO - Epoch [145][2200/3746] lr: 3.210e-04, eta: 4:39:16, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5536, top5_acc: 0.7950, loss_cls: 2.5053, loss: 2.5053 2024-07-21 17:13:55,689 - pyskl - INFO - Epoch [145][2300/3746] lr: 3.178e-04, eta: 4:37:54, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.5675, top5_acc: 0.7997, loss_cls: 2.4395, loss: 2.4395 2024-07-21 17:15:19,561 - pyskl - INFO - Epoch [145][2400/3746] lr: 3.147e-04, eta: 4:36:31, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5463, top5_acc: 0.7788, loss_cls: 2.5508, loss: 2.5508 2024-07-21 17:16:43,074 - pyskl - INFO - Epoch [145][2500/3746] lr: 3.116e-04, eta: 4:35:09, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5448, top5_acc: 0.7922, loss_cls: 2.5035, loss: 2.5035 2024-07-21 17:18:06,237 - pyskl - INFO - Epoch [145][2600/3746] lr: 3.084e-04, eta: 4:33:46, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.5519, top5_acc: 0.7884, loss_cls: 2.5126, loss: 2.5126 2024-07-21 17:19:28,764 - pyskl - INFO - Epoch [145][2700/3746] lr: 3.054e-04, eta: 4:32:23, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5578, top5_acc: 0.7989, loss_cls: 2.4915, loss: 2.4915 2024-07-21 17:20:50,825 - pyskl - INFO - Epoch [145][2800/3746] lr: 3.023e-04, eta: 4:31:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5534, top5_acc: 0.7875, loss_cls: 2.5054, loss: 2.5054 2024-07-21 17:22:13,842 - pyskl - INFO - Epoch [145][2900/3746] lr: 2.992e-04, eta: 4:29:38, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.5528, top5_acc: 0.7930, loss_cls: 2.5029, loss: 2.5029 2024-07-21 17:23:36,314 - pyskl - INFO - Epoch [145][3000/3746] lr: 2.962e-04, eta: 4:28:15, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5514, top5_acc: 0.7837, loss_cls: 2.5280, loss: 2.5280 2024-07-21 17:24:58,992 - pyskl - INFO - Epoch [145][3100/3746] lr: 2.931e-04, eta: 4:26:53, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5583, top5_acc: 0.7987, loss_cls: 2.4643, loss: 2.4643 2024-07-21 17:26:21,677 - pyskl - INFO - Epoch [145][3200/3746] lr: 2.901e-04, eta: 4:25:30, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5614, top5_acc: 0.7873, loss_cls: 2.4936, loss: 2.4936 2024-07-21 17:27:43,789 - pyskl - INFO - Epoch [145][3300/3746] lr: 2.871e-04, eta: 4:24:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5545, top5_acc: 0.7847, loss_cls: 2.5192, loss: 2.5192 2024-07-21 17:29:06,381 - pyskl - INFO - Epoch [145][3400/3746] lr: 2.841e-04, eta: 4:22:45, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5620, top5_acc: 0.7952, loss_cls: 2.4854, loss: 2.4854 2024-07-21 17:30:28,423 - pyskl - INFO - Epoch [145][3500/3746] lr: 2.812e-04, eta: 4:21:22, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5461, top5_acc: 0.7858, loss_cls: 2.5370, loss: 2.5370 2024-07-21 17:31:50,836 - pyskl - INFO - Epoch [145][3600/3746] lr: 2.782e-04, eta: 4:19:59, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5581, top5_acc: 0.7817, loss_cls: 2.5458, loss: 2.5458 2024-07-21 17:33:12,639 - pyskl - INFO - Epoch [145][3700/3746] lr: 2.753e-04, eta: 4:18:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5527, top5_acc: 0.7909, loss_cls: 2.5345, loss: 2.5345 2024-07-21 17:33:51,871 - pyskl - INFO - Saving checkpoint at 145 epochs 2024-07-21 17:35:42,237 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 17:35:42,985 - pyskl - INFO - top1_acc 0.3955 top5_acc 0.6446 2024-07-21 17:35:42,986 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 17:35:43,031 - pyskl - INFO - mean_acc 0.3953 2024-07-21 17:35:43,041 - pyskl - INFO - Epoch(val) [145][309] top1_acc: 0.3955, top5_acc: 0.6446, mean_class_accuracy: 0.3953 2024-07-21 17:39:30,977 - pyskl - INFO - Epoch [146][100/3746] lr: 2.710e-04, eta: 4:16:40, time: 2.279, data_time: 1.283, memory: 15990, top1_acc: 0.5670, top5_acc: 0.8111, loss_cls: 2.3920, loss: 2.3920 2024-07-21 17:40:53,580 - pyskl - INFO - Epoch [146][200/3746] lr: 2.681e-04, eta: 4:15:17, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5625, top5_acc: 0.7963, loss_cls: 2.4700, loss: 2.4700 2024-07-21 17:42:16,280 - pyskl - INFO - Epoch [146][300/3746] lr: 2.652e-04, eta: 4:13:54, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5675, top5_acc: 0.8052, loss_cls: 2.4399, loss: 2.4399 2024-07-21 17:43:40,326 - pyskl - INFO - Epoch [146][400/3746] lr: 2.624e-04, eta: 4:12:32, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5694, top5_acc: 0.7973, loss_cls: 2.4359, loss: 2.4359 2024-07-21 17:45:03,914 - pyskl - INFO - Epoch [146][500/3746] lr: 2.595e-04, eta: 4:11:09, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5620, top5_acc: 0.8027, loss_cls: 2.4288, loss: 2.4288 2024-07-21 17:46:26,482 - pyskl - INFO - Epoch [146][600/3746] lr: 2.567e-04, eta: 4:09:47, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5663, top5_acc: 0.7992, loss_cls: 2.4358, loss: 2.4358 2024-07-21 17:47:50,438 - pyskl - INFO - Epoch [146][700/3746] lr: 2.539e-04, eta: 4:08:24, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5672, top5_acc: 0.8069, loss_cls: 2.4342, loss: 2.4342 2024-07-21 17:49:13,927 - pyskl - INFO - Epoch [146][800/3746] lr: 2.511e-04, eta: 4:07:01, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5711, top5_acc: 0.7967, loss_cls: 2.4400, loss: 2.4400 2024-07-21 17:50:38,187 - pyskl - INFO - Epoch [146][900/3746] lr: 2.483e-04, eta: 4:05:39, time: 0.843, data_time: 0.000, memory: 15990, top1_acc: 0.5645, top5_acc: 0.7975, loss_cls: 2.4486, loss: 2.4486 2024-07-21 17:52:01,057 - pyskl - INFO - Epoch [146][1000/3746] lr: 2.455e-04, eta: 4:04:16, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.5637, top5_acc: 0.7941, loss_cls: 2.4678, loss: 2.4678 2024-07-21 17:53:24,177 - pyskl - INFO - Epoch [146][1100/3746] lr: 2.427e-04, eta: 4:02:53, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5573, top5_acc: 0.8003, loss_cls: 2.4357, loss: 2.4357 2024-07-21 17:54:47,966 - pyskl - INFO - Epoch [146][1200/3746] lr: 2.400e-04, eta: 4:01:31, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5570, top5_acc: 0.7930, loss_cls: 2.4833, loss: 2.4833 2024-07-21 17:56:11,897 - pyskl - INFO - Epoch [146][1300/3746] lr: 2.373e-04, eta: 4:00:08, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5700, top5_acc: 0.8017, loss_cls: 2.4202, loss: 2.4202 2024-07-21 17:57:35,721 - pyskl - INFO - Epoch [146][1400/3746] lr: 2.345e-04, eta: 3:58:45, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5567, top5_acc: 0.8008, loss_cls: 2.4655, loss: 2.4655 2024-07-21 17:58:58,595 - pyskl - INFO - Epoch [146][1500/3746] lr: 2.318e-04, eta: 3:57:23, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.5656, top5_acc: 0.8031, loss_cls: 2.4426, loss: 2.4426 2024-07-21 18:00:21,740 - pyskl - INFO - Epoch [146][1600/3746] lr: 2.292e-04, eta: 3:56:00, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5728, top5_acc: 0.7956, loss_cls: 2.4487, loss: 2.4487 2024-07-21 18:01:44,407 - pyskl - INFO - Epoch [146][1700/3746] lr: 2.265e-04, eta: 3:54:37, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5642, top5_acc: 0.8031, loss_cls: 2.4314, loss: 2.4314 2024-07-21 18:03:06,579 - pyskl - INFO - Epoch [146][1800/3746] lr: 2.239e-04, eta: 3:53:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5644, top5_acc: 0.7991, loss_cls: 2.4560, loss: 2.4560 2024-07-21 18:04:28,592 - pyskl - INFO - Epoch [146][1900/3746] lr: 2.212e-04, eta: 3:51:52, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5681, top5_acc: 0.8031, loss_cls: 2.4333, loss: 2.4333 2024-07-21 18:05:51,956 - pyskl - INFO - Epoch [146][2000/3746] lr: 2.186e-04, eta: 3:50:29, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.5731, top5_acc: 0.7958, loss_cls: 2.4284, loss: 2.4284 2024-07-21 18:07:15,118 - pyskl - INFO - Epoch [146][2100/3746] lr: 2.160e-04, eta: 3:49:07, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.5563, top5_acc: 0.7923, loss_cls: 2.4669, loss: 2.4669 2024-07-21 18:08:37,869 - pyskl - INFO - Epoch [146][2200/3746] lr: 2.134e-04, eta: 3:47:44, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5683, top5_acc: 0.8023, loss_cls: 2.4183, loss: 2.4183 2024-07-21 18:10:00,991 - pyskl - INFO - Epoch [146][2300/3746] lr: 2.108e-04, eta: 3:46:21, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5619, top5_acc: 0.7998, loss_cls: 2.4507, loss: 2.4507 2024-07-21 18:11:24,734 - pyskl - INFO - Epoch [146][2400/3746] lr: 2.083e-04, eta: 3:44:59, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5680, top5_acc: 0.7998, loss_cls: 2.4314, loss: 2.4314 2024-07-21 18:12:47,895 - pyskl - INFO - Epoch [146][2500/3746] lr: 2.057e-04, eta: 3:43:36, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.5722, top5_acc: 0.8103, loss_cls: 2.4025, loss: 2.4025 2024-07-21 18:14:10,293 - pyskl - INFO - Epoch [146][2600/3746] lr: 2.032e-04, eta: 3:42:14, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5664, top5_acc: 0.8011, loss_cls: 2.4425, loss: 2.4425 2024-07-21 18:15:32,751 - pyskl - INFO - Epoch [146][2700/3746] lr: 2.007e-04, eta: 3:40:51, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5653, top5_acc: 0.7997, loss_cls: 2.4660, loss: 2.4660 2024-07-21 18:16:55,034 - pyskl - INFO - Epoch [146][2800/3746] lr: 1.982e-04, eta: 3:39:28, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5675, top5_acc: 0.7981, loss_cls: 2.4687, loss: 2.4687 2024-07-21 18:18:17,570 - pyskl - INFO - Epoch [146][2900/3746] lr: 1.957e-04, eta: 3:38:06, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5592, top5_acc: 0.7931, loss_cls: 2.4817, loss: 2.4817 2024-07-21 18:19:39,827 - pyskl - INFO - Epoch [146][3000/3746] lr: 1.933e-04, eta: 3:36:43, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5670, top5_acc: 0.7980, loss_cls: 2.4555, loss: 2.4555 2024-07-21 18:21:02,033 - pyskl - INFO - Epoch [146][3100/3746] lr: 1.908e-04, eta: 3:35:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5617, top5_acc: 0.8013, loss_cls: 2.4509, loss: 2.4509 2024-07-21 18:22:24,027 - pyskl - INFO - Epoch [146][3200/3746] lr: 1.884e-04, eta: 3:33:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5672, top5_acc: 0.7914, loss_cls: 2.4597, loss: 2.4597 2024-07-21 18:23:46,113 - pyskl - INFO - Epoch [146][3300/3746] lr: 1.860e-04, eta: 3:32:35, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5725, top5_acc: 0.8025, loss_cls: 2.4290, loss: 2.4290 2024-07-21 18:25:08,067 - pyskl - INFO - Epoch [146][3400/3746] lr: 1.836e-04, eta: 3:31:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5614, top5_acc: 0.7961, loss_cls: 2.4593, loss: 2.4593 2024-07-21 18:26:29,432 - pyskl - INFO - Epoch [146][3500/3746] lr: 1.812e-04, eta: 3:29:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5645, top5_acc: 0.7992, loss_cls: 2.4255, loss: 2.4255 2024-07-21 18:27:50,838 - pyskl - INFO - Epoch [146][3600/3746] lr: 1.788e-04, eta: 3:28:27, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5663, top5_acc: 0.7964, loss_cls: 2.4564, loss: 2.4564 2024-07-21 18:29:12,617 - pyskl - INFO - Epoch [146][3700/3746] lr: 1.765e-04, eta: 3:27:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5628, top5_acc: 0.7963, loss_cls: 2.4761, loss: 2.4761 2024-07-21 18:29:52,082 - pyskl - INFO - Saving checkpoint at 146 epochs 2024-07-21 18:31:42,113 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 18:31:42,827 - pyskl - INFO - top1_acc 0.3993 top5_acc 0.6437 2024-07-21 18:31:42,828 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 18:31:42,872 - pyskl - INFO - mean_acc 0.3991 2024-07-21 18:31:42,877 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_144.pth was removed 2024-07-21 18:31:43,121 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. 2024-07-21 18:31:43,121 - pyskl - INFO - Best top1_acc is 0.3993 at 146 epoch. 2024-07-21 18:31:43,131 - pyskl - INFO - Epoch(val) [146][309] top1_acc: 0.3993, top5_acc: 0.6437, mean_class_accuracy: 0.3991 2024-07-21 18:35:26,859 - pyskl - INFO - Epoch [147][100/3746] lr: 1.730e-04, eta: 3:25:06, time: 2.237, data_time: 1.242, memory: 15990, top1_acc: 0.5739, top5_acc: 0.8137, loss_cls: 2.3732, loss: 2.3732 2024-07-21 18:36:49,109 - pyskl - INFO - Epoch [147][200/3746] lr: 1.707e-04, eta: 3:23:43, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5778, top5_acc: 0.8102, loss_cls: 2.3805, loss: 2.3805 2024-07-21 18:38:11,875 - pyskl - INFO - Epoch [147][300/3746] lr: 1.684e-04, eta: 3:22:21, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5683, top5_acc: 0.8039, loss_cls: 2.4152, loss: 2.4152 2024-07-21 18:39:35,132 - pyskl - INFO - Epoch [147][400/3746] lr: 1.661e-04, eta: 3:20:58, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.5777, top5_acc: 0.8069, loss_cls: 2.3946, loss: 2.3946 2024-07-21 18:40:57,990 - pyskl - INFO - Epoch [147][500/3746] lr: 1.639e-04, eta: 3:19:35, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.5770, top5_acc: 0.8086, loss_cls: 2.3841, loss: 2.3841 2024-07-21 18:42:20,976 - pyskl - INFO - Epoch [147][600/3746] lr: 1.616e-04, eta: 3:18:13, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.5636, top5_acc: 0.7991, loss_cls: 2.4596, loss: 2.4596 2024-07-21 18:43:44,065 - pyskl - INFO - Epoch [147][700/3746] lr: 1.594e-04, eta: 3:16:50, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5703, top5_acc: 0.8008, loss_cls: 2.4350, loss: 2.4350 2024-07-21 18:45:07,075 - pyskl - INFO - Epoch [147][800/3746] lr: 1.572e-04, eta: 3:15:27, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.5781, top5_acc: 0.8128, loss_cls: 2.3584, loss: 2.3584 2024-07-21 18:46:30,368 - pyskl - INFO - Epoch [147][900/3746] lr: 1.550e-04, eta: 3:14:05, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.5673, top5_acc: 0.8036, loss_cls: 2.4289, loss: 2.4289 2024-07-21 18:47:52,515 - pyskl - INFO - Epoch [147][1000/3746] lr: 1.528e-04, eta: 3:12:42, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5716, top5_acc: 0.8091, loss_cls: 2.4028, loss: 2.4028 2024-07-21 18:49:15,161 - pyskl - INFO - Epoch [147][1100/3746] lr: 1.506e-04, eta: 3:11:19, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5694, top5_acc: 0.8047, loss_cls: 2.3857, loss: 2.3857 2024-07-21 18:50:39,220 - pyskl - INFO - Epoch [147][1200/3746] lr: 1.484e-04, eta: 3:09:57, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.5736, top5_acc: 0.7970, loss_cls: 2.4195, loss: 2.4195 2024-07-21 18:52:03,019 - pyskl - INFO - Epoch [147][1300/3746] lr: 1.463e-04, eta: 3:08:34, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5800, top5_acc: 0.8067, loss_cls: 2.3620, loss: 2.3620 2024-07-21 18:53:26,683 - pyskl - INFO - Epoch [147][1400/3746] lr: 1.442e-04, eta: 3:07:11, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5705, top5_acc: 0.8069, loss_cls: 2.4134, loss: 2.4134 2024-07-21 18:54:50,291 - pyskl - INFO - Epoch [147][1500/3746] lr: 1.420e-04, eta: 3:05:49, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5744, top5_acc: 0.8003, loss_cls: 2.4171, loss: 2.4171 2024-07-21 18:56:13,748 - pyskl - INFO - Epoch [147][1600/3746] lr: 1.399e-04, eta: 3:04:26, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5594, top5_acc: 0.8042, loss_cls: 2.4396, loss: 2.4396 2024-07-21 18:57:37,554 - pyskl - INFO - Epoch [147][1700/3746] lr: 1.379e-04, eta: 3:03:03, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5778, top5_acc: 0.8041, loss_cls: 2.4079, loss: 2.4079 2024-07-21 18:59:01,458 - pyskl - INFO - Epoch [147][1800/3746] lr: 1.358e-04, eta: 3:01:41, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5644, top5_acc: 0.8063, loss_cls: 2.4253, loss: 2.4253 2024-07-21 19:00:25,225 - pyskl - INFO - Epoch [147][1900/3746] lr: 1.337e-04, eta: 3:00:18, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5556, top5_acc: 0.7945, loss_cls: 2.4755, loss: 2.4755 2024-07-21 19:01:49,540 - pyskl - INFO - Epoch [147][2000/3746] lr: 1.317e-04, eta: 2:58:55, time: 0.843, data_time: 0.001, memory: 15990, top1_acc: 0.5734, top5_acc: 0.8072, loss_cls: 2.3995, loss: 2.3995 2024-07-21 19:03:12,235 - pyskl - INFO - Epoch [147][2100/3746] lr: 1.297e-04, eta: 2:57:33, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5605, top5_acc: 0.7995, loss_cls: 2.4457, loss: 2.4457 2024-07-21 19:04:35,343 - pyskl - INFO - Epoch [147][2200/3746] lr: 1.277e-04, eta: 2:56:10, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5756, top5_acc: 0.8037, loss_cls: 2.4027, loss: 2.4027 2024-07-21 19:05:59,049 - pyskl - INFO - Epoch [147][2300/3746] lr: 1.257e-04, eta: 2:54:47, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5730, top5_acc: 0.7972, loss_cls: 2.3991, loss: 2.3991 2024-07-21 19:07:22,995 - pyskl - INFO - Epoch [147][2400/3746] lr: 1.237e-04, eta: 2:53:25, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5761, top5_acc: 0.8042, loss_cls: 2.4021, loss: 2.4021 2024-07-21 19:08:46,901 - pyskl - INFO - Epoch [147][2500/3746] lr: 1.218e-04, eta: 2:52:02, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5717, top5_acc: 0.8017, loss_cls: 2.4249, loss: 2.4249 2024-07-21 19:10:10,721 - pyskl - INFO - Epoch [147][2600/3746] lr: 1.198e-04, eta: 2:50:39, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5708, top5_acc: 0.8059, loss_cls: 2.4228, loss: 2.4228 2024-07-21 19:11:34,075 - pyskl - INFO - Epoch [147][2700/3746] lr: 1.179e-04, eta: 2:49:17, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.5589, top5_acc: 0.8044, loss_cls: 2.4569, loss: 2.4569 2024-07-21 19:12:57,337 - pyskl - INFO - Epoch [147][2800/3746] lr: 1.160e-04, eta: 2:47:54, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.5803, top5_acc: 0.8105, loss_cls: 2.3742, loss: 2.3742 2024-07-21 19:14:21,328 - pyskl - INFO - Epoch [147][2900/3746] lr: 1.141e-04, eta: 2:46:31, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5745, top5_acc: 0.8041, loss_cls: 2.4029, loss: 2.4029 2024-07-21 19:15:44,922 - pyskl - INFO - Epoch [147][3000/3746] lr: 1.122e-04, eta: 2:45:09, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5791, top5_acc: 0.8087, loss_cls: 2.3874, loss: 2.3874 2024-07-21 19:17:08,645 - pyskl - INFO - Epoch [147][3100/3746] lr: 1.103e-04, eta: 2:43:46, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5809, top5_acc: 0.8061, loss_cls: 2.3801, loss: 2.3801 2024-07-21 19:18:32,112 - pyskl - INFO - Epoch [147][3200/3746] lr: 1.085e-04, eta: 2:42:23, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5734, top5_acc: 0.8086, loss_cls: 2.4047, loss: 2.4047 2024-07-21 19:19:56,098 - pyskl - INFO - Epoch [147][3300/3746] lr: 1.067e-04, eta: 2:41:01, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5739, top5_acc: 0.8067, loss_cls: 2.3982, loss: 2.3982 2024-07-21 19:21:20,070 - pyskl - INFO - Epoch [147][3400/3746] lr: 1.048e-04, eta: 2:39:38, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5700, top5_acc: 0.8077, loss_cls: 2.3981, loss: 2.3981 2024-07-21 19:22:44,102 - pyskl - INFO - Epoch [147][3500/3746] lr: 1.030e-04, eta: 2:38:15, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5756, top5_acc: 0.8048, loss_cls: 2.3907, loss: 2.3907 2024-07-21 19:24:08,107 - pyskl - INFO - Epoch [147][3600/3746] lr: 1.013e-04, eta: 2:36:53, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5681, top5_acc: 0.8073, loss_cls: 2.4445, loss: 2.4445 2024-07-21 19:25:32,140 - pyskl - INFO - Epoch [147][3700/3746] lr: 9.949e-05, eta: 2:35:30, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5711, top5_acc: 0.8025, loss_cls: 2.4166, loss: 2.4166 2024-07-21 19:26:12,090 - pyskl - INFO - Saving checkpoint at 147 epochs 2024-07-21 19:28:01,929 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 19:28:02,662 - pyskl - INFO - top1_acc 0.3995 top5_acc 0.6454 2024-07-21 19:28:02,662 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 19:28:02,706 - pyskl - INFO - mean_acc 0.3993 2024-07-21 19:28:02,711 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_146.pth was removed 2024-07-21 19:28:02,961 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. 2024-07-21 19:28:02,962 - pyskl - INFO - Best top1_acc is 0.3995 at 147 epoch. 2024-07-21 19:28:02,972 - pyskl - INFO - Epoch(val) [147][309] top1_acc: 0.3995, top5_acc: 0.6454, mean_class_accuracy: 0.3993 2024-07-21 19:31:51,000 - pyskl - INFO - Epoch [148][100/3746] lr: 9.693e-05, eta: 2:33:32, time: 2.280, data_time: 1.275, memory: 15990, top1_acc: 0.5867, top5_acc: 0.8137, loss_cls: 2.3379, loss: 2.3379 2024-07-21 19:33:14,798 - pyskl - INFO - Epoch [148][200/3746] lr: 9.520e-05, eta: 2:32:09, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5809, top5_acc: 0.8106, loss_cls: 2.3687, loss: 2.3687 2024-07-21 19:34:39,252 - pyskl - INFO - Epoch [148][300/3746] lr: 9.348e-05, eta: 2:30:46, time: 0.845, data_time: 0.000, memory: 15990, top1_acc: 0.5683, top5_acc: 0.8030, loss_cls: 2.4150, loss: 2.4150 2024-07-21 19:36:03,037 - pyskl - INFO - Epoch [148][400/3746] lr: 9.178e-05, eta: 2:29:24, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5769, top5_acc: 0.8094, loss_cls: 2.3792, loss: 2.3792 2024-07-21 19:37:25,713 - pyskl - INFO - Epoch [148][500/3746] lr: 9.010e-05, eta: 2:28:01, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5795, top5_acc: 0.8156, loss_cls: 2.3657, loss: 2.3657 2024-07-21 19:38:49,312 - pyskl - INFO - Epoch [148][600/3746] lr: 8.843e-05, eta: 2:26:38, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5727, top5_acc: 0.8037, loss_cls: 2.4113, loss: 2.4113 2024-07-21 19:40:13,234 - pyskl - INFO - Epoch [148][700/3746] lr: 8.678e-05, eta: 2:25:15, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5809, top5_acc: 0.8134, loss_cls: 2.3752, loss: 2.3752 2024-07-21 19:41:36,602 - pyskl - INFO - Epoch [148][800/3746] lr: 8.514e-05, eta: 2:23:53, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.5853, top5_acc: 0.8092, loss_cls: 2.3648, loss: 2.3648 2024-07-21 19:42:59,112 - pyskl - INFO - Epoch [148][900/3746] lr: 8.351e-05, eta: 2:22:30, time: 0.825, data_time: 0.001, memory: 15990, top1_acc: 0.5806, top5_acc: 0.8102, loss_cls: 2.3428, loss: 2.3428 2024-07-21 19:44:22,802 - pyskl - INFO - Epoch [148][1000/3746] lr: 8.191e-05, eta: 2:21:07, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5770, top5_acc: 0.8053, loss_cls: 2.3952, loss: 2.3952 2024-07-21 19:45:46,093 - pyskl - INFO - Epoch [148][1100/3746] lr: 8.031e-05, eta: 2:19:45, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.5730, top5_acc: 0.8077, loss_cls: 2.4008, loss: 2.4008 2024-07-21 19:47:09,642 - pyskl - INFO - Epoch [148][1200/3746] lr: 7.874e-05, eta: 2:18:22, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5714, top5_acc: 0.8089, loss_cls: 2.4010, loss: 2.4010 2024-07-21 19:48:33,490 - pyskl - INFO - Epoch [148][1300/3746] lr: 7.718e-05, eta: 2:16:59, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5763, top5_acc: 0.8033, loss_cls: 2.4156, loss: 2.4156 2024-07-21 19:49:57,542 - pyskl - INFO - Epoch [148][1400/3746] lr: 7.563e-05, eta: 2:15:37, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.5731, top5_acc: 0.8041, loss_cls: 2.4088, loss: 2.4088 2024-07-21 19:51:21,381 - pyskl - INFO - Epoch [148][1500/3746] lr: 7.410e-05, eta: 2:14:14, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5791, top5_acc: 0.8111, loss_cls: 2.3782, loss: 2.3782 2024-07-21 19:52:44,947 - pyskl - INFO - Epoch [148][1600/3746] lr: 7.259e-05, eta: 2:12:51, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5756, top5_acc: 0.8022, loss_cls: 2.3944, loss: 2.3944 2024-07-21 19:54:08,947 - pyskl - INFO - Epoch [148][1700/3746] lr: 7.109e-05, eta: 2:11:28, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5809, top5_acc: 0.8108, loss_cls: 2.3800, loss: 2.3800 2024-07-21 19:55:32,906 - pyskl - INFO - Epoch [148][1800/3746] lr: 6.961e-05, eta: 2:10:06, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5653, top5_acc: 0.8036, loss_cls: 2.4360, loss: 2.4360 2024-07-21 19:56:56,630 - pyskl - INFO - Epoch [148][1900/3746] lr: 6.814e-05, eta: 2:08:43, time: 0.837, data_time: 0.001, memory: 15990, top1_acc: 0.5833, top5_acc: 0.8127, loss_cls: 2.3501, loss: 2.3501 2024-07-21 19:58:20,340 - pyskl - INFO - Epoch [148][2000/3746] lr: 6.669e-05, eta: 2:07:20, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5775, top5_acc: 0.8053, loss_cls: 2.4070, loss: 2.4070 2024-07-21 19:59:42,412 - pyskl - INFO - Epoch [148][2100/3746] lr: 6.526e-05, eta: 2:05:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5769, top5_acc: 0.8075, loss_cls: 2.3823, loss: 2.3823 2024-07-21 20:01:05,856 - pyskl - INFO - Epoch [148][2200/3746] lr: 6.384e-05, eta: 2:04:35, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.5783, top5_acc: 0.8009, loss_cls: 2.3779, loss: 2.3779 2024-07-21 20:02:29,165 - pyskl - INFO - Epoch [148][2300/3746] lr: 6.243e-05, eta: 2:03:12, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.5833, top5_acc: 0.8086, loss_cls: 2.3925, loss: 2.3925 2024-07-21 20:03:52,720 - pyskl - INFO - Epoch [148][2400/3746] lr: 6.104e-05, eta: 2:01:50, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5884, top5_acc: 0.8203, loss_cls: 2.3134, loss: 2.3134 2024-07-21 20:05:16,714 - pyskl - INFO - Epoch [148][2500/3746] lr: 5.967e-05, eta: 2:00:27, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5861, top5_acc: 0.8158, loss_cls: 2.3547, loss: 2.3547 2024-07-21 20:06:40,169 - pyskl - INFO - Epoch [148][2600/3746] lr: 5.831e-05, eta: 1:59:04, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5734, top5_acc: 0.8023, loss_cls: 2.4285, loss: 2.4285 2024-07-21 20:08:03,863 - pyskl - INFO - Epoch [148][2700/3746] lr: 5.697e-05, eta: 1:57:41, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5777, top5_acc: 0.8114, loss_cls: 2.3497, loss: 2.3497 2024-07-21 20:09:27,335 - pyskl - INFO - Epoch [148][2800/3746] lr: 5.564e-05, eta: 1:56:19, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5781, top5_acc: 0.8069, loss_cls: 2.3802, loss: 2.3802 2024-07-21 20:10:50,856 - pyskl - INFO - Epoch [148][2900/3746] lr: 5.433e-05, eta: 1:54:56, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5713, top5_acc: 0.8091, loss_cls: 2.3926, loss: 2.3926 2024-07-21 20:12:14,557 - pyskl - INFO - Epoch [148][3000/3746] lr: 5.304e-05, eta: 1:53:33, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5831, top5_acc: 0.8063, loss_cls: 2.3728, loss: 2.3728 2024-07-21 20:13:38,501 - pyskl - INFO - Epoch [148][3100/3746] lr: 5.176e-05, eta: 1:52:11, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5752, top5_acc: 0.8009, loss_cls: 2.4046, loss: 2.4046 2024-07-21 20:15:02,050 - pyskl - INFO - Epoch [148][3200/3746] lr: 5.050e-05, eta: 1:50:48, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5656, top5_acc: 0.8084, loss_cls: 2.4245, loss: 2.4245 2024-07-21 20:16:25,521 - pyskl - INFO - Epoch [148][3300/3746] lr: 4.925e-05, eta: 1:49:25, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5698, top5_acc: 0.8013, loss_cls: 2.4159, loss: 2.4159 2024-07-21 20:17:49,151 - pyskl - INFO - Epoch [148][3400/3746] lr: 4.801e-05, eta: 1:48:03, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5766, top5_acc: 0.8127, loss_cls: 2.3668, loss: 2.3668 2024-07-21 20:19:13,021 - pyskl - INFO - Epoch [148][3500/3746] lr: 4.680e-05, eta: 1:46:40, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5814, top5_acc: 0.8019, loss_cls: 2.3976, loss: 2.3976 2024-07-21 20:20:36,990 - pyskl - INFO - Epoch [148][3600/3746] lr: 4.560e-05, eta: 1:45:17, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5705, top5_acc: 0.8033, loss_cls: 2.3977, loss: 2.3977 2024-07-21 20:22:00,726 - pyskl - INFO - Epoch [148][3700/3746] lr: 4.441e-05, eta: 1:43:54, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5837, top5_acc: 0.8106, loss_cls: 2.3513, loss: 2.3513 2024-07-21 20:22:40,914 - pyskl - INFO - Saving checkpoint at 148 epochs 2024-07-21 20:24:31,780 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 20:24:32,452 - pyskl - INFO - top1_acc 0.4002 top5_acc 0.6456 2024-07-21 20:24:32,452 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 20:24:32,496 - pyskl - INFO - mean_acc 0.4000 2024-07-21 20:24:32,501 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_147.pth was removed 2024-07-21 20:24:32,756 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. 2024-07-21 20:24:32,756 - pyskl - INFO - Best top1_acc is 0.4002 at 148 epoch. 2024-07-21 20:24:32,771 - pyskl - INFO - Epoch(val) [148][309] top1_acc: 0.4002, top5_acc: 0.6456, mean_class_accuracy: 0.4000 2024-07-21 20:28:25,857 - pyskl - INFO - Epoch [149][100/3746] lr: 4.271e-05, eta: 1:41:55, time: 2.331, data_time: 1.334, memory: 15990, top1_acc: 0.5853, top5_acc: 0.8125, loss_cls: 2.3555, loss: 2.3555 2024-07-21 20:29:50,076 - pyskl - INFO - Epoch [149][200/3746] lr: 4.156e-05, eta: 1:40:33, time: 0.842, data_time: 0.000, memory: 15990, top1_acc: 0.5823, top5_acc: 0.8091, loss_cls: 2.3952, loss: 2.3952 2024-07-21 20:31:13,860 - pyskl - INFO - Epoch [149][300/3746] lr: 4.043e-05, eta: 1:39:10, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5856, top5_acc: 0.8147, loss_cls: 2.3217, loss: 2.3217 2024-07-21 20:32:36,954 - pyskl - INFO - Epoch [149][400/3746] lr: 3.931e-05, eta: 1:37:47, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5802, top5_acc: 0.8184, loss_cls: 2.3416, loss: 2.3416 2024-07-21 20:34:00,423 - pyskl - INFO - Epoch [149][500/3746] lr: 3.821e-05, eta: 1:36:24, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5750, top5_acc: 0.8017, loss_cls: 2.4066, loss: 2.4066 2024-07-21 20:35:24,092 - pyskl - INFO - Epoch [149][600/3746] lr: 3.713e-05, eta: 1:35:02, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5806, top5_acc: 0.8147, loss_cls: 2.3552, loss: 2.3552 2024-07-21 20:36:47,693 - pyskl - INFO - Epoch [149][700/3746] lr: 3.606e-05, eta: 1:33:39, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5753, top5_acc: 0.8073, loss_cls: 2.3835, loss: 2.3835 2024-07-21 20:38:11,174 - pyskl - INFO - Epoch [149][800/3746] lr: 3.500e-05, eta: 1:32:16, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5787, top5_acc: 0.8158, loss_cls: 2.3413, loss: 2.3413 2024-07-21 20:39:35,106 - pyskl - INFO - Epoch [149][900/3746] lr: 3.397e-05, eta: 1:30:53, time: 0.839, data_time: 0.001, memory: 15990, top1_acc: 0.5734, top5_acc: 0.8034, loss_cls: 2.4051, loss: 2.4051 2024-07-21 20:40:59,042 - pyskl - INFO - Epoch [149][1000/3746] lr: 3.294e-05, eta: 1:29:31, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5858, top5_acc: 0.8163, loss_cls: 2.3595, loss: 2.3595 2024-07-21 20:42:22,358 - pyskl - INFO - Epoch [149][1100/3746] lr: 3.194e-05, eta: 1:28:08, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.5725, top5_acc: 0.8039, loss_cls: 2.4089, loss: 2.4089 2024-07-21 20:43:45,934 - pyskl - INFO - Epoch [149][1200/3746] lr: 3.095e-05, eta: 1:26:45, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5914, top5_acc: 0.8086, loss_cls: 2.3446, loss: 2.3446 2024-07-21 20:45:09,597 - pyskl - INFO - Epoch [149][1300/3746] lr: 2.997e-05, eta: 1:25:23, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5855, top5_acc: 0.8161, loss_cls: 2.3461, loss: 2.3461 2024-07-21 20:46:33,081 - pyskl - INFO - Epoch [149][1400/3746] lr: 2.901e-05, eta: 1:24:00, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5930, top5_acc: 0.8181, loss_cls: 2.3221, loss: 2.3221 2024-07-21 20:47:56,752 - pyskl - INFO - Epoch [149][1500/3746] lr: 2.807e-05, eta: 1:22:37, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5967, top5_acc: 0.8120, loss_cls: 2.3092, loss: 2.3092 2024-07-21 20:49:19,600 - pyskl - INFO - Epoch [149][1600/3746] lr: 2.714e-05, eta: 1:21:14, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5875, top5_acc: 0.8084, loss_cls: 2.3669, loss: 2.3669 2024-07-21 20:50:43,058 - pyskl - INFO - Epoch [149][1700/3746] lr: 2.622e-05, eta: 1:19:52, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5891, top5_acc: 0.8172, loss_cls: 2.3288, loss: 2.3288 2024-07-21 20:52:06,671 - pyskl - INFO - Epoch [149][1800/3746] lr: 2.533e-05, eta: 1:18:29, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5820, top5_acc: 0.8092, loss_cls: 2.3702, loss: 2.3702 2024-07-21 20:53:30,552 - pyskl - INFO - Epoch [149][1900/3746] lr: 2.444e-05, eta: 1:17:06, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5745, top5_acc: 0.8031, loss_cls: 2.3917, loss: 2.3917 2024-07-21 20:54:52,896 - pyskl - INFO - Epoch [149][2000/3746] lr: 2.358e-05, eta: 1:15:43, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5720, top5_acc: 0.8020, loss_cls: 2.4171, loss: 2.4171 2024-07-21 20:56:15,890 - pyskl - INFO - Epoch [149][2100/3746] lr: 2.273e-05, eta: 1:14:21, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.5781, top5_acc: 0.8133, loss_cls: 2.3717, loss: 2.3717 2024-07-21 20:57:39,555 - pyskl - INFO - Epoch [149][2200/3746] lr: 2.189e-05, eta: 1:12:58, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5777, top5_acc: 0.8127, loss_cls: 2.3777, loss: 2.3777 2024-07-21 20:59:03,515 - pyskl - INFO - Epoch [149][2300/3746] lr: 2.107e-05, eta: 1:11:35, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5756, top5_acc: 0.8055, loss_cls: 2.3762, loss: 2.3762 2024-07-21 21:00:27,487 - pyskl - INFO - Epoch [149][2400/3746] lr: 2.027e-05, eta: 1:10:13, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5827, top5_acc: 0.8130, loss_cls: 2.3611, loss: 2.3611 2024-07-21 21:01:50,811 - pyskl - INFO - Epoch [149][2500/3746] lr: 1.948e-05, eta: 1:08:50, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.5903, top5_acc: 0.8194, loss_cls: 2.3201, loss: 2.3201 2024-07-21 21:03:14,577 - pyskl - INFO - Epoch [149][2600/3746] lr: 1.871e-05, eta: 1:07:27, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5719, top5_acc: 0.8061, loss_cls: 2.4043, loss: 2.4043 2024-07-21 21:04:38,052 - pyskl - INFO - Epoch [149][2700/3746] lr: 1.795e-05, eta: 1:06:04, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5650, top5_acc: 0.8025, loss_cls: 2.4343, loss: 2.4343 2024-07-21 21:06:01,774 - pyskl - INFO - Epoch [149][2800/3746] lr: 1.721e-05, eta: 1:04:42, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5822, top5_acc: 0.8077, loss_cls: 2.3499, loss: 2.3499 2024-07-21 21:07:25,659 - pyskl - INFO - Epoch [149][2900/3746] lr: 1.649e-05, eta: 1:03:19, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.5687, top5_acc: 0.8009, loss_cls: 2.4165, loss: 2.4165 2024-07-21 21:08:49,302 - pyskl - INFO - Epoch [149][3000/3746] lr: 1.578e-05, eta: 1:01:56, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5816, top5_acc: 0.8116, loss_cls: 2.3571, loss: 2.3571 2024-07-21 21:10:12,995 - pyskl - INFO - Epoch [149][3100/3746] lr: 1.508e-05, eta: 1:00:33, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5805, top5_acc: 0.8155, loss_cls: 2.3534, loss: 2.3534 2024-07-21 21:11:36,386 - pyskl - INFO - Epoch [149][3200/3746] lr: 1.440e-05, eta: 0:59:11, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.5831, top5_acc: 0.8047, loss_cls: 2.3795, loss: 2.3795 2024-07-21 21:13:00,171 - pyskl - INFO - Epoch [149][3300/3746] lr: 1.374e-05, eta: 0:57:48, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5866, top5_acc: 0.8122, loss_cls: 2.3337, loss: 2.3337 2024-07-21 21:14:23,619 - pyskl - INFO - Epoch [149][3400/3746] lr: 1.309e-05, eta: 0:56:25, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.5853, top5_acc: 0.8081, loss_cls: 2.3495, loss: 2.3495 2024-07-21 21:15:46,990 - pyskl - INFO - Epoch [149][3500/3746] lr: 1.246e-05, eta: 0:55:02, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.5897, top5_acc: 0.8144, loss_cls: 2.3457, loss: 2.3457 2024-07-21 21:17:10,386 - pyskl - INFO - Epoch [149][3600/3746] lr: 1.184e-05, eta: 0:53:40, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.5823, top5_acc: 0.8117, loss_cls: 2.3527, loss: 2.3527 2024-07-21 21:18:34,154 - pyskl - INFO - Epoch [149][3700/3746] lr: 1.124e-05, eta: 0:52:17, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5892, top5_acc: 0.8187, loss_cls: 2.3421, loss: 2.3421 2024-07-21 21:19:14,422 - pyskl - INFO - Saving checkpoint at 149 epochs 2024-07-21 21:21:06,491 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 21:21:07,188 - pyskl - INFO - top1_acc 0.4017 top5_acc 0.6463 2024-07-21 21:21:07,188 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 21:21:07,236 - pyskl - INFO - mean_acc 0.4014 2024-07-21 21:21:07,240 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_148.pth was removed 2024-07-21 21:21:07,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. 2024-07-21 21:21:07,498 - pyskl - INFO - Best top1_acc is 0.4017 at 149 epoch. 2024-07-21 21:21:07,516 - pyskl - INFO - Epoch(val) [149][309] top1_acc: 0.4017, top5_acc: 0.6463, mean_class_accuracy: 0.4014 2024-07-21 21:24:57,311 - pyskl - INFO - Epoch [150][100/3746] lr: 1.039e-05, eta: 0:50:17, time: 2.298, data_time: 1.293, memory: 15990, top1_acc: 0.5875, top5_acc: 0.8184, loss_cls: 2.3325, loss: 2.3325 2024-07-21 21:26:21,266 - pyskl - INFO - Epoch [150][200/3746] lr: 9.832e-06, eta: 0:48:54, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.5734, top5_acc: 0.8045, loss_cls: 2.4002, loss: 2.4002 2024-07-21 21:27:44,403 - pyskl - INFO - Epoch [150][300/3746] lr: 9.285e-06, eta: 0:47:31, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5863, top5_acc: 0.8159, loss_cls: 2.3337, loss: 2.3337 2024-07-21 21:29:07,173 - pyskl - INFO - Epoch [150][400/3746] lr: 8.754e-06, eta: 0:46:09, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5745, top5_acc: 0.8145, loss_cls: 2.3785, loss: 2.3785 2024-07-21 21:30:30,856 - pyskl - INFO - Epoch [150][500/3746] lr: 8.239e-06, eta: 0:44:46, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.5884, top5_acc: 0.8141, loss_cls: 2.3363, loss: 2.3363 2024-07-21 21:31:53,551 - pyskl - INFO - Epoch [150][600/3746] lr: 7.739e-06, eta: 0:43:23, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5961, top5_acc: 0.8191, loss_cls: 2.3129, loss: 2.3129 2024-07-21 21:33:16,854 - pyskl - INFO - Epoch [150][700/3746] lr: 7.255e-06, eta: 0:42:00, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.5727, top5_acc: 0.8116, loss_cls: 2.3774, loss: 2.3774 2024-07-21 21:34:39,354 - pyskl - INFO - Epoch [150][800/3746] lr: 6.787e-06, eta: 0:40:38, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5908, top5_acc: 0.8181, loss_cls: 2.3252, loss: 2.3252 2024-07-21 21:36:01,400 - pyskl - INFO - Epoch [150][900/3746] lr: 6.334e-06, eta: 0:39:15, time: 0.820, data_time: 0.001, memory: 15990, top1_acc: 0.5952, top5_acc: 0.8219, loss_cls: 2.2969, loss: 2.2969 2024-07-21 21:37:23,902 - pyskl - INFO - Epoch [150][1000/3746] lr: 5.897e-06, eta: 0:37:52, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5697, top5_acc: 0.8078, loss_cls: 2.3926, loss: 2.3926 2024-07-21 21:38:46,530 - pyskl - INFO - Epoch [150][1100/3746] lr: 5.475e-06, eta: 0:36:29, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5848, top5_acc: 0.8050, loss_cls: 2.3795, loss: 2.3795 2024-07-21 21:40:09,298 - pyskl - INFO - Epoch [150][1200/3746] lr: 5.070e-06, eta: 0:35:07, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5848, top5_acc: 0.8109, loss_cls: 2.3699, loss: 2.3699 2024-07-21 21:41:31,677 - pyskl - INFO - Epoch [150][1300/3746] lr: 4.679e-06, eta: 0:33:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5725, top5_acc: 0.8086, loss_cls: 2.4026, loss: 2.4026 2024-07-21 21:42:54,248 - pyskl - INFO - Epoch [150][1400/3746] lr: 4.305e-06, eta: 0:32:21, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5819, top5_acc: 0.8133, loss_cls: 2.3433, loss: 2.3433 2024-07-21 21:44:17,001 - pyskl - INFO - Epoch [150][1500/3746] lr: 3.946e-06, eta: 0:30:58, time: 0.828, data_time: 0.001, memory: 15990, top1_acc: 0.5859, top5_acc: 0.8125, loss_cls: 2.3645, loss: 2.3645 2024-07-21 21:45:40,067 - pyskl - INFO - Epoch [150][1600/3746] lr: 3.602e-06, eta: 0:29:36, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5697, top5_acc: 0.8117, loss_cls: 2.3770, loss: 2.3770 2024-07-21 21:47:01,933 - pyskl - INFO - Epoch [150][1700/3746] lr: 3.275e-06, eta: 0:28:13, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5764, top5_acc: 0.8059, loss_cls: 2.3779, loss: 2.3779 2024-07-21 21:48:25,703 - pyskl - INFO - Epoch [150][1800/3746] lr: 2.962e-06, eta: 0:26:50, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.5866, top5_acc: 0.8220, loss_cls: 2.3196, loss: 2.3196 2024-07-21 21:49:47,868 - pyskl - INFO - Epoch [150][1900/3746] lr: 2.666e-06, eta: 0:25:27, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5839, top5_acc: 0.8147, loss_cls: 2.3379, loss: 2.3379 2024-07-21 21:51:09,659 - pyskl - INFO - Epoch [150][2000/3746] lr: 2.385e-06, eta: 0:24:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5881, top5_acc: 0.8123, loss_cls: 2.3476, loss: 2.3476 2024-07-21 21:52:31,405 - pyskl - INFO - Epoch [150][2100/3746] lr: 2.120e-06, eta: 0:22:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5772, top5_acc: 0.8044, loss_cls: 2.3820, loss: 2.3820 2024-07-21 21:53:53,567 - pyskl - INFO - Epoch [150][2200/3746] lr: 1.870e-06, eta: 0:21:19, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5770, top5_acc: 0.8097, loss_cls: 2.3625, loss: 2.3625 2024-07-21 21:55:15,319 - pyskl - INFO - Epoch [150][2300/3746] lr: 1.636e-06, eta: 0:19:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5741, top5_acc: 0.8070, loss_cls: 2.3661, loss: 2.3661 2024-07-21 21:56:36,892 - pyskl - INFO - Epoch [150][2400/3746] lr: 1.418e-06, eta: 0:18:33, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5737, top5_acc: 0.8044, loss_cls: 2.3863, loss: 2.3863 2024-07-21 21:57:58,616 - pyskl - INFO - Epoch [150][2500/3746] lr: 1.215e-06, eta: 0:17:11, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5808, top5_acc: 0.8036, loss_cls: 2.3901, loss: 2.3901 2024-07-21 21:59:19,990 - pyskl - INFO - Epoch [150][2600/3746] lr: 1.028e-06, eta: 0:15:48, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5833, top5_acc: 0.8172, loss_cls: 2.3187, loss: 2.3187 2024-07-21 22:00:41,100 - pyskl - INFO - Epoch [150][2700/3746] lr: 8.567e-07, eta: 0:14:25, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5828, top5_acc: 0.8080, loss_cls: 2.3679, loss: 2.3679 2024-07-21 22:02:03,322 - pyskl - INFO - Epoch [150][2800/3746] lr: 7.008e-07, eta: 0:13:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5792, top5_acc: 0.8169, loss_cls: 2.3338, loss: 2.3338 2024-07-21 22:03:25,422 - pyskl - INFO - Epoch [150][2900/3746] lr: 5.606e-07, eta: 0:11:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5905, top5_acc: 0.8100, loss_cls: 2.3496, loss: 2.3496 2024-07-21 22:04:46,909 - pyskl - INFO - Epoch [150][3000/3746] lr: 4.361e-07, eta: 0:10:17, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5922, top5_acc: 0.8206, loss_cls: 2.3277, loss: 2.3277 2024-07-21 22:06:08,022 - pyskl - INFO - Epoch [150][3100/3746] lr: 3.271e-07, eta: 0:08:54, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5755, top5_acc: 0.8092, loss_cls: 2.3722, loss: 2.3722 2024-07-21 22:07:29,240 - pyskl - INFO - Epoch [150][3200/3746] lr: 2.338e-07, eta: 0:07:31, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5863, top5_acc: 0.8195, loss_cls: 2.3224, loss: 2.3224 2024-07-21 22:08:50,523 - pyskl - INFO - Epoch [150][3300/3746] lr: 1.561e-07, eta: 0:06:09, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5809, top5_acc: 0.8136, loss_cls: 2.3741, loss: 2.3741 2024-07-21 22:10:12,071 - pyskl - INFO - Epoch [150][3400/3746] lr: 9.410e-08, eta: 0:04:46, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5787, top5_acc: 0.8080, loss_cls: 2.3775, loss: 2.3775 2024-07-21 22:11:33,659 - pyskl - INFO - Epoch [150][3500/3746] lr: 4.768e-08, eta: 0:03:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5866, top5_acc: 0.8113, loss_cls: 2.3632, loss: 2.3632 2024-07-21 22:12:54,627 - pyskl - INFO - Epoch [150][3600/3746] lr: 1.689e-08, eta: 0:02:00, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5877, top5_acc: 0.8153, loss_cls: 2.3647, loss: 2.3647 2024-07-21 22:14:15,801 - pyskl - INFO - Epoch [150][3700/3746] lr: 1.726e-09, eta: 0:00:38, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5913, top5_acc: 0.8156, loss_cls: 2.3319, loss: 2.3319 2024-07-21 22:14:54,420 - pyskl - INFO - Saving checkpoint at 150 epochs 2024-07-21 22:16:41,436 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-21 22:16:42,096 - pyskl - INFO - top1_acc 0.3990 top5_acc 0.6459 2024-07-21 22:16:42,096 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-21 22:16:42,142 - pyskl - INFO - mean_acc 0.3987 2024-07-21 22:16:42,160 - pyskl - INFO - Epoch(val) [150][309] top1_acc: 0.3990, top5_acc: 0.6459, mean_class_accuracy: 0.3987 2024-07-21 22:16:56,065 - pyskl - INFO - 19743 videos remain after valid thresholding 2024-07-21 22:28:52,127 - pyskl - INFO - Testing results of the last checkpoint 2024-07-21 22:28:52,127 - pyskl - INFO - top1_acc: 0.4173 2024-07-21 22:28:52,127 - pyskl - INFO - top5_acc: 0.6654 2024-07-21 22:28:52,127 - pyskl - INFO - mean_class_accuracy: 0.4171 2024-07-21 22:28:52,128 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/k400/km/best_top1_acc_epoch_149.pth 2024-07-21 22:40:49,535 - pyskl - INFO - Testing results of the best checkpoint 2024-07-21 22:40:49,536 - pyskl - INFO - top1_acc: 0.4199 2024-07-21 22:40:49,536 - pyskl - INFO - top5_acc: 0.6674 2024-07-21 22:40:49,536 - pyskl - INFO - mean_class_accuracy: 0.4197